diff options
Diffstat (limited to 'runtimes/tests/neural_networks_test/specs/V1_0')
153 files changed, 9516 insertions, 0 deletions
diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/add.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/add.mod.py new file mode 100644 index 000000000..3374321f0 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/add.mod.py @@ -0,0 +1,19 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{2}") # a vector of 2 float32s +i2 = Input("op2", "TENSOR_FLOAT32", "{2}") # another vector of 2 float32s +act = Int32Scalar("act", 0) # an int32_t scalar activation +i3 = Output("op3", "TENSOR_FLOAT32", "{2}") +model = model.Operation("ADD", i1, i2, act).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.0, 2.0], + i2: # input 1 + [3.0, 4.0]} + +output0 = {i3: # output 0 + [4.0, 6.0]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/add_broadcast_quant8.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/add_broadcast_quant8.mod.py new file mode 100644 index 000000000..cf2dbb749 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/add_broadcast_quant8.mod.py @@ -0,0 +1,19 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2}, 2.0, 0") +i2 = Input("op2", "TENSOR_QUANT8_ASYMM", "{2, 2}, 1.0, 0") +act = Int32Scalar("act", 0) +i3 = Output("op3", "TENSOR_QUANT8_ASYMM", "{2, 2}, 1.0, 0") +model = model.Operation("ADD", i1, i2, act).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2], + i2: # input 1 + [1, 2, 3, 4]} + +output0 = {i3: # output 0 + [3, 6, 5, 8]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/add_quant8.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/add_quant8.mod.py new file mode 100644 index 000000000..bfbdab765 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/add_quant8.mod.py @@ -0,0 +1,19 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{2}, 2.0, 0") +i2 = Input("op2", "TENSOR_QUANT8_ASYMM", "{2}, 1.0, 0") +act = Int32Scalar("act", 0) +i3 = Output("op3", "TENSOR_QUANT8_ASYMM", "{2}, 1.0, 0") +model = model.Operation("ADD", i1, i2, act).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2], + i2: # input 1 + [3, 4]} + +output0 = {i3: # output 0 + [5, 8]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_1.mod.py new file mode 100644 index 000000000..457313ef3 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_1.mod.py @@ -0,0 +1,31 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # input 0 +cons1 = Int32Scalar("cons1", 1) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # output 0 +model = model.Operation("AVERAGE_POOL_2D", i1, pad0, pad0, pad0, pad0, cons1, cons1, cons1, cons1, act).To(i3) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.0, 2.0, 3.0, 4.0]} +output0 = {i3: # output 0 + [1.0, 2.0, 3.0, 4.0]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_2.mod.py new file mode 100644 index 000000000..35b73a40b --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_2.mod.py @@ -0,0 +1,51 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +bat = 5 +row = 52 +col = 60 +chn = 3 + +i0 = Input("i0", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (bat, row, col, chn)) + +std = 5 +flt = 100 +pad = 50 + +stride = Int32Scalar("stride", std) +filt = Int32Scalar("filter", flt) +padding = Int32Scalar("padding", pad) +act0 = Int32Scalar("activation", 0) +output_row = (row + 2 * pad - flt + std) // std +output_col = (col + 2 * pad - flt + std) // std + +output = Output("output", "TENSOR_FLOAT32", + "{%d, %d, %d, %d}" % (bat, output_row, output_col, chn)) + +model = model.Operation( + "AVERAGE_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act0).To(output) + +# Example 1. Input in operand 0, +input_values = [1. for _ in range(bat * row * col * chn)] +input0 = {i0: input_values} +output_values = [1. for _ in range(bat * output_row * output_col * chn)] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_3.mod.py new file mode 100644 index 000000000..1de8ad13d --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_3.mod.py @@ -0,0 +1,51 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +bat = 1 +row = 200 +col = 180 +chn = 1 + +i0 = Input("i0", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (bat, row, col, chn)) + +std = 2 +flt = 10 +pad = 0 + +stride = Int32Scalar("stride", std) +filt = Int32Scalar("filter", flt) +padding = Int32Scalar("padding", pad) +act0 = Int32Scalar("activation", 0) +output_row = (row + 2 * pad - flt + std) // std +output_col = (col + 2 * pad - flt + std) // std + +output = Output("output", "TENSOR_FLOAT32", + "{%d, %d, %d, %d}" % (bat, output_row, output_col, chn)) + +model = model.Operation( + "AVERAGE_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act0).To(output) + +# Example 1. Input in operand 0, +input_values = [x % 2 for x in range(bat * row * col * chn)] +input0 = {i0: input_values} +output_values = [.5 for _ in range(bat * output_row * output_col * chn)] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_4.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_4.mod.py new file mode 100644 index 000000000..480c70d1d --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_4.mod.py @@ -0,0 +1,51 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +bat = 5 +row = 52 +col = 60 +chn = 3 + +i0 = Input("i0", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (bat, row, col, chn)) + +std = 5 +flt = 100 +pad = 50 + +stride = Int32Scalar("stride", std) +filt = Int32Scalar("filter", flt) +padding = Int32Scalar("padding", pad) +act3 = Int32Scalar("relu6_activation", 3) +output_row = (row + 2 * pad - flt + std) // std +output_col = (col + 2 * pad - flt + std) // std + +output = Output("output", "TENSOR_FLOAT32", + "{%d, %d, %d, %d}" % (bat, output_row, output_col, chn)) + +model = model.Operation( + "AVERAGE_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act3).To(output) + +# Example 1. Input in operand 0, +input_values = [10 for _ in range(bat * row * col * chn)] +input0 = {i0: input_values} +output_values = [6 for _ in range(bat * output_row * output_col * chn)] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_5.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_5.mod.py new file mode 100644 index 000000000..ef13bb749 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_float_5.mod.py @@ -0,0 +1,31 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 4, 1}") # input 0 +cons2 = Int32Scalar("cons2", 2) +pad_same = Int32Scalar("pad_same", 1) +act_none = Int32Scalar("act_none", 0) +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 1, 2, 1}") # output 0 +model = model.Operation("AVERAGE_POOL_2D", i1, pad_same, cons2, cons2, cons2, cons2, act_none).To(i3) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 6, 2, 4, 3, 2, 10, 7]} +output0 = {i3: # output 0 + [2.75, 5.75]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_1.mod.py new file mode 100644 index 000000000..3c933ebbf --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_1.mod.py @@ -0,0 +1,34 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0") +cons1 = Int32Scalar("cons1", 1) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +o = Output("op3", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0") +model = model.Operation("AVERAGE_POOL_2D", i1, pad0, pad0, pad0, pad0, cons1, cons1, cons1, cons1, act).To(o) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2, 3, 4]} + +output0 = {o: # output 0 + [1, 2, 3, 4]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_2.mod.py new file mode 100644 index 000000000..9d49c303b --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_2.mod.py @@ -0,0 +1,51 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +bat = 5 +row = 52 +col = 60 +chn = 3 + +i0 = Input("i0", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 0.5f, 0" % (bat, row, col, chn)) + +std = 5 +flt = 10 +pad = 5 + +stride = Int32Scalar("stride", std) +filt = Int32Scalar("filter", flt) +padding = Int32Scalar("padding", pad) +act0 = Int32Scalar("activation", 0) +output_row = (row + 2 * pad - flt + std) // std +output_col = (col + 2 * pad - flt + std) // std + +output = Output("output", "TENSOR_QUANT8_ASYMM", + "{%d, %d, %d, %d}, 0.5f, 0" % (bat, output_row, output_col, chn)) + +model = model.Operation( + "AVERAGE_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act0).To(output) + +# Example 1. Input in operand 0, +input_values = [255 for _ in range(bat * row * col * chn)] +input0 = {i0: input_values} +output_values = [255 for _ in range(bat * output_row * output_col * chn)] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_3.mod.py new file mode 100644 index 000000000..895ab5e49 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_3.mod.py @@ -0,0 +1,51 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +bat = 1 +row = 100 +col = 100 +chn = 1 + +i0 = Input("i0", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 0.5f, 0" % (bat, row, col, chn)) + +std = 4 +flt = 10 +pad = 0 + +stride = Int32Scalar("stride", std) +filt = Int32Scalar("filter", flt) +padding = Int32Scalar("padding", pad) +act0 = Int32Scalar("activation", 0) +output_row = (row + 2 * pad - flt + std) // std +output_col = (col + 2 * pad - flt + std) // std + +output = Output("output", "TENSOR_QUANT8_ASYMM", + "{%d, %d, %d, %d}, 0.5f, 0" % (bat, output_row, output_col, chn)) + +model = model.Operation( + "AVERAGE_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act0).To(output) + +# Example 1. Input in operand 0, +input_values = [x % 4 * 2 for x in range(bat * row * col * chn)] +input0 = {i0: input_values} +output_values = [3 for _ in range(bat * output_row * output_col * chn)] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_4.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_4.mod.py new file mode 100644 index 000000000..8215a882a --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_4.mod.py @@ -0,0 +1,34 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 1}, 0.5f, 0") +cons1 = Int32Scalar("cons1", 1) +pad0 = Int32Scalar("pad0", 0) +act2 = Int32Scalar("relu1_activitation", 2) +o = Output("op3", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 1}, 0.5f, 0") +model = model.Operation("AVERAGE_POOL_2D", i1, pad0, pad0, pad0, pad0, cons1, cons1, cons1, cons1, act2).To(o) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 1, 2, 3, 4, 5, 6, 7, 8]} + +output0 = {o: # output 0 + [0, 1, 2, 2, 2, 2, 2, 2, 2]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_5.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_5.mod.py new file mode 100644 index 000000000..f6db46eb8 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/avg_pool_quant8_5.mod.py @@ -0,0 +1,31 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 4, 1}, 0.0625f, 0") # input 0 +cons2 = Int32Scalar("cons2", 2) +pad_same = Int32Scalar("pad_same", 1) +act_none = Int32Scalar("act_none", 0) +i3 = Output("op3", "TENSOR_QUANT8_ASYMM", "{1, 1, 2, 1}, 0.0625f, 0") # output 0 +model = model.Operation("AVERAGE_POOL_2D", i1, pad_same, cons2, cons2, cons2, cons2, act_none).To(i3) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 96, 32, 64, 48, 32, 160, 112]} +output0 = {i3: # output 0 + [44, 92]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_1.mod.py new file mode 100644 index 000000000..4f3350c5d --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_1.mod.py @@ -0,0 +1,31 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{2, 3}") # input tensor 0 +i2 = Input("op2", "TENSOR_FLOAT32", "{2, 3}") # input tensor 1 +axis0 = Int32Scalar("axis0", 0) +r = Output("result", "TENSOR_FLOAT32", "{4, 3}") # output +model = model.Operation("CONCATENATION", i1, i2, axis0).To(r) + +# Example 1. +input0 = {i1: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0], + i2: [7.0, 8.0, 9.0, 10.0, 11.0, 12.0]} +output0 = {r: [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_2.mod.py new file mode 100644 index 000000000..ad49c5eb2 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_2.mod.py @@ -0,0 +1,41 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +row1 = 52 +row2 = 40 +col = 230 +output_row = row1 + row2 + +input1 = Input("input1", "TENSOR_FLOAT32", "{%d, %d}" % (row1, col)) # input tensor 1 +input2 = Input("input2", "TENSOR_FLOAT32", "{%d, %d}" % (row2, col)) # input tensor 2 +axis0 = Int32Scalar("axis0", 0) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (output_row, col)) # output +model = model.Operation("CONCATENATION", input1, input2, axis0).To(output) + +# Example 1. +input1_values = [x for x in range(row1 * col)] +input2_values = (lambda s1 = row1 * col, s2 = row2 * col: + [x + s1 for x in range(s2)])() +input0 = {input1: input1_values, + input2: input2_values} +output_values = [x for x in range(output_row * col)] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_3.mod.py new file mode 100644 index 000000000..7dbe17a78 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_3.mod.py @@ -0,0 +1,47 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +row = 212 +col1 = 60 +col2 = 30 +output_col = col1 + col2 + +input1 = Input("input1", "TENSOR_FLOAT32", "{%d, %d}" % (row, col1)) # input tensor 1 +input2 = Input("input2", "TENSOR_FLOAT32", "{%d, %d}" % (row, col2)) # input tensor 2 +axis1 = Int32Scalar("axis1", 1) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (row, output_col)) # output +model = model.Operation("CONCATENATION", input1, input2, axis1).To(output) + +# Example 1. +input1_values = [x for x in range(row * col1)] +input2_values = [-x for x in range(row * col2)] +input0 = {input1: input1_values, + input2: input2_values} + +output_values = [x for x in range(row * output_col)] +for r in range(row): + for c1 in range(col1): + output_values[r * output_col + c1] = input1_values[r * col1 + c1] + for c2 in range(col2): + output_values[r * output_col + col1 + c2] = input2_values[r * col2 + c2] + +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_4D_axis3_1_nnfw.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_4D_axis3_1_nnfw.mod.py new file mode 100644 index 000000000..39080a3dc --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/concat_float_4D_axis3_1_nnfw.mod.py @@ -0,0 +1,64 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 3, 2}") # input tensor 0 +i2 = Input("op2", "TENSOR_FLOAT32", "{1, 2, 3, 2}") # input tensor 1 +i3 = Input("op3", "TENSOR_FLOAT32", "{1, 2, 3, 2}") # input tensor 2 +axis0 = Int32Scalar("axis0", 3) +r = Output("result", "TENSOR_FLOAT32", "{1, 2, 3, 6}") # output +model = model.Operation("CONCATENATION", i1, i2, i3, axis0).To(r) + +# Example 1. +input0 = {i1: [-0.03203143, -0.0334147 , -0.02527265, 0.04576106, 0.08869292, + 0.06428383, -0.06473722, -0.21933985, -0.05541003, -0.24157837, + -0.16328812, -0.04581105], + i2: [-0.0569439 , -0.15872048, 0.02965238, -0.12761882, -0.00185435, + -0.03297619, 0.03581043, -0.12603407, 0.05999133, 0.00290503, + 0.1727029 , 0.03342071], + i3: [ 0.10992613, 0.09185287, 0.16433905, -0.00059073, -0.01480746, + 0.0135175 , 0.07129054, -0.15095694, -0.04579685, -0.13260484, + -0.10045543, 0.0647094 ]} +output0 = {r: [-0.03203143, -0.0334147 , -0.0569439 , -0.15872048, 0.10992613, + 0.09185287, -0.02527265, 0.04576106, 0.02965238, -0.12761882, + 0.16433905, -0.00059073, 0.08869292, 0.06428383, -0.00185435, + -0.03297619, -0.01480746, 0.0135175 , -0.06473722, -0.21933985, + 0.03581043, -0.12603407, 0.07129054, -0.15095694, -0.05541003, + -0.24157837, 0.05999133, 0.00290503, -0.04579685, -0.13260484, + -0.16328812, -0.04581105, 0.1727029 , 0.03342071, -0.10045543, + 0.0647094 ]} + +# Instantiate an example +Example((input0, output0)) + + +''' +# The above data was generated with the code below: + +with tf.Session() as sess: + + t1 = tf.random_normal([1, 2, 3, 2], stddev=0.1, dtype=tf.float32) + t2 = tf.random_normal([1, 2, 3, 2], stddev=0.1, dtype=tf.float32) + t3 = tf.random_normal([1, 2, 3, 2], stddev=0.1, dtype=tf.float32) + c1 = tf.concat([t1, t2, t3], axis=3) + + print(c1) # print shape + print( sess.run([tf.reshape(t1, [12]), + tf.reshape(t2, [12]), + tf.reshape(t3, [12]), + tf.reshape(c1, [1*2*3*(2*3)])])) +''' diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/concat_quant8_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/concat_quant8_1.mod.py new file mode 100644 index 000000000..a490497b8 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/concat_quant8_1.mod.py @@ -0,0 +1,31 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{2, 3}, 0.5f, 0") # input 0 +i2 = Input("op2", "TENSOR_QUANT8_ASYMM", "{2, 3}, 0.5f, 0") # input 1 +axis1 = Int32Scalar("axis1", 1) +r = Output("result", "TENSOR_QUANT8_ASYMM", "{2, 6}, 0.5f, 0") # output +model = model.Operation("CONCATENATION", i1, i2, axis1).To(r) + +# Example 1. +input0 = {i1: [1, 2, 3, 4, 5, 6], + i2: [7, 8, 9, 10, 11, 12]} +output0 = {r: [1, 2, 3, 7, 8, 9, 4, 5, 6, 10, 11, 12]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/concat_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/concat_quant8_2.mod.py new file mode 100644 index 000000000..7da3cd710 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/concat_quant8_2.mod.py @@ -0,0 +1,41 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +row1 = 52 +row2 = 40 +col = 300 +output_row = row1 + row2 + +input1 = Input("input1", "TENSOR_QUANT8_ASYMM", "{%d, %d}, 0.5f, 0" % (row1, col)) +input2 = Input("input2", "TENSOR_QUANT8_ASYMM", "{%d, %d}, 0.5f, 0" % (row2, col)) +axis0 = Int32Scalar("axis0", 0) +output = Output("output", "TENSOR_QUANT8_ASYMM", "{%d, %d}, 0.5f, 0" % (output_row, col)) +model = model.Operation("CONCATENATION", input1, input2, axis0).To(output) + +# Example 1. +input1_values = [x % 256 for x in range(row1 * col)] +input2_values = (lambda s1 = row1 * col, s2 = row2 * col: + [(x + s1) % 256 for x in range(s2)])() +input0 = {input1: input1_values, + input2: input2_values} +output_values = [x % 256 for x in range(output_row * col)] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/concat_quant8_3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/concat_quant8_3.mod.py new file mode 100644 index 000000000..87a94bbf1 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/concat_quant8_3.mod.py @@ -0,0 +1,47 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +row = 400 +col1 = 60 +col2 = 30 +output_col = col1 + col2 + +input1 = Input("input1", "TENSOR_QUANT8_ASYMM", "{%d, %d}, 0.5f, 0" % (row, col1)) +input2 = Input("input2", "TENSOR_QUANT8_ASYMM", "{%d, %d}, 0.5f, 0" % (row, col2)) +axis1 = Int32Scalar("axis1", 1) +output = Output("output", "TENSOR_QUANT8_ASYMM", "{%d, %d}, 0.5f, 0" % (row, output_col)) +model = model.Operation("CONCATENATION", input1, input2, axis1).To(output) + +# Example 1. +input1_values = [(x % 128 + 128) for x in range(row * col1)] +input2_values = [x % 128 for x in range(row * col2)] +input0 = {input1: input1_values, + input2: input2_values} + +output_values = [x for x in range(row * output_col)] +for r in range(row): + for c1 in range(col1): + output_values[r * output_col + c1] = input1_values[r * col1 + c1] + for c2 in range(col2): + output_values[r * output_col + col1 + c2] = input2_values[r * col2 + c2] + +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_1_h3_w2_SAME.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_1_h3_w2_SAME.mod.py new file mode 100644 index 000000000..34f2c49f9 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_1_h3_w2_SAME.mod.py @@ -0,0 +1,21 @@ +model = Model() +i4 = Int32Scalar("b4", 1) +i5 = Int32Scalar("b5", 1) +i6 = Int32Scalar("b6", 1) +i7 = Int32Scalar("b7", 0) +i2 = Input("op2", "TENSOR_FLOAT32", "{1, 8, 8, 3}") # input 0 +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 8, 8, 1}") # output 0 +i0 = Parameter("op0", "TENSOR_FLOAT32", "{1, 3, 2, 3}", [-0.966213, -0.467474, -0.82203, -0.579455, 0.0278809, -0.79946, -0.684259, 0.563238, 0.37289, 0.738216, 0.386045, -0.917775, 0.184325, -0.270568, 0.82236, 0.0973683, -0.941308, -0.144706]) # parameters +i1 = Parameter("op1", "TENSOR_FLOAT32", "{1}", [0]) # parameters +model = model.Conv(i2, i0, i1, i4, i5, i6, i7).To(i3) + +input0 = {i2: [-0.869931, 0.644628, -0.918393, 0.153672, 0.868562, -0.358177, -0.134931, -0.247565, 0.22174, -0.259157, -0.284296, -0.538065, 0.765559, 0.41986, -0.556241, 0.658494, 0.214355, -0.850169, -0.252893, -0.478935, 0.530526, -0.0700663, -0.988729, -0.303061, 0.150845, 0.829915, 0.476349, 0.406537, -0.355343, 0.757145, -0.356362, 0.800482, -0.713861, 0.210483, -0.634303, 0.718236, -0.752038, 0.457547, -0.550769, -0.551178, 0.446766, -0.227462, 0.216348, -0.852806, -0.351486, 0.55906, -0.668493, -0.303493, -0.363763, -0.162837, 0.0701012, 0.756097, -0.142269, 0.329724, -0.656317, -0.998086, -0.652949, -0.40316, -0.893682, 0.432744, 0.612362, -0.869588, -0.71327, -0.398092, -0.0423559, 0.436576, -0.925272, 0.176549, 0.822904, 0.096833, -0.296802, -0.427195, 0.031654, -0.254479, 0.244905, 0.0948254, 0.643769, -0.90391, 0.352665, -0.901179, 0.266159, -0.968068, -0.615401, -0.388975, 0.939052, -0.116289, 0.107523, -0.0582711, 0.435172, 0.334675, 0.459711, 0.717436, 0.496627, -0.680175, -0.415066, 0.339848, 0.506004, -0.337808, -0.107218, -0.172496, 0.870638, 0.931872, -0.953884, 0.903042, 0.760078, 0.209727, -0.285384, -0.45514, 0.113194, 0.0756611, 0.0924435, -0.472863, 0.960609, -0.160385, -0.839445, 0.457097, 0.163348, 0.344867, -0.131619, 0.688715, -0.540827, 0.571259, -0.95587, 0.506164, -0.155839, 0.0789621, 0.756772, -0.662069, 0.242908, 0.460821, 0.177872, -0.289839, -0.640603, 0.702598, -0.506406, -0.568262, -0.0713716, 0.413792, 0.159673, -0.305208, 0.133816, -0.160254, 0.787323, -0.753244, 0.600721, 0.263186, -0.162387, 0.477962, -0.702951, -0.731036, -0.939481, -0.524519, 0.934072, -0.511637, -0.503499, 0.106236, -0.323684, 0.534444, -0.843745, 0.364171, 0.0370358, -0.168801, -0.404559, -0.814178, 0.91745, -0.334276, 0.66925, -0.801201, 0.156511, -0.427949, 0.379153, 0.818597, -0.649902, 0.427087, -0.586015, -0.559789, -0.833923, 0.0892409, -0.621251, 0.213826, 0.465509, 0.4704, 0.380261, 0.413067, 0.180822, 0.172866, 0.59614, 0.825575, 0.662916, -0.704381, -0.297631, 0.697778]} + +output0 = {i3: [1.85284, -0.0393656, -0.127353, 1.43115, -0.302294, -1.0402, 0.655023, -0.587614, 1.72003, 1.55816, 0.667546, 2.23663, 0.0661516, 0.290254, 0.770222, -0.346357, -1.58197, -0.850595, -0.484224, 0.949967, -0.577263, -0.871949, 2.34132, -0.104506, -0.135965, -0.985713, 0.815147, 1.03114, -1.41915, -0.515534, -0.373639, 1.42026, -1.50604, 0.673113, 3.06139, -0.388578, -1.76707, -0.315667, -1.03815, -0.343435, 0.432787, -1.41643, 1.12944, -0.175806, -0.846415, 1.40095, 0.70832, -1.46717, 2.19562, -2.61266, -0.705383, 1.26124, 1.46545, -2.35761, 2.04494, 1.23741, -0.527402, -0.39954, -0.0128623, 1.3644, 0.985755, -0.718118, -0.1008, 1.24327]} + +input1 = {i2: [-0.295335, -0.00387601, -0.552251, 0.166084, -0.28482, -0.152143, -0.719885, -0.869386, -0.745598, 0.823947, 0.473183, -0.331337, 0.187631, 0.0426571, -0.826897, -0.755085, -0.472453, -0.0233656, 0.0483436, 0.933418, -0.961974, 0.0125783, 0.219742, 0.342604, -0.15166, 0.0934905, 0.783221, 0.129664, 0.838844, -0.271388, 0.924519, 0.342843, 0.274418, 0.350817, 0.841638, -0.543993, -0.00283395, -0.128467, -0.682943, -0.319117, 0.84634, 0.283003, 0.32865, 0.0293755, -0.0335696, 0.591266, -0.0743476, -0.741271, 0.462056, -0.583625, -0.590183, 0.6234, 0.535269, -0.670818, -0.955642, -0.770173, 0.479986, 0.664377, 0.399445, -0.968874, -0.276263, -0.901951, 0.544104, -0.958981, 0.482658, -0.807284, 0.305369, -0.947818, 0.827498, -0.382887, -0.805741, -0.796678, -0.299804, -0.229828, 0.818783, -0.103055, -0.45568, -0.227827, 0.543743, -0.96073, 0.946747, -0.857182, -0.96426, -0.292411, -0.715614, 0.765278, -0.475043, -0.590142, -0.238507, 0.673002, -0.473357, -0.319626, 0.936014, 0.486607, 0.580844, 0.425352, -0.800994, 0.290763, -0.494953, -0.441162, 0.718677, -0.828427, 0.96965, 7.53637e-05, -0.699973, -0.526886, -0.352682, 0.799466, 0.332789, 0.723389, 0.407659, -0.934084, -0.284705, 0.961484, -0.700395, -0.985808, -0.595342, -0.691721, 0.49448, -0.0842649, 0.0390966, 0.298938, -0.128094, -0.97158, 0.86393, 0.270606, -0.468986, -0.256605, 0.47215, -0.273117, -0.590343, -0.826529, -0.725381, -0.194821, -0.259661, -0.0949207, -0.180302, 0.0446834, -0.222133, -0.40393, 0.295772, -0.92949, 0.580079, -0.169856, 0.330311, 0.0173551, -0.635823, 0.475942, 0.907175, 0.242777, -0.512208, 0.362463, 0.0496289, 0.65171, 0.990057, 0.690733, -0.469013, -0.101311, -0.68372, -0.157841, -0.677711, -0.708224, -0.659437, -0.407607, 0.677033, 0.89032, 0.228307, -0.749514, 0.772958, 0.054701, 0.551705, 0.917052, -0.895022, -0.702397, 0.484142, 0.108648, 0.833347, 0.478872, -0.984112, 0.387176, -0.73299, 0.7526, 0.443312, -0.0987856, 0.125415, 0.10876, -0.498108, 0.43209, 0.344609, 0.928941, -0.130732, -0.0569167]} + +output1 = {i3: [-0.000614278, -1.21221, 0.443861, 0.102117, -2.52714, 1.47489, 0.173474, -0.237577, 1.28735, 1.91315, 2.51734, 0.375841, 0.637563, 2.653, 2.72959, -1.6271, 1.17389, -2.12119, 2.91417, -2.24246, 0.0497045, -0.127107, -0.144473, -0.133762, -0.393284, -2.02346, -0.239178, -0.246508, 1.29277, 1.32963, 0.117521, 1.22372, 0.0665713, 1.09438, -1.31426, 2.52594, -0.969211, 0.515478, -1.60926, -0.838905, 0.135211, 0.786415, -1.14382, -0.739102, -1.01731, 0.281615, 2.36311, 0.891823, 1.93872, -0.150491, 3.45217, 2.28219, 1.18282, -2.25086, 3.05468, 0.166228, 0.434554, -2.57529, -0.958662, -2.23978, 2.66776, 0.542601, 1.76107, -1.08134]} + +Example((input0, output0)) +Example((input1, output1)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_1_h3_w2_VALID.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_1_h3_w2_VALID.mod.py new file mode 100644 index 000000000..3a4a2a1aa --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_1_h3_w2_VALID.mod.py @@ -0,0 +1,21 @@ +model = Model() +i4 = Int32Scalar("b4", 2) +i5 = Int32Scalar("b5", 1) +i6 = Int32Scalar("b6", 1) +i7 = Int32Scalar("b7", 0) +i2 = Input("op2", "TENSOR_FLOAT32", "{1, 8, 8, 3}") # input 0 +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 6, 7, 1}") # output 0 +i0 = Parameter("op0", "TENSOR_FLOAT32", "{1, 3, 2, 3}", [-0.966213, -0.467474, -0.82203, -0.579455, 0.0278809, -0.79946, -0.684259, 0.563238, 0.37289, 0.738216, 0.386045, -0.917775, 0.184325, -0.270568, 0.82236, 0.0973683, -0.941308, -0.144706]) # parameters +i1 = Parameter("op1", "TENSOR_FLOAT32", "{1}", [0]) # parameters +model = model.Conv(i2, i0, i1, i4, i5, i6, i7).To(i3) + +input0 = {i2: [-0.869931, 0.644628, -0.918393, 0.153672, 0.868562, -0.358177, -0.134931, -0.247565, 0.22174, -0.259157, -0.284296, -0.538065, 0.765559, 0.41986, -0.556241, 0.658494, 0.214355, -0.850169, -0.252893, -0.478935, 0.530526, -0.0700663, -0.988729, -0.303061, 0.150845, 0.829915, 0.476349, 0.406537, -0.355343, 0.757145, -0.356362, 0.800482, -0.713861, 0.210483, -0.634303, 0.718236, -0.752038, 0.457547, -0.550769, -0.551178, 0.446766, -0.227462, 0.216348, -0.852806, -0.351486, 0.55906, -0.668493, -0.303493, -0.363763, -0.162837, 0.0701012, 0.756097, -0.142269, 0.329724, -0.656317, -0.998086, -0.652949, -0.40316, -0.893682, 0.432744, 0.612362, -0.869588, -0.71327, -0.398092, -0.0423559, 0.436576, -0.925272, 0.176549, 0.822904, 0.096833, -0.296802, -0.427195, 0.031654, -0.254479, 0.244905, 0.0948254, 0.643769, -0.90391, 0.352665, -0.901179, 0.266159, -0.968068, -0.615401, -0.388975, 0.939052, -0.116289, 0.107523, -0.0582711, 0.435172, 0.334675, 0.459711, 0.717436, 0.496627, -0.680175, -0.415066, 0.339848, 0.506004, -0.337808, -0.107218, -0.172496, 0.870638, 0.931872, -0.953884, 0.903042, 0.760078, 0.209727, -0.285384, -0.45514, 0.113194, 0.0756611, 0.0924435, -0.472863, 0.960609, -0.160385, -0.839445, 0.457097, 0.163348, 0.344867, -0.131619, 0.688715, -0.540827, 0.571259, -0.95587, 0.506164, -0.155839, 0.0789621, 0.756772, -0.662069, 0.242908, 0.460821, 0.177872, -0.289839, -0.640603, 0.702598, -0.506406, -0.568262, -0.0713716, 0.413792, 0.159673, -0.305208, 0.133816, -0.160254, 0.787323, -0.753244, 0.600721, 0.263186, -0.162387, 0.477962, -0.702951, -0.731036, -0.939481, -0.524519, 0.934072, -0.511637, -0.503499, 0.106236, -0.323684, 0.534444, -0.843745, 0.364171, 0.0370358, -0.168801, -0.404559, -0.814178, 0.91745, -0.334276, 0.66925, -0.801201, 0.156511, -0.427949, 0.379153, 0.818597, -0.649902, 0.427087, -0.586015, -0.559789, -0.833923, 0.0892409, -0.621251, 0.213826, 0.465509, 0.4704, 0.380261, 0.413067, 0.180822, 0.172866, 0.59614, 0.825575, 0.662916, -0.704381, -0.297631, 0.697778]} + +output0 = {i3: [1.72003, 1.55816, 0.667546, 2.23663, 0.0661516, 0.290254, 0.770222, -1.58197, -0.850595, -0.484224, 0.949967, -0.577263, -0.871949, 2.34132, -0.135965, -0.985713, 0.815147, 1.03114, -1.41915, -0.515534, -0.373639, -1.50604, 0.673113, 3.06139, -0.388578, -1.76707, -0.315667, -1.03815, 0.432787, -1.41643, 1.12944, -0.175806, -0.846415, 1.40095, 0.70832, 2.19562, -2.61266, -0.705383, 1.26124, 1.46545, -2.35761, 2.04494, ]} + +input1 = {i2: [-0.295335, -0.00387601, -0.552251, 0.166084, -0.28482, -0.152143, -0.719885, -0.869386, -0.745598, 0.823947, 0.473183, -0.331337, 0.187631, 0.0426571, -0.826897, -0.755085, -0.472453, -0.0233656, 0.0483436, 0.933418, -0.961974, 0.0125783, 0.219742, 0.342604, -0.15166, 0.0934905, 0.783221, 0.129664, 0.838844, -0.271388, 0.924519, 0.342843, 0.274418, 0.350817, 0.841638, -0.543993, -0.00283395, -0.128467, -0.682943, -0.319117, 0.84634, 0.283003, 0.32865, 0.0293755, -0.0335696, 0.591266, -0.0743476, -0.741271, 0.462056, -0.583625, -0.590183, 0.6234, 0.535269, -0.670818, -0.955642, -0.770173, 0.479986, 0.664377, 0.399445, -0.968874, -0.276263, -0.901951, 0.544104, -0.958981, 0.482658, -0.807284, 0.305369, -0.947818, 0.827498, -0.382887, -0.805741, -0.796678, -0.299804, -0.229828, 0.818783, -0.103055, -0.45568, -0.227827, 0.543743, -0.96073, 0.946747, -0.857182, -0.96426, -0.292411, -0.715614, 0.765278, -0.475043, -0.590142, -0.238507, 0.673002, -0.473357, -0.319626, 0.936014, 0.486607, 0.580844, 0.425352, -0.800994, 0.290763, -0.494953, -0.441162, 0.718677, -0.828427, 0.96965, 7.53637e-05, -0.699973, -0.526886, -0.352682, 0.799466, 0.332789, 0.723389, 0.407659, -0.934084, -0.284705, 0.961484, -0.700395, -0.985808, -0.595342, -0.691721, 0.49448, -0.0842649, 0.0390966, 0.298938, -0.128094, -0.97158, 0.86393, 0.270606, -0.468986, -0.256605, 0.47215, -0.273117, -0.590343, -0.826529, -0.725381, -0.194821, -0.259661, -0.0949207, -0.180302, 0.0446834, -0.222133, -0.40393, 0.295772, -0.92949, 0.580079, -0.169856, 0.330311, 0.0173551, -0.635823, 0.475942, 0.907175, 0.242777, -0.512208, 0.362463, 0.0496289, 0.65171, 0.990057, 0.690733, -0.469013, -0.101311, -0.68372, -0.157841, -0.677711, -0.708224, -0.659437, -0.407607, 0.677033, 0.89032, 0.228307, -0.749514, 0.772958, 0.054701, 0.551705, 0.917052, -0.895022, -0.702397, 0.484142, 0.108648, 0.833347, 0.478872, -0.984112, 0.387176, -0.73299, 0.7526, 0.443312, -0.0987856, 0.125415, 0.10876, -0.498108, 0.43209, 0.344609, 0.928941, -0.130732, -0.0569167]} + +output1 = {i3: [1.28735, 1.91315, 2.51734, 0.375841, 0.637563, 2.653, 2.72959, 1.17389, -2.12119, 2.91417, -2.24246, 0.0497045, -0.127107, -0.144473, -0.393284, -2.02346, -0.239178, -0.246508, 1.29277, 1.32963, 0.117521, 0.0665713, 1.09438, -1.31426, 2.52594, -0.969211, 0.515478, -1.60926, 0.135211, 0.786415, -1.14382, -0.739102, -1.01731, 0.281615, 2.36311, 1.93872, -0.150491, 3.45217, 2.28219, 1.18282, -2.25086, 3.05468]} + +Example((input0, output0)) +Example((input1, output1)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_3_h3_w2_SAME.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_3_h3_w2_SAME.mod.py new file mode 100644 index 000000000..d7df3a34f --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_3_h3_w2_SAME.mod.py @@ -0,0 +1,21 @@ +model = Model() +i4 = Int32Scalar("b4", 1) +i5 = Int32Scalar("b5", 1) +i6 = Int32Scalar("b6", 1) +i7 = Int32Scalar("b7", 0) +i2 = Input("op2", "TENSOR_FLOAT32", "{1, 8, 8, 3}") # input 0 +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 8, 8, 3}") # output 0 +i0 = Parameter("op0", "TENSOR_FLOAT32", "{3, 3, 2, 3}", [-0.966213, -0.579455, -0.684259, 0.738216, 0.184325, 0.0973683, -0.176863, -0.23936, -0.000233404, 0.055546, -0.232658, -0.316404, -0.012904, 0.320705, -0.326657, -0.919674, 0.868081, -0.824608, -0.467474, 0.0278809, 0.563238, 0.386045, -0.270568, -0.941308, -0.779227, -0.261492, -0.774804, -0.79665, 0.22473, -0.414312, 0.685897, -0.327792, 0.77395, -0.714578, -0.972365, 0.0696099, -0.82203, -0.79946, 0.37289, -0.917775, 0.82236, -0.144706, -0.167188, 0.268062, 0.702641, -0.412223, 0.755759, 0.721547, -0.43637, -0.274905, -0.269165, 0.16102, 0.819857, -0.312008]) # parameters +i1 = Parameter("op1", "TENSOR_FLOAT32", "{3}", [0, 0, 0]) # parameters +model = model.Conv(i2, i0, i1, i4, i5, i6, i7).To(i3) + +input0 = {i2: [-0.869931, 0.644628, -0.918393, 0.153672, 0.868562, -0.358177, -0.134931, -0.247565, 0.22174, -0.259157, -0.284296, -0.538065, 0.765559, 0.41986, -0.556241, 0.658494, 0.214355, -0.850169, -0.252893, -0.478935, 0.530526, -0.0700663, -0.988729, -0.303061, 0.150845, 0.829915, 0.476349, 0.406537, -0.355343, 0.757145, -0.356362, 0.800482, -0.713861, 0.210483, -0.634303, 0.718236, -0.752038, 0.457547, -0.550769, -0.551178, 0.446766, -0.227462, 0.216348, -0.852806, -0.351486, 0.55906, -0.668493, -0.303493, -0.363763, -0.162837, 0.0701012, 0.756097, -0.142269, 0.329724, -0.656317, -0.998086, -0.652949, -0.40316, -0.893682, 0.432744, 0.612362, -0.869588, -0.71327, -0.398092, -0.0423559, 0.436576, -0.925272, 0.176549, 0.822904, 0.096833, -0.296802, -0.427195, 0.031654, -0.254479, 0.244905, 0.0948254, 0.643769, -0.90391, 0.352665, -0.901179, 0.266159, -0.968068, -0.615401, -0.388975, 0.939052, -0.116289, 0.107523, -0.0582711, 0.435172, 0.334675, 0.459711, 0.717436, 0.496627, -0.680175, -0.415066, 0.339848, 0.506004, -0.337808, -0.107218, -0.172496, 0.870638, 0.931872, -0.953884, 0.903042, 0.760078, 0.209727, -0.285384, -0.45514, 0.113194, 0.0756611, 0.0924435, -0.472863, 0.960609, -0.160385, -0.839445, 0.457097, 0.163348, 0.344867, -0.131619, 0.688715, -0.540827, 0.571259, -0.95587, 0.506164, -0.155839, 0.0789621, 0.756772, -0.662069, 0.242908, 0.460821, 0.177872, -0.289839, -0.640603, 0.702598, -0.506406, -0.568262, -0.0713716, 0.413792, 0.159673, -0.305208, 0.133816, -0.160254, 0.787323, -0.753244, 0.600721, 0.263186, -0.162387, 0.477962, -0.702951, -0.731036, -0.939481, -0.524519, 0.934072, -0.511637, -0.503499, 0.106236, -0.323684, 0.534444, -0.843745, 0.364171, 0.0370358, -0.168801, -0.404559, -0.814178, 0.91745, -0.334276, 0.66925, -0.801201, 0.156511, -0.427949, 0.379153, 0.818597, -0.649902, 0.427087, -0.586015, -0.559789, -0.833923, 0.0892409, -0.621251, 0.213826, 0.465509, 0.4704, 0.380261, 0.413067, 0.180822, 0.172866, 0.59614, 0.825575, 0.662916, -0.704381, -0.297631, 0.697778]} + +output0 = {i3: [-1.27853, 1.74987, -0.876718, 0.989692, 0.298548, 0.522103, -0.536896, -0.179382, -0.966914, 1.33708, 1.37042, -0.495494, 1.43859, -1.548, -0.430026, -0.662793, -0.0867897, -0.900658, -0.524396, 0.255731, -0.779081, 0.12666, 0.915651, -0.444765, -0.186842, -1.87308, 1.21135, -0.385009, 1.72032, -1.56036, -1.23059, 1.23694, 0.00200015, 0.359522, 1.60084, 0.434006, -0.282945, 2.37292, -1.28653, 0.0847837, -0.352093, -2.39659, 0.149246, 0.920351, -1.34346, 0.952311, -0.35811, 0.403449, 0.484796, -1.19989, -0.684298, -1.41301, 0.103177, -0.307039, 1.17741, 2.58936, -2.76237, -1.21565, -1.09619, 1.17432, 0.512143, 0.771379, 0.399879, -0.0533093, 0.290864, 0.95563, 1.16328, 1.80768, -1.52564, -0.126476, -0.185224, -0.114779, 1.2248, 0.237127, -0.213297, -0.619941, 0.497944, -1.68688, 1.59314, -0.127337, 0.111419, 1.13719, 1.68537, -0.479644, 1.18608, -2.52744, 1.34136, 0.548297, -2.0838, 2.64585, -0.993354, 0.128238, 1.26092, 0.318668, 0.893795, -0.0600559, -0.629126, -0.949229, 2.25828, -1.961, 0.00589599, -0.187854, -1.02403, 0.396121, 1.3704, 3.99355, 0.434221, 0.274464, -0.562438, -0.914871, 0.539129, -0.928687, 0.834954, 0.844178, -0.566053, -0.957341, 0.933336, 1.13613, -1.22109, 1.4649, -0.414666, -0.452821, -0.706006, -1.72657, -0.726574, -0.0979362, -0.478669, 1.78703, -0.639288, 1.48565, -0.179904, 1.01003, -0.317118, -0.675387, 1.90969, -1.38343, 0.697255, -0.292255, 1.81634, 0.717801, 0.862479, -0.407478, -0.343106, -0.0353232, -0.481893, -0.135565, -2.95941, 0.247846, 2.67757, -2.23999, -0.519673, 0.254447, 0.415283, -1.01065, 0.507911, 0.979926, -0.184304, -0.000950437, -0.734348, -0.196685, -0.713241, 0.594972, 0.0845042, 2.48496, 0.385019, -0.201145, 0.533332, -0.904872, -0.333518, -0.581063, -2.07065, 0.118687, -1.86708, -0.601987, 0.432037, 1.73923, 0.590007, 0.419788, 0.314198, 2.12817, 0.570793, -1.15998, -0.348587, -1.10231, -2.13091, 0.134467, -0.460382, 0.138338, 3.455, 0.679068, -0.190282, -0.0307461]} + +input1 = {i2: [-0.295335, -0.00387601, -0.552251, 0.166084, -0.28482, -0.152143, -0.719885, -0.869386, -0.745598, 0.823947, 0.473183, -0.331337, 0.187631, 0.0426571, -0.826897, -0.755085, -0.472453, -0.0233656, 0.0483436, 0.933418, -0.961974, 0.0125783, 0.219742, 0.342604, -0.15166, 0.0934905, 0.783221, 0.129664, 0.838844, -0.271388, 0.924519, 0.342843, 0.274418, 0.350817, 0.841638, -0.543993, -0.00283395, -0.128467, -0.682943, -0.319117, 0.84634, 0.283003, 0.32865, 0.0293755, -0.0335696, 0.591266, -0.0743476, -0.741271, 0.462056, -0.583625, -0.590183, 0.6234, 0.535269, -0.670818, -0.955642, -0.770173, 0.479986, 0.664377, 0.399445, -0.968874, -0.276263, -0.901951, 0.544104, -0.958981, 0.482658, -0.807284, 0.305369, -0.947818, 0.827498, -0.382887, -0.805741, -0.796678, -0.299804, -0.229828, 0.818783, -0.103055, -0.45568, -0.227827, 0.543743, -0.96073, 0.946747, -0.857182, -0.96426, -0.292411, -0.715614, 0.765278, -0.475043, -0.590142, -0.238507, 0.673002, -0.473357, -0.319626, 0.936014, 0.486607, 0.580844, 0.425352, -0.800994, 0.290763, -0.494953, -0.441162, 0.718677, -0.828427, 0.96965, 7.53637e-05, -0.699973, -0.526886, -0.352682, 0.799466, 0.332789, 0.723389, 0.407659, -0.934084, -0.284705, 0.961484, -0.700395, -0.985808, -0.595342, -0.691721, 0.49448, -0.0842649, 0.0390966, 0.298938, -0.128094, -0.97158, 0.86393, 0.270606, -0.468986, -0.256605, 0.47215, -0.273117, -0.590343, -0.826529, -0.725381, -0.194821, -0.259661, -0.0949207, -0.180302, 0.0446834, -0.222133, -0.40393, 0.295772, -0.92949, 0.580079, -0.169856, 0.330311, 0.0173551, -0.635823, 0.475942, 0.907175, 0.242777, -0.512208, 0.362463, 0.0496289, 0.65171, 0.990057, 0.690733, -0.469013, -0.101311, -0.68372, -0.157841, -0.677711, -0.708224, -0.659437, -0.407607, 0.677033, 0.89032, 0.228307, -0.749514, 0.772958, 0.054701, 0.551705, 0.917052, -0.895022, -0.702397, 0.484142, 0.108648, 0.833347, 0.478872, -0.984112, 0.387176, -0.73299, 0.7526, 0.443312, -0.0987856, 0.125415, 0.10876, -0.498108, 0.43209, 0.344609, 0.928941, -0.130732, -0.0569167]} + +output1 = {i3: [0.78574, 0.0700466, -0.110245, 0.0141003, -0.621007, -0.979104, 1.24104, 0.580398, -0.512997, 0.900559, -0.683229, -1.0162, 1.0089, -0.0752488, 0.110969, 0.270558, 0.756819, -0.10753, -0.371484, 0.149005, 0.0973829, 0.155766, -0.476502, 0.259481, 1.06709, -1.16534, 1.52694, -0.797245, 0.802736, -0.997109, 2.2661, -1.45548, 2.15506, -1.33682, 1.15225, -3.09324, 0.943457, 0.885211, 0.987944, -0.345875, -0.114708, 1.7107, 0.104745, 0.828324, -2.49964, -0.453742, -0.288829, -0.0948694, -0.489415, 1.74889, -0.378257, -2.10237, 0.613022, -2.5225, -0.746785, 3.63816, -1.9287, 0.774279, -0.613917, -0.650011, 1.03753, -0.177923, 0.891815, -1.00373, 1.83859, -1.59239, -0.0662623, 0.218806, -1.088, 0.280837, 0.902901, -1.90127, 3.04734, -1.57302, 1.10881, -0.980369, -3.85305, -0.955859, 1.64909, 2.33573, 0.31144, -0.594375, 0.325747, -0.952566, -0.613449, 2.85073, 1.94692, 1.12977, 1.1351, -0.449652, 0.118765, -0.199547, 2.873, 1.35182, -1.85457, 1.22364, 1.38049, 2.38342, 0.882321, 1.03795, -0.321571, -2.60202, -1.6372, 1.09302, 0.461768, 1.8485, -0.158928, 4.28871, -0.437375, -1.5794, 1.59869, 0.0811864, 0.912054, 0.452176, 2.01812, 2.62907, 1.50304, -0.840276, -0.455854, -0.224913, 0.609824, -0.11105, 3.35635, 2.02386, 1.4687, -0.708365, -0.508992, -3.02602, -0.75725, 1.85277, 2.92817, -0.172997, -1.13279, -0.355636, -0.337669, -0.588752, 2.05759, 1.0651, 0.884758, -0.0712112, 3.81319, 0.771629, 0.949634, 0.0838967, -2.19264, 0.114521, 0.543556, -1.63197, -0.267442, 1.15701, -2.37862, 2.57646, 0.531208, 0.9499, -0.231441, 1.51461, 1.58888, 0.895931, -0.753084, 0.545251, 0.746903, 0.012994, -0.790398, -1.1055, 1.77789, 0.430923, 0.818241, -0.731412, 0.979546, -2.48707, -1.53658, -1.66798, -1.04585, -0.667911, 1.00299, -2.20339, 0.137826, -2.31281, 0.755535, 0.495396, 0.549629, 0.713128, 0.751369, 0.283996, -0.814532, 1.4866, 1.12105, 0.927998, 0.517938, -0.612661, -1.47756, -1.42422]} + +Example((input0, output0)) +Example((input1, output1)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_3_h3_w2_VALID.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_3_h3_w2_VALID.mod.py new file mode 100644 index 000000000..a7ab91f33 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_3_h3_w2_VALID.mod.py @@ -0,0 +1,21 @@ +model = Model() +i4 = Int32Scalar("b4", 2) +i5 = Int32Scalar("b5", 1) +i6 = Int32Scalar("b6", 1) +i7 = Int32Scalar("b7", 0) +i2 = Input("op2", "TENSOR_FLOAT32", "{1, 8, 8, 3}") # input 0 +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 6, 7, 3}") # output 0 +i0 = Parameter("op0", "TENSOR_FLOAT32", "{3, 3, 2, 3}", [-0.966213, -0.579455, -0.684259, 0.738216, 0.184325, 0.0973683, -0.176863, -0.23936, -0.000233404, 0.055546, -0.232658, -0.316404, -0.012904, 0.320705, -0.326657, -0.919674, 0.868081, -0.824608, -0.467474, 0.0278809, 0.563238, 0.386045, -0.270568, -0.941308, -0.779227, -0.261492, -0.774804, -0.79665, 0.22473, -0.414312, 0.685897, -0.327792, 0.77395, -0.714578, -0.972365, 0.0696099, -0.82203, -0.79946, 0.37289, -0.917775, 0.82236, -0.144706, -0.167188, 0.268062, 0.702641, -0.412223, 0.755759, 0.721547, -0.43637, -0.274905, -0.269165, 0.16102, 0.819857, -0.312008]) # parameters +i1 = Parameter("op1", "TENSOR_FLOAT32", "{3}", [0, 0, 0]) # parameters +model = model.Conv(i2, i0, i1, i4, i5, i6, i7).To(i3) + +input0 = {i2: [-0.869931, 0.644628, -0.918393, 0.153672, 0.868562, -0.358177, -0.134931, -0.247565, 0.22174, -0.259157, -0.284296, -0.538065, 0.765559, 0.41986, -0.556241, 0.658494, 0.214355, -0.850169, -0.252893, -0.478935, 0.530526, -0.0700663, -0.988729, -0.303061, 0.150845, 0.829915, 0.476349, 0.406537, -0.355343, 0.757145, -0.356362, 0.800482, -0.713861, 0.210483, -0.634303, 0.718236, -0.752038, 0.457547, -0.550769, -0.551178, 0.446766, -0.227462, 0.216348, -0.852806, -0.351486, 0.55906, -0.668493, -0.303493, -0.363763, -0.162837, 0.0701012, 0.756097, -0.142269, 0.329724, -0.656317, -0.998086, -0.652949, -0.40316, -0.893682, 0.432744, 0.612362, -0.869588, -0.71327, -0.398092, -0.0423559, 0.436576, -0.925272, 0.176549, 0.822904, 0.096833, -0.296802, -0.427195, 0.031654, -0.254479, 0.244905, 0.0948254, 0.643769, -0.90391, 0.352665, -0.901179, 0.266159, -0.968068, -0.615401, -0.388975, 0.939052, -0.116289, 0.107523, -0.0582711, 0.435172, 0.334675, 0.459711, 0.717436, 0.496627, -0.680175, -0.415066, 0.339848, 0.506004, -0.337808, -0.107218, -0.172496, 0.870638, 0.931872, -0.953884, 0.903042, 0.760078, 0.209727, -0.285384, -0.45514, 0.113194, 0.0756611, 0.0924435, -0.472863, 0.960609, -0.160385, -0.839445, 0.457097, 0.163348, 0.344867, -0.131619, 0.688715, -0.540827, 0.571259, -0.95587, 0.506164, -0.155839, 0.0789621, 0.756772, -0.662069, 0.242908, 0.460821, 0.177872, -0.289839, -0.640603, 0.702598, -0.506406, -0.568262, -0.0713716, 0.413792, 0.159673, -0.305208, 0.133816, -0.160254, 0.787323, -0.753244, 0.600721, 0.263186, -0.162387, 0.477962, -0.702951, -0.731036, -0.939481, -0.524519, 0.934072, -0.511637, -0.503499, 0.106236, -0.323684, 0.534444, -0.843745, 0.364171, 0.0370358, -0.168801, -0.404559, -0.814178, 0.91745, -0.334276, 0.66925, -0.801201, 0.156511, -0.427949, 0.379153, 0.818597, -0.649902, 0.427087, -0.586015, -0.559789, -0.833923, 0.0892409, -0.621251, 0.213826, 0.465509, 0.4704, 0.380261, 0.413067, 0.180822, 0.172866, 0.59614, 0.825575, 0.662916, -0.704381, -0.297631, 0.697778]} + +output0 = {i3: [-0.186842, -1.87308, 1.21135, -0.385009, 1.72032, -1.56036, -1.23059, 1.23694, 0.00200015, 0.359522, 1.60084, 0.434006, -0.282945, 2.37292, -1.28653, 0.0847837, -0.352093, -2.39659, 0.149246, 0.920351, -1.34346, 0.484796, -1.19989, -0.684298, -1.41301, 0.103177, -0.307039, 1.17741, 2.58936, -2.76237, -1.21565, -1.09619, 1.17432, 0.512143, 0.771379, 0.399879, -0.0533093, 0.290864, 0.95563, 1.16328, 1.80768, -1.52564, 1.2248, 0.237127, -0.213297, -0.619941, 0.497944, -1.68688, 1.59314, -0.127337, 0.111419, 1.13719, 1.68537, -0.479644, 1.18608, -2.52744, 1.34136, 0.548297, -2.0838, 2.64585, -0.993354, 0.128238, 1.26092, -0.629126, -0.949229, 2.25828, -1.961, 0.00589599, -0.187854, -1.02403, 0.396121, 1.3704, 3.99355, 0.434221, 0.274464, -0.562438, -0.914871, 0.539129, -0.928687, 0.834954, 0.844178, -0.566053, -0.957341, 0.933336, -0.414666, -0.452821, -0.706006, -1.72657, -0.726574, -0.0979362, -0.478669, 1.78703, -0.639288, 1.48565, -0.179904, 1.01003, -0.317118, -0.675387, 1.90969, -1.38343, 0.697255, -0.292255, 1.81634, 0.717801, 0.862479, -0.481893, -0.135565, -2.95941, 0.247846, 2.67757, -2.23999, -0.519673, 0.254447, 0.415283, -1.01065, 0.507911, 0.979926, -0.184304, -0.000950437, -0.734348, -0.196685, -0.713241, 0.594972, 0.0845044, 2.48496, 0.385019]} + +input1 = {i2: [-0.295335, -0.00387601, -0.552251, 0.166084, -0.28482, -0.152143, -0.719885, -0.869386, -0.745598, 0.823947, 0.473183, -0.331337, 0.187631, 0.0426571, -0.826897, -0.755085, -0.472453, -0.0233656, 0.0483436, 0.933418, -0.961974, 0.0125783, 0.219742, 0.342604, -0.15166, 0.0934905, 0.783221, 0.129664, 0.838844, -0.271388, 0.924519, 0.342843, 0.274418, 0.350817, 0.841638, -0.543993, -0.00283395, -0.128467, -0.682943, -0.319117, 0.84634, 0.283003, 0.32865, 0.0293755, -0.0335696, 0.591266, -0.0743476, -0.741271, 0.462056, -0.583625, -0.590183, 0.6234, 0.535269, -0.670818, -0.955642, -0.770173, 0.479986, 0.664377, 0.399445, -0.968874, -0.276263, -0.901951, 0.544104, -0.958981, 0.482658, -0.807284, 0.305369, -0.947818, 0.827498, -0.382887, -0.805741, -0.796678, -0.299804, -0.229828, 0.818783, -0.103055, -0.45568, -0.227827, 0.543743, -0.96073, 0.946747, -0.857182, -0.96426, -0.292411, -0.715614, 0.765278, -0.475043, -0.590142, -0.238507, 0.673002, -0.473357, -0.319626, 0.936014, 0.486607, 0.580844, 0.425352, -0.800994, 0.290763, -0.494953, -0.441162, 0.718677, -0.828427, 0.96965, 7.53637e-05, -0.699973, -0.526886, -0.352682, 0.799466, 0.332789, 0.723389, 0.407659, -0.934084, -0.284705, 0.961484, -0.700395, -0.985808, -0.595342, -0.691721, 0.49448, -0.0842649, 0.0390966, 0.298938, -0.128094, -0.97158, 0.86393, 0.270606, -0.468986, -0.256605, 0.47215, -0.273117, -0.590343, -0.826529, -0.725381, -0.194821, -0.259661, -0.0949207, -0.180302, 0.0446834, -0.222133, -0.40393, 0.295772, -0.92949, 0.580079, -0.169856, 0.330311, 0.0173551, -0.635823, 0.475942, 0.907175, 0.242777, -0.512208, 0.362463, 0.0496289, 0.65171, 0.990057, 0.690733, -0.469013, -0.101311, -0.68372, -0.157841, -0.677711, -0.708224, -0.659437, -0.407607, 0.677033, 0.89032, 0.228307, -0.749514, 0.772958, 0.054701, 0.551705, 0.917052, -0.895022, -0.702397, 0.484142, 0.108648, 0.833347, 0.478872, -0.984112, 0.387176, -0.73299, 0.7526, 0.443312, -0.0987856, 0.125415, 0.10876, -0.498108, 0.43209, 0.344609, 0.928941, -0.130732, -0.0569167]} + +output1 = {i3: [1.06709, -1.16534, 1.52694, -0.797245, 0.802736, -0.997109, 2.2661, -1.45548, 2.15506, -1.33682, 1.15225, -3.09324, 0.943457, 0.885211, 0.987944, -0.345875, -0.114708, 1.7107, 0.104745, 0.828324, -2.49964, -0.489415, 1.74889, -0.378257, -2.10237, 0.613022, -2.5225, -0.746785, 3.63816, -1.9287, 0.774279, -0.613917, -0.650011, 1.03753, -0.177923, 0.891815, -1.00373, 1.83859, -1.59239, -0.0662623, 0.218806, -1.088, 3.04734, -1.57302, 1.10881, -0.980369, -3.85305, -0.955859, 1.64909, 2.33573, 0.31144, -0.594375, 0.325747, -0.952566, -0.613449, 2.85073, 1.94692, 1.12977, 1.1351, -0.449652, 0.118765, -0.199547, 2.873, 1.38049, 2.38342, 0.882321, 1.03795, -0.321571, -2.60202, -1.6372, 1.09302, 0.461768, 1.8485, -0.158928, 4.28871, -0.437375, -1.5794, 1.59869, 0.0811864, 0.912054, 0.452176, 2.01812, 2.62907, 1.50304, 0.609824, -0.11105, 3.35635, 2.02386, 1.4687, -0.708365, -0.508992, -3.02602, -0.75725, 1.85277, 2.92817, -0.172997, -1.13279, -0.355636, -0.337669, -0.588752, 2.05759, 1.0651, 0.884758, -0.0712112, 3.81319, -2.19264, 0.114521, 0.543556, -1.63197, -0.267442, 1.15701, -2.37862, 2.57646, 0.531208, 0.9499, -0.231441, 1.51461, 1.58888, 0.895931, -0.753084, 0.545251, 0.746904, 0.0129939, -0.790398, -1.1055, 1.77789]} + +Example((input0, output0)) +Example((input1, output1)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_float.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float.mod.py new file mode 100644 index 000000000..04e5d76a0 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float.mod.py @@ -0,0 +1,38 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 3, 3, 1}") +f1 = Parameter("op2", "TENSOR_FLOAT32", "{1, 2, 2, 1}", [.25, .25, .25, .25]) +b1 = Parameter("op3", "TENSOR_FLOAT32", "{1}", [0]) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +# output dimension: +# (i1.height - f1.height + 1) x (i1.width - f1.width + 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 2, 2, 1}") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.0, 1.0, 1.0, 1.0, 0.5, 1.0, 1.0, 1.0, 1.0]} + +output0 = {output: # output 0 + [.875, .875, .875, .875]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_2.mod.py new file mode 100644 index 000000000..86755a764 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_2.mod.py @@ -0,0 +1,36 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 3, 4, 1}") +f1 = Parameter("op2", "TENSOR_FLOAT32", "{1, 3, 3, 1}", [1, 4, 7, 2, 5, 8, 3, 6, 9]) +b1 = Parameter("op3", "TENSOR_FLOAT32", "{1}", [-200]) +pad_same = Int32Scalar("pad_same", 1) +act_relu = Int32Scalar("act_relu", 1) +stride = Int32Scalar("stride", 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 3, 4, 1}") + +model = model.Operation("CONV_2D", i1, f1, b1, pad_same, stride, stride, act_relu).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]} + +output0 = {output: # output 0 + [0, 0, 0, 0, 35, 112, 157, 0, 0, 34, 61, 0]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_channels.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_channels.mod.py new file mode 100644 index 000000000..089a5fcfa --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_channels.mod.py @@ -0,0 +1,38 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 1, 1, 3}") +f1 = Parameter("op2", "TENSOR_FLOAT32", "{3, 1, 1, 3}", [1.0, 1.0, 1.0, 2.0, 2.0, 2.0, 3.0, 3.0, 3.0]) +b1 = Parameter("op3", "TENSOR_FLOAT32", "{3}", [0., 0., 0.]) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +# output dimension: +# (i1.height - f1.height + 1) x (i1.width - f1.width + 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 1, 1, 3}") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [99.0, 99.0, 99.0]} + +output0 = {output: # output 0 + [297., 594., 891.]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_channels_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_channels_weights_as_inputs.mod.py new file mode 100644 index 000000000..cc6bfcb9a --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_channels_weights_as_inputs.mod.py @@ -0,0 +1,44 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 1, 1, 3}") +f1 = Input("op2", "TENSOR_FLOAT32", "{3, 1, 1, 3}") +b1 = Input("op3", "TENSOR_FLOAT32", "{3}") +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +# output dimension: +# (i1.height - f1.height + 1) x (i1.width - f1.width + 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 1, 1, 3}") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [99.0, 99.0, 99.0], + f1: + [1.0, 1.0, 1.0, + 2.0, 2.0, 2.0, + 3.0, 3.0, 3.0], + b1: + [0., 0., 0.]} + +output0 = {output: # output 0 + [297., 594., 891.]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_large.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_large.mod.py new file mode 100644 index 000000000..febe12543 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_large.mod.py @@ -0,0 +1,45 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 3, 3}") +f1 = Parameter("op2", "TENSOR_FLOAT32", "{3, 1, 1, 3}", [1., 4., 7., 2., 5., 8., 3., 6., 9.]) +b1 = Parameter("op3", "TENSOR_FLOAT32", "{3}", [0., 0., 0.]) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +# output dimension: +# (i1.height - f1.height + 1) x (i1.width - f1.width + 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 2, 3, 3}") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [ 1., 2., 3., 4., 5., 6., 7., 8., 9., + 10., 11., 12., 13., 14., 15., 16., 17., 18.]} + +output0 = {output: # output 0 + [ 30., 36., 42., + 66., 81., 96., + 102., 126., 150., + 138., 171., 204., + 174., 216., 258., + 210., 261., 312.] + } + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_large_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_large_weights_as_inputs.mod.py new file mode 100644 index 000000000..cc0eaa9e4 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_large_weights_as_inputs.mod.py @@ -0,0 +1,51 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 3, 3}") +f1 = Input("op2", "TENSOR_FLOAT32", "{3, 1, 1, 3}") +b1 = Input("op3", "TENSOR_FLOAT32", "{3}") +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +# output dimension: +# (i1.height - f1.height + 1) x (i1.width - f1.width + 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 2, 3, 3}") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [ 1., 2., 3., 4., 5., 6., 7., 8., 9., + 10., 11., 12., 13., 14., 15., 16., 17., 18.], + f1: + [ 1., 4., 7., + 2., 5., 8., + 3., 6., 9.], + b1: + [0., 0., 0.]} + +output0 = {output: # output 0 + [ 30., 36., 42., + 66., 81., 96., + 102., 126., 150., + 138., 171., 204., + 174., 216., 258., + 210., 261., 312.] + } + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_weights_as_inputs.mod.py new file mode 100644 index 000000000..fb6ebffed --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_float_weights_as_inputs.mod.py @@ -0,0 +1,42 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 3, 3, 1}") +f1 = Input("op2", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +b1 = Input("op3", "TENSOR_FLOAT32", "{1}") +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +# output dimension: +# (i1.height - f1.height + 1) x (i1.width - f1.width + 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 2, 2, 1}") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.0, 1.0, 1.0, 1.0, 0.5, 1.0, 1.0, 1.0, 1.0], + f1: + [.25, .25, .25, .25], + b1: + [0]} + +output0 = {output: # output 0 + [.875, .875, .875, .875]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8.mod.py new file mode 100644 index 000000000..b56e0b0e4 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8.mod.py @@ -0,0 +1,45 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# conv_quant8.mod.py with biases and filter being constants + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 1}, 0.5f, 0") +f1 = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0", + [2, 2, 2, 2]) +b1 = Parameter("op3", "TENSOR_INT32", "{1}, 0.25f, 0", [4]) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +# output dimension: +# (i1.height - f1.height + 1) x (i1.width - f1.width + 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 1.f, 0") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, + stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = { + i1: # input 0 + [8, 8, 8, 8, 4, 8, 8, 8, 8] +} +# (i1 (conv) f1) + b1 +output0 = { + output: # output 0 + [15, 15, 15, 15] +} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_2.mod.py new file mode 100644 index 000000000..0cb6a8889 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_2.mod.py @@ -0,0 +1,45 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 3, 6, 1}, 0.5f, 127") +f1 = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 127", + [129, 131, 133, 135]) +b1 = Parameter("op3", "TENSOR_INT32", "{1}, 0.25f, 0", [-4]) +pad_valid = Int32Scalar("pad_valid", 2) +act_none = Int32Scalar("act_none", 0) +stride1 = Int32Scalar("stride1", 1) +stride3 = Int32Scalar("stride3", 3) + +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 1.f, 127") + +model = model.Operation("CONV_2D", i1, f1, b1, pad_valid, stride3, + stride1, act_none).To(output) + +# Example 1. Input in operand 0, +input0 = { + i1: # input 0 + [133, 131, 129, 125, 123, 121, + 135, 133, 131, 123, 121, 119, + 137, 135, 133, 121, 119, 117] +} + +output0 = { + output: # output 0 + [157, 103, 167, 93] +} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_channels.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_channels.mod.py new file mode 100644 index 000000000..f8cab0a1b --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_channels.mod.py @@ -0,0 +1,36 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 1, 1, 3}, 0.5f, 0") +f1 = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{3, 1, 1, 3}, 0.5f, 0", [1, 2, 3, 4, 5, 6, 7, 8, 9]) +b1 = Parameter("op3", "TENSOR_INT32", "{3}, 0.25, 0", [0, 0, 0]) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 1, 1, 3}, 1.0, 0") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [10, 10, 10]} + +output0 = {output: # output 0 + [15, 38, 60]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_channels_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_channels_weights_as_inputs.mod.py new file mode 100644 index 000000000..90f62abbf --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_channels_weights_as_inputs.mod.py @@ -0,0 +1,42 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 1, 1, 3}, 0.5f, 0") +f1 = Input("op2", "TENSOR_QUANT8_ASYMM", "{3, 1, 1, 3}, 0.5f, 0") +b1 = Input("op3", "TENSOR_INT32", "{3}, 0.25, 0") +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 1, 1, 3}, 1.0, 0") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [10, 10, 10], + f1: + [1, 2, 3, + 4, 5, 6, + 7, 8, 9], + b1: + [0, 0, 0]} + +output0 = {output: # output 0 + [15, 38, 60]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_large.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_large.mod.py new file mode 100644 index 000000000..5272d7204 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_large.mod.py @@ -0,0 +1,43 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 3, 3}, 0.5, 0") +f1 = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{3, 1, 1, 3}, 0.5, 0", [1, 4, 7, 2, 5, 8, 3, 6, 9]) +b1 = Parameter("op3", "TENSOR_INT32", "{3}, 0.25, 0", [0, 0, 0]) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 2, 3, 3}, 1.0, 0") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [ 1, 2, 3, 4, 5, 6, 7, 8, 9, + 10, 11, 12, 13, 14, 15, 16, 17, 18]} + +output0 = {output: # output 0 + [ 8, 9, 11, + 17, 21, 24, + 26, 32, 38, + 35, 43, 51, + 44, 54, 65, + 53, 66, 78] + } + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_large_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_large_weights_as_inputs.mod.py new file mode 100644 index 000000000..4ccfa0039 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_large_weights_as_inputs.mod.py @@ -0,0 +1,49 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 3, 3}, 0.5, 0") +f1 = Input("op2", "TENSOR_QUANT8_ASYMM", "{3, 1, 1, 3}, 0.5, 0") +b1 = Input("op3", "TENSOR_INT32", "{3}, 0.25, 0") +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 2, 3, 3}, 1.0, 0") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [ 1, 2, 3, 4, 5, 6, 7, 8, 9, + 10, 11, 12, 13, 14, 15, 16, 17, 18], + f1: + [ 1, 4, 7, + 2, 5, 8, + 3, 6, 9], + b1: + [0, 0, 0]} + +output0 = {output: # output 0 + [ 8, 9, 11, + 17, 21, 24, + 26, 32, 38, + 35, 43, 51, + 44, 54, 65, + 53, 66, 78] + } + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_overflow.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_overflow.mod.py new file mode 100644 index 000000000..4d4c6e472 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_overflow.mod.py @@ -0,0 +1,43 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 3, 3}, 0.5, 0") +f1 = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{3, 1, 1, 3}, 0.5, 0", [10, 40, 70, 20, 50, 80, 30, 60, 90]) +b1 = Parameter("op3", "TENSOR_INT32", "{3}, 0.25, 0", [0, 0, 0]) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 2, 3, 3}, 1.0, 0") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [ 1, 2, 3, 4, 5, 6, 7, 8, 9, + 10, 11, 12, 13, 14, 15, 16, 17, 18]} + +output0 = {output: # output 0 + [ 75, 90, 105, + 165, 203, 240, + 255, 255, 255, + 255, 255, 255, + 255, 255, 255, + 255, 255, 255] + } + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_overflow_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_overflow_weights_as_inputs.mod.py new file mode 100644 index 000000000..45e977afe --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_overflow_weights_as_inputs.mod.py @@ -0,0 +1,49 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 3, 3}, 0.5, 0") +f1 = Input("op2", "TENSOR_QUANT8_ASYMM", "{3, 1, 1, 3}, 0.5, 0") +b1 = Input("op3", "TENSOR_INT32", "{3}, 0.25, 0") +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 2, 3, 3}, 1.0, 0") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [ 1, 2, 3, 4, 5, 6, 7, 8, 9, + 10, 11, 12, 13, 14, 15, 16, 17, 18], + f1: + [ 10, 40, 70, + 20, 50, 80, + 30, 60, 90], + b1: + [0, 0, 0]} + +output0 = {output: # output 0 + [ 75, 90, 105, + 165, 203, 240, + 255, 255, 255, + 255, 255, 255, + 255, 255, 255, + 255, 255, 255] + } + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_weights_as_inputs.mod.py new file mode 100644 index 000000000..1b6a709e3 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/conv_quant8_weights_as_inputs.mod.py @@ -0,0 +1,42 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 1}, 0.5f, 0") +f1 = Input("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0") +b1 = Input("op3", "TENSOR_INT32", "{1}, 0.25f, 0") +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +# output dimension: +# (i1.height - f1.height + 1) x (i1.width - f1.width + 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 1.f, 0") + +model = model.Operation("CONV_2D", i1, f1, b1, pad0, pad0, pad0, pad0, stride, stride, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [8, 8, 8, 8, 4, 8, 8, 8, 8], + f1: + [2, 2, 2, 2], + b1: + [4]} +# (i1 (conv) f1) + b1 +output0 = {output: # output 0 + [15, 15, 15, 15]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_float_1.mod.py new file mode 100644 index 000000000..d11e9ee4d --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_float_1.mod.py @@ -0,0 +1,16 @@ +model = Model() +i1 = Input("input", "TENSOR_FLOAT32", "{1, 1, 1, 8}") +block = Int32Scalar("block_size", 2) +output = Output("output", "TENSOR_FLOAT32", "{1, 2, 2, 2}") + +model = model.Operation("DEPTH_TO_SPACE", i1, block).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.4, 2.3, 3.2, 4.1, 5.4, 6.3, 7.2, 8.1]} + +output0 = {output: # output 0 + [1.4, 2.3, 3.2, 4.1, 5.4, 6.3, 7.2, 8.1]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_float_2.mod.py new file mode 100644 index 000000000..ee1efe15e --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_float_2.mod.py @@ -0,0 +1,16 @@ +model = Model() +i1 = Input("input", "TENSOR_FLOAT32", "{1, 2, 2, 4}") +block = Int32Scalar("block_size", 2) +output = Output("output", "TENSOR_FLOAT32", "{1, 4, 4, 1}") + +model = model.Operation("DEPTH_TO_SPACE", i1, block).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1., 2., 5., 6., 3., 4., 7., 8., 9., 10., 13., 14., 11., 12., 15., 16.]} + +output0 = {output: # output 0 + [1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13., 14., 15., 16.]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_float_3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_float_3.mod.py new file mode 100644 index 000000000..a9edcf716 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_float_3.mod.py @@ -0,0 +1,22 @@ +model = Model() +i1 = Input("input", "TENSOR_FLOAT32", "{1, 2, 2, 8}") +block = Int32Scalar("block_size", 2) +output = Output("output", "TENSOR_FLOAT32", "{1, 4, 4, 2}") + +model = model.Operation("DEPTH_TO_SPACE", i1, block).To(output) + +# Example 1. Input in operand 0, + +input0 = {i1: # input 0 + [10, 20, 11, 21, 14, 24, 15, 25, + 12, 22, 13, 23, 16, 26, 17, 27, + 18, 28, 19, 29, 112, 212, 113, 213, + 110, 210, 111, 211, 114, 214, 115, 215]} + +output0 = {output: # output 0 + [10, 20, 11, 21, 12, 22, 13, 23, + 14, 24, 15, 25, 16, 26, 17, 27, + 18, 28, 19, 29, 110, 210, 111, 211, + 112, 212, 113, 213, 114, 214, 115, 215]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_quant8_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_quant8_1.mod.py new file mode 100644 index 000000000..6ae42f46d --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_quant8_1.mod.py @@ -0,0 +1,16 @@ +model = Model() +i1 = Input("input", "TENSOR_QUANT8_ASYMM", "{1, 1, 1, 8}, 0.5f, 0") +block = Int32Scalar("radius", 2) +output = Output("output", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 2}, 0.5f, 0") + +model = model.Operation("DEPTH_TO_SPACE", i1, block).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2, 3, 4, 252, 253, 254, 255]} + +output0 = {output: # output 0 + [1, 2, 3, 4, 252, 253, 254, 255]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_quant8_2.mod.py new file mode 100644 index 000000000..95ea04256 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depth_to_space_quant8_2.mod.py @@ -0,0 +1,16 @@ +model = Model() +i1 = Input("input", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 4}, 0.5f, 0") +block = Int32Scalar("radius", 2) +output = Output("output", "TENSOR_QUANT8_ASYMM", "{1, 4, 4, 1}, 0.5f, 0") + +model = model.Operation("DEPTH_TO_SPACE", i1, block).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 1, 4, 5, 2, 3, 6, 7, 248, 249, 252, 253, 250, 251, 254, 255]} + +output0 = {output: # output 0 + [0, 1, 2, 3, 4, 5, 6, 7, 248, 249, 250, 251, 252, 253, 254, 255]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv.mod.py new file mode 100644 index 000000000..d88206fdd --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv.mod.py @@ -0,0 +1,22 @@ +model = Model() +i4 = Int32Scalar("b4", 1) +i5 = Int32Scalar("b5", 1) +i6 = Int32Scalar("b6", 1) +i7 = Int32Scalar("b7", 1) +i8 = Int32Scalar("b8", 0) +i2 = Input("op2", "TENSOR_FLOAT32", "{1, 8, 8, 3}") # input 0 +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 8, 8, 3}") # output 0 +i0 = Parameter("op0", "TENSOR_FLOAT32", "{1, 1, 1, 3}", [-0.966213, -0.467474, -0.82203]) # parameters +i1 = Parameter("op1", "TENSOR_FLOAT32", "{3}", [0, 0, 0]) # parameters +model = model.DepthWiseConv(i2, i0, i1, i4, i5, i6, i7, i8).To(i3) + +input0 = {i2: [-0.869931, 0.644628, -0.918393, 0.153672, 0.868562, -0.358177, -0.134931, -0.247565, 0.22174, -0.259157, -0.284296, -0.538065, 0.765559, 0.41986, -0.556241, 0.658494, 0.214355, -0.850169, -0.252893, -0.478935, 0.530526, -0.0700663, -0.988729, -0.303061, 0.150845, 0.829915, 0.476349, 0.406537, -0.355343, 0.757145, -0.356362, 0.800482, -0.713861, 0.210483, -0.634303, 0.718236, -0.752038, 0.457547, -0.550769, -0.551178, 0.446766, -0.227462, 0.216348, -0.852806, -0.351486, 0.55906, -0.668493, -0.303493, -0.363763, -0.162837, 0.0701012, 0.756097, -0.142269, 0.329724, -0.656317, -0.998086, -0.652949, -0.40316, -0.893682, 0.432744, 0.612362, -0.869588, -0.71327, -0.398092, -0.0423559, 0.436576, -0.925272, 0.176549, 0.822904, 0.096833, -0.296802, -0.427195, 0.031654, -0.254479, 0.244905, 0.0948254, 0.643769, -0.90391, 0.352665, -0.901179, 0.266159, -0.968068, -0.615401, -0.388975, 0.939052, -0.116289, 0.107523, -0.0582711, 0.435172, 0.334675, 0.459711, 0.717436, 0.496627, -0.680175, -0.415066, 0.339848, 0.506004, -0.337808, -0.107218, -0.172496, 0.870638, 0.931872, -0.953884, 0.903042, 0.760078, 0.209727, -0.285384, -0.45514, 0.113194, 0.0756611, 0.0924435, -0.472863, 0.960609, -0.160385, -0.839445, 0.457097, 0.163348, 0.344867, -0.131619, 0.688715, -0.540827, 0.571259, -0.95587, 0.506164, -0.155839, 0.0789621, 0.756772, -0.662069, 0.242908, 0.460821, 0.177872, -0.289839, -0.640603, 0.702598, -0.506406, -0.568262, -0.0713716, 0.413792, 0.159673, -0.305208, 0.133816, -0.160254, 0.787323, -0.753244, 0.600721, 0.263186, -0.162387, 0.477962, -0.702951, -0.731036, -0.939481, -0.524519, 0.934072, -0.511637, -0.503499, 0.106236, -0.323684, 0.534444, -0.843745, 0.364171, 0.0370358, -0.168801, -0.404559, -0.814178, 0.91745, -0.334276, 0.66925, -0.801201, 0.156511, -0.427949, 0.379153, 0.818597, -0.649902, 0.427087, -0.586015, -0.559789, -0.833923, 0.0892409, -0.621251, 0.213826, 0.465509, 0.4704, 0.380261, 0.413067, 0.180822, 0.172866, 0.59614, 0.825575, 0.662916, -0.704381, -0.297631, 0.697778]} + +output0 = {i3: [0.840539, -0.301347, 0.754947, -0.14848, -0.40603, 0.294432, 0.130372, 0.11573, -0.182277, 0.2504, 0.132901, 0.442306, -0.739693, -0.196274, 0.457246, -0.636246, -0.100205, 0.698864, 0.244348, 0.22389, -0.436108, 0.067699, 0.462205, 0.249125, -0.145748, -0.387964, -0.391573, -0.392801, 0.166114, -0.622396, 0.344322, -0.374205, 0.586815, -0.203372, 0.29652, -0.590411, 0.726629, -0.213891, 0.452749, 0.532555, -0.208851, 0.186981, -0.209039, 0.398664, 0.288932, -0.540171, 0.312503, 0.24948, 0.351473, 0.076122, -0.0576253, -0.73055, 0.0665069, -0.271043, 0.634142, 0.466579, 0.536743, 0.389538, 0.417773, -0.355728, -0.591672, 0.40651, 0.586329, 0.384641, 0.0198003, -0.358878, 0.894009, -0.0825318, -0.676451, -0.0935613, 0.138747, 0.351167, -0.0305845, 0.118962, -0.201319, -0.0916215, -0.300945, 0.743041, -0.34075, 0.421278, -0.218791, 0.935359, 0.287684, 0.319749, -0.907324, 0.054362, -0.0883874, 0.0563023, -0.203432, -0.275113, -0.444178, -0.335382, -0.408242, 0.657194, 0.194033, -0.279365, -0.488907, 0.157917, 0.0881365, 0.166668, -0.407001, -0.766027, 0.921655, -0.422149, -0.624807, -0.202641, 0.13341, 0.374139, -0.109369, -0.0353696, -0.0759913, 0.456887, -0.44906, 0.131841, 0.811082, -0.213681, -0.134277, -0.333215, 0.0615286, -0.566144, 0.522554, -0.267049, 0.785754, -0.489062, 0.0728509, -0.0649092, -0.731203, 0.3095, -0.199677, -0.445251, -0.0831503, 0.238257, 0.618959, -0.328446, 0.416281, 0.549062, 0.0333644, -0.340149, -0.154278, 0.142677, -0.110001, 0.15484, -0.368053, 0.619189, -0.580424, -0.123033, 0.133487, -0.461813, 0.328611, 0.600933, 0.907739, 0.245199, -0.767835, 0.49435, 0.235373, -0.0873295, 0.312748, -0.249839, 0.693584, -0.351866, -0.0173133, 0.13876, 0.39089, 0.380607, -0.754171, 0.322982, -0.312857, 0.658611, -0.151223, 0.200055, -0.311675, -0.790939, 0.303812, -0.351079, 0.566216, 0.261687, 0.68551, -0.0862257, 0.290419, -0.175771, -0.449781, -0.2199, -0.312586, -0.399111, -0.0845297, -0.142101, -0.575998, -0.385935, -0.544937, 0.680582, 0.139135, -0.573594]} + +input1 = {i2: [-0.295335, -0.00387601, -0.552251, 0.166084, -0.28482, -0.152143, -0.719885, -0.869386, -0.745598, 0.823947, 0.473183, -0.331337, 0.187631, 0.0426571, -0.826897, -0.755085, -0.472453, -0.0233656, 0.0483436, 0.933418, -0.961974, 0.0125783, 0.219742, 0.342604, -0.15166, 0.0934905, 0.783221, 0.129664, 0.838844, -0.271388, 0.924519, 0.342843, 0.274418, 0.350817, 0.841638, -0.543993, -0.00283395, -0.128467, -0.682943, -0.319117, 0.84634, 0.283003, 0.32865, 0.0293755, -0.0335696, 0.591266, -0.0743476, -0.741271, 0.462056, -0.583625, -0.590183, 0.6234, 0.535269, -0.670818, -0.955642, -0.770173, 0.479986, 0.664377, 0.399445, -0.968874, -0.276263, -0.901951, 0.544104, -0.958981, 0.482658, -0.807284, 0.305369, -0.947818, 0.827498, -0.382887, -0.805741, -0.796678, -0.299804, -0.229828, 0.818783, -0.103055, -0.45568, -0.227827, 0.543743, -0.96073, 0.946747, -0.857182, -0.96426, -0.292411, -0.715614, 0.765278, -0.475043, -0.590142, -0.238507, 0.673002, -0.473357, -0.319626, 0.936014, 0.486607, 0.580844, 0.425352, -0.800994, 0.290763, -0.494953, -0.441162, 0.718677, -0.828427, 0.96965, 7.53637e-05, -0.699973, -0.526886, -0.352682, 0.799466, 0.332789, 0.723389, 0.407659, -0.934084, -0.284705, 0.961484, -0.700395, -0.985808, -0.595342, -0.691721, 0.49448, -0.0842649, 0.0390966, 0.298938, -0.128094, -0.97158, 0.86393, 0.270606, -0.468986, -0.256605, 0.47215, -0.273117, -0.590343, -0.826529, -0.725381, -0.194821, -0.259661, -0.0949207, -0.180302, 0.0446834, -0.222133, -0.40393, 0.295772, -0.92949, 0.580079, -0.169856, 0.330311, 0.0173551, -0.635823, 0.475942, 0.907175, 0.242777, -0.512208, 0.362463, 0.0496289, 0.65171, 0.990057, 0.690733, -0.469013, -0.101311, -0.68372, -0.157841, -0.677711, -0.708224, -0.659437, -0.407607, 0.677033, 0.89032, 0.228307, -0.749514, 0.772958, 0.054701, 0.551705, 0.917052, -0.895022, -0.702397, 0.484142, 0.108648, 0.833347, 0.478872, -0.984112, 0.387176, -0.73299, 0.7526, 0.443312, -0.0987856, 0.125415, 0.10876, -0.498108, 0.43209, 0.344609, 0.928941, -0.130732, -0.0569167]} + +output1 = {i3: [0.285357, 0.00181194, 0.453967, -0.160473, 0.133146, 0.125066, 0.695562, 0.406415, 0.612903, -0.796108, -0.221201, 0.272369, -0.181291, -0.0199411, 0.679734, 0.729573, 0.22086, 0.0192072, -0.0467102, -0.436349, 0.790771, -0.0121533, -0.102724, -0.281631, 0.146536, -0.0437044, -0.643831, -0.125283, -0.392138, 0.223089, -0.893282, -0.16027, -0.22558, -0.338964, -0.393444, 0.447179, 0.0027382, 0.0600548, 0.5614, 0.308335, -0.395642, -0.232637, -0.317546, -0.0137323, 0.0275952, -0.571289, 0.0347555, 0.609347, -0.446445, 0.27283, 0.485148, -0.602337, -0.250224, 0.551432, 0.923353, 0.360036, -0.394563, -0.64193, -0.18673, 0.796443, 0.266929, 0.421638, -0.44727, 0.926579, -0.22563, 0.663612, -0.295051, 0.44308, -0.680228, 0.36995, 0.376663, 0.654893, 0.289675, 0.107439, -0.673064, 0.0995729, 0.213019, 0.18728, -0.525372, 0.449116, -0.778254, 0.82822, 0.450766, 0.24037, 0.691436, -0.357748, 0.3905, 0.570203, 0.111496, -0.553228, 0.457363, 0.149417, -0.769431, -0.470166, -0.271529, -0.349652, 0.773931, -0.135924, 0.406866, 0.426256, -0.335963, 0.680992, -0.936889, -3.52306e-05, 0.575398, 0.509084, 0.16487, -0.657185, -0.321545, -0.338165, -0.335108, 0.902524, 0.133092, -0.790369, 0.676731, 0.46084, 0.489389, 0.66835, -0.231156, 0.0692682, -0.0377757, -0.139746, 0.105297, 0.938753, -0.403865, -0.222446, 0.45314, 0.119956, -0.388121, 0.26389, 0.27597, 0.679432, 0.700873, 0.0910737, 0.213449, 0.0917136, 0.0842865, -0.0367311, 0.214628, 0.188827, -0.243133, 0.898085, -0.271172, 0.139627, -0.319151, -0.00811307, 0.522665, -0.459861, -0.424081, -0.19957, 0.494902, -0.169442, -0.0407964, -0.629691, -0.462826, -0.567803, 0.453167, 0.0473601, 0.562038, 0.152508, 0.316812, 0.582181, 0.637157, 0.190546, -0.556541, -0.860239, -0.106728, 0.616123, -0.746842, -0.0255713, -0.453518, -0.886067, 0.418399, 0.577391, -0.467784, -0.05079, -0.685036, -0.462692, 0.460047, -0.318271, 0.708224, -0.351821, -0.364416, 0.0954479, -0.0586282, -0.0894044, 0.481278, -0.201991, -0.283279, -0.897555, 0.0611137, 0.0467872]} + +Example((input0, output0)) +Example((input1, output1)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float.mod.py new file mode 100644 index 000000000..d8f61f3d2 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float.mod.py @@ -0,0 +1,51 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 3, 3, 2}") +f1 = Parameter("op2", "TENSOR_FLOAT32", "{1, 2, 2, 4}", [.25, 0, .2, 0, .25, 0, 0, .3, .25, 0, 0, 0, .25, .1, 0, 0]) +b1 = Parameter("op3", "TENSOR_FLOAT32", "{4}", [1, 2, 3, 4]) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 2) +output = Output("op4", "TENSOR_FLOAT32", "{1, 2, 2, 4}") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad0, pad0, pad0, pad0, + stride, stride, + cm, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [10, 21, 10, 22, 10, 23, + 10, 24, 10, 25, 10, 26, + 10, 27, 10, 28, 10, 29]} +# (i1 (conv) f1) + b1 +# filter usage: +# in_ch1 * f_1 --> output_d1 +# in_ch1 * f_2 --> output_d2 +# in_ch2 * f_3 --> output_d3 +# in_ch3 * f_4 --> output_d4 +output0 = {output: # output 0 + [11, 3, 7.2, 10.6, + 11, 3, 7.4, 10.9, + 11, 3, 7.8, 11.5, + 11, 3, 8.0, 11.8]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_2.mod.py new file mode 100644 index 000000000..59e392d58 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_2.mod.py @@ -0,0 +1,44 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 3, 2, 2}") +f1 = Parameter("op2", "TENSOR_FLOAT32", "{1, 2, 2, 4}", [1, 2, 3, 4, -9, 10, -11, 12, 5, 6, 7, 8, 13, -14, 15, -16]) +b1 = Parameter("op3", "TENSOR_FLOAT32", "{4}", [1, 2, 3, 4]) +pad_valid = Int32Scalar("pad_valid", 2) +act_none = Int32Scalar("act_none", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 2) +output = Output("op4", "TENSOR_FLOAT32", "{1, 2, 1, 4}") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad_valid, + stride, stride, + cm, act_none).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2, 7, 8, + 3, 4, 9, 10, + 5, 6, 11, 12]} +# (i1 (depthconv) f1) +output0 = {output: # output 0 + [71, -34, 99, -20, + 91, -26, 127, -4]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large.mod.py new file mode 100644 index 000000000..9e8b297fd --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large.mod.py @@ -0,0 +1,44 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 2}") # depth_in = 2 +f1 = Parameter("op2", "TENSOR_FLOAT32", "{1, 2, 2, 2}", [.25, 0, .25, 1, .25, 0, .25, 1]) # depth_out = 2 +b1 = Parameter("op3", "TENSOR_FLOAT32", "{2}", [100, 200]) # depth_out = 2 +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 1, 1, 2}") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad0, pad0, pad0, pad0, + stride, stride, + cm, act).To(output) + +# Example 1. Input in operand 0, +input0 = { + i1: [ # input 0 + 10, 21, 10, 22, + 10, 23, 10, 24], + } +# (i1 (conv) f1) + b1 +output0 = {output: # output 0 + [110, 246]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large_2.mod.py new file mode 100644 index 000000000..416279ab4 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large_2.mod.py @@ -0,0 +1,46 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 4}") # depth_in = 4 +f1 = Parameter("op2", "TENSOR_FLOAT32", "{1, 2, 2, 4}", [.25, 0, 10, 100, .25, 1, 20, 100, .25, 0, 30, 100, .25, 1, 40, 100]) # depth_out = 4 +b1 = Parameter("op3", "TENSOR_FLOAT32", "{4}", [600000, 700000, 800000, 900000]) # depth_out = 4 +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 1, 1, 4}") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad0, pad0, pad0, pad0, + stride, stride, + cm, act).To(output) + +# Example 1. Input in operand 0, +input0 = { + i1: [ # input 0 + 10, 21, 100, 0, + 10, 22, 200, 0, + 10, 23, 300, 0, + 10, 24, 400, 0], + } +# (i1 (conv) f1) + b1 +output0 = {output: # output 0 + [600010, 700046, 830000, 900000]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large_2_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large_2_weights_as_inputs.mod.py new file mode 100644 index 000000000..d759cf260 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large_2_weights_as_inputs.mod.py @@ -0,0 +1,53 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 4}") # depth_in = 4 +f1 = Input("op2", "TENSOR_FLOAT32", "{1, 2, 2, 4}") # depth_out = 4 +b1 = Input("op3", "TENSOR_FLOAT32", "{4}") # depth_out = 4 +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 1, 1, 4}") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad0, pad0, pad0, pad0, + stride, stride, + cm, act).To(output) + +# Example 1. Input in operand 0, +input0 = { + i1: [ # input 0 + 10, 21, 100, 0, + 10, 22, 200, 0, + 10, 23, 300, 0, + 10, 24, 400, 0], + f1: [ + .25, 0, 10, 100, + .25, 1, 20, 100, + .25, 0, 30, 100, + .25, 1, 40, 100], + b1: + [600000, 700000, 800000, 900000] + } +# (i1 (conv) f1) + b1 +output0 = {output: # output 0 + [600010, 700046, 830000, 900000]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large_weights_as_inputs.mod.py new file mode 100644 index 000000000..5174402e2 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_large_weights_as_inputs.mod.py @@ -0,0 +1,49 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 2}") # depth_in = 2 +f1 = Input("op2", "TENSOR_FLOAT32", "{1, 2, 2, 2}") # depth_out = 2 +b1 = Input("op3", "TENSOR_FLOAT32", "{2}") # depth_out = 2 +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 1) +output = Output("op4", "TENSOR_FLOAT32", "{1, 1, 1, 2}") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad0, pad0, pad0, pad0, + stride, stride, + cm, act).To(output) + +# Example 1. Input in operand 0, +input0 = { + i1: [ # input 0 + 10, 21, 10, 22, + 10, 23, 10, 24], + f1: [ + .25, 0, .25, 1, + .25, 0, .25, 1], + b1: + [100, 200] + } +# (i1 (conv) f1) + b1 +output0 = {output: # output 0 + [110, 246]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_weights_as_inputs.mod.py new file mode 100644 index 000000000..9a8af4cf6 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_float_weights_as_inputs.mod.py @@ -0,0 +1,58 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 3, 3, 2}") +f1 = Input("op2", "TENSOR_FLOAT32", "{1, 2, 2, 4}") +b1 = Input("op3", "TENSOR_FLOAT32", "{4}") +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 2) +output = Output("op4", "TENSOR_FLOAT32", "{1, 2, 2, 4}") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad0, pad0, pad0, pad0, + stride, stride, + cm, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [10, 21, 10, 22, 10, 23, + 10, 24, 10, 25, 10, 26, + 10, 27, 10, 28, 10, 29], + f1: + [.25, 0, .2, 0, + .25, 0, 0, .3, + .25, 0, 0, 0, + .25, .1, 0, 0], + b1: + [1, 2, 3, 4]} +# (i1 (conv) f1) + b1 +# filter usage: +# in_ch1 * f_1 --> output_d1 +# in_ch1 * f_2 --> output_d2 +# in_ch2 * f_3 --> output_d3 +# in_ch3 * f_4 --> output_d4 +output0 = {output: # output 0 + [11, 3, 7.2, 10.6, + 11, 3, 7.4, 10.9, + 11, 3, 7.8, 11.5, + 11, 3, 8.0, 11.8]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8.mod.py new file mode 100644 index 000000000..5f43c6362 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8.mod.py @@ -0,0 +1,41 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 2}, 0.5f, 0") +f1 = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 2}, 0.5f, 0", [2, 4, 2, 0, 2, 2, 2, 0]) +b1 = Parameter("op3", "TENSOR_INT32", "{2}, 0.25f, 0", [0, 0]) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1,1,1,2}, 1.f, 0") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad0, pad0, pad0, pad0, + stride, stride, + cm, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [4, 16, 4, 32, 4, 64, 4, 128]} +# (i1 (depthconv) f1) +output0 = {output: # output 0 + [8, 48]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_2.mod.py new file mode 100644 index 000000000..8f7ba1c43 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_2.mod.py @@ -0,0 +1,44 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 3, 2, 2}, 0.5f, 127") +f1 = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 4}, 0.5f, 127", [129, 131, 133, 135, 109, 147, 105, 151, 137, 139, 141, 143, 153, 99, 157, 95]) +b1 = Parameter("op3", "TENSOR_INT32", "{4}, 0.25f, 0", [4, 8, 12, 16]) +pad_valid = Int32Scalar("pad_valid", 2) +act_none = Int32Scalar("act_none", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 2) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 2, 1, 4}, 1.f, 127") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad_valid, + stride, stride, + cm, act_none).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [129, 131, 141, 143, + 133, 135, 145, 147, + 137, 139, 149, 151]} +# (i1 (depthconv) f1) +output0 = {output: # output 0 + [198, 93, 226, 107, + 218, 101, 254, 123]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_large.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_large.mod.py new file mode 100644 index 000000000..785e0a770 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_large.mod.py @@ -0,0 +1,41 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 2}, 0.5f, 0") +f1 = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 2}, 0.5f, 0", [2, 4, 2, 0, 2, 2, 2, 0]) +b1 = Parameter("op3", "TENSOR_INT32", "{2}, 0.25f, 0", [0, 0]) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 1, 1, 2}, 1.f, 0") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad0, pad0, pad0, pad0, + stride, stride, + cm, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [4, 16, 4, 32, 4, 64, 4, 128]} +# (i1 (depthconv) f1) +output0 = {output: # output 0 + [8, 48]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_large_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_large_weights_as_inputs.mod.py new file mode 100644 index 000000000..506aa5845 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_large_weights_as_inputs.mod.py @@ -0,0 +1,45 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 2}, 0.5f, 0") +f1 = Input("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 2}, 0.5f, 0") +b1 = Input("op3", "TENSOR_INT32", "{2}, 0.25f, 0") +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1, 1, 1, 2}, 1.f, 0") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad0, pad0, pad0, pad0, + stride, stride, + cm, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [4, 16, 4, 32, 4, 64, 4, 128], + f1: + [2, 4, 2, 0, 2, 2, 2, 0], + b1: + [0, 0]} +# (i1 (depthconv) f1) +output0 = {output: # output 0 + [8, 48]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_weights_as_inputs.mod.py new file mode 100644 index 000000000..f0478f884 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/depthwise_conv2d_quant8_weights_as_inputs.mod.py @@ -0,0 +1,45 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 2}, 0.5f, 0") +f1 = Input("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 2}, 0.5f, 0") +b1 = Input("op3", "TENSOR_INT32", "{2}, 0.25f, 0") +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +stride = Int32Scalar("stride", 1) +cm = Int32Scalar("channelMultiplier", 1) +output = Output("op4", "TENSOR_QUANT8_ASYMM", "{1,1,1,2}, 1.f, 0") + +model = model.Operation("DEPTHWISE_CONV_2D", + i1, f1, b1, + pad0, pad0, pad0, pad0, + stride, stride, + cm, act).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [4, 16, 4, 32, 4, 64, 4, 128], + f1: + [2, 4, 2, 0, 2, 2, 2, 0], + b1: + [0, 0]} +# (i1 (depthconv) f1) +output0 = {output: # output 0 + [8, 48]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/dequantize.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/dequantize.mod.py new file mode 100644 index 000000000..bef7a3200 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/dequantize.mod.py @@ -0,0 +1,15 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 1.f, 0") +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +model = model.Operation("DEQUANTIZE", i1).To(i2) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 32, 128, 255]} + +output0 = {i2: # output 0 + [0.0, 32.0, 128.0, 255.0]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/embedding_lookup.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/embedding_lookup.mod.py new file mode 100644 index 000000000..a012c7fbf --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/embedding_lookup.mod.py @@ -0,0 +1,45 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +lookups = 3 +rows = 3 +columns = 2 +features = 4 + +actual_values = [x for x in range(rows * columns * features)] +for i in range(rows): + for j in range(columns): + for k in range(features): + actual_values[(i * columns + j) * features + k] = i + j / 10. + k / 100. + +model = Model() +index = Input("index", "TENSOR_INT32", "{%d}"%lookups) +value = Input("value", "TENSOR_FLOAT32", "{%d, %d, %d}" % (rows, columns, features)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d, %d}" % (lookups, columns, features)) +model = model.Operation("EMBEDDING_LOOKUP", index, value).To(output) + +input0 = {index: [1, 0, 2], + value: actual_values} + +output0 = {output: + [ + 1.00, 1.01, 1.02, 1.03, 1.10, 1.11, 1.12, 1.13, # Row 1 + 0.00, 0.01, 0.02, 0.03, 0.10, 0.11, 0.12, 0.13, # Row 0 + 2.00, 2.01, 2.02, 2.03, 2.10, 2.11, 2.12, 2.13, # Row 2 + ]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/embedding_lookup_2d_nnfw.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/embedding_lookup_2d_nnfw.mod.py new file mode 100644 index 000000000..f0e6528f9 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/embedding_lookup_2d_nnfw.mod.py @@ -0,0 +1,43 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +lookups = 3 +rows = 3 +columns = 2 + +actual_values = [x for x in range(rows * columns)] +for i in range(rows): + for j in range(columns): + actual_values[(i * columns + j)] = i + j / 10. + +model = Model() +index = Input("index", "TENSOR_INT32", "{%d}"%lookups) +value = Input("value", "TENSOR_FLOAT32", "{%d, %d}" % (rows, columns)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (lookups, columns)) +model = model.Operation("EMBEDDING_LOOKUP", index, value).To(output) + +input0 = {index: [1, 0, 2], + value: actual_values} + +output0 = {output: + [ + 1.0, 1.1, # Row 1 + 0.0, 0.1, # Row 0 + 2.0, 2.1, # Row 2 + ]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/embedding_lookup_4d_nnfw.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/embedding_lookup_4d_nnfw.mod.py new file mode 100644 index 000000000..c149cca80 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/embedding_lookup_4d_nnfw.mod.py @@ -0,0 +1,42 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +lookups = 3 +N = 5 +H = 2 +W = 4 +C = 2 + +actual_values = [x for x in range(N * H * W * C)] + +model = Model() +index = Input("index", "TENSOR_INT32", "{%d}"%lookups) +value = Input("value", "TENSOR_INT32", "{%d, %d, %d, %d}" % (N, H, W, C)) +output = Output("output", "TENSOR_INT32", "{%d, %d, %d, %d}" % (lookups, H, W, C)) +model = model.Operation("EMBEDDING_LOOKUP", index, value).To(output) + +input0 = {index: [4, 0, 2], + value: actual_values} + +output0 = {output: + [ + 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, # Row 4 + 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, # Row 0 + 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, # Row 2 + ]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/floor_.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/floor_.mod.py new file mode 100644 index 000000000..0925b1454 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/floor_.mod.py @@ -0,0 +1,17 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 2}") +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 2, 2, 2}") +model = model.Operation("FLOOR", i1).To(i2) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [-1.5, -1.0, -0.5, 0.0, + .5, 1.0, 1.5, 10.2]} + +output0 = {i2: # output 0 + [-2.0, -1.0, -1.0, 0.0, + 0.0, 1.0, 1.0, 10]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float.mod.py new file mode 100644 index 000000000..29a21e77a --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float.mod.py @@ -0,0 +1,32 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_FLOAT32", "{3, 1}") +weights = Parameter("op2", "TENSOR_FLOAT32", "{1, 1}", [2]) +bias = Parameter("b0", "TENSOR_FLOAT32", "{1}", [4]) +out0 = Output("op3", "TENSOR_FLOAT32", "{3, 1}") +act = Int32Scalar("act", 0) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [2, 32, 16]} +output0 = {out0: # output 0 + [8, 68, 36]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_1_nnfw.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_1_nnfw.mod.py new file mode 100644 index 000000000..6030efeff --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_1_nnfw.mod.py @@ -0,0 +1,34 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_FLOAT32", "{1, 3, 4, 2}") +weights = Parameter("op2", "TENSOR_FLOAT32", "{1, 24}", + [-0.25449711, 0, -2.1247749, 0, -1.143796, 0, -1.0299346, 0, -2.2373879, 0, -0.083096743, 0, -1.3230739, 0, 0.15294921, 0, -0.53045893, 0, -0.46075189, 0, -1.4482396, 0, -1.609534, 0]) +bias = Parameter("b0", "TENSOR_FLOAT32", "{1}", + [0.70098364,]) +out0 = Output("op3", "TENSOR_FLOAT32", "{1, 1}") +act_relu = Int32Scalar("act_relu", 0) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act_relu).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [1.4910057783, 3.4019672871, -0.0598693565, -0.0065411143, -0.6461477280, 1.9235717058, 1.0784962177, 0.1765922010, -2.2495496273, -1.6010370255, -2.4747757912, -0.3825767934, 2.3058984280, 0.7288306952, -0.8964791894, -2.7584488392, -0.2875919640, 0.1335377693, 1.8338065147, -2.6112849712, 0.9390821457, 1.9843852520, -1.2190681696, 1.0274435282, ]} +output0 = {out0: # output 0 + [2.0375289917]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_2.mod.py new file mode 100644 index 000000000..92fad6063 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_2.mod.py @@ -0,0 +1,61 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_FLOAT32", "{2, 8}") +weights = Parameter("op2", "TENSOR_FLOAT32", "{16, 8}", + [0.091327, 0.103366, -0.316505, -0.083120, 0.149366, -0.196636, + -0.123672, 0.062800, 0.063031, 0.191670, -0.062001, -0.061504, + -0.275581, 0.059388, -0.118497, -0.079224, 0.109758, 0.008307, + -0.062657, -0.060962, -0.049782, -0.106719, -0.319482, -0.103650, + 0.266455, 0.051517, -0.123448, 0.322464, 0.043282, -0.173782, + -0.190381, 0.002013, 0.096086, 0.131157, 0.031164, 0.100638, + -0.312191, -0.080923, -0.101318, -0.116614, 0.142238, 0.086540, + -0.139154, 0.174268, -0.073161, 0.080072, 0.006874, 0.229382, + -0.104321, -0.176035, -0.208587, -0.001019, -0.162032, 0.080824, + -0.025021, 0.074460, -0.252595, -0.161750, -0.136403, 0.008308, + 0.005710, 0.096600, 0.289839, 0.218816, -0.304651, -0.070958, + 0.054598, 0.147113, -0.139112, -0.072798, -0.163335, -0.167863, + -0.128762, -0.035780, 0.117262, 0.017177, 0.263335, -0.176612, + 0.262961, -0.093654, -0.339283, 0.333071, 0.180827, 0.287583, + 0.066350, -0.197947, -0.114449, -0.236035, 0.103532, -0.034284, + 0.093299, -0.145361, 0.054001, 0.250570, 0.157010, -0.143480, + -0.139061, -0.048873, 0.067557, 0.139038, 0.324106, 0.227041, + 0.037793, -0.225747, -0.241619, 0.357835, 0.135762, -0.306764, + -0.125982, 0.091916, 0.266587, 0.030135, 0.265148, 0.141627, + 0.020120, 0.083815, -0.124556, -0.100124, -0.048159, 0.181172, + 0.302309, -0.041084, 0.146334, -0.061511, -0.232605, 0.281324, + 0.145408, -0.221897]) +bias = Parameter("b0", "TENSOR_FLOAT32", "{16}", + [-0.160594, 0.205770, -0.078307, -0.077984, 0.001937, 0.015860, + 0.036810, 0.012346, 0.001028, 0.038551, 0.075415, 0.020804, + 0.048478, -0.032270, 0.175688, -0.085662]) +out0 = Output("op3", "TENSOR_FLOAT32", "{2, 16}") +act_relu = Int32Scalar("act_relu", 1) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act_relu).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [0.503691, 0.196961, 0.521017, 0.554248, 0.288678, 0.792476, 0.561653, 0.462230, + 0.650736, 0.163132, 0.029658, 0.411544, 0.470539, 0.572390, 0.538755, 0.212030]} +output0 = {out0: # output 0 + [0, 0.0732134, 0, 0, 0, 0.280859, 0, 0.128927, + 0, 0.0777251, 0, 0.270268, 0.271435, 0.0173503, 0.335465, 0.235562, + 0, 0.0745866, 0, 0.051611, 0, 0.253876, 0, 0.0814873, + 0, 0.104104, 0, 0.248529, 0.264194, 0, 0.302973, 0.166252,]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_3.mod.py new file mode 100644 index 000000000..804f81266 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_3.mod.py @@ -0,0 +1,32 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_FLOAT32", "{2, 2}") +weights = Parameter("op2", "TENSOR_FLOAT32", "{1, 2}", [2, 4]) +bias = Parameter("b0", "TENSOR_FLOAT32", "{1}", [1]) +out0 = Output("op3", "TENSOR_FLOAT32", "{2, 1}") +act = Int32Scalar("act", 0) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [1, 2, 2, 1]} +output0 = {out0: # output 0 + [11, 9]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_large.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_large.mod.py new file mode 100644 index 000000000..2bfa98b21 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_large.mod.py @@ -0,0 +1,32 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_FLOAT32", "{1, 5}") # batch = 1, input_size = 5 +weights = Parameter("op2", "TENSOR_FLOAT32", "{1, 5}", [2, 3, 4, 5, 6]) # num_units = 1, input_size = 5 +bias = Parameter("b0", "TENSOR_FLOAT32", "{1}", [900000]) +out0 = Output("op3", "TENSOR_FLOAT32", "{1, 1}") # batch = 1, number_units = 1 +act = Int32Scalar("act", 0) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [1, 10, 100, 1000, 10000]} +output0 = {out0: # output 0 + [965432]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_large_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_large_weights_as_inputs.mod.py new file mode 100644 index 000000000..f88fbcab5 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_large_weights_as_inputs.mod.py @@ -0,0 +1,36 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_FLOAT32", "{1, 5}") # batch = 1, input_size = 5 +weights = Input("op2", "TENSOR_FLOAT32", "{1, 5}") # num_units = 1, input_size = 5 +bias = Input("b0", "TENSOR_FLOAT32", "{1}") +out0 = Output("op3", "TENSOR_FLOAT32", "{1, 1}") # batch = 1, number_units = 1 +act = Int32Scalar("act", 0) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [1, 10, 100, 1000, 10000], + weights: + [2, 3, 4, 5, 6], + bias: + [900000]} +output0 = {out0: # output 0 + [965432]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_weights_as_inputs.mod.py new file mode 100644 index 000000000..0c7509dee --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_float_weights_as_inputs.mod.py @@ -0,0 +1,34 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_FLOAT32", "{3, 1}") +weights = Input("op2", "TENSOR_FLOAT32", "{1, 1}") +bias = Input("b0", "TENSOR_FLOAT32", "{1}") +out0 = Output("op3", "TENSOR_FLOAT32", "{3, 1}") +act = Int32Scalar("act", 0) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [2, 32, 16], + weights: [2], + bias: [4]} +output0 = {out0: # output 0 + [8, 68, 36]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8.mod.py new file mode 100644 index 000000000..3bb941bb4 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8.mod.py @@ -0,0 +1,32 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_QUANT8_ASYMM", "{3, 1}, 0.5f, 0") +weights = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{1, 1}, 0.5f, 0", [2]) +bias = Parameter("b0", "TENSOR_INT32", "{1}, 0.25f, 0", [4]) +out0 = Output("op3", "TENSOR_QUANT8_ASYMM", "{3, 1}, 1.f, 0") +act = Int32Scalar("act", 0) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [2, 32, 16]} +output0 = {out0: # output 0 + [2, 17, 9]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_2.mod.py new file mode 100644 index 000000000..a87eee811 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_2.mod.py @@ -0,0 +1,36 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_QUANT8_ASYMM", "{4, 1, 5, 1}, 0.5f, 127") +weights = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{3, 10}, 0.5f, 127", + [129, 131, 133, 135, 137, 139, 141, 143, 145, 147, + 129, 131, 133, 135, 137, 139, 141, 143, 145, 147, + 129, 131, 133, 135, 137, 139, 141, 143, 145, 147]) +bias = Parameter("b0", "TENSOR_INT32", "{3}, 0.25f, 0", [4, 8, 12]) +out0 = Output("op3", "TENSOR_QUANT8_ASYMM", "{2, 3}, 1.f, 127") +act_relu = Int32Scalar("act_relu", 1) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act_relu).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [129, 131, 133, 135, 137, 139, 141, 143, 109, 107, + 129, 131, 133, 135, 137, 139, 141, 111, 145, 107]} +output0 = {out0: # output 0 + [151, 152, 153, 185, 186, 187]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_large.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_large.mod.py new file mode 100644 index 000000000..f04d150d0 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_large.mod.py @@ -0,0 +1,32 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 5}, 0.2, 0") # batch = 1, input_size = 5 +weights = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{1, 5}, 0.2, 0", [10, 20, 20, 20, 10]) # num_units = 1, input_size = 5 +bias = Parameter("b0", "TENSOR_INT32", "{1}, 0.04, 0", [10]) +out0 = Output("op3", "TENSOR_QUANT8_ASYMM", "{1, 1}, 1.f, 0") # batch = 1, number_units = 1 +act = Int32Scalar("act", 0) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [10, 10, 10, 10, 10]} +output0 = {out0: # output 0 + [32]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_large_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_large_weights_as_inputs.mod.py new file mode 100644 index 000000000..70ea52556 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_large_weights_as_inputs.mod.py @@ -0,0 +1,36 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 5}, 0.2, 0") # batch = 1, input_size = 5 +weights = Input("op2", "TENSOR_QUANT8_ASYMM", "{1, 5}, 0.2, 0") # num_units = 1, input_size = 5 +bias = Input("b0", "TENSOR_INT32", "{1}, 0.04, 0") +out0 = Output("op3", "TENSOR_QUANT8_ASYMM", "{1, 1}, 1.f, 0") # batch = 1, number_units = 1 +act = Int32Scalar("act", 0) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [10, 10, 10, 10, 10], + weights: + [10, 20, 20, 20, 10], + bias: + [10]} +output0 = {out0: # output 0 + [32]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_weights_as_inputs.mod.py new file mode 100644 index 000000000..50e0220e8 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/fully_connected_quant8_weights_as_inputs.mod.py @@ -0,0 +1,34 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +in0 = Input("op1", "TENSOR_QUANT8_ASYMM", "{3, 1}, 0.5f, 0") +weights = Input("op2", "TENSOR_QUANT8_ASYMM", "{1, 1}, 0.5f, 0") +bias = Input("b0", "TENSOR_INT32", "{1}, 0.25f, 0") +out0 = Output("op3", "TENSOR_QUANT8_ASYMM", "{3, 1}, 1.f, 0") +act = Int32Scalar("act", 0) +model = model.Operation("FULLY_CONNECTED", in0, weights, bias, act).To(out0) + +# Example 1. Input in operand 0, +input0 = {in0: # input 0 + [2, 32, 16], + weights: [2], + bias: [4]} +output0 = {out0: # output 0 + [2, 17, 9]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/hashtable_lookup_float.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/hashtable_lookup_float.mod.py new file mode 100644 index 000000000..2cdafa3f7 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/hashtable_lookup_float.mod.py @@ -0,0 +1,54 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +lookups = 4 +keys = 3 +rows = 3 +features = 2 + +table = [x for x in range(rows * features)] +for i in range(rows): + for j in range(features): + table[i * features + j] = i + j / 10. + +model = Model() + +lookup = Input("lookup", "TENSOR_INT32", "{%d}" % lookups) +key = Input("key", "TENSOR_INT32", "{%d}" % (keys)) +value = Input("value", "TENSOR_FLOAT32", "{%d, %d}" % (rows, features)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (lookups, features)) +hits = Output("hits", "TENSOR_QUANT8_ASYMM", "{%d}, 1.f, 0" % (lookups)) +model = model.Operation("HASHTABLE_LOOKUP", lookup, key, value).To([output, hits]) + +input0 = {lookup: [1234, -292, -11, 0], + key: [-11, 0, 1234], + value: table} + +output0 = {output: + [ + 2.0, 2.1, # 2-rd item + 0, 0, # Not found + 0.0, 0.1, # 0-th item + 1.0, 1.1, # 1-st item + ], + hits: + [ + 1, 0, 1, 1, + ] +} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/hashtable_lookup_quant8.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/hashtable_lookup_quant8.mod.py new file mode 100644 index 000000000..ed735f286 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/hashtable_lookup_quant8.mod.py @@ -0,0 +1,54 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +lookups = 4 +keys = 3 +rows = 3 +features = 2 + +table = [x for x in range(rows * features)] +for i in range(rows): + for j in range(features): + table[i * features + j] = i * 10 + j + +model = Model() + +lookup = Input("lookup", "TENSOR_INT32", "{%d}" % (lookups)) +key = Input("key", "TENSOR_INT32", "{%d}" % (keys)) +value = Input("value", "TENSOR_QUANT8_ASYMM", "{%d, %d}, 0.5f, 0" % (rows, features)) +output = Output("output", "TENSOR_QUANT8_ASYMM", "{%d, %d}, 0.5f, 0" % (lookups, features)) +hits = Output("hits", "TENSOR_QUANT8_ASYMM", "{%d}, 1.f, 0" % (lookups)) +model = model.Operation("HASHTABLE_LOOKUP", lookup, key, value).To([output, hits]) + +input0 = {lookup: [123, 250, 255, 0], + key: [0, 123, 255], + value: table} + +output0 = {output: + [ + 10, 11, # 2nd item + 0, 0, # Not found + 20, 21, # 1st item + 0, 1, # 0th item + ], + hits: + [ + 1, 0, 1, 1, + ] +} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/l2_normalization.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/l2_normalization.mod.py new file mode 100644 index 000000000..df44c688e --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/l2_normalization.mod.py @@ -0,0 +1,32 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 1, 1, 3}") +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 1, 1, 3}") + +# Color wize (channel-wise) normalization +model = model.Operation("L2_NORMALIZATION", i1).To(i2) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 - 1 color, 3 channels + [0, 3, 4]} + +output0 = {i2: # output 0 + [0, .6, .8]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/l2_normalization_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/l2_normalization_2.mod.py new file mode 100644 index 000000000..36feba073 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/l2_normalization_2.mod.py @@ -0,0 +1,32 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 1, 1, 6}") +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 1, 1, 6}") + +# Color wize (channel-wise) normalization +model = model.Operation("L2_NORMALIZATION", i1).To(i2) + +# Example 1. Input in operand 0, +input0 = {i1: + [-1.1, 0.6, 0.7, 1.2, -0.7, 0.1]} + +output0 = {i2: # output 0 + [-0.55, 0.3, 0.35, 0.6, -0.35, 0.05]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/l2_normalization_large.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/l2_normalization_large.mod.py new file mode 100644 index 000000000..58b2d4f28 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/l2_normalization_large.mod.py @@ -0,0 +1,38 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 3}") +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 2, 2, 3}") + +# Color wize (channel-wise) normalization +model = model.Operation("L2_NORMALIZATION", i1).To(i2) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 - 4 color, 3 channels + [0, 3, 4, # 5 + 0, 5, 12, # 13, + 0, 8, 15, # 17, + 0, 7, 24]} # 25 + +output0 = {i2: # output 0 + [0, .6, .8, + 0, 0.38461539149284363, 0.92307698726654053, + 0, 0.47058823704719543, 0.88235294818878174, + 0, 0.28, 0.96]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/l2_pool_float.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/l2_pool_float.mod.py new file mode 100644 index 000000000..fee09746e --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/l2_pool_float.mod.py @@ -0,0 +1,30 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # input 0 +cons1 = Int32Scalar("cons1", 1) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # output 0 +model = model.Operation("L2_POOL_2D", i1, pad0, pad0, pad0, pad0, cons1, cons1, cons1, cons1, act).To(i3) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.0, 2.0, 3.0, 4.0]} +output0 = {i3: # output 0 + [1.0, 2.0, 3.0, 4.0]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/l2_pool_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/l2_pool_float_2.mod.py new file mode 100644 index 000000000..e10c050cc --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/l2_pool_float_2.mod.py @@ -0,0 +1,31 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 4, 1}") # input 0 +cons2 = Int32Scalar("cons2", 2) +pad_same = Int32Scalar("pad_same", 1) +act_none = Int32Scalar("act_none", 0) +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 1, 2, 1}") # output 0 +model = model.Operation("L2_POOL_2D", i1, pad_same, cons2, cons2, cons2, cons2, act_none).To(i3) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 6, 2, 4, 3, 2, 10, 7]} +output0 = {i3: # output 0 + [3.5, 6.5]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/l2_pool_float_large.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/l2_pool_float_large.mod.py new file mode 100644 index 000000000..281118e4c --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/l2_pool_float_large.mod.py @@ -0,0 +1,41 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 3}") # input 0 +filter_width = Int32Scalar("filter_width", 2) +filter_height = Int32Scalar("filter_height", 2) +stride_width = Int32Scalar("stride_width", 1) +stride_height = Int32Scalar("stride_height", 1) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 1, 1, 3}") # output 0 +model = model.Operation("L2_POOL_2D", i1, pad0, pad0, pad0, pad0, + stride_width, stride_height, + filter_width, filter_height, + act).To(i3) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.0, 2.0, 3.0, + 4.0, 5.0, 6.0, + 7.0, 8.0, 9.0, + 10.0, 11.0, 12.0]} +output0 = {i3: # output 0 + [6.442049503326416, # sqrt(166/4) + 7.3143692016601562, # sqrt(214/4) + 8.2158384323120117]} # sqrt(270/4) +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_1.mod.py new file mode 100644 index 000000000..99bb59b56 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_1.mod.py @@ -0,0 +1,19 @@ +model = Model() +i1 = Input("input", "TENSOR_FLOAT32", "{1, 1, 1, 6}") +radius = Int32Scalar("radius", 20) +bias = Float32Scalar("bias", 9.) +alpha = Float32Scalar("alpha", 4.) +beta = Float32Scalar("beta", .5) +output = Output("output", "TENSOR_FLOAT32", "{1, 1, 1, 6}") + +model = model.Operation("LOCAL_RESPONSE_NORMALIZATION", i1, radius, bias, alpha, beta).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [-1.1, .6, .7, 1.2, -.7, .1]} + +output0 = {output: # output 0 + [-.22, .12, .14, .24, -.14, .02]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_2.mod.py new file mode 100644 index 000000000..fa025bfc0 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_2.mod.py @@ -0,0 +1,19 @@ +model = Model() +i1 = Input("input", "TENSOR_FLOAT32", "{1, 1, 1, 6}") +radius = Int32Scalar("radius", 20) +bias = Float32Scalar("bias", 0.) +alpha = Float32Scalar("alpha", 1.) +beta = Float32Scalar("beta", .5) +output = Output("output", "TENSOR_FLOAT32", "{1, 1, 1, 6}") + +model = model.Operation("LOCAL_RESPONSE_NORMALIZATION", i1, radius, bias, alpha, beta).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [-1.1, .6, .7, 1.2, -.7, .1]} + +output0 = {output: # output 0 + [-.55, .3, .35, .6, -.35, .05]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_3.mod.py new file mode 100644 index 000000000..e655bb90d --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_3.mod.py @@ -0,0 +1,19 @@ +model = Model() +i1 = Input("input", "TENSOR_FLOAT32", "{1, 1, 1, 6}") +radius = Int32Scalar("radius", 20) +bias = Float32Scalar("bias", 0.) +alpha = Float32Scalar("alpha", 4.) +beta = Float32Scalar("beta", .5) +output = Output("output", "TENSOR_FLOAT32", "{1, 1, 1, 6}") + +model = model.Operation("LOCAL_RESPONSE_NORMALIZATION", i1, radius, bias, alpha, beta).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [-1.1, .6, .7, 1.2, -.7, .1]} + +output0 = {output: # output 0 + [-.275, .15, .175, .3, -.175, .025]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_4.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_4.mod.py new file mode 100644 index 000000000..e4d2817d9 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/local_response_norm_float_4.mod.py @@ -0,0 +1,19 @@ +model = Model() +i1 = Input("input", "TENSOR_FLOAT32", "{1, 1, 1, 6}") +radius = Int32Scalar("radius", 2) +bias = Float32Scalar("bias", 9.) +alpha = Float32Scalar("alpha", 4.) +beta = Float32Scalar("beta", .5) +output = Output("output", "TENSOR_FLOAT32", "{1, 1, 1, 6}") + +model = model.Operation("LOCAL_RESPONSE_NORMALIZATION", i1, radius, bias, alpha, beta).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [-1.1, .6, .7, 1.2, -.7, .1]} + +output0 = {output: # output 0 + [-.26492569, .12510864, .14011213, .26726127, -.16178755, .0244266]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/logistic_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/logistic_float_1.mod.py new file mode 100644 index 000000000..01ce100ab --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/logistic_float_1.mod.py @@ -0,0 +1,35 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +model = model.Operation("LOGISTIC", i1).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.0, 2.0, 4.0, 8.0]} + +output0 = {i3: # output 0 + [0.73105859756469727, + 0.88079702854156494, + 0.9820137619972229, + 0.99966466426849365]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/logistic_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/logistic_float_2.mod.py new file mode 100644 index 000000000..93d812c08 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/logistic_float_2.mod.py @@ -0,0 +1,39 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +d0 = 2 +d1 = 32 +d2 = 40 +d3 = 2 + +i0 = Input("input", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (d0, d1, d2, d3)) + +output = Output("output", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (d0, d1, d2, d3)) + +model = model.Operation("LOGISTIC", i0).To(output) + +# Example 1. Input in operand 0, +rng = d0 * d1 * d2 * d3 +input_values = (lambda r = rng: [x * (x % 2 - .5) * 2 % 512 for x in range(r)])() +input0 = {i0: input_values} +output_values = [1. / (1. + math.exp(-x)) for x in input_values] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/logistic_quant8_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/logistic_quant8_1.mod.py new file mode 100644 index 000000000..800b4fa72 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/logistic_quant8_1.mod.py @@ -0,0 +1,32 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0") +i3 = Output("op3", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.00390625f, 0") +model = model.Operation("LOGISTIC", i1).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 1, 2, 127]} + +output0 = {i3: # output 0 + [128, 159, 187, 255]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/logistic_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/logistic_quant8_2.mod.py new file mode 100644 index 000000000..267452fa4 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/logistic_quant8_2.mod.py @@ -0,0 +1,42 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +d0 = 1 #2 +d1 = 16 #256 +d2 = 16 #256 +d3 = 1 #2 + +i0 = Input("input", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, .5f, 0" % (d0, d1, d2, d3)) + +output = Output("output", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 0.00390625f, 0" % (d0, d1, d2, d3)) + +model = model.Operation("LOGISTIC", i0).To(output) + +# Example 1. Input in operand 0, +rng = d0 * d1 * d2 * d3 +input_values = (lambda r = rng: [x % 256 for x in range(r)])() +input0 = {i0: input_values} +output_values = [ + 255 if 1. / (1. + math.exp(-x * .5)) * 256 > 255 + else int(round(1. / (1. + math.exp(-x * .5)) * 256)) + for x in input_values] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lsh_projection.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lsh_projection.mod.py new file mode 100644 index 000000000..50dfcd411 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lsh_projection.mod.py @@ -0,0 +1,40 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +num_input = 3 +num_hash = 4 +num_bits = 2 + +model = Model() + +hhash = Parameter("hash", "TENSOR_FLOAT32", "{%d, %d}" % (num_hash, num_bits), + [0.123, 0.456, -0.321, -0.654, 1.234, 5.678, -4.321, -8.765]) +lookup = Input("lookup", "TENSOR_INT32", "{%d, %d}" % (num_input, num_bits)) +weight = Input("weight", "TENSOR_FLOAT32", "{%d}" % (num_input)) +type_param = Int32Scalar("type_param", 2) # DENSE +output = Output("output", "TENSOR_INT32", "{%d}" % (num_hash * num_bits)) +model = model.Operation("LSH_PROJECTION", hhash, lookup, weight, + type_param).To(output) + +#TODO: weight should be a constant, too. +input0 = { + lookup: [12345, 54321, 67890, 9876, -12345678, -87654321], + weight: [0.12, 0.34, 0.56] +} +output0 = {output: [1, 1, 1, 0, 1, 1, 1, 0]} + +Example((input0, output0)) + diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lsh_projection_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lsh_projection_2.mod.py new file mode 100644 index 000000000..a297db247 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lsh_projection_2.mod.py @@ -0,0 +1,41 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +num_input = 3 +num_hash = 4 +num_bits = 2 + +model = Model() + +hhash = Parameter("hash", "TENSOR_FLOAT32", "{%d, %d}" % (num_hash, num_bits), + [0.123, 0.456, -0.321, -0.654, 1.234, 5.678, -4.321, -8.765]) +lookup = Input("lookup", "TENSOR_INT32", "{%d, %d}" % (num_input, num_bits)) +weight = Input("weight", "TENSOR_FLOAT32", "{%d}" % (num_input)) +type_param = Int32Scalar("type_param", 1) # SPARSE +output = Output("output", "TENSOR_INT32", "{%d}" % (num_hash)) +model = model.Operation("LSH_PROJECTION", hhash, lookup, weight, + type_param).To(output) + +# Omit weight, since this is a sparse projection, for which the optional weight +# input should be left unset. +input0 = { + lookup: [12345, 54321, 67890, 9876, -12345678, -87654321], + weight: [], +} + +output0 = {output: [1, 2, 2, 0]} + +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lsh_projection_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lsh_projection_weights_as_inputs.mod.py new file mode 100644 index 000000000..7e87fcdc5 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lsh_projection_weights_as_inputs.mod.py @@ -0,0 +1,38 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +num_input = 3 +num_hash = 4 +num_bits = 2 + +model = Model() + +hhash = Input("hash", "TENSOR_FLOAT32", "{%d, %d}" % (num_hash, num_bits)) +lookup = Input("lookup", "TENSOR_INT32", "{%d, %d}" % (num_input, num_bits)) +weight = Input("weight", "TENSOR_FLOAT32", "{%d}" % (num_input)) +type_param = Int32Scalar("type_param", 2) # DENSE +output = Output("output", "TENSOR_INT32", "{%d}" % (num_hash * num_bits)) +model = model.Operation("LSH_PROJECTION", hhash, lookup, weight, type_param).To(output) + +input0 = {lookup: [12345, 54321, 67890, 9876, -12345678, -87654321], + hhash: [0.123, 0.456, -0.321, -0.654, 1.234, 5.678, -4.321, -8.765], + weight: [0.12, 0.34, 0.56], + } + +output0 = {output: [1, 1, 1, 0, 1, 1, 1, 0]} + +Example((input0, output0)) + diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lstm.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lstm.mod.py new file mode 100644 index 000000000..830f4b725 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lstm.mod.py @@ -0,0 +1,148 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# LSTM Test: No Cifg, No Peephole, No Projection, and No Clipping. + +model = Model() + +n_batch = 1 +n_input = 2 +# n_cell and n_output have the same size when there is no projection. +n_cell = 4 +n_output = 4 + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{0}") +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", "{0}") +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", "{0}") + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", "{0,0}") +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) + +scratch_buffer = IgnoredOutput("scratch_buffer", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, (n_cell * 4))) +output_state_out = Output("output_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_out = Output("cell_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) + +model = model.Operation("LSTM", + input, + + input_to_input_weights, + input_to_forget_weights, + input_to_cell_weights, + input_to_output_weights, + + recurrent_to_input_weights, + recurrent_to_forget_weights, + recurrent_to_cell_weights, + recurrent_to_output_weights, + + cell_to_input_weights, + cell_to_forget_weights, + cell_to_output_weights, + + input_gate_bias, + forget_gate_bias, + cell_gate_bias, + output_gate_bias, + + projection_weights, + projection_bias, + + output_state_in, + cell_state_in, + + activation_param, + cell_clip_param, + proj_clip_param +).To([scratch_buffer, output_state_out, cell_state_out, output]) + +# Example 1. Input in operand 0, +input0 = {input_to_input_weights: [-0.45018822, -0.02338299, -0.0870589, -0.34550029, 0.04266912, -0.15680569, -0.34856534, 0.43890524], + input_to_forget_weights: [0.09701663, 0.20334584, -0.50592935, -0.31343272, -0.40032279, 0.44781327, 0.01387155, -0.35593212], + input_to_cell_weights: [-0.50013041, 0.1370284, 0.11810488, 0.2013163, -0.20583314, 0.44344562, 0.22077113, -0.29909778], + input_to_output_weights: [-0.25065863, -0.28290087, 0.04613829, 0.40525138, 0.44272184, 0.03897077, -0.1556896, 0.19487578], + + input_gate_bias: [0.,0.,0.,0.], + forget_gate_bias: [1.,1.,1.,1.], + cell_gate_bias: [0.,0.,0.,0.], + output_gate_bias: [0.,0.,0.,0.], + + recurrent_to_input_weights: [ + -0.0063535, -0.2042388, 0.31454784, -0.35746509, 0.28902304, 0.08183324, + -0.16555229, 0.02286911, -0.13566875, 0.03034258, 0.48091322, + -0.12528998, 0.24077177, -0.51332325, -0.33502164, 0.10629296], + + recurrent_to_cell_weights: [ + -0.3407414, 0.24443203, -0.2078532, 0.26320225, 0.05695659, -0.00123841, + -0.4744786, -0.35869038, -0.06418842, -0.13502428, -0.501764, 0.22830659, + -0.46367589, 0.26016325, -0.03894562, -0.16368064], + + recurrent_to_forget_weights: [ + -0.48684245, -0.06655136, 0.42224967, 0.2112639, 0.27654213, 0.20864892, + -0.07646349, 0.45877004, 0.00141793, -0.14609534, 0.36447752, 0.09196436, + 0.28053468, 0.01560611, -0.20127171, -0.01140004], + + recurrent_to_output_weights: [ + 0.43385774, -0.17194885, 0.2718237, 0.09215671, 0.24107647, -0.39835793, + 0.18212086, 0.01301402, 0.48572797, -0.50656658, 0.20047462, -0.20607421, + -0.51818722, -0.15390486, 0.0468148, 0.39922136], + + cell_to_input_weights: [], + cell_to_forget_weights: [], + cell_to_output_weights: [], + + projection_weights: [], + projection_bias: [], +} + +test_input = [2., 3.] +output_state = [0, 0, 0, 0] +cell_state = [0, 0, 0, 0] +golden_output = [-0.02973187, 0.1229473, 0.20885126, -0.15358765,] +output0 = { + scratch_buffer: [ 0 for x in range(n_batch * n_cell * 4) ], + cell_state_out: [ -0.145439, 0.157475, 0.293663, -0.277353 ], + output_state_out: [ -0.0297319, 0.122947, 0.208851, -0.153588 ], + output: golden_output +} +input0[input] = test_input +input0[output_state_in] = output_state +input0[cell_state_in] = cell_state +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lstm2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lstm2.mod.py new file mode 100644 index 000000000..e42681ae2 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lstm2.mod.py @@ -0,0 +1,142 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# LSTM Test, With Cifg, With Peephole, No Projection, No Clipping. + +model = Model() + +n_batch = 1 +n_input = 2 +# n_cell and n_output have the same size when there is no projection. +n_cell = 4 +n_output = 4 + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{0}") +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", "{0,0}") +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) + +scratch_buffer = IgnoredOutput("scratch_buffer", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell * 3)) +output_state_out = Output("output_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_out = Output("cell_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) + +model = model.Operation("LSTM", + input, + + input_to_input_weights, + input_to_forget_weights, + input_to_cell_weights, + input_to_output_weights, + + recurrent_to_input_weights, + recurrent_to_forget_weights, + recurrent_to_cell_weights, + recurrent_to_output_weights, + + cell_to_input_weights, + cell_to_forget_weights, + cell_to_output_weights, + + input_gate_bias, + forget_gate_bias, + cell_gate_bias, + output_gate_bias, + + projection_weights, + projection_bias, + + output_state_in, + cell_state_in, + + activation_param, + cell_clip_param, + proj_clip_param +).To([scratch_buffer, output_state_out, cell_state_out, output]) + +input0 = {input_to_input_weights:[], + input_to_cell_weights: [-0.49770179, -0.27711356, -0.09624726, 0.05100781, 0.04717243, 0.48944736, -0.38535351, -0.17212132], + input_to_forget_weights: [-0.55291498, -0.42866567, 0.13056988, -0.3633365, -0.22755712, 0.28253698, 0.24407166, 0.33826375], + input_to_output_weights: [0.10725588, -0.02335852, -0.55932593, -0.09426838, -0.44257352, 0.54939759, 0.01533556, 0.42751634], + + input_gate_bias: [], + forget_gate_bias: [1.,1.,1.,1.], + cell_gate_bias: [0.,0.,0.,0.], + output_gate_bias: [0.,0.,0.,0.], + + recurrent_to_input_weights: [], + recurrent_to_cell_weights: [ + 0.54066205, -0.32668582, -0.43562764, -0.56094903, 0.42957711, + 0.01841056, -0.32764608, -0.33027974, -0.10826075, 0.20675004, + 0.19069612, -0.03026325, -0.54532051, 0.33003211, 0.44901288, + 0.21193194], + + recurrent_to_forget_weights: [ + -0.13832897, -0.0515101, -0.2359007, -0.16661474, -0.14340827, + 0.36986142, 0.23414481, 0.55899, 0.10798943, -0.41174671, 0.17751795, + -0.34484994, -0.35874045, -0.11352962, 0.27268326, 0.54058349], + + recurrent_to_output_weights: [ + 0.41613156, 0.42610586, -0.16495961, -0.5663873, 0.30579174, -0.05115908, + -0.33941799, 0.23364776, 0.11178309, 0.09481031, -0.26424935, 0.46261835, + 0.50248802, 0.26114327, -0.43736315, 0.33149987], + + cell_to_input_weights: [], + cell_to_forget_weights: [0.47485286, -0.51955009, -0.24458408, 0.31544167], + cell_to_output_weights: [-0.17135078, 0.82760304, 0.85573703, -0.77109635], + + projection_weights: [], + projection_bias: [], +} + +output0 = { + scratch_buffer: [ 0 for x in range(n_batch * n_cell * 3) ], + cell_state_out: [ -0.760444, -0.0180416, 0.182264, -0.0649371 ], + output_state_out: [ -0.364445, -0.00352185, 0.128866, -0.0516365 ], +} + +input0[input] = [2., 3.] +input0[output_state_in] = [ 0 for _ in range(n_batch * n_output) ] +input0[cell_state_in] = [ 0 for _ in range(n_batch * n_cell) ] +output0[output] = [-0.36444446, -0.00352185, 0.12886585, -0.05163646] + +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lstm2_state.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lstm2_state.mod.py new file mode 100644 index 000000000..7543e8d64 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lstm2_state.mod.py @@ -0,0 +1,141 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# LSTM Test, With Cifg, With Peephole, No Projection, No Clipping. + +model = Model() + +n_batch = 1 +n_input = 2 +# n_cell and n_output have the same size when there is no projection. +n_cell = 4 +n_output = 4 + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{0}") +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", "{0,0}") +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) + +scratch_buffer = IgnoredOutput("scratch_buffer", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell * 3)) +output_state_out = Output("output_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_out = Output("cell_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) + +model = model.Operation("LSTM", + input, + + input_to_input_weights, + input_to_forget_weights, + input_to_cell_weights, + input_to_output_weights, + + recurrent_to_input_weights, + recurrent_to_forget_weights, + recurrent_to_cell_weights, + recurrent_to_output_weights, + + cell_to_input_weights, + cell_to_forget_weights, + cell_to_output_weights, + + input_gate_bias, + forget_gate_bias, + cell_gate_bias, + output_gate_bias, + + projection_weights, + projection_bias, + + output_state_in, + cell_state_in, + + activation_param, + cell_clip_param, + proj_clip_param +).To([scratch_buffer, output_state_out, cell_state_out, output]) + +input0 = {input_to_input_weights:[], + input_to_cell_weights: [-0.49770179, -0.27711356, -0.09624726, 0.05100781, 0.04717243, 0.48944736, -0.38535351, -0.17212132], + input_to_forget_weights: [-0.55291498, -0.42866567, 0.13056988, -0.3633365, -0.22755712, 0.28253698, 0.24407166, 0.33826375], + input_to_output_weights: [0.10725588, -0.02335852, -0.55932593, -0.09426838, -0.44257352, 0.54939759, 0.01533556, 0.42751634], + + input_gate_bias: [], + forget_gate_bias: [1.,1.,1.,1.], + cell_gate_bias: [0.,0.,0.,0.], + output_gate_bias: [0.,0.,0.,0.], + + recurrent_to_input_weights: [], + recurrent_to_cell_weights: [ + 0.54066205, -0.32668582, -0.43562764, -0.56094903, 0.42957711, + 0.01841056, -0.32764608, -0.33027974, -0.10826075, 0.20675004, + 0.19069612, -0.03026325, -0.54532051, 0.33003211, 0.44901288, + 0.21193194], + + recurrent_to_forget_weights: [ + -0.13832897, -0.0515101, -0.2359007, -0.16661474, -0.14340827, + 0.36986142, 0.23414481, 0.55899, 0.10798943, -0.41174671, 0.17751795, + -0.34484994, -0.35874045, -0.11352962, 0.27268326, 0.54058349], + + recurrent_to_output_weights: [ + 0.41613156, 0.42610586, -0.16495961, -0.5663873, 0.30579174, -0.05115908, + -0.33941799, 0.23364776, 0.11178309, 0.09481031, -0.26424935, 0.46261835, + 0.50248802, 0.26114327, -0.43736315, 0.33149987], + + cell_to_input_weights: [], + cell_to_forget_weights: [0.47485286, -0.51955009, -0.24458408, 0.31544167], + cell_to_output_weights: [-0.17135078, 0.82760304, 0.85573703, -0.77109635], + + projection_weights: [], + projection_bias: [], +} + +output0 = { + scratch_buffer: [ 0 for x in range(n_batch * n_cell * 3) ], + cell_state_out: [ -0.978419, -0.139203, 0.338163, -0.0983904 ], + output_state_out: [ -0.423122, -0.0121822, 0.24201, -0.0812458 ], +} + +input0[input] = [3., 4.] +input0[output_state_in] = [-0.364445, -0.00352185, 0.128866, -0.0516365] +input0[cell_state_in] = [-0.760444, -0.0180416, 0.182264, -0.0649371] +output0[output] = [-0.42312205, -0.01218222, 0.24201041, -0.08124574] +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lstm2_state2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lstm2_state2.mod.py new file mode 100644 index 000000000..027bedcb4 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lstm2_state2.mod.py @@ -0,0 +1,142 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# LSTM Test, With Cifg, With Peephole, No Projection, No Clipping. + +model = Model() + +n_batch = 1 +n_input = 2 +# n_cell and n_output have the same size when there is no projection. +n_cell = 4 +n_output = 4 + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{0}") +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", "{0,0}") +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) + +scratch_buffer = IgnoredOutput("scratch_buffer", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell * 3)) +output_state_out = IgnoredOutput("output_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_out = IgnoredOutput("cell_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) + +model = model.Operation("LSTM", + input, + + input_to_input_weights, + input_to_forget_weights, + input_to_cell_weights, + input_to_output_weights, + + recurrent_to_input_weights, + recurrent_to_forget_weights, + recurrent_to_cell_weights, + recurrent_to_output_weights, + + cell_to_input_weights, + cell_to_forget_weights, + cell_to_output_weights, + + input_gate_bias, + forget_gate_bias, + cell_gate_bias, + output_gate_bias, + + projection_weights, + projection_bias, + + output_state_in, + cell_state_in, + + activation_param, + cell_clip_param, + proj_clip_param +).To([scratch_buffer, output_state_out, cell_state_out, output]) + +input0 = {input_to_input_weights:[], + input_to_cell_weights: [-0.49770179, -0.27711356, -0.09624726, 0.05100781, 0.04717243, 0.48944736, -0.38535351, -0.17212132], + input_to_forget_weights: [-0.55291498, -0.42866567, 0.13056988, -0.3633365, -0.22755712, 0.28253698, 0.24407166, 0.33826375], + input_to_output_weights: [0.10725588, -0.02335852, -0.55932593, -0.09426838, -0.44257352, 0.54939759, 0.01533556, 0.42751634], + + input_gate_bias: [], + forget_gate_bias: [1.,1.,1.,1.], + cell_gate_bias: [0.,0.,0.,0.], + output_gate_bias: [0.,0.,0.,0.], + + recurrent_to_input_weights: [], + recurrent_to_cell_weights: [ + 0.54066205, -0.32668582, -0.43562764, -0.56094903, 0.42957711, + 0.01841056, -0.32764608, -0.33027974, -0.10826075, 0.20675004, + 0.19069612, -0.03026325, -0.54532051, 0.33003211, 0.44901288, + 0.21193194], + + recurrent_to_forget_weights: [ + -0.13832897, -0.0515101, -0.2359007, -0.16661474, -0.14340827, + 0.36986142, 0.23414481, 0.55899, 0.10798943, -0.41174671, 0.17751795, + -0.34484994, -0.35874045, -0.11352962, 0.27268326, 0.54058349], + + recurrent_to_output_weights: [ + 0.41613156, 0.42610586, -0.16495961, -0.5663873, 0.30579174, -0.05115908, + -0.33941799, 0.23364776, 0.11178309, 0.09481031, -0.26424935, 0.46261835, + 0.50248802, 0.26114327, -0.43736315, 0.33149987], + + cell_to_input_weights: [], + cell_to_forget_weights: [0.47485286, -0.51955009, -0.24458408, 0.31544167], + cell_to_output_weights: [-0.17135078, 0.82760304, 0.85573703, -0.77109635], + + projection_weights: [], + projection_bias: [], +} + +output0 = { + scratch_buffer: [ 0 for x in range(n_batch * n_cell * 3) ], + cell_state_out: [ 0 for x in range(n_batch * n_cell) ], + output_state_out: [ 0 for x in range(n_batch * n_output) ], +} + +input0[input] = [1., 1.] +input0[output_state_in] = [-0.423122, -0.0121822, 0.24201, -0.0812458] +input0[cell_state_in] = [-0.978419, -0.139203, 0.338163, -0.0983904] +output0[output] = [-0.358325, -0.04621704, 0.21641694, -0.06471302] + +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lstm3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lstm3.mod.py new file mode 100644 index 000000000..a9d2bf884 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lstm3.mod.py @@ -0,0 +1,662 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# LSTM Test, With Peephole, With Projection, No Clipping + +model = Model() + +n_batch = 2 +n_input = 5 +# n_cell and n_output have the same size when there is no projection. +n_cell = 20 +n_output = 16 + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", "{%d}" %(n_cell)) +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", "{%d,%d}" % (n_output, n_cell)) +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) + +scratch_buffer = IgnoredOutput("scratch_buffer", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, (n_cell * 4))) +output_state_out = Output("output_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_out = Output("cell_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) + +# TODO: need support for more than one output +model = model.Operation("LSTM", + input, + + input_to_input_weights, + input_to_forget_weights, + input_to_cell_weights, + input_to_output_weights, + + recurrent_to_input_weights, + recurrent_to_forget_weights, + recurrent_to_cell_weights, + recurrent_to_output_weights, + + cell_to_input_weights, + cell_to_forget_weights, + cell_to_output_weights, + + input_gate_bias, + forget_gate_bias, + cell_gate_bias, + output_gate_bias, + + projection_weights, + projection_bias, + + output_state_in, + cell_state_in, + + activation_param, + cell_clip_param, + proj_clip_param +).To([scratch_buffer, output_state_out, cell_state_out, output]) + +input0 = {input_to_input_weights: [ + 0.021393683, 0.06124551, 0.046905167, -0.014657677, -0.03149463, + 0.09171803, 0.14647801, 0.10797193, -0.0057968358, 0.0019193048, + -0.2726754, 0.10154029, -0.018539885, 0.080349885, -0.10262385, + -0.022599787, -0.09121155, -0.008675967, -0.045206103, -0.0821282, + -0.008045952, 0.015478081, 0.055217247, 0.038719587, 0.044153627, + -0.06453243, 0.05031825, -0.046935108, -0.008164439, 0.014574226, + -0.1671009, -0.15519552, -0.16819797, -0.13971269, -0.11953059, + 0.25005487, -0.22790983, 0.009855087, -0.028140958, -0.11200698, + 0.11295408, -0.0035217577, 0.054485075, 0.05184695, 0.064711206, + 0.10989193, 0.11674786, 0.03490607, 0.07727357, 0.11390585, + -0.1863375, -0.1034451, -0.13945189, -0.049401227, -0.18767063, + 0.042483903, 0.14233552, 0.13832581, 0.18350165, 0.14545603, + -0.028545704, 0.024939531, 0.050929718, 0.0076203286, -0.0029723682, + -0.042484224, -0.11827596, -0.09171104, -0.10808628, -0.16327988, + -0.2273378, -0.0993647, -0.017155107, 0.0023917493, 0.049272764, + 0.0038534778, 0.054764505, 0.089753784, 0.06947234, 0.08014476, + -0.04544234, -0.0497073, -0.07135631, -0.048929106, -0.004042012, + -0.009284026, 0.018042054, 0.0036860977, -0.07427302, -0.11434604, + -0.018995456, 0.031487543, 0.012834908, 0.019977754, 0.044256654, + -0.39292613, -0.18519334, -0.11651281, -0.06809892, 0.011373677], + + input_to_forget_weights: [ + -0.0018401089, -0.004852237, 0.03698424, 0.014181704, 0.028273236, + -0.016726194, -0.05249759, -0.10204261, 0.00861066, 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+ +# Batch0: 4 (input_sequence_size) * 5 (n_input) +input0[input] = [0.787926, 0.151646, 0.071352, 0.118426, 0.458058] +# Batch1: 4 (input_sequence_size) * 5 (n_input) +input0[input].extend( + [0.295743, 0.544053, 0.690064, 0.858138, 0.497181], +) +input0[cell_state_in] = [ 0 for _ in range(n_batch * n_cell) ] +input0[output_state_in] = [ 0 for _ in range(n_batch * n_output) ] +output0 = { + scratch_buffer: [ 0 for x in range(n_batch * n_cell * 4) ], + cell_state_out: [ + -0.0531632, -0.0118138, 0.0870833, 0.0347929, + -0.076144, -0.0659219, -0.0463811, 0.0141307, + -0.0127706, -0.03782, -0.00402401, -0.00571876, + -0.187957, -0.0247127, 0.0711425, 0.008244, + 0.0492649, 0.126972, 0.0933097, 0.29848, + -0.0966178, -0.114417, 0.0387229, 0.0453255, + -0.181286, -0.0651251, -0.0996879, -0.00276995, + 0.0617558, -0.0100728, 0.056304, -0.077416, + -0.162858, -0.0541251, 0.0571202, -0.0525331, + 0.0724297, 0.171029, 0.141738, 0.295483, + ], + output_state_out: [ + -0.00396806, 0.029352, -0.00279226, 0.0159977, + -0.00835577, -0.0211779, 0.0283512, -0.0114597, + 0.00907307, -0.0244004, -0.0152191, -0.0259063, + 0.00914318, 0.00415119, 0.017147, 0.0134203, + -0.013869, 0.0287268, -0.00334694, 0.00733397, + -0.0287926, -0.0186926, 0.0193662, -0.0115437, + 0.00422612, -0.0345232, 0.00223253, -0.00957321, + 0.0210624, 0.013331, 0.0150954, 0.0216801 + ], +} +# Batch0: 4 (input_sequence_size) * 16 (n_output) +output0[output] = [ + -0.00396806, 0.029352, -0.00279226, 0.0159977, -0.00835576, + -0.0211779, 0.0283512, -0.0114597, 0.00907307, -0.0244004, + -0.0152191, -0.0259063, 0.00914318, 0.00415118, 0.017147, + 0.0134203] +# Batch1: 4 (input_sequence_size) * 16 (n_output) +output0[output].extend( + [-0.013869, 0.0287268, -0.00334693, 0.00733398, -0.0287926, + -0.0186926, 0.0193662, -0.0115437, 0.00422612, -0.0345232, + 0.00223253, -0.00957321, 0.0210624, 0.013331, 0.0150954, + 0.02168], + ) + +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lstm3_state.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lstm3_state.mod.py new file mode 100644 index 000000000..1fd91a91e --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lstm3_state.mod.py @@ -0,0 +1,683 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# LSTM Test, With Peephole, With Projection, No Clipping + +model = Model() + +n_batch = 2 +n_input = 5 +# n_cell and n_output have the same size when there is no projection. +n_cell = 20 +n_output = 16 + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", "{%d}" %(n_cell)) +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", "{%d,%d}" % (n_output, n_cell)) +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) + +scratch_buffer = IgnoredOutput("scratch_buffer", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, (n_cell * 4))) +output_state_out = Output("output_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_out = Output("cell_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) + +# TODO: need support for more than one output +model = model.Operation("LSTM", + input, + + input_to_input_weights, + input_to_forget_weights, + input_to_cell_weights, + input_to_output_weights, + + recurrent_to_input_weights, + recurrent_to_forget_weights, + recurrent_to_cell_weights, + recurrent_to_output_weights, + + cell_to_input_weights, + cell_to_forget_weights, + cell_to_output_weights, + + input_gate_bias, + forget_gate_bias, + cell_gate_bias, + output_gate_bias, + + projection_weights, + projection_bias, + + output_state_in, + cell_state_in, + + activation_param, + cell_clip_param, + proj_clip_param +).To([scratch_buffer, output_state_out, cell_state_out, output]) + +input0 = {input_to_input_weights: [ + 0.021393683, 0.06124551, 0.046905167, -0.014657677, -0.03149463, + 0.09171803, 0.14647801, 0.10797193, -0.0057968358, 0.0019193048, + -0.2726754, 0.10154029, -0.018539885, 0.080349885, -0.10262385, + -0.022599787, -0.09121155, -0.008675967, -0.045206103, -0.0821282, + -0.008045952, 0.015478081, 0.055217247, 0.038719587, 0.044153627, + -0.06453243, 0.05031825, -0.046935108, -0.008164439, 0.014574226, + -0.1671009, -0.15519552, -0.16819797, -0.13971269, -0.11953059, + 0.25005487, -0.22790983, 0.009855087, -0.028140958, -0.11200698, + 0.11295408, -0.0035217577, 0.054485075, 0.05184695, 0.064711206, + 0.10989193, 0.11674786, 0.03490607, 0.07727357, 0.11390585, + -0.1863375, -0.1034451, -0.13945189, -0.049401227, -0.18767063, + 0.042483903, 0.14233552, 0.13832581, 0.18350165, 0.14545603, + -0.028545704, 0.024939531, 0.050929718, 0.0076203286, -0.0029723682, + -0.042484224, -0.11827596, -0.09171104, -0.10808628, -0.16327988, + -0.2273378, -0.0993647, -0.017155107, 0.0023917493, 0.049272764, + 0.0038534778, 0.054764505, 0.089753784, 0.06947234, 0.08014476, + -0.04544234, -0.0497073, -0.07135631, -0.048929106, -0.004042012, + -0.009284026, 0.018042054, 0.0036860977, -0.07427302, -0.11434604, + -0.018995456, 0.031487543, 0.012834908, 0.019977754, 0.044256654, + -0.39292613, -0.18519334, -0.11651281, -0.06809892, 0.011373677], + + input_to_forget_weights: [ + -0.0018401089, -0.004852237, 0.03698424, 0.014181704, 0.028273236, + -0.016726194, -0.05249759, -0.10204261, 0.00861066, -0.040979505, + -0.009899187, 0.01923892, -0.028177269, -0.08535103, -0.14585495, + 0.10662567, -0.01909731, -0.017883534, -0.0047269356, -0.045103323, + 0.0030784295, 0.076784775, 0.07463696, 0.094531395, 0.0814421, + -0.12257899, -0.033945758, -0.031303465, 0.045630626, 0.06843887, + -0.13492945, -0.012480007, -0.0811829, -0.07224499, -0.09628791, + 0.045100946, 0.0012300825, 0.013964662, 0.099372394, 0.02543059, + 0.06958324, 0.034257296, 0.0482646, 0.06267997, 0.052625068, + 0.12784666, 0.07077897, 0.025725935, 0.04165009, 0.07241905, + 0.018668644, -0.037377294, -0.06277783, -0.08833636, -0.040120605, + -0.011405586, -0.007808335, -0.010301386, -0.005102167, 0.027717464, + 0.05483423, 0.11449111, 0.11289652, 0.10939839, 0.13396506, + -0.08402166, -0.01901462, -0.044678304, -0.07720565, 0.014350063, + -0.11757958, -0.0652038, -0.08185733, -0.076754324, -0.092614375, + 0.10405491, 0.052960336, 0.035755895, 0.035839386, -0.012540553, + 0.036881298, 0.02913376, 0.03420159, 0.05448447, -0.054523353, + 0.02582715, 0.02327355, -0.011857179, -0.0011980024, -0.034641717, + -0.026125094, -0.17582615, -0.15923657, -0.27486774, -0.0006143371, + 0.0001771948, -8.470171e-05, 0.02651807, 0.045790765, 0.06956496], + + input_to_cell_weights: [ + -0.04580283, -0.09549462, -0.032418985, -0.06454633, + -0.043528453, 0.043018587, -0.049152344, -0.12418144, + -0.078985475, -0.07596889, 0.019484362, -0.11434962, + -0.0074034138, -0.06314844, -0.092981495, 0.0062155537, + -0.025034338, -0.0028890965, 0.048929527, 0.06235075, + 0.10665918, -0.032036792, -0.08505916, -0.10843358, + -0.13002433, -0.036816437, -0.02130134, -0.016518239, + 0.0047691227, -0.0025825808, 0.066017866, 0.029991534, + -0.10652836, -0.1037554, -0.13056071, -0.03266643, + -0.033702414, -0.006473424, -0.04611692, 0.014419339, + -0.025174323, 0.0396852, 0.081777506, 0.06157468, + 0.10210095, -0.009658194, 0.046511717, 0.03603906, + 0.0069369148, 0.015960095, -0.06507666, 0.09551598, + 0.053568836, 0.06408714, 0.12835667, -0.008714329, + -0.20211966, -0.12093674, 0.029450472, 0.2849013, + -0.029227901, 0.1164364, -0.08560263, 0.09941786, + -0.036999565, -0.028842626, -0.0033637602, -0.017012902, + -0.09720865, -0.11193351, -0.029155117, -0.017936034, + -0.009768936, -0.04223324, -0.036159635, 0.06505112, + -0.021742892, -0.023377212, -0.07221364, -0.06430552, + 0.05453865, 0.091149814, 0.06387331, 0.007518393, + 0.055960953, 0.069779344, 0.046411168, 0.10509911, + 0.07463894, 0.0075130584, 0.012850982, 0.04555431, + 0.056955688, 0.06555285, 0.050801456, -0.009862683, + 0.00826772, -0.026555609, -0.0073611983, -0.0014897042], + + input_to_output_weights: [ + -0.0998932, -0.07201956, -0.052803773, -0.15629593, -0.15001918, + -0.07650751, 0.02359855, -0.075155355, -0.08037709, -0.15093534, + 0.029517552, -0.04751393, 0.010350531, -0.02664851, -0.016839722, + -0.023121163, 0.0077019283, 0.012851257, -0.05040649, -0.0129761, + -0.021737747, -0.038305793, -0.06870586, -0.01481247, -0.001285394, + 0.10124236, 0.083122835, 0.053313006, -0.062235646, -0.075637154, + -0.027833903, 0.029774971, 0.1130802, 0.09218906, 0.09506135, + -0.086665764, -0.037162706, -0.038880914, -0.035832845, -0.014481564, + -0.09825003, -0.12048569, -0.097665586, -0.05287633, -0.0964047, + -0.11366429, 0.035777505, 0.13568819, 0.052451383, 0.050649304, + 0.05798951, -0.021852335, -0.099848844, 0.014740475, -0.078897946, + 0.04974699, 0.014160473, 0.06973932, 0.04964942, 0.033364646, + 0.08190124, 0.025535367, 0.050893165, 0.048514254, 0.06945813, + -0.078907564, -0.06707616, -0.11844508, -0.09986688, -0.07509403, + 0.06263226, 0.14925587, 0.20188436, 0.12098451, 0.14639415, + 0.0015017595, -0.014267382, -0.03417257, 0.012711468, 0.0028300495, + -0.024758482, -0.05098548, -0.0821182, 0.014225672, 0.021544158, + 0.08949725, 0.07505268, -0.0020780868, 0.04908258, 0.06476295, + -0.022907063, 0.027562456, 0.040185735, 0.019567577, -0.015598739, + -0.049097303, -0.017121866, -0.083368234, -0.02332002, -0.0840956], + + input_gate_bias: [ + 0.02234832, 0.14757581, 0.18176508, 0.10380666, 0.053110216, + -0.06928846, -0.13942584, 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cell_to_forget_weights: [ + -0.01998659, -0.15568835, -0.24248174, -0.012770197, 0.041331276, + -0.072311886, -0.052123554, -0.0066330447, -0.043891653, 0.036225766, + -0.047248036, 0.021479502, 0.033189066, 0.11952997, -0.020432774, + 0.64658105, -0.06650122, -0.03467612, 0.095340036, 0.23647355], + + cell_to_output_weights: [ + 0.08286371, -0.08261836, -0.51210177, 0.002913762, 0.17764764, + -0.5495371, -0.08460716, -0.24552552, 0.030037103, 0.04123544, + -0.11940523, 0.007358328, 0.1890978, 0.4833202, -0.34441817, + 0.36312827, -0.26375428, 0.1457655, -0.19724406, 0.15548733], + + projection_weights: [ + -0.009802181, 0.09401916, 0.0717386, -0.13895074, 0.09641832, + 0.060420845, 0.08539281, 0.054285463, 0.061395317, 0.034448683, + -0.042991187, 0.019801661, -0.16840284, -0.015726732, -0.23041931, + -0.024478018, -0.10959692, -0.013875541, 0.18600968, -0.061274476, + 0.0138165, -0.08160894, -0.07661644, 0.032372914, 0.16169067, + 0.22465782, -0.03993472, -0.004017731, 0.08633481, 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-0.08049874, 0.008753825, 0.03498998, 0.030215185, 0.03907079, + 0.089751154, 0.029194152, -0.03337423, -0.019092513, 0.04331237, + 0.04299654, -0.036394123, -0.12915532, 0.09793732, 0.07512415, + -0.11319543, -0.032502122, 0.15661901, 0.07671967, -0.005491124, + -0.19379048, -0.218606, 0.21448623, 0.017840758, 0.1416943, + -0.07051762, 0.19488361, 0.02664691, -0.18104725, -0.09334311, + 0.15026465, -0.15493552, -0.057762887, -0.11604192, -0.262013, + -0.01391798, 0.012185008, 0.11156489, -0.07483202, 0.06693364, + -0.26151478, 0.046425626, 0.036540434, -0.16435726, 0.17338543, + -0.21401681, -0.11385144, -0.08283257, -0.069031075, 0.030635102, + 0.010969227, 0.11109743, 0.010919218, 0.027526086, 0.13519906, + 0.01891392, -0.046839405, -0.040167913, 0.017953383, -0.09700955, + 0.0061885654, -0.07000971, 0.026893595, -0.038844477, 0.14543656], + + projection_bias: [], +} + +# Batch0: 4 (input_sequence_size) * 5 (n_input) +input0[input] = [0.596268, 0.998386, 0.568695, 0.864524, 0.571277] +# Batch1: 4 (input_sequence_size) * 5 (n_input) +input0[input].extend( + [0.642421, 0.524260, 0.134799, 0.003639, 0.162482] +) +input0[output_state_in] = [ + -0.00396806, 0.029352, -0.00279226, 0.0159977, + -0.00835577, -0.0211779, 0.0283512, -0.0114597, + 0.00907307, -0.0244004, -0.0152191, -0.0259063, + 0.00914318, 0.00415119, 0.017147, 0.0134203, + -0.013869, 0.0287268, -0.00334694, 0.00733397, + -0.0287926, -0.0186926, 0.0193662, -0.0115437, + 0.00422612, -0.0345232, 0.00223253, -0.00957321, + 0.0210624, 0.013331, 0.0150954, 0.0216801, +] +input0[cell_state_in] = [ + -0.0531632, -0.0118138, 0.0870833, 0.0347929, + -0.076144, -0.0659219, -0.0463811, 0.0141307, + -0.0127706, -0.03782, -0.00402401, -0.00571876, + -0.187957, -0.0247127, 0.0711425, 0.008244, + 0.0492649, 0.126972, 0.0933097, 0.29848, + -0.0966178, -0.114417, 0.0387229, 0.0453255, + -0.181286, -0.0651251, -0.0996879, -0.00276995, + 0.0617558, -0.0100728, 0.056304, -0.077416, + -0.162858, -0.0541251, 0.0571202, -0.0525331, + 0.0724297, 0.171029, 0.141738, 0.295483, +] +output0 = { + scratch_buffer: [ 0 for x in range(n_batch * n_cell * 4) ], + cell_state_out: [ + -0.154022, -0.124934, 0.0478463, 0.0607819, + -0.218727, -0.111053, -0.103885, -0.00447221, + 0.0554757, -0.0207068, 0.0595767, -0.116297, + -0.249466, -0.0723206, 0.0794942, -0.0377107, + 0.124532, 0.249952, 0.188641, 0.411865, + -0.11012, -0.0694494, 0.103501, 0.0428427, + -0.167345, -0.106061, -0.0775679, 0.00936161, + 0.0105526, -0.0314523, 0.0243475, -0.132179, + -0.258763, -0.0307266, 0.107047, -0.0115197, + 0.0995485, 0.220027, 0.158355, 0.436369, + ], + output_state_out: [ + -0.0166936, 0.0381209, 0.000889684, 0.0143363, + -0.0328911, -0.0234288, 0.0333051, -0.012229, + 0.0110322, -0.0457725, -0.000832209, -0.0202817, + 0.0327257, 0.0121309, 0.0155969, 0.0312091, + -0.0141913, 0.0322082, 0.00227024, 0.0260507, + -0.0188721, -0.0296489, 0.0399134, -0.0160509, + 0.011604, -0.0447318, -0.0150515, -0.0277406, + 0.0316596, 0.0118233, 0.0214762, 0.0293641 + ], +} + +# Batch0: 4 (input_sequence_size) * 16 (n_output) +output0[output] = [ + -0.0166936, 0.0381209, 0.000889694, 0.0143363, + -0.0328911, -0.0234288, 0.0333051, -0.012229, 0.0110322, + -0.0457725, -0.000832209, -0.0202817, 0.0327257, 0.0121308, + 0.0155969, 0.0312091] +# Batch1: 4 (input_sequence_size) * 16 (n_output) +output0[output].extend( + [-0.0141913, 0.0322082, 0.00227024, 0.0260507, + -0.0188721, -0.0296489, 0.0399134, -0.0160509, 0.0116039, + -0.0447318, -0.0150515, -0.0277406, 0.0316596, 0.0118233, + 0.0214762, 0.0293641] + ) + +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lstm3_state2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lstm3_state2.mod.py new file mode 100644 index 000000000..bc6ae7e86 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lstm3_state2.mod.py @@ -0,0 +1,683 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# LSTM Test, With Peephole, With Projection, No Clipping + +model = Model() + +n_batch = 2 +n_input = 5 +# n_cell and n_output have the same size when there is no projection. +n_cell = 20 +n_output = 16 + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", "{%d}" %(n_cell)) +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", "{%d,%d}" % (n_output, n_cell)) +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) + +scratch_buffer = IgnoredOutput("scratch_buffer", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, (n_cell * 4))) +output_state_out = Output("output_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_out = Output("cell_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) + +# TODO: need support for more than one output +model = model.Operation("LSTM", + input, + + input_to_input_weights, + input_to_forget_weights, + input_to_cell_weights, + input_to_output_weights, + + recurrent_to_input_weights, + recurrent_to_forget_weights, + recurrent_to_cell_weights, + recurrent_to_output_weights, + + cell_to_input_weights, + cell_to_forget_weights, + cell_to_output_weights, + + input_gate_bias, + forget_gate_bias, + cell_gate_bias, + output_gate_bias, + + projection_weights, + projection_bias, + + output_state_in, + cell_state_in, + + activation_param, + cell_clip_param, + proj_clip_param +).To([scratch_buffer, output_state_out, cell_state_out, output]) + +input0 = {input_to_input_weights: [ + 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+ 0.0038534778, 0.054764505, 0.089753784, 0.06947234, 0.08014476, + -0.04544234, -0.0497073, -0.07135631, -0.048929106, -0.004042012, + -0.009284026, 0.018042054, 0.0036860977, -0.07427302, -0.11434604, + -0.018995456, 0.031487543, 0.012834908, 0.019977754, 0.044256654, + -0.39292613, -0.18519334, -0.11651281, -0.06809892, 0.011373677], + + input_to_forget_weights: [ + -0.0018401089, -0.004852237, 0.03698424, 0.014181704, 0.028273236, + -0.016726194, -0.05249759, -0.10204261, 0.00861066, -0.040979505, + -0.009899187, 0.01923892, -0.028177269, -0.08535103, -0.14585495, + 0.10662567, -0.01909731, -0.017883534, -0.0047269356, -0.045103323, + 0.0030784295, 0.076784775, 0.07463696, 0.094531395, 0.0814421, + -0.12257899, -0.033945758, -0.031303465, 0.045630626, 0.06843887, + -0.13492945, -0.012480007, -0.0811829, -0.07224499, -0.09628791, + 0.045100946, 0.0012300825, 0.013964662, 0.099372394, 0.02543059, + 0.06958324, 0.034257296, 0.0482646, 0.06267997, 0.052625068, + 0.12784666, 0.07077897, 0.025725935, 0.04165009, 0.07241905, + 0.018668644, -0.037377294, -0.06277783, -0.08833636, -0.040120605, + -0.011405586, -0.007808335, -0.010301386, -0.005102167, 0.027717464, + 0.05483423, 0.11449111, 0.11289652, 0.10939839, 0.13396506, + -0.08402166, -0.01901462, -0.044678304, -0.07720565, 0.014350063, + -0.11757958, -0.0652038, -0.08185733, -0.076754324, -0.092614375, + 0.10405491, 0.052960336, 0.035755895, 0.035839386, -0.012540553, + 0.036881298, 0.02913376, 0.03420159, 0.05448447, -0.054523353, + 0.02582715, 0.02327355, -0.011857179, -0.0011980024, -0.034641717, + -0.026125094, -0.17582615, -0.15923657, -0.27486774, -0.0006143371, + 0.0001771948, -8.470171e-05, 0.02651807, 0.045790765, 0.06956496], + + input_to_cell_weights: [ + -0.04580283, -0.09549462, -0.032418985, -0.06454633, + -0.043528453, 0.043018587, -0.049152344, -0.12418144, + -0.078985475, -0.07596889, 0.019484362, -0.11434962, + -0.0074034138, -0.06314844, -0.092981495, 0.0062155537, + -0.025034338, -0.0028890965, 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0.08895977, 0.10899629, + 0.40694186, 0.06030037, 0.012413437, -0.06108739], + + cell_gate_bias: [ + -0.024379363, 0.0055531194, 0.23377132, 0.033463873, + -0.1483596, -0.10639995, -0.091433935, 0.058573797, + -0.06809782, -0.07889636, -0.043246906, -0.09829136, + -0.4279842, 0.034901652, 0.18797937, 0.0075234566, + 0.016178843, 0.1749513, 0.13975595, 0.92058027], + + output_gate_bias: [ + 0.046159424, -0.0012809046, 0.03563469, 0.12648113, 0.027195795, + 0.35373217, -0.018957434, 0.008907322, -0.0762701, 0.12018895, + 0.04216877, 0.0022856654, 0.040952638, 0.3147856, 0.08225149, + -0.057416286, -0.14995944, -0.008040261, 0.13208859, 0.029760877], + + recurrent_to_input_weights: [ + -0.001374326, -0.078856036, 0.10672688, 0.029162422, + -0.11585556, 0.02557986, -0.13446963, -0.035785314, + -0.01244275, 0.025961924, -0.02337298, -0.044228926, + -0.055839065, -0.046598054, -0.010546039, -0.06900766, + 0.027239809, 0.022582639, -0.013296484, -0.05459212, + 0.08981, -0.045407712, 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-0.24552552, 0.030037103, 0.04123544, + -0.11940523, 0.007358328, 0.1890978, 0.4833202, -0.34441817, + 0.36312827, -0.26375428, 0.1457655, -0.19724406, 0.15548733], + + projection_weights: [ + -0.009802181, 0.09401916, 0.0717386, -0.13895074, 0.09641832, + 0.060420845, 0.08539281, 0.054285463, 0.061395317, 0.034448683, + -0.042991187, 0.019801661, -0.16840284, -0.015726732, -0.23041931, + -0.024478018, -0.10959692, -0.013875541, 0.18600968, -0.061274476, + 0.0138165, -0.08160894, -0.07661644, 0.032372914, 0.16169067, + 0.22465782, -0.03993472, -0.004017731, 0.08633481, -0.28869787, + 0.08682067, 0.17240396, 0.014975425, 0.056431185, 0.031037588, + 0.16702051, 0.0077946745, 0.15140012, 0.29405436, 0.120285, + -0.188994, -0.027265169, 0.043389652, -0.022061434, 0.014777949, + -0.20203483, 0.094781205, 0.19100232, 0.13987629, -0.036132768, + -0.06426278, -0.05108664, 0.13221376, 0.009441198, -0.16715929, + 0.15859416, -0.040437475, 0.050779544, -0.022187516, 0.012166504, + 0.027685808, -0.07675938, -0.0055694645, -0.09444123, 0.0046453946, + 0.050794356, 0.10770313, -0.20790008, -0.07149004, -0.11425117, + 0.008225835, -0.035802525, 0.14374903, 0.15262283, 0.048710253, + 0.1847461, -0.007487823, 0.11000021, -0.09542012, 0.22619456, + -0.029149994, 0.08527916, 0.009043713, 0.0042746216, 0.016261552, + 0.022461696, 0.12689082, -0.043589946, -0.12035478, -0.08361797, + -0.050666027, -0.1248618, -0.1275799, -0.071875185, 0.07377272, + 0.09944291, -0.18897448, -0.1593054, -0.06526116, -0.040107165, + -0.004618631, -0.067624845, -0.007576253, 0.10727444, 0.041546922, + -0.20424393, 0.06907816, 0.050412357, 0.00724631, 0.039827548, + 0.12449835, 0.10747581, 0.13708383, 0.09134148, -0.12617786, + -0.06428341, 0.09956831, 0.1208086, -0.14676677, -0.0727722, + 0.1126304, 0.010139365, 0.015571211, -0.038128063, 0.022913318, + -0.042050496, 0.16842307, -0.060597885, 0.10531834, -0.06411776, + -0.07451711, -0.03410368, -0.13393489, 0.06534304, 0.003620307, + 0.04490757, 0.05970546, 0.05197996, 0.02839995, 0.10434969, + -0.013699693, -0.028353551, -0.07260381, 0.047201227, -0.024575593, + -0.036445823, 0.07155557, 0.009672501, -0.02328883, 0.009533515, + -0.03606021, -0.07421458, -0.028082801, -0.2678904, -0.13221288, + 0.18419984, -0.13012612, -0.014588381, -0.035059117, -0.04824723, + 0.07830115, -0.056184657, 0.03277091, 0.025466874, 0.14494097, + -0.12522776, -0.098633975, -0.10766018, -0.08317623, 0.08594209, + 0.07749552, 0.039474737, 0.1776665, -0.07409566, -0.0477268, + 0.29323658, 0.10801441, 0.1154011, 0.013952499, 0.10739139, + 0.10708251, -0.051456142, 0.0074137426, -0.10430189, 0.10034707, + 0.045594677, 0.0635285, -0.0715442, -0.089667566, -0.10811871, + 0.00026344223, 0.08298446, -0.009525053, 0.006585689, -0.24567553, + -0.09450807, 0.09648481, 0.026996298, -0.06419476, -0.04752702, + -0.11063944, -0.23441927, -0.17608605, -0.052156363, 0.067035615, + 0.19271925, -0.0032889997, -0.043264326, 0.09663576, -0.057112187, + -0.10100678, 0.0628376, 0.04447668, 0.017961001, -0.10094388, + -0.10190601, 0.18335468, 0.10494553, -0.052095775, -0.0026118709, + 0.10539724, -0.04383912, -0.042349473, 0.08438151, -0.1947263, + 0.02251204, 0.11216432, -0.10307853, 0.17351969, -0.039091777, + 0.08066188, -0.00561982, 0.12633002, 0.11335965, -0.0088127935, + -0.019777594, 0.06864014, -0.059751723, 0.016233567, -0.06894641, + -0.28651384, -0.004228674, 0.019708522, -0.16305895, -0.07468996, + -0.0855457, 0.099339016, -0.07580735, -0.13775392, 0.08434318, + 0.08330512, -0.12131499, 0.031935584, 0.09180414, -0.08876437, + -0.08049874, 0.008753825, 0.03498998, 0.030215185, 0.03907079, + 0.089751154, 0.029194152, -0.03337423, -0.019092513, 0.04331237, + 0.04299654, -0.036394123, -0.12915532, 0.09793732, 0.07512415, + -0.11319543, -0.032502122, 0.15661901, 0.07671967, -0.005491124, + -0.19379048, -0.218606, 0.21448623, 0.017840758, 0.1416943, + -0.07051762, 0.19488361, 0.02664691, -0.18104725, -0.09334311, + 0.15026465, -0.15493552, -0.057762887, -0.11604192, -0.262013, + -0.01391798, 0.012185008, 0.11156489, -0.07483202, 0.06693364, + -0.26151478, 0.046425626, 0.036540434, -0.16435726, 0.17338543, + -0.21401681, -0.11385144, -0.08283257, -0.069031075, 0.030635102, + 0.010969227, 0.11109743, 0.010919218, 0.027526086, 0.13519906, + 0.01891392, -0.046839405, -0.040167913, 0.017953383, -0.09700955, + 0.0061885654, -0.07000971, 0.026893595, -0.038844477, 0.14543656], + + projection_bias: [], +} + +# Batch0: 4 (input_sequence_size) * 5 (n_input) +input0[input] = [0.073204, 0.296072, 0.743333, 0.069199, 0.045348] +# Batch1: 4 (input_sequence_size) * 5 (n_input) +input0[input].extend( + [0.640394, 0.930399, 0.050782, 0.432485, 0.988078] +) +input0[output_state_in] = [ + -0.0166936, 0.0381209, 0.000889684, 0.0143363, + -0.0328911, -0.0234288, 0.0333051, -0.012229, + 0.0110322, -0.0457725, -0.000832209, -0.0202817, + 0.0327257, 0.0121309, 0.0155969, 0.0312091, + -0.0141913, 0.0322082, 0.00227024, 0.0260507, + -0.0188721, -0.0296489, 0.0399134, -0.0160509, + 0.011604, -0.0447318, -0.0150515, -0.0277406, + 0.0316596, 0.0118233, 0.0214762, 0.0293641, +] +input0[cell_state_in] = [ + -0.154022, -0.124934, 0.0478463, 0.0607819, + -0.218727, -0.111053, -0.103885, -0.00447221, + 0.0554757, -0.0207068, 0.0595767, -0.116297, + -0.249466, -0.0723206, 0.0794942, -0.0377107, + 0.124532, 0.249952, 0.188641, 0.411865, + -0.11012, -0.0694494, 0.103501, 0.0428427, + -0.167345, -0.106061, -0.0775679, 0.00936161, + 0.0105526, -0.0314523, 0.0243475, -0.132179, + -0.258763, -0.0307266, 0.107047, -0.0115197, + 0.0995485, 0.220027, 0.158355, 0.436369, +] +output0 = { + scratch_buffer: [ 0 for x in range(n_batch * n_cell * 4) ], + cell_state_out: [ + -0.126572, -0.121882, 0.121569, 0.0489971, + -0.240177, -0.124685, -0.122565, 0.0162748, + 0.0317536, -0.0270355, 0.0418199, -0.179755, + -0.327279, -0.0342741, 0.133831, -0.0238279, + 0.122148, 0.269115, 0.185989, 0.525976, + -0.167208, -0.109612, 0.0531226, 0.0695387, + -0.248335, -0.134123, -0.108246, 0.00628498, + 0.0492984, -0.0264919, 0.0698144, -0.0635602, + -0.295363, -0.0760078, 0.102725, -0.0351708, + 0.149804, 0.259131, 0.202573, 0.500664, + ], + output_state_out: [ + -0.0213783, 0.0350169, 0.000324787, 0.0276012, + -0.0263374, -0.0371449, 0.0446149, -0.0205474, + 0.0103729, -0.0576349, -0.0150052, -0.0292043, + 0.0376827, 0.0136115, 0.0243435, 0.0354492, + -0.0204549, 0.0450315, -0.00117379, 0.0167673, + -0.0375007, -0.0238314, 0.038784, -0.0174034, + 0.0131743, -0.0506589, -0.00484469, -0.0240239, + 0.0325789, 0.00790064, 0.0220157, 0.0333314, + ], +} + +# Batch0: 4 (input_sequence_size) * 16 (n_output) +output0[output] = [ + -0.0213783, 0.0350169, 0.000324794, + 0.0276012, -0.0263374, -0.0371449, 0.0446149, -0.0205474, + 0.0103729, -0.0576349, -0.0150052, -0.0292043, 0.0376827, + 0.0136115, 0.0243435, 0.0354492] +# Batch1: 4 (input_sequence_size) * 16 (n_output) +output0[output].extend( + [-0.0204549, 0.0450315, -0.00117378, + 0.0167673, -0.0375007, -0.0238314, 0.038784, -0.0174034, + 0.0131743, -0.0506589, -0.0048447, -0.0240239, 0.0325789, + 0.00790065, 0.0220157, 0.0333314], + ) + +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lstm3_state3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lstm3_state3.mod.py new file mode 100644 index 000000000..40262c251 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lstm3_state3.mod.py @@ -0,0 +1,663 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# LSTM Test, With Peephole, With Projection, No Clipping + +model = Model() + +n_batch = 2 +n_input = 5 +# n_cell and n_output have the same size when there is no projection. +n_cell = 20 +n_output = 16 + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", "{%d}" %(n_cell)) +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", "{%d}" % (n_cell)) + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", "{%d,%d}" % (n_output, n_cell)) +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) + +scratch_buffer = IgnoredOutput("scratch_buffer", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, (n_cell * 4))) +output_state_out = IgnoredOutput("output_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_out = IgnoredOutput("cell_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) + +# TODO: need support for more than one output +model = model.Operation("LSTM", + input, + + input_to_input_weights, + input_to_forget_weights, + input_to_cell_weights, + input_to_output_weights, + + recurrent_to_input_weights, + recurrent_to_forget_weights, + recurrent_to_cell_weights, + recurrent_to_output_weights, + + cell_to_input_weights, + cell_to_forget_weights, + cell_to_output_weights, + + input_gate_bias, + forget_gate_bias, + cell_gate_bias, + output_gate_bias, + + projection_weights, + projection_bias, + + output_state_in, + cell_state_in, + + activation_param, + cell_clip_param, + proj_clip_param +).To([scratch_buffer, output_state_out, cell_state_out, output]) + +input0 = {input_to_input_weights: [ + 0.021393683, 0.06124551, 0.046905167, -0.014657677, -0.03149463, + 0.09171803, 0.14647801, 0.10797193, -0.0057968358, 0.0019193048, + -0.2726754, 0.10154029, -0.018539885, 0.080349885, -0.10262385, + -0.022599787, -0.09121155, -0.008675967, -0.045206103, -0.0821282, + -0.008045952, 0.015478081, 0.055217247, 0.038719587, 0.044153627, + -0.06453243, 0.05031825, -0.046935108, -0.008164439, 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0.016233567, -0.06894641, + -0.28651384, -0.004228674, 0.019708522, -0.16305895, -0.07468996, + -0.0855457, 0.099339016, -0.07580735, -0.13775392, 0.08434318, + 0.08330512, -0.12131499, 0.031935584, 0.09180414, -0.08876437, + -0.08049874, 0.008753825, 0.03498998, 0.030215185, 0.03907079, + 0.089751154, 0.029194152, -0.03337423, -0.019092513, 0.04331237, + 0.04299654, -0.036394123, -0.12915532, 0.09793732, 0.07512415, + -0.11319543, -0.032502122, 0.15661901, 0.07671967, -0.005491124, + -0.19379048, -0.218606, 0.21448623, 0.017840758, 0.1416943, + -0.07051762, 0.19488361, 0.02664691, -0.18104725, -0.09334311, + 0.15026465, -0.15493552, -0.057762887, -0.11604192, -0.262013, + -0.01391798, 0.012185008, 0.11156489, -0.07483202, 0.06693364, + -0.26151478, 0.046425626, 0.036540434, -0.16435726, 0.17338543, + -0.21401681, -0.11385144, -0.08283257, -0.069031075, 0.030635102, + 0.010969227, 0.11109743, 0.010919218, 0.027526086, 0.13519906, + 0.01891392, -0.046839405, -0.040167913, 0.017953383, -0.09700955, + 0.0061885654, -0.07000971, 0.026893595, -0.038844477, 0.14543656], + + projection_bias: [], +} + +# Batch0: 4 (input_sequence_size) * 5 (n_input) +input0[input] = [0.867394, 0.291279, 0.013714, 0.482521, 0.626339] +# Batch1: 4 (input_sequence_size) * 5 (n_input) +input0[input].extend( + [0.082922, 0.563329, 0.865614, 0.333232, 0.259916] +) +input0[output_state_in] = [ + -0.0213783, 0.0350169, 0.000324787, 0.0276012, + -0.0263374, -0.0371449, 0.0446149, -0.0205474, + 0.0103729, -0.0576349, -0.0150052, -0.0292043, + 0.0376827, 0.0136115, 0.0243435, 0.0354492, + -0.0204549, 0.0450315, -0.00117379, 0.0167673, + -0.0375007, -0.0238314, 0.038784, -0.0174034, + 0.0131743, -0.0506589, -0.00484469, -0.0240239, + 0.0325789, 0.00790064, 0.0220157, 0.0333314, +] +input0[cell_state_in] = [ + -0.126572, -0.121882, 0.121569, 0.0489971, + -0.240177, -0.124685, -0.122565, 0.0162748, + 0.0317536, -0.0270355, 0.0418199, -0.179755, + -0.327279, -0.0342741, 0.133831, -0.0238279, + 0.122148, 0.269115, 0.185989, 0.525976, + -0.167208, -0.109612, 0.0531226, 0.0695387, + -0.248335, -0.134123, -0.108246, 0.00628498, + 0.0492984, -0.0264919, 0.0698144, -0.0635602, + -0.295363, -0.0760078, 0.102725, -0.0351708, + 0.149804, 0.259131, 0.202573, 0.500664, +] +output0 = { + scratch_buffer: [ 0 for x in range(n_batch * n_cell * 4) ], + cell_state_out: [ 0 for x in range(n_batch * n_cell) ], + output_state_out: [ 0 for x in range(n_batch * n_output) ], +} + +# Batch0: 4 (input_sequence_size) * 16 (n_output) +output0[output] = [ + -0.0189322, 0.0464512, -0.00251373, 0.0225745, + -0.0308346, -0.0317124, 0.0460407, -0.0189395, + 0.0149363, -0.0530162, -0.0150767, -0.0340193, + 0.0286833, 0.00824207, 0.0264887, 0.0305169] +# Batch1: 4 (input_sequence_size) * 16 (n_output) +output0[output].extend( + [-0.0264787, 0.0387855, -0.000764675, 0.0217599, + -0.037537, -0.0335206, 0.0431679, -0.0211424, + 0.010203, -0.062785, -0.00832363, -0.025181, + 0.0412031, 0.0118723, 0.0239643, 0.0394009] + ) + +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lstm_state.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lstm_state.mod.py new file mode 100644 index 000000000..a242b7973 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lstm_state.mod.py @@ -0,0 +1,148 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# LSTM Test: No Cifg, No Peephole, No Projection, and No Clipping. + +model = Model() + +n_batch = 1 +n_input = 2 +# n_cell and n_output have the same size when there is no projection. +n_cell = 4 +n_output = 4 + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{0}") +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", "{0}") +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", "{0}") + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", "{0,0}") +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) + +scratch_buffer = IgnoredOutput("scratch_buffer", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, (n_cell * 4))) +output_state_out = Output("output_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_out = Output("cell_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) + +model = model.Operation("LSTM", + input, + + input_to_input_weights, + input_to_forget_weights, + input_to_cell_weights, + input_to_output_weights, + + recurrent_to_input_weights, + recurrent_to_forget_weights, + recurrent_to_cell_weights, + recurrent_to_output_weights, + + cell_to_input_weights, + cell_to_forget_weights, + cell_to_output_weights, + + input_gate_bias, + forget_gate_bias, + cell_gate_bias, + output_gate_bias, + + projection_weights, + projection_bias, + + output_state_in, + cell_state_in, + + activation_param, + cell_clip_param, + proj_clip_param +).To([scratch_buffer, output_state_out, cell_state_out, output]) + +# Example 1. Input in operand 0, +input0 = {input_to_input_weights: [-0.45018822, -0.02338299, -0.0870589, -0.34550029, 0.04266912, -0.15680569, -0.34856534, 0.43890524], + input_to_forget_weights: [0.09701663, 0.20334584, -0.50592935, -0.31343272, -0.40032279, 0.44781327, 0.01387155, -0.35593212], + input_to_cell_weights: [-0.50013041, 0.1370284, 0.11810488, 0.2013163, -0.20583314, 0.44344562, 0.22077113, -0.29909778], + input_to_output_weights: [-0.25065863, -0.28290087, 0.04613829, 0.40525138, 0.44272184, 0.03897077, -0.1556896, 0.19487578], + + input_gate_bias: [0.,0.,0.,0.], + forget_gate_bias: [1.,1.,1.,1.], + cell_gate_bias: [0.,0.,0.,0.], + output_gate_bias: [0.,0.,0.,0.], + + recurrent_to_input_weights: [ + -0.0063535, -0.2042388, 0.31454784, -0.35746509, 0.28902304, 0.08183324, + -0.16555229, 0.02286911, -0.13566875, 0.03034258, 0.48091322, + -0.12528998, 0.24077177, -0.51332325, -0.33502164, 0.10629296], + + recurrent_to_cell_weights: [ + -0.3407414, 0.24443203, -0.2078532, 0.26320225, 0.05695659, -0.00123841, + -0.4744786, -0.35869038, -0.06418842, -0.13502428, -0.501764, 0.22830659, + -0.46367589, 0.26016325, -0.03894562, -0.16368064], + + recurrent_to_forget_weights: [ + -0.48684245, -0.06655136, 0.42224967, 0.2112639, 0.27654213, 0.20864892, + -0.07646349, 0.45877004, 0.00141793, -0.14609534, 0.36447752, 0.09196436, + 0.28053468, 0.01560611, -0.20127171, -0.01140004], + + recurrent_to_output_weights: [ + 0.43385774, -0.17194885, 0.2718237, 0.09215671, 0.24107647, -0.39835793, + 0.18212086, 0.01301402, 0.48572797, -0.50656658, 0.20047462, -0.20607421, + -0.51818722, -0.15390486, 0.0468148, 0.39922136], + + cell_to_input_weights: [], + cell_to_forget_weights: [], + cell_to_output_weights: [], + + projection_weights: [], + projection_bias: [], +} + +test_input = [3., 4.] +output_state = [-0.0297319, 0.122947, 0.208851, -0.153588] +cell_state = [-0.145439, 0.157475, 0.293663, -0.277353,] +golden_output = [-0.03716109, 0.12507336, 0.41193449, -0.20860538] +output0 = { + scratch_buffer: [ 0 for x in range(n_batch * n_cell * 4) ], + cell_state_out: [ -0.287121, 0.148115, 0.556837, -0.388276 ], + output_state_out: [ -0.0371611, 0.125073, 0.411934, -0.208605 ], + output: golden_output +} +input0[input] = test_input +input0[output_state_in] = output_state +input0[cell_state_in] = cell_state +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/lstm_state2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/lstm_state2.mod.py new file mode 100644 index 000000000..64cb2d29a --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/lstm_state2.mod.py @@ -0,0 +1,148 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# LSTM Test: No Cifg, No Peephole, No Projection, and No Clipping. + +model = Model() + +n_batch = 1 +n_input = 2 +# n_cell and n_output have the same size when there is no projection. +n_cell = 4 +n_output = 4 + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_input)) + +input_to_input_weights = Input("input_to_input_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_forget_weights = Input("input_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_cell_weights = Input("input_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) +input_to_output_weights = Input("input_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_input)) + +recurrent_to_input_weights = Input("recurrent_to_intput_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_forget_weights = Input("recurrent_to_forget_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_cell_weights = Input("recurrent_to_cell_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) +recurrent_to_output_weights = Input("recurrent_to_output_weights", "TENSOR_FLOAT32", "{%d, %d}" % (n_cell, n_output)) + +cell_to_input_weights = Input("cell_to_input_weights", "TENSOR_FLOAT32", "{0}") +cell_to_forget_weights = Input("cell_to_forget_weights", "TENSOR_FLOAT32", "{0}") +cell_to_output_weights = Input("cell_to_output_weights", "TENSOR_FLOAT32", "{0}") + +input_gate_bias = Input("input_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +forget_gate_bias = Input("forget_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +cell_gate_bias = Input("cell_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) +output_gate_bias = Input("output_gate_bias", "TENSOR_FLOAT32", "{%d}"%(n_cell)) + +projection_weights = Input("projection_weights", "TENSOR_FLOAT32", "{0,0}") +projection_bias = Input("projection_bias", "TENSOR_FLOAT32", "{0}") + +output_state_in = Input("output_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_in = Input("cell_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) + +activation_param = Int32Scalar("activation_param", 4) # Tanh +cell_clip_param = Float32Scalar("cell_clip_param", 0.) +proj_clip_param = Float32Scalar("proj_clip_param", 0.) + +scratch_buffer = IgnoredOutput("scratch_buffer", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, (n_cell * 4))) +output_state_out = IgnoredOutput("output_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) +cell_state_out = IgnoredOutput("cell_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_cell)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (n_batch, n_output)) + +model = model.Operation("LSTM", + input, + + input_to_input_weights, + input_to_forget_weights, + input_to_cell_weights, + input_to_output_weights, + + recurrent_to_input_weights, + recurrent_to_forget_weights, + recurrent_to_cell_weights, + recurrent_to_output_weights, + + cell_to_input_weights, + cell_to_forget_weights, + cell_to_output_weights, + + input_gate_bias, + forget_gate_bias, + cell_gate_bias, + output_gate_bias, + + projection_weights, + projection_bias, + + output_state_in, + cell_state_in, + + activation_param, + cell_clip_param, + proj_clip_param +).To([scratch_buffer, output_state_out, cell_state_out, output]) + +# Example 1. Input in operand 0, +input0 = {input_to_input_weights: [-0.45018822, -0.02338299, -0.0870589, -0.34550029, 0.04266912, -0.15680569, -0.34856534, 0.43890524], + input_to_forget_weights: [0.09701663, 0.20334584, -0.50592935, -0.31343272, -0.40032279, 0.44781327, 0.01387155, -0.35593212], + input_to_cell_weights: [-0.50013041, 0.1370284, 0.11810488, 0.2013163, -0.20583314, 0.44344562, 0.22077113, -0.29909778], + input_to_output_weights: [-0.25065863, -0.28290087, 0.04613829, 0.40525138, 0.44272184, 0.03897077, -0.1556896, 0.19487578], + + input_gate_bias: [0.,0.,0.,0.], + forget_gate_bias: [1.,1.,1.,1.], + cell_gate_bias: [0.,0.,0.,0.], + output_gate_bias: [0.,0.,0.,0.], + + recurrent_to_input_weights: [ + -0.0063535, -0.2042388, 0.31454784, -0.35746509, 0.28902304, 0.08183324, + -0.16555229, 0.02286911, -0.13566875, 0.03034258, 0.48091322, + -0.12528998, 0.24077177, -0.51332325, -0.33502164, 0.10629296], + + recurrent_to_cell_weights: [ + -0.3407414, 0.24443203, -0.2078532, 0.26320225, 0.05695659, -0.00123841, + -0.4744786, -0.35869038, -0.06418842, -0.13502428, -0.501764, 0.22830659, + -0.46367589, 0.26016325, -0.03894562, -0.16368064], + + recurrent_to_forget_weights: [ + -0.48684245, -0.06655136, 0.42224967, 0.2112639, 0.27654213, 0.20864892, + -0.07646349, 0.45877004, 0.00141793, -0.14609534, 0.36447752, 0.09196436, + 0.28053468, 0.01560611, -0.20127171, -0.01140004], + + recurrent_to_output_weights: [ + 0.43385774, -0.17194885, 0.2718237, 0.09215671, 0.24107647, -0.39835793, + 0.18212086, 0.01301402, 0.48572797, -0.50656658, 0.20047462, -0.20607421, + -0.51818722, -0.15390486, 0.0468148, 0.39922136], + + cell_to_input_weights: [], + cell_to_forget_weights: [], + cell_to_output_weights: [], + + projection_weights: [], + projection_bias: [], +} + +test_input = [1., 1.] +output_state = [-0.0371611, 0.125073, 0.411934, -0.208605] +cell_state = [-0.287121, 0.148115, 0.556837, -0.388276] +golden_output = [-0.15053082, 0.09120187, 0.24278517, -0.12222792] +output0 = { + scratch_buffer: [ 0 for x in range(n_batch * n_cell * 4) ], + cell_state_out: [ 0 for x in range(n_batch * n_cell) ], + output_state_out: [ 0 for x in range(n_batch * n_output) ], + output: golden_output +} +input0[input] = test_input +input0[output_state_in] = output_state +input0[cell_state_in] = cell_state +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_1.mod.py new file mode 100644 index 000000000..feb99cbb4 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_1.mod.py @@ -0,0 +1,31 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # input 0 +cons1 = Int32Scalar("cons1", 1) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # output 0 +model = model.Operation("MAX_POOL_2D", i1, pad0, pad0, pad0, pad0, cons1, cons1, cons1, cons1, act).To(i3) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.0, 2.0, 3.0, 4.0]} +output0 = {i3: # output 0 + [1.0, 2.0, 3.0, 4.0]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_2.mod.py new file mode 100644 index 000000000..b65664e14 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_2.mod.py @@ -0,0 +1,53 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +bat = 5 +row = 50 +col = 70 +chn = 3 + +i0 = Input("i0", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (bat, row, col, chn)) + +std = 20 +flt = 20 +pad = 0 + +stride = Int32Scalar("stride", std) +filt = Int32Scalar("filter", flt) +padding = Int32Scalar("padding", pad) +act0 = Int32Scalar("activation", 0) +output_row = (row + 2 * pad - flt + std) // std +output_col = (col + 2 * pad - flt + std) // std + +output = Output("output", "TENSOR_FLOAT32", + "{%d, %d, %d, %d}" % (bat, output_row, output_col, chn)) + +model = model.Operation( + "MAX_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act0).To(output) + +# Example 1. Input in operand 0 +input_range = bat * row * col * chn +input_values = (lambda s = std, r = input_range: [x % s + 1 for x in range(r)])() +input0 = {i0: input_values} +output_range = bat * output_row * output_col * chn +output_values = (lambda s = std, r = output_range: [ s for _ in range(r)])() +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_3.mod.py new file mode 100644 index 000000000..0173776bf --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_3.mod.py @@ -0,0 +1,53 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +bat = 5 +row = 50 +col = 70 +chn = 3 + +i0 = Input("i0", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (bat, row, col, chn)) + +std = 20 +flt = 20 +pad = 0 + +stride = Int32Scalar("stride", std) +filt = Int32Scalar("filter", flt) +padding = Int32Scalar("padding", pad) +act3 = Int32Scalar("relu6_activation", 3) +output_row = (row + 2 * pad - flt + std) // std +output_col = (col + 2 * pad - flt + std) // std + +output = Output("output", "TENSOR_FLOAT32", + "{%d, %d, %d, %d}" % (bat, output_row, output_col, chn)) + +model = model.Operation( + "MAX_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act3).To(output) + +# Example 1. Input in operand 0 +input_range = bat * row * col * chn +input_values = (lambda s = std, r = input_range: [x % s + 1 for x in range(r)])() +input0 = {i0: input_values} +output_range = bat * output_row * output_col * chn +output_values = (lambda r = output_range: [ 6 for _ in range(r)])() +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_4.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_4.mod.py new file mode 100644 index 000000000..76ec10df4 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_float_4.mod.py @@ -0,0 +1,31 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 4, 1}") # input 0 +cons2 = Int32Scalar("cons2", 2) +pad_same = Int32Scalar("pad_same", 1) +act_none = Int32Scalar("act_none", 0) +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 1, 2, 1}") # output 0 +model = model.Operation("MAX_POOL_2D", i1, pad_same, cons2, cons2, cons2, cons2, act_none).To(i3) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 6, 2, 4, 3, 2, 10, 7]} +output0 = {i3: # output 0 + [6, 10]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_1.mod.py new file mode 100644 index 000000000..db4fadb2c --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_1.mod.py @@ -0,0 +1,31 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0") # input 0 +cons1 = Int32Scalar("cons1", 1) +pad0 = Int32Scalar("pad0", 0) +act = Int32Scalar("act", 0) +i3 = Output("op3", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0") # output 0 +model = model.Operation("MAX_POOL_2D", i1, pad0, pad0, pad0, pad0, cons1, cons1, cons1, cons1, act).To(i3) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2, 3, 4]} +output0 = {i3: # output 0 + [1, 2, 3, 4]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_2.mod.py new file mode 100644 index 000000000..aeb777ac3 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_2.mod.py @@ -0,0 +1,53 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +bat = 5 +row = 50 +col = 70 +chn = 3 + +i0 = Input("i0", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 0.5f, 0" % (bat, row, col, chn)) + +std = 20 +flt = 20 +pad = 0 + +stride = Int32Scalar("stride", std) +filt = Int32Scalar("filter", flt) +padding = Int32Scalar("padding", pad) +act0 = Int32Scalar("activation", 0) +output_row = (row + 2 * pad - flt + std) // std +output_col = (col + 2 * pad - flt + std) // std + +output = Output("output", "TENSOR_QUANT8_ASYMM", + "{%d, %d, %d, %d}, 0.5f, 0" % (bat, output_row, output_col, chn)) + +model = model.Operation( + "MAX_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act0).To(output) + +# Example 1. Input in operand 0 +input_range = bat * row * col * chn +input_values = (lambda s = std, r = input_range: [x % s + 1 for x in range(r)])() +input0 = {i0: input_values} +output_range = bat * output_row * output_col * chn +output_values = (lambda s = std, r = output_range: [ s for _ in range(r)])() +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_3.mod.py new file mode 100644 index 000000000..e2270aaa6 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_3.mod.py @@ -0,0 +1,53 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +bat = 5 +row = 50 +col = 70 +chn = 3 + +i0 = Input("i0", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 0.5f, 0" % (bat, row, col, chn)) + +std = 20 +flt = 20 +pad = 0 + +stride = Int32Scalar("stride", std) +filt = Int32Scalar("filter", flt) +padding = Int32Scalar("padding", pad) +act2 = Int32Scalar("relu1_activation", 2) +output_row = (row + 2 * pad - flt + std) // std +output_col = (col + 2 * pad - flt + std) // std + +output = Output("output", "TENSOR_QUANT8_ASYMM", + "{%d, %d, %d, %d}, 0.5f, 0" % (bat, output_row, output_col, chn)) + +model = model.Operation( + "MAX_POOL_2D", i0, padding, padding, padding, padding, stride, stride, filt, filt, act2).To(output) + +# Example 1. Input in operand 0 +input_range = bat * row * col * chn +input_values = (lambda s = std, r = input_range: [x % s + 1 for x in range(r)])() +input0 = {i0: input_values} +output_range = bat * output_row * output_col * chn +output_values = (lambda r = output_range: [ 2 for _ in range(r)])() +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_4.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_4.mod.py new file mode 100644 index 000000000..1fbcf53ba --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/max_pool_quant8_4.mod.py @@ -0,0 +1,31 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 4, 1}, 0.0625f, 0") # input 0 +cons2 = Int32Scalar("cons2", 2) +pad_same = Int32Scalar("pad_same", 1) +act_none = Int32Scalar("act_none", 0) +i3 = Output("op3", "TENSOR_QUANT8_ASYMM", "{1, 1, 2, 1}, 0.0625f, 0") # output 0 +model = model.Operation("MAX_POOL_2D", i1, pad_same, cons2, cons2, cons2, cons2, act_none).To(i3) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 96, 32, 64, 48, 32, 160, 112]} +output0 = {i3: # output 0 + [96, 160]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/mobilenet_224_gender_basic_fixed.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/mobilenet_224_gender_basic_fixed.mod.py new file mode 100644 index 000000000..390ccc35e --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/mobilenet_224_gender_basic_fixed.mod.py @@ -0,0 +1,259 @@ +# Passing weights via shared memory +Configuration.use_shm_for_weights = True +model = Model() +i87 = Int32Scalar("b87", 1) +i88 = Int32Scalar("b88", 2) +i89 = Int32Scalar("b89", 2) +i90 = Int32Scalar("b90", 3) +i91 = Int32Scalar("b91", 1) +i92 = Int32Scalar("b92", 1) +i93 = Int32Scalar("b93", 1) +i94 = Int32Scalar("b94", 1) +i95 = Int32Scalar("b95", 3) +i96 = Int32Scalar("b96", 1) +i97 = Int32Scalar("b97", 1) +i98 = Int32Scalar("b98", 1) +i99 = Int32Scalar("b99", 3) +i100 = Int32Scalar("b100", 1) +i101 = Int32Scalar("b101", 2) +i102 = Int32Scalar("b102", 2) +i103 = Int32Scalar("b103", 1) +i104 = Int32Scalar("b104", 3) +i105 = Int32Scalar("b105", 1) +i106 = Int32Scalar("b106", 1) +i107 = Int32Scalar("b107", 1) +i108 = Int32Scalar("b108", 3) +i109 = Int32Scalar("b109", 1) +i110 = Int32Scalar("b110", 1) +i111 = Int32Scalar("b111", 1) +i112 = Int32Scalar("b112", 1) +i113 = Int32Scalar("b113", 3) +i114 = Int32Scalar("b114", 1) +i115 = Int32Scalar("b115", 1) +i116 = Int32Scalar("b116", 1) +i117 = Int32Scalar("b117", 3) +i118 = Int32Scalar("b118", 1) +i119 = Int32Scalar("b119", 2) +i120 = Int32Scalar("b120", 2) +i121 = Int32Scalar("b121", 1) +i122 = Int32Scalar("b122", 3) +i123 = Int32Scalar("b123", 1) +i124 = Int32Scalar("b124", 1) +i125 = Int32Scalar("b125", 1) +i126 = Int32Scalar("b126", 3) +i127 = Int32Scalar("b127", 1) +i128 = Int32Scalar("b128", 1) +i129 = Int32Scalar("b129", 1) +i130 = Int32Scalar("b130", 1) +i131 = Int32Scalar("b131", 3) +i132 = Int32Scalar("b132", 1) +i133 = Int32Scalar("b133", 1) +i134 = Int32Scalar("b134", 1) +i135 = Int32Scalar("b135", 3) +i136 = Int32Scalar("b136", 1) +i137 = Int32Scalar("b137", 2) +i138 = Int32Scalar("b138", 2) +i139 = Int32Scalar("b139", 1) +i140 = Int32Scalar("b140", 3) +i141 = Int32Scalar("b141", 1) +i142 = Int32Scalar("b142", 1) +i143 = Int32Scalar("b143", 1) +i144 = Int32Scalar("b144", 3) +i145 = Int32Scalar("b145", 1) +i146 = Int32Scalar("b146", 1) +i147 = Int32Scalar("b147", 1) +i148 = Int32Scalar("b148", 1) +i149 = Int32Scalar("b149", 3) +i150 = Int32Scalar("b150", 1) +i151 = Int32Scalar("b151", 1) +i152 = Int32Scalar("b152", 1) +i153 = Int32Scalar("b153", 3) +i154 = Int32Scalar("b154", 1) +i155 = Int32Scalar("b155", 1) +i156 = Int32Scalar("b156", 1) +i157 = Int32Scalar("b157", 1) +i158 = Int32Scalar("b158", 3) +i159 = Int32Scalar("b159", 1) +i160 = Int32Scalar("b160", 1) +i161 = Int32Scalar("b161", 1) +i162 = Int32Scalar("b162", 3) +i163 = Int32Scalar("b163", 1) +i164 = Int32Scalar("b164", 1) +i165 = Int32Scalar("b165", 1) +i166 = Int32Scalar("b166", 1) +i167 = Int32Scalar("b167", 3) +i168 = Int32Scalar("b168", 1) +i169 = Int32Scalar("b169", 1) +i170 = Int32Scalar("b170", 1) +i171 = Int32Scalar("b171", 3) +i172 = Int32Scalar("b172", 1) +i173 = Int32Scalar("b173", 1) +i174 = Int32Scalar("b174", 1) +i175 = Int32Scalar("b175", 1) +i176 = Int32Scalar("b176", 3) +i177 = Int32Scalar("b177", 1) +i178 = Int32Scalar("b178", 1) +i179 = Int32Scalar("b179", 1) +i180 = Int32Scalar("b180", 3) +i181 = Int32Scalar("b181", 1) +i182 = Int32Scalar("b182", 1) +i183 = Int32Scalar("b183", 1) +i184 = Int32Scalar("b184", 1) +i185 = Int32Scalar("b185", 3) +i186 = Int32Scalar("b186", 1) +i187 = Int32Scalar("b187", 1) +i188 = Int32Scalar("b188", 1) +i189 = Int32Scalar("b189", 3) +i190 = Int32Scalar("b190", 1) +i191 = Int32Scalar("b191", 2) +i192 = Int32Scalar("b192", 2) +i193 = Int32Scalar("b193", 1) +i194 = Int32Scalar("b194", 3) +i195 = Int32Scalar("b195", 1) +i196 = Int32Scalar("b196", 1) +i197 = Int32Scalar("b197", 1) +i198 = Int32Scalar("b198", 3) +i199 = Int32Scalar("b199", 1) +i200 = Int32Scalar("b200", 1) +i201 = Int32Scalar("b201", 1) +i202 = Int32Scalar("b202", 1) +i203 = Int32Scalar("b203", 3) +i204 = Int32Scalar("b204", 1) +i205 = Int32Scalar("b205", 1) +i206 = Int32Scalar("b206", 1) +i207 = Int32Scalar("b207", 3) +i208 = Int32Scalar("b208", 2) +i209 = Int32Scalar("b209", 2) +i210 = Int32Scalar("b210", 2) +i211 = Int32Scalar("b211", 7) +i212 = Int32Scalar("b212", 7) +i213 = Int32Scalar("b213", 0) +i214 = Int32Scalar("b214", 1) +i215 = Int32Scalar("b215", 1) +i216 = Int32Scalar("b216", 1) +i217 = Int32Scalar("b217", 0) +i86 = Input("op86", "TENSOR_FLOAT32", "{1, 224, 224, 3}") # input 0 +i85 = Output("op85", "TENSOR_FLOAT32", "{1, 1, 1, 11}") # output 0 +i0 = Internal("op0", "TENSOR_FLOAT32", "{1, 112, 112, 16}") # intermediate result +i1 = Parameter("op1", "TENSOR_FLOAT32", "{16}", [0.247857, 0.75021, 0.741359, 1.36951, -0.799518, 0.835508, 1.00795, 0.758906, 0.872059, -0.442585, -0.724606, 0.347115, 0.0888976, 0.718811, 1.06249, -0.285038]) # parameters +i2 = Parameter("op2", "TENSOR_FLOAT32", "{16, 3, 3, 3}", [0.652068, -0.440708, -0.370313, 0.0371835, -0.200534, 0.187246, 0.608945, 0.0446021, -0.328933, 0.608707, -0.458118, -0.338548, 0.544501, -0.100406, -0.552947, 0.264365, 0.00542196, -0.236679, 0.00718806, -0.39411, 0.566754, -0.0512145, -0.355038, 0.474691, -0.0822169, -0.646847, 0.576151, -0.0225515, -0.311586, 0.520931, 0.0131213, -0.0204246, 0.122719, 0.0407416, -0.00254109, -0.169118, -0.733753, 0.488922, 0.210584, 0.529329, 0.35191, -0.070027, 0.939339, 0.246604, 0.309091, -0.772781, -0.0317189, 0.184809, 0.217716, 0.123726, -0.581245, 0.753962, -0.237803, -0.534238, 0.066889, 0.205891, 0.0796765, -0.0730868, 0.247787, -0.0795177, -0.153247, -0.141179, -0.107013, 0.347468, 0.159756, 0.202276, 0.333447, 0.282742, 0.174085, 0.0931139, -0.0784908, 0.124231, -0.0355699, -0.0750061, -0.0602844, 0.153779, 0.190586, -0.0436086, 0.127754, -0.0132479, -0.0590352, -0.236779, 0.100819, 0.0578522, -0.110667, 0.0517516, 0.28305, -0.36037, -0.0109951, 0.258977, -0.171027, 0.182065, 0.342808, -0.0865413, -0.120913, 0.0876433, -0.321358, 0.182235, 0.182115, -0.102917, 0.124579, 0.266657, -0.107564, -0.0623865, 0.107621, -0.404334, 0.0282603, 0.331853, -0.0646019, -0.0455715, -0.217516, -0.0037875, -0.235336, -0.0671481, 0.0357478, -0.0844078, 0.0935384, -0.0619307, -0.0631019, 0.0568289, -0.165787, -0.147547, -0.12507, -0.16594, -0.131169, -0.0705661, -0.0969777, 0.0446729, 0.245831, 0.016168, -0.0636066, 0.00757261, -0.241471, -0.201184, 0.0612182, -0.235653, -0.0647185, -0.266401, 0.140807, 0.253679, 0.201186, 0.376029, 0.55602, 0.0176408, -0.34448, -0.105594, -0.0830195, -0.073044, 0.332442, 0.189069, 0.579356, 0.500409, 0.081007, 0.0224194, -0.418452, 0.117647, 0.102363, -0.308967, -0.130247, 0.0744453, 0.0937165, 0.129678, -0.206706, 0.355731, -0.183979, 0.0930233, 0.376961, -0.496447, 0.0753673, 0.550546, -0.530313, -0.119834, 0.633561, -0.350414, 0.17257, 0.363476, -0.326057, -0.117922, 0.439519, -0.361867, -0.587992, 0.540487, -0.0493363, -0.423359, 0.39267, -0.0985205, -0.361801, 0.406216, 0.312372, 0.19384, 0.38476, 0.0793438, -0.0243019, 0.0973445, 0.34309, -0.336955, 0.047901, -0.142791, 0.111938, -0.0117197, -0.140463, 0.134465, 0.238205, 0.133603, 0.28098, -0.0365245, 0.0201062, 0.0713887, -0.201147, -0.352104, 0.122226, -0.092246, 0.159098, 0.282097, 0.418289, -0.108599, -0.294907, -0.46983, -0.238307, -0.442626, -0.572947, -0.247161, 0.0933571, -0.387562, -0.0395712, -0.0761291, -0.0795069, 0.228746, -0.110803, 0.041032, -0.00155868, -0.0828624, -0.224932, 0.0649534, 0.307345, 0.528949, -0.0949103, 0.390639, 0.54659, 0.404815, 0.342257, 0.489076, -0.121948, 0.530045, -0.476237, -0.529727, 0.262048, -0.0304337, -0.117802, -0.0623434, -0.00425207, -0.238349, -0.113178, -0.259427, -0.202885, -0.600946, -0.225316, -0.0887756, -0.29406, -0.0257875, 0.129552, 0.600505, 0.195343, 0.693125, -0.417967, -0.359057, 0.428299, -0.633522, -0.0536405, -0.0580457, -0.237309, -0.267921, -0.0486694, -0.192913, -0.344927, -0.085713, 0.0203166, 0.0355307, 0.270309, 0.0918823, -0.010063, -0.135408, -0.141108, -0.496817, -0.290794, 0.224278, -0.249464, -0.0518539, 0.0756295, 0.171187, 0.182209, -0.195592, 0.0958233, -0.0921988, -0.367889, 0.134003, 0.0687944, 0.308343, -0.0118914, 0.331651, -0.430663, 0.706435, 0.141785, -0.554641, 0.588355, -0.750443, -0.669483, -0.996132, -0.457539, 0.493816, -0.817835, 0.120477, 0.303217, 0.46568, 0.630415, -0.92812, -0.261296, -0.702809, -0.383505, -0.48721, 0.299454, 1.24191, 0.41616, 0.162217, 0.296053, 0.251336, 0.0753915, 0.0408618, -0.108743, -0.0320105, -0.296446, -0.22903, 0.277229, -0.0633153, 0.121183, -0.0197022, -0.284926, -0.35553, -0.0807346, -0.334026, -0.584447, -0.200952, 0.274273, 0.255205, 0.298184, 0.135537, 0.128646, -0.0911873, -0.345975, -0.51712, -0.331822, 0.541729, 0.790656, -0.363103, 0.9478, 1.07197, 0.00359358, -0.397684, -0.204973, -0.592952, 1.0766, 0.92906, 0.670814, -0.0147435, 0.112532, 0.0736042, -1.07179, -1.08754, -0.629355, 0.68915, 0.12786, 0.522442, -0.973202, -0.867001, 0.019969, -0.654796, -0.849004, 0.197318, -0.0344764, 0.0267163, -0.0116256, 0.00203475, 0.0356207, 0.000402505, -0.0853754, 0.100378, 0.0482042, -0.0503914, 0.0231722, -0.00244786, -0.033307, 0.0556787, -0.0229831, -0.0586009, 0.0728227, 0.0432203, 0.0261995, 0.0298879, -0.0300803, -0.0232209, 0.0302866, -0.0522305, -0.0859193, 0.0553994, -0.0223054, 0.0875387, -0.0641483, -0.0985766, -0.300987, -0.185793, 0.0301473, -0.171482, -0.0271402, 0.0324297, -0.104419, -0.0167332, -0.201047, -0.012749, -0.414162, 0.0129281, -0.126695, -0.177922, -0.158758, 0.109131, 0.15325, 0.279018, -0.144136, -0.247177, 0.166079, -0.247908, -0.251021, 0.136724]) # parameters +i3 = Internal("op3", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i4 = Parameter("op4", "TENSOR_FLOAT32", "{128}", [-0.604559, 0.937928, -0.974893, -0.53343, 1.28805, 1.10148, -0.0531712, 0.645655, -0.739696, 0.761929, -0.768367, 0.947203, -0.0259644, -0.0806925, 0.826225, 0.0647016, 1.1949, -0.590577, -0.48047, 1.0571, -0.531508, -0.145154, -0.85109, -0.428907, -0.990977, -0.21766, -0.831976, 0.807643, -0.883484, -0.101848, -0.633951, -0.934549, -0.637571, 0.917919, -0.616174, 0.638678, -0.522414, 0.164932, 0.735401, 0.388233, -0.54634, 0.663964, -0.714432, -0.770424, -0.506502, -0.00663996, 1.20178, -0.658902, 0.202565, -0.772786, -0.908852, -0.753642, 0.299485, -0.64437, -0.258062, -0.647217, 1.16684, -0.601416, -0.581131, -0.604002, 0.303339, 0.99038, -0.252728, 0.835258, -0.479581, 1.05239, 0.0875528, 0.436033, 1.14433, -0.755638, 1.2817, -0.110367, -0.055392, -0.327483, 0.960676, -0.268293, 0.632768, -0.77256, -0.821636, 0.0321576, 0.777652, -0.50267, 0.998972, 0.684318, -0.592786, -0.105259, -0.183601, -0.83277, -0.584282, -0.548963, -0.186272, -0.573955, 0.637204, -0.455254, -0.0298786, 0.0313744, -0.835853, 1.1131, 1.13073, -0.527641, 0.6035, 1.09069, -0.727978, -0.957797, 0.795879, 0.0702782, 0.992534, 0.447629, 1.15544, 1.02855, -0.760967, -0.552526, 1.16415, -0.720886, -0.704716, -0.918078, -0.495209, 0.79913, -0.579286, 1.12242, 1.24057, 0.868452, 0.422623, 1.26555, -0.85856, 0.536015, 0.277351, -0.375872]) # parameters +i5 = Parameter("op5", "TENSOR_FLOAT32", "{1, 3, 3, 128}", [-0.371999, -0.346798, 0.0479857, 0.357291, 0.0781941, -0.468469, -0.189905, -0.330524, 0.149986, -0.160447, -0.0118703, -0.550328, -0.791003, 0.40966, -0.504578, -0.59432, -0.388201, 0.599258, 0.765913, 0.0550903, 0.687241, 0.416152, 0.45043, 0.799941, 0.183287, -0.0806467, 0.40882, 0.038171, 0.623295, 0.334548, -0.0286598, 0.625486, -0.0592684, -0.44542, 0.877997, -0.37489, 0.0650874, 0.523281, -0.299677, -0.547368, -0.273818, 0.507475, 0.0302324, 0.628441, 0.00878996, 0.106071, -0.590101, 0.00397916, 0.74002, 0.656696, 0.610534, 0.469231, 0.788127, -0.0209616, 0.695851, -0.258907, -0.104862, 0.419681, 0.288236, 0.614652, 0.567888, 0.144987, 0.180178, 0.0734783, 0.322781, -0.568792, 0.724734, 0.733, -0.118631, -0.267416, -0.560893, 1.09369, -0.33351, -0.177277, 0.451596, -0.409597, 0.758123, -0.107428, 0.446403, -0.339231, 0.715291, 0.726725, 0.104168, 0.113386, 0.801029, -0.49758, -0.403269, 0.104698, 0.390301, 0.0562365, -0.660356, 0.726264, -0.382822, -0.502128, 0.373597, -0.327868, -0.140265, -0.263564, -0.00081655, -0.205775, -0.216874, -0.287382, 0.754078, 0.568083, -0.580143, -0.797676, -0.193579, -0.0638705, -0.42645, -0.218093, 0.131062, 0.366589, -0.318487, 0.400512, 0.0918075, 0.219986, -0.191933, -0.695975, 0.376914, -0.629351, -0.305271, -0.273703, -0.539896, -0.24429, 0.738327, -0.0349007, -0.588518, 0.656455, 0.210178, -0.410348, -0.0931675, 0.140479, -0.455182, -0.267616, -0.319923, -0.409643, 0.288601, -0.285263, 0.194517, 0.144924, -0.52604, 0.517934, -0.158135, -0.375607, -0.417484, 0.654575, 0.209492, 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0.132798, 0.126659, -0.218771, -0.058806, 0.0403471, 0.665479, 0.291473, -0.42599, 0.238544, 0.0194395, -0.464092, 0.206833, -0.320888, -0.408994, 0.252735, -0.190033, 0.0830889, 0.349072, 0.113316, -0.330529, -0.369646, 0.931114, -0.476248, 0.254663, -0.415727, -0.20224, 0.140527, 0.371208, 0.607244, -0.334175, 0.200931, -0.318034, -0.189317, 0.339365, -0.114539, -0.318915, 0.0914304, 0.115291, 0.0147042, 0.251819, 0.768779, 0.032546, 0.373579, 0.262274, 1.06758, -0.108359, 0.585645, -0.234926, -0.624228, 0.561744, -0.0351643, 0.335286, 0.132157, -0.0132048, -0.934284, 0.349157, -0.0118232, 0.246363, 0.566126, -0.155443, 0.924225, -0.191693, -0.119283, -0.100521, -0.0833306, 0.0185791, 0.0669909, -0.594791, -0.18252, 0.34093, 0.396364, -0.526932, -0.615619, 0.0659003, 0.169685, -0.228635, -0.373667, -0.260108, -0.269473, -0.194594, -0.364131, 0.68223, -0.342552, -0.102094, -0.0340208, -0.222481, -0.251321, -0.427632, 0.0946208, 0.0794745, -0.294175, -0.366633, -0.357383, -0.120858, 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0.12474, -0.0657246, 0.275225, 0.00851578, -0.0880628, -0.0945963, -0.179661, -0.492065, -0.482909, -0.857491, 0.039062, 0.355535, -0.282645, 0.177667, 0.779713, 0.475427, 0.224803, -0.453928, 0.376146, 0.363905, -0.211716, -0.350152, 0.533777, -0.0899128, -0.114365, 0.88236, -0.354094, 0.200705, 0.649566, -0.385433, 0.477843, 0.31851, -0.753048, -0.11764, 0.333795, -0.0543095, 0.167575, 0.347282, 0.324299, -0.0835072, 0.479318, -0.388574, -0.471185, 0.480752, -0.275772, 0.301711, -0.411163, -0.489759, 0.0623785, -0.192641, 0.0569767, 0.111328, 0.142228, 0.0686482, 0.0796447, -0.263096, 0.378977, -0.0194688, 0.30457, 0.0137224, 0.304379, -0.50259, -0.344538, -0.294819, 0.558693, -0.357826, 0.49133, 0.506093, -0.143837, -0.25083, 0.666564, 0.437864, 0.344516, -0.437348, -0.350776, 0.778032, -0.284674, 0.527345, 0.493619, -0.19436, 1.00847, 0.361624, -0.400407, 0.314858, -0.346484, -0.508386, -0.0496384, -0.189277, -0.0508045, -0.19384, -0.277062, -0.586299, 0.0188307, -0.32649, 0.195243, -0.691762, -0.399693, 0.572609, -0.508129, -0.379947, -0.172318, 0.150124, -0.00221663, 0.61593, -0.600549, -0.562772, 0.208896, 0.611838, 0.268238, -0.213357, -0.737937, 0.699431, -0.143642, 0.514483, 0.132155, 0.51063, 0.789351, 0.520512, 0.187771, -0.330414, -0.175605, -0.361545, -0.0891978, 0.671198, 0.142142, -0.352542, -0.233065, 0.257493, -0.0495003, -0.191727, -0.0484265, 0.482953, 0.193174, -0.528268, -0.246402, -0.000374761, -0.0302073, 0.0310964, -0.213433, -0.460854, -0.481105, -0.60283, 0.434087, 0.142084, 0.705319, -0.171898, -0.0783328, -0.198899, -0.469111, -0.513186, 0.258557, -0.493187, 0.157313, 0.250994, 0.220334, 0.0393204]) # parameters +i6 = Internal("op6", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i7 = Parameter("op7", "TENSOR_FLOAT32", "{128}", [-0.239844, 0.432217, -0.153807, 0.0767933, -0.275068, 0.0063897, 0.0516512, 0.422338, 0.0895534, -0.416501, 0.240182, 0.0289379, 0.302629, -0.0327263, -0.580243, 0.86227, 0.517094, -0.23759, 0.536654, 0.597244, 0.667096, -0.507551, -0.255663, 0.61003, 0.976404, 0.232841, 0.358804, 0.348653, 0.47637, 0.230082, 0.458516, -0.664486, -0.279672, 0.192337, -0.179005, 0.656821, -1.05123, 0.0301599, -0.677498, -0.646811, 0.100461, 0.898003, 0.12403, 1.04799, 0.960812, -0.00393687, -0.175513, 0.242039, 0.163904, -0.022697, 0.296417, 0.225485, 0.650953, 0.257254, 0.358139, -0.39075, 0.627265, 0.0965187, -0.232091, -0.25681, 0.651693, 0.631126, 0.499249, 0.956892, 0.710567, -0.384283, 0.920582, 0.525813, 0.0432827, 0.0850359, 1.35225, -0.463563, -0.61526, 1.34561, 2.03387, -1.1429, 0.108398, 0.14919, 0.387328, 0.335212, -0.33643, 0.481889, 0.742792, 0.416105, 0.267452, 1.12879, -0.692795, -0.116663, -0.651768, 0.815917, 0.150634, -1.101, -0.0903521, 0.642167, 0.636696, 0.31574, -0.432929, 0.332695, 0.571667, -0.927278, -0.330166, 0.728891, 0.120788, 0.798598, 0.215431, 0.672161, -0.256499, -0.0800854, 0.435699, 0.64343, -0.333017, 0.271489, 0.429805, 0.21972, 0.286028, -0.512005, -0.14715, -0.265395, 0.543187, -0.288313, 0.233415, 0.571179, -0.218133, 0.990613, 0.0603392, 0.353106, 0.610102, 0.899427]) # parameters +i8 = Parameter("op8", "TENSOR_FLOAT32", "{128, 1, 1, 128}", [-0.172699, 0.0449607, -0.00371321, 0.0898063, -0.0704206, -0.0275239, 0.041895, -0.00635676, -0.0417219, -0.0280383, -0.173593, 0.135424, -0.0752411, 0.11462, -0.124894, 0.000502583, -0.216759, -0.0630591, -0.110061, 0.12233, -0.0932574, -0.161026, 0.186579, 0.130671, -0.0936801, -0.0569374, 0.357974, 0.0954326, 0.101225, -0.0409947, -0.0455288, -0.0440348, 0.123336, 0.0231551, -0.0408172, -0.00361653, -0.00148246, 0.119164, 0.0527698, 0.0506977, 0.256418, -0.0326844, -0.0874518, 0.067015, -0.0604058, 0.0366124, 0.00296697, 0.116773, 0.218754, 0.00682259, 0.126256, -0.142779, -0.0523525, -0.0846195, 0.117748, 0.0111739, -0.0813845, 0.089366, -0.0741314, 0.0120595, 0.021114, 0.0707698, -0.0105984, 0.0755084, 0.12208, 0.0323274, 0.0109762, 0.0425386, 0.0567808, -0.0683524, 0.0843128, 0.0345055, -0.057605, 0.0924838, 0.088714, 0.0128912, 0.00135126, -0.101799, 0.0929571, 0.111422, -0.155157, 0.152459, 0.0370272, -0.0708927, -0.0769399, 0.014223, -0.0931266, -0.187614, -0.0911365, -0.0877861, 0.172129, 0.0758516, 0.0803442, -0.141961, 0.112148, 0.0126529, -0.124305, -0.0808925, -0.0656089, -0.137144, -0.0542301, -0.00423685, 0.230113, -0.0321773, 0.0881237, 0.0309148, -0.0446463, 0.166689, -0.0496049, -0.0829833, -0.0128102, -0.162538, 0.131394, -0.0632246, -0.0911218, 0.00599847, 0.0918562, -0.0796131, 0.0160037, -0.0908461, 0.168532, 0.0149281, -0.176542, 0.13237, -0.0343792, -0.012833, 0.0642847, 0.195131, 0.14246, 0.0675093, 0.0566411, 0.0191019, -0.185343, 0.0739265, 0.027361, 0.0206688, 0.0777785, 0.019568, -0.028858, 0.00682113, -0.125028, -0.0184913, -0.0682909, 0.0564752, -0.189062, 0.230366, -0.131057, -0.198316, 0.0377746, 0.198547, -0.242385, -0.159393, 0.00052912, 0.0493967, 0.0332719, -0.263867, -0.0880857, 0.0116087, 0.115978, -0.0483443, 0.0901313, 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-0.0466641, 0.0272283, -0.113289, -0.189427, -0.145457, 0.189877, 0.0860091, 0.0834372, 0.0580947, 0.0393932, -0.0216358, -0.0958762, -0.0814794, -0.13212, -0.0860365, -0.191726, 0.0642823, 0.0896322, -0.0263739, 0.0327666, 0.0742916, -0.117661, -0.0763569, -0.114139, -0.027842, 0.0155512, -0.0941137, -0.00609058, -0.0144038, 0.142156, -0.13925, -0.0545814, 0.0407862, 0.0974373, -0.0589689, 0.0528525, 0.0157503, -0.124428, 0.0537564, 0.0684248, -0.1613, -0.20181, 0.0459584, -0.00496695, 0.04703, 0.11002, -0.192552, -0.108609, 0.129148, -0.20146, -0.223035, -0.0483167, -0.019918, -0.16869, 0.0823553, -0.121967, -0.207444, -0.0357562, 0.168394, -0.0250628, -0.201572, 0.122819, 0.153778, 0.152148, -0.154648, 0.0180182, -0.126191, 0.0513341, -0.0922241, -0.0648054, -0.295072, -0.173389, -0.193705, -0.260384, -0.0337952, 0.278285, 0.0874973, 0.184498, -0.0426599, -0.106273, 0.0269586, -0.117448, -0.079566, 0.110158, 0.162609, 0.0735977, 0.0893815, 0.141197, -0.103569, -0.0713078, 0.306868, -0.0504874, 0.0329102, 0.223194, -0.201637, 0.0234116, -0.162151, 0.0760572, 0.0107937, -0.0325203, 0.126372, -0.0897652, -0.176297, -0.0969995, -0.0828014, -0.0346073, -0.111825, 0.141109, 0.0294594, -0.0528494, 0.194868, -0.0532993, -0.0903533, -0.119123, 0.0762788, 0.074417, 0.0367476, 0.167691, -0.0965376, 0.0235654, 0.00980181, 0.0241182, -0.278487, 0.0135398, 0.15892, -0.00313537, -0.0890488, -0.15998, 0.0610941, -0.171487, 0.113829, -0.193617, 0.144051, 0.0821519, -0.0649376, -0.0718665, -0.0610098, 0.227396, -0.0941513, -0.00402647, 0.0783442, 0.188115, -0.0512096, -0.123692, -0.0665152, -0.312932, 0.0749931, 0.235453, -0.0353975, -0.173292, 0.0101687, 0.0572073, 0.23532, -0.0652401, -0.133481, -0.0877115, 0.16116, -0.0107876, 0.180165, 0.0792099, -0.112134, -0.0668249, -0.0112734, -0.0777447, -0.0837669, -0.104766, -0.13546, -0.177096, -0.0558596, 0.0498077, -0.0430944, 0.181466, -0.0113153, -0.195342, 0.00687107, -0.177484, -0.281294, 0.0940494, -0.19323, 0.125229, -0.179446, -0.0289765, -0.119603, 0.186166, -0.099428, -0.24367, 0.157657, 0.119388, 0.0264163, -0.279865, -0.051293, -0.0660959, 0.0510891, -0.0189331, 0.0304106, 0.0836808, 0.0285634, -0.0158124, 0.0902057, -0.244988, 0.154821, 0.0702036, -0.205841, -0.1808, 0.00144443, 0.0741266, 0.0912139, 0.0197859, 0.0643998, 0.141655, 0.220536, 0.0749074, -0.0933725, 0.118923, 0.0410347, -0.0161365, -0.0723201, -0.262448, -0.0502746, 0.044515, -0.0685405, 0.0791582, 0.0344833, 0.0611067, 0.0951519, -0.0523037, -0.00838804, -0.184084, -0.0895456, -0.0011999, 0.0849984, 0.0106403, -0.0544982, -0.154347, 0.112921, -0.0589115, -0.157886, 0.035458, 0.106848, 0.0371984, 0.0239643, 0.0421104, -0.0259203, 0.180176, -0.212496, -0.0366865, -0.0723261, 0.031068, -0.0449782, -0.115249, -0.176421, 0.128785, 0.0496948, 0.000222186, -0.0294286, -0.0897237, 0.00569609, 0.116698, 0.285006, -0.156228, 0.127624, 0.148411, 0.0609212, -0.135154, -0.00909233, 0.147309, -0.169101, -0.0343822, 0.0851516, -0.133019, 0.201457, -0.130316, -0.104724, 0.177934, -0.0438326, -0.372659, 0.0286109, -0.000941961, -0.14556, 0.0897591, 0.231051, -0.0873842, 0.0141118, -0.0139249, -0.0289038, 0.138774, -0.0571027, -0.0705663, -0.01782, -0.0442669, -0.11826]) # parameters +i9 = Internal("op9", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i10 = Parameter("op10", "TENSOR_FLOAT32", "{128}", [0.870905, 0.732366, -0.669046, 1.08174, 0.916159, -0.294452, 0.592262, 0.301429, -0.422655, -0.625296, -0.536564, -0.667137, -0.583286, -0.72358, -0.568471, -0.57524, -0.62291, -0.911421, -0.501374, -0.00290018, -0.878221, -0.051163, -0.74821, 0.888223, 0.813446, 0.55647, -0.622013, 0.836827, 0.841449, -0.816436, -0.759883, -0.658268, -0.625168, 0.871381, -0.78675, -0.608052, -0.0327976, -0.379691, -0.654795, -0.0660218, -0.676479, -0.664595, 0.265069, -0.625888, 0.169051, -0.675591, 0.299855, -0.703214, -0.134523, -0.59296, 0.937484, -0.710908, 0.845609, -0.475655, -0.636727, 0.533551, 0.124115, 0.695435, 0.879939, -0.377836, -0.816544, 0.277795, -0.607381, -0.656329, -0.667769, 1.03546, -0.725715, -0.620013, -0.527745, -0.646767, -0.275308, -0.620535, -0.637898, -0.210308, 1.20405, 0.595138, 0.794743, 0.230801, -0.840184, -0.533846, 0.487095, -0.708161, -0.744136, -0.818685, 1.0441, -0.865297, -0.666535, 0.501392, 0.186682, -0.305148, 0.56623, 0.904152, 0.799276, 0.318903, -0.21392, -0.759348, 1.00587, -0.924452, -0.69364, 0.775983, 0.740833, -1.03741, 0.567915, -0.742716, -0.793044, 1.04104, 1.06893, -0.932649, -0.672023, -0.674185, -0.697389, 0.243591, -0.875875, -0.175759, 0.0657881, 0.764382, 0.616322, 0.697396, -0.48311, -0.592917, -0.368845, 1.1508, -0.615879, 1.07167, 0.983414, -0.53735, 0.828645, -0.713031]) # parameters +i11 = Parameter("op11", "TENSOR_FLOAT32", "{1, 3, 3, 128}", [-0.0338548, -0.209956, 0.299, -0.587087, -0.155182, -0.215745, -0.457096, 0.354364, -0.0881957, 0.448084, 0.448586, 0.265426, -0.588544, 0.100833, 0.472292, 0.884849, 0.231727, 0.277485, -0.347502, 0.294058, 0.429232, 0.856874, 0.414706, -0.696934, 0.0382086, -0.235027, -0.208378, -0.267724, -0.500691, 0.574836, 0.0970658, 0.392687, -0.180284, -0.126758, -0.357164, 0.569162, 0.53462, 0.83247, -0.139077, 0.291479, 0.201703, -0.0439143, 0.560568, -0.288697, 0.579956, 0.462056, 0.707969, 0.331557, 0.71481, 0.380786, -0.150362, 0.654365, -0.318957, -0.337636, 0.57301, 0.474281, 0.565656, 0.509379, 0.245357, 0.326285, -0.651439, 0.345691, -0.116152, -0.302133, 0.780393, -0.490086, 0.247162, 0.383248, 0.0440418, -0.177182, 0.254644, 0.296667, 0.359842, -0.278091, -0.277828, -0.595406, -0.179306, 0.431211, 0.440019, 0.310423, 0.208222, 0.540036, 0.643585, -0.139872, -0.521879, -0.122953, 0.218204, 0.158868, -1.03219, 0.557886, 0.0889677, -0.235379, -0.392137, -0.642783, 0.328969, 0.0884135, -0.309692, 0.763224, 0.628604, 0.00669528, -0.0988385, 0.79442, 0.132674, 0.250137, 0.914897, -0.107312, -0.588339, 0.473188, 0.0187198, -0.174877, -0.0569728, 0.0701776, 0.735162, 0.154904, 0.688248, 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0.481292, -0.286163, 0.33113, -0.38828, 0.00899621, 0.306374, 0.0976362, -0.198731, 0.609803, -0.0760053, -0.461488, -0.391667, 0.00487682, 0.679276, 0.256499, -0.185734, 0.36559, 0.00840063, 0.0567441, -0.379714, 0.800748, -0.468488, 0.358766, 0.284236, 0.0282058, -0.223142, 0.277211, -0.0509614, -0.0823523, 0.185893, -0.335907, -0.0972623, -0.13957, 0.100473, -0.172652, 0.31467, -0.220244, -0.0687491, -0.117143, 0.156706, -0.365631, 0.313351, -0.189641, -0.537811, -0.157297, -0.232214, -0.25754, -0.507994, -0.201826, 0.21426, -0.547716, 0.109537, -0.161968, 0.0497426, 0.341563, -0.273487, 0.327382, 0.271454, 0.225869, 0.799898, 0.170059, 0.322003, 0.6798, 0.0915071, 0.377649, -0.423599, 1.03058, 0.583441, 0.481912, 0.268723, -0.781103, -0.212737, 0.400762, -0.17187, -0.18443, 0.0283509, 0.700205, 0.00291917, 0.345323, 0.513524, -0.0680777, 0.282601, 0.326917, 0.18524, 0.599054, 0.428758, 0.76124, 0.404333, -0.408655, 0.29747, -0.161153, -0.388405, 0.24769, -0.660875, -0.0948309, 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0.201397, 0.326097, 0.631178, 0.519138, 0.285717, 0.222943, -0.101931, 0.00119461, -0.0954484, 0.339454, 0.452597, 0.301302, -0.213641, 0.231858, -0.344925, -0.402381, 0.403374, 0.0886633, 0.320585, 0.0666854, -0.0594505, -0.0818335, 0.264554, 0.00271777, 0.480313, -0.537953, -0.0842767, 0.0426721, 0.0719288, 0.244644, -0.0355607, 0.0363748, 0.234358, 0.407311, -0.192964, 0.210357, 0.55353, 0.705898, -0.356641, -0.183765, 0.0807194, 0.00233019, -0.0215063, -0.727753, -0.639195, 0.16073, -0.282579, -0.0661458, -0.56201, 0.0971901, 0.0649462, -0.093705, 0.0870968, 0.185054, 0.035918, -0.150047, -0.350367, 0.0582708, -0.19228, 0.0872795, 0.144485, -0.495534, 0.287021, -0.641304, -0.100692, -0.139298, 0.240197, -0.0953369, -0.00277948, 0.198417, -0.143929, 0.314875, 0.113048, 0.0424434, 0.274406, -0.398218, -0.0183961, -0.124207, 0.356994, 0.753037, 0.158145, -0.12519, 0.202524, 0.275662, 0.0197114, -0.286796, -0.416871, -0.919674, 0.137863, -0.00280172, 0.0106861, -0.336138, -0.228682, 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-0.0513623, 0.42701, -0.634591, 0.187363, -0.508312, -0.00114855, -0.0599517, 0.402596, 0.492643, 0.241626, -0.171303, 0.818462, 0.216673, -0.194423, -0.447242, -0.616053, 0.105917, -0.248924, -0.236358, -0.141672, 0.0837928, -0.0377266, 0.0810627, 0.407032, -0.403289, 0.0850846, 0.195155, 0.763047, 0.605947, 0.205287, 0.0275962, 0.424874, 0.111251, 0.0067634, -0.270874, -0.352443, -0.307449, -0.430445, 0.522896, -0.118207, 0.157462, 0.312531, 0.31119, -0.126322, 0.136599, 0.404666, 0.328707, -0.962272, 0.264548, 0.100268, 0.486026, -0.29642, -0.49643, -0.854072, 0.225632, 0.0917746, -0.339475, 0.226054, 0.392809, -0.506118, -0.360228, -0.0652379, -0.0141473, 0.357535, -0.105279, -0.32792, -0.18552, 0.272587, 0.275618, 0.203625, 0.23702, -0.0533812, -0.00699177, -0.187079, 0.751397, 0.0730081, -0.295114, -0.293974, -0.381472, 0.69258, -0.259377, 0.181655, 0.291579, -0.000446001, -0.228219, 0.092192, 0.153849, 0.229261, -0.554917, -0.540707, 0.708528, -0.152686, -1.22525, 0.575331, -0.314974, -0.458275, 0.830017, 0.0762217, -0.1202, 0.333304, 0.111341, -0.0184735, -0.0996309, 0.161016, 0.403695, 0.839637, 0.492135, -0.823486, 0.96226, -0.446345, 0.289852, 0.543863, -0.198117, 0.752913, 0.380549, -0.213973, -0.437432, 0.363786, 0.165172, 0.224717, 0.65566, -0.2263, 0.459862, 0.260625, -0.412871, 0.00663674, 0.690948, -0.39654, 0.271418, 0.814153, -0.363809, 0.771566, 0.454207, 0.291864, -0.826874, 0.205491, -0.59236, 0.180294, -0.574109, -0.133154, -0.687293, 0.624961, 0.750975, -0.115789, 0.219708, -0.560142, -0.347924, 0.475591, 0.668954, -0.525235, 0.560277, 0.406582, 0.259707, -0.291881, 0.40382, -0.691378, 0.511281, 0.38349, 0.60171, 0.175382, 0.797663, 0.66795, -0.110644, -0.122143, 0.0752459, 0.649028, 0.258376, 0.763628, -0.525527, 0.28668, 0.338321, 0.550138, -0.33597, 0.226952, 0.531764, -0.705424, 0.175642, -0.0982047, -0.428523, -0.37932, -0.291669, 0.618546, -0.923448, 1.11912, -0.141063, 0.166016, 0.507537, -0.189442, -0.0258596, 0.346139, 0.433924, -0.185028, 0.373976, -0.511641, -0.426385, 0.451116, 0.523525, 0.206911, 0.607599, 0.194165, 0.382406, 0.935012, -0.668921, -0.259511, 0.429638, 0.115543, 0.334018, -0.541269, 0.216871, -0.641842, 0.683943, -0.502034, -0.268726, 0.701026, -0.174208, 0.662809, 0.368597, -0.135951, -0.169557, -0.466358, 0.0146659, 0.625388, -0.190924, -0.587081, 0.0369928, 0.209533, -0.0256201, -0.134377, 0.367434, 0.0341216, -0.436878, -0.351488, 0.278601, -0.158937, 0.648963, -0.0653587, 0.23024, -0.402509, -0.208165, -0.486905, -0.0833748, -0.114049, 0.424813, -0.0702822, -0.539892, -0.124429, 0.184419, 0.203463, -0.121436, -0.520316, 1.00983, -0.0868194, -0.501019, 0.0462809, 0.0783426, -0.2484, 0.0981621, -0.198552, -0.303788, -0.0840944, -0.18279, 0.600747, -0.0584895, 0.100108, -0.669185, -0.0780443, -0.331786, -0.52951, -0.270123, 0.519388, -0.299453, -0.527781, -0.678231, -0.300144, -0.00385544, 0.349333, 0.851644, -0.336946, 0.235634, 0.220692, 0.411873, -0.402994, -0.012952, 0.0415505, 0.3485, 0.196319, 0.465808, 0.111701, -0.26433, 0.220039, -0.402731, 0.0500919, -0.319965, -0.0414993, 0.475354, 0.143973, -0.479436, -0.233601, 0.158693, 0.549028, -0.397703, 0.336638, -0.0746536, -0.303844, -0.0445528, -0.233848, -0.361522, -0.00597053, 0.344429, 0.229481, -0.458113, -0.00821081, -0.111579, 0.592684, 0.00628453, -0.499848, 0.496396, -0.343879, -0.575317, -0.293076, -0.160916, -0.352197, 0.0679993, 0.0551412, -0.0312388, 0.265375, -0.201201, 0.0245684, 0.462555, 0.347122, -0.972172, -0.0306904, 0.0297101, -0.11272, 0.477086, 0.481387, 0.9836, -0.398339, 0.0708219, -0.753974, -0.23255, 0.260514, -0.245355, -0.0931575, -0.673779, -0.0817291, 0.199195, -0.480285, -0.45005, -0.023799, -0.366601, -0.2084, 0.666304, 0.132828, 0.0877088, 0.454745, 0.229825, 0.264379, 0.407093, 0.330497, 0.218693, 0.523911, 0.328874, 0.805786, 0.00485716, -0.211797, 0.404341, -0.120829, -0.241701, -0.764544, 0.17835, -0.30668, -0.0872752, 0.97527, 0.0813365, 0.472389, 0.919017, -0.136896, 0.134787, 0.0240096, -0.60919, -0.232189, 0.638233, -0.53722, 0.383588, 1.04688, -0.223798, 0.468294, -0.220214, 0.405335, -0.280534, 0.286776, -0.179761, 0.178508, -0.297183, 0.182498, -0.685467, 0.580719, 0.19707, -0.128853, -0.819698, -0.270809, -0.832294, -0.152185, -0.393175, -0.750241, 0.529206, 0.762727, -0.407887, -0.244154, 0.572863, 0.466904, 0.957789, 0.686932, 0.133498, 0.18891, 0.850856, 0.510167, -0.172768, 0.14671, -1.13979, -0.742267, 0.393743, 0.444338, -0.33688, -0.0438455, 0.314722, 0.306787, -0.405244, 0.441624, 0.505547, -0.291027, 0.414324, -0.252424, 0.570165, -0.324644, -0.521873, -0.0440274, -0.176604, 0.866987, -0.429828, 0.280288, -0.0479095, -0.246395, -0.581399, 1.1762, -0.870758, 0.643341, 0.721751, -0.412596, -0.406957, 0.610477, 0.501528, 0.41953, 0.71976, -0.913314, 0.638418, -0.444716, -0.425936, -0.0714459, -0.656934, -0.436864, -0.208498, 0.283547, 0.403649, -0.0865038, 0.157091, -0.676679, -0.0651144, 0.710754, -0.689077, 0.528029]) # parameters +i12 = Internal("op12", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i13 = Parameter("op13", "TENSOR_FLOAT32", "{128}", [0.546519, 0.196527, 1.33245, 0.223313, -0.0686019, 0.29652, 0.373173, 0.536225, 0.675113, -0.632758, -0.340469, 0.693325, 0.451477, -0.38477, 0.163996, -0.0238434, -0.480369, 0.486697, -0.157606, -0.453389, -0.0613977, 0.148022, 0.210699, 0.305469, -0.719091, -0.98168, -0.729431, 0.384724, 0.170649, 0.102487, -0.177468, -0.112562, 0.977599, 0.843605, -0.160566, -0.0826119, -1.01795, 0.327381, -0.311044, 0.148776, 0.458008, 0.712339, -0.627031, -0.0185205, -0.220114, -0.254519, 0.157792, -0.0902074, -0.40048, 0.0213905, -0.106975, 0.0542978, -0.259207, -0.529396, -0.023698, 0.0370436, 0.175882, -0.231802, -0.755031, -0.635971, -0.210382, 0.263938, 0.644176, -0.407618, -0.815028, 0.719426, -0.215798, -0.770013, -0.190236, -0.594785, -0.0741564, 0.436073, -0.0194503, 0.253288, 0.257328, -0.475578, 0.323997, 0.351296, 0.0860487, -0.836167, 0.220064, -0.593962, -0.319109, 0.20685, -0.474809, 0.0252552, 0.137135, 0.44559, 0.241269, -0.0192984, 0.139146, -0.431877, 0.618441, 0.246926, -0.749076, -0.602428, -0.0262464, -0.727089, 0.614319, 0.119553, -0.658924, 0.177904, 0.520725, -0.24752, 0.539497, -0.346223, 1.01883, -0.375712, 0.150706, -0.0695844, 0.291091, 0.231353, -0.302372, -0.159618, 1.3969, 0.838611, -0.0641228, -0.112692, -0.443575, 0.839417, 0.531622, 0.328611, -0.124474, 0.493831, 0.0234903, 0.0202693, -0.531455, 0.58728]) # parameters +i14 = Parameter("op14", "TENSOR_FLOAT32", "{128, 1, 1, 128}", [0.0492167, -0.0080753, 0.106292, 0.0105276, -0.0331312, 0.114954, 0.170489, -0.12154, 0.0805692, -0.167832, 0.034986, -0.296966, -0.0655937, -0.111175, 0.0439435, -0.018318, -0.134041, -0.0846412, 0.092653, -0.0790839, 0.179607, 0.0128861, 0.170719, -0.00102839, -0.000371042, 0.187442, 0.367099, 0.155459, 0.127148, 0.109095, -0.0116157, -0.0649709, 0.00564519, -0.220081, 0.0481978, -0.158649, -0.00169554, -0.189301, 0.0927649, -0.0162247, -0.146722, 0.0395212, -0.119687, -0.0263079, -0.0115938, -0.00645318, -0.00155876, 0.201296, 0.00391423, 0.0928273, -0.0865713, 0.0358025, 0.0465153, -0.192458, -0.0337003, 0.0168396, -0.105297, -0.052292, -0.200595, 0.0113962, 0.0109133, -0.0220112, 0.055337, -0.177347, 0.0508988, 0.0870318, -0.132901, -0.0590428, -0.0393112, 0.109377, -0.0827402, 0.112023, -0.0645175, 0.159355, -0.0984026, -0.18086, 0.15466, 0.0725992, 0.0280992, 0.0225695, 0.00691936, -0.0502526, -0.128364, -0.145571, 0.0579586, -0.0274957, -0.16697, -0.0250412, 0.0943546, 0.0787729, 0.0940538, -0.119917, 0.0964136, 0.113825, -0.152387, 0.311643, -0.0707457, -0.0727547, -0.173086, -0.113407, -0.0740743, -0.00903834, -0.204262, -0.0651392, 0.00987691, -0.129447, -0.149183, -0.120871, -0.0475758, 0.036237, -0.226021, 0.106552, -0.0534957, 0.108059, -0.0924064, -0.118662, -0.00377724, -0.0365475, -0.0159883, -0.0557885, -0.0465726, 0.0687464, 0.0692653, -0.0202816, 0.190164, 0.069391, 0.036889, 0.155402, 0.103209, 0.124473, -0.0607203, -0.11585, -0.153651, -0.127314, 0.149033, -0.0828471, -0.00839595, 0.198123, 0.122013, 0.167998, 0.173856, 0.0256196, 0.117699, 0.126546, 0.0918655, 0.0382004, -0.065435, -0.0483645, -0.0119214, -0.0109207, -0.129997, -0.142993, -0.0613742, -0.108548, 0.0510479, 0.020964, 0.0262848, 0.0460446, 0.0716021, 0.0597847, -0.0358898, -0.141561, -0.0386211, 0.111586, -0.0162418, -0.158925, -0.219007, -0.0756682, -0.109976, -0.0832409, 0.0277708, 0.145679, 0.0500395, -0.111505, -0.0670436, 0.279826, -0.0844559, -0.000112902, 0.154262, -0.204945, -0.0589911, 0.032408, -0.11697, 0.039011, -0.254155, -0.0195576, 0.193946, 0.00560876, 0.0117224, -0.0429483, -0.0874491, 0.166817, 0.208694, -0.0294162, -0.135881, 0.141971, -0.0327922, -0.00175662, 0.124897, -0.118557, -0.119867, 0.115371, -0.00347566, 0.0124675, -0.00602114, -0.0738759, 0.0870936, -0.0791408, -0.017976, -0.00963917, 0.0734867, -0.148776, -0.132703, -0.140691, 0.170037, 0.000135891, -0.0458496, 0.153835, -0.117437, -0.0346555, -0.076906, 0.0373166, -0.0619154, -0.054829, 0.0411179, -0.0415604, 0.108682, -0.0672608, 0.0434165, 0.0643523, 0.226074, 0.0755257, 0.180693, -0.0955687, 0.0446819, 0.135113, -0.0790001, -0.199555, 0.190408, -0.000178168, -0.145356, -0.144526, -0.0218069, 0.0294089, 0.168454, -0.0392053, -0.0673176, -0.158824, -0.0925555, -0.0174453, 0.0611432, 0.0321967, -0.0433546, -0.176905, -0.0753259, -5.27295e-05, -0.120573, 0.129824, -0.181926, 0.0948043, -0.0363327, -0.0152112, -0.163502, 0.0703871, -0.273672, 0.192872, -0.223747, 0.0114178, 0.197958, 0.0417495, 0.0123187, 0.0486147, -0.312089, -0.138923, -0.0115935, 0.140518, 0.0633077, 0.0619971, -0.00782752, 0.00451701, -0.106805, 0.231051, -0.0870636, -0.364433, -0.0366613, -0.0955438, -0.0216577, -0.0176759, 0.0939908, 0.0132251, -0.18876, -0.116116, 0.00687216, -0.171588, -0.114295, -0.0294445, 0.0917865, 0.193141, -0.00168992, 0.0101699, -0.00952344, 0.0102147, -0.0711157, 0.0391557, -0.134241, -0.337105, 0.06641, 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0.0328491, -0.124576, 0.00901623, -0.106617, -0.0790743, -0.149393, -0.111297, -0.00141785, -0.0986489, -0.0272536, -0.111998, 0.0644795, 0.00456973, -0.0416466, -0.169109, 0.153414, 0.0223079, -0.0251582, -0.0452782, 0.297413, 0.101319, -0.034451, -0.0636178, 0.0208852, -0.0953486, -0.129885, -0.0650877, 0.207028, -0.0067712, 0.110558, -0.00460292, -0.0343452, -0.0647179, 0.0895972, -0.166407, 0.0299957, 0.114112, 0.0825283, 0.0639826, -0.0588411, 0.0719045, 0.13956, 0.137511, -0.0367233, 0.124973, 0.0333517, 0.206634, 0.139346, -0.0619772, 0.274648, -0.170636, 0.0522071, -0.161702, -0.00273581, -0.0613217, -0.133662, -0.103478, -0.0305509, -0.23801, 0.11859, 0.108553, -0.0210826, -0.00371995, 0.08826, 0.246381, -0.20268, 0.000161593, -0.159964, -0.0143778, -0.230486, -0.0084759, 0.0263689, -0.215712, -0.315595, -0.255577, 0.17439, -0.236849, 0.158027, -0.0979086, 0.00595291, -0.152628, -0.231792, -0.274363, -0.0221431, 0.0773764, 0.0405473, 0.0537216, -0.0648253, 0.0395505, 0.169131, -0.0911498, -0.05096, -0.276332, -0.142917, 0.118599, 0.00238534, -0.257787, 0.203012, -0.0643763, -0.134695, -0.0879208, -0.00628858, -0.0430767, 0.271704, -0.0849041, 0.0831666, 0.107565, -0.260383, -0.0866423, 0.138457, 0.00619943, -0.000413046, 0.104216, 0.0333808, 0.00863497, -0.107758, -0.124805, 0.270046, 0.0737486, 0.065203, -0.113866, -0.0330365, -0.191473, 0.0398691, 0.118263, 0.0205686, -0.0784466, -0.161596, 0.00894492, 0.0908254, 0.0254452, 0.0771828, -0.271077, 0.0428394, 0.083752, 0.0356295, -0.201973, 0.0980716, 0.166446, -0.121299, 0.2049, -0.143584, -0.00551848, 0.173327, 0.183502, 0.233481, -0.0436572, 0.032631, -0.173408, 0.149638, -0.0951374, 0.0468391]) # parameters +i15 = Internal("op15", "TENSOR_FLOAT32", "{1, 7, 7, 128}") # intermediate result +i16 = Parameter("op16", "TENSOR_FLOAT32", "{128}", [0.8739, 0.830384, -0.767024, -0.878567, 0.767678, -0.558645, -0.618775, -0.612598, 0.910247, 0.796888, 0.563224, 0.630585, -0.716768, 0.630871, 0.734415, -0.211464, 0.613973, -0.504694, -1.0123, -0.0627354, 1.00681, -0.42962, 0.466991, -0.450799, 0.803035, 0.693793, 0.732683, -0.692463, 0.886803, -0.565427, -0.576628, -0.652566, -0.782693, 0.674996, 0.221864, 0.572101, 0.803257, -0.52347, -0.486955, 0.727345, 0.589734, 1.15092, -0.769234, -0.0774833, -0.462587, 0.74472, 1.08679, 1.08325, 0.383234, -0.845903, 1.26034, 0.813296, 0.771082, 0.776552, 0.846018, -0.685205, 0.695407, 0.797641, 0.626686, 0.817206, 0.515052, 0.50643, -0.598648, -0.46153, -0.452983, 0.583775, 0.640815, 0.539884, -0.435857, -0.513433, -0.485565, -0.195357, 0.652978, -0.33663, 0.661144, -0.898781, 0.287976, 0.635894, -0.62165, 1.0629, -0.681778, -0.185328, 0.487961, 0.872278, 0.395395, -0.740133, 0.817477, -0.57104, -0.664395, 0.906709, -0.0626727, -0.587757, 0.951452, -0.61133, 0.566099, -0.653262, 0.896796, 0.510386, -0.00755904, -0.520829, 0.699523, -0.51857, -0.71965, 0.323285, -0.547704, -0.916064, -0.617135, -0.584734, -0.566928, -0.680113, 0.935143, -0.548582, 0.577092, 0.969824, -0.473696, -0.53212, 0.666168, 0.797083, 0.329202, 0.815607, -0.826578, 0.890131, 0.866098, 0.759649, -0.554823, -0.791157, 0.559045, -0.747694]) # parameters +i17 = Parameter("op17", "TENSOR_FLOAT32", "{1, 3, 3, 128}", [-0.177647, -0.0871816, 0.0601548, 0.116089, -0.183163, 0.578973, 0.0811623, 0.372188, -0.292915, -0.251623, -0.133364, 0.0249744, 0.209747, -0.151377, -0.274688, 0.10489, -0.346888, 0.0908122, 0.251565, 0.102152, -0.659776, 0.27186, -0.0203186, 0.0910226, 0.0232463, 0.0918937, -0.227945, 0.220206, -0.129868, 0.0454901, 0.00159753, 0.277318, 0.341466, -0.0645028, 0.29646, -0.302511, -0.225254, 0.181877, -0.003094, -0.368428, 0.0974374, -0.200103, 0.0589677, 0.277546, 0.111057, 0.0328741, -0.426973, -0.199579, -0.0472897, 0.12313, -0.242737, -0.122301, -0.0727011, -0.235287, -0.198718, 0.324696, -0.0974758, -0.0987441, -0.0489072, -0.460212, -0.244398, -0.723718, 0.0412443, 0.267359, -0.464882, -0.32003, -0.303246, -0.329555, 0.0122901, 0.167574, -0.0176612, 0.299886, -0.180337, 0.293521, -0.276708, 0.277298, 0.0906849, 0.0211019, 0.0815586, -0.148871, 0.0734914, 0.428517, 0.163658, -0.40818, 0.113258, 0.304425, -0.152113, 0.105986, 0.133363, -0.362861, -0.0816546, 0.0946013, 0.00721106, -0.408414, -0.484878, 0.161902, -0.0793248, -0.336323, -0.460177, 0.307582, 0.0354122, -0.0519718, 0.00674454, 0.245323, 0.033865, 0.415952, 0.20131, 0.0334114, 0.0995454, 0.0562219, -0.142446, 0.256265, 0.0640284, -0.129566, 0.244361, 0.197299, 0.0670241, -0.309337, -0.176682, -0.363202, 0.0597816, 0.00494263, -0.272968, -0.0303995, 0.193418, 0.348788, 0.139601, 0.404337, -0.274467, -0.220471, 0.234827, 0.141957, -0.205693, 0.177229, 0.31607, 0.435521, -0.378783, -0.318383, -0.0414879, -0.110089, 0.329408, -0.132554, -0.331081, 0.223624, -0.0905046, 0.168813, 0.348085, 0.37548, -0.0922745, 0.245665, -0.0927419, 0.197676, -0.102639, -0.232749, -0.375181, 0.379403, -0.250526, 0.275713, 0.124628, 0.320001, 0.481393, -0.269458, 0.179667, -0.21777, 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0.0740634, 0.263219, -0.187163, -0.10158, -0.111327, 0.139576, -0.247992, -0.0548272, 0.136212, 0.119239, -0.320333, 0.12343, 0.376278, -0.553465, 0.426086, 0.536895, 0.197861, 0.28211, 0.202422, 0.391186, -0.452794, 0.125706, -0.319177, -0.270248, 0.183954, 0.176344, -0.397669, -0.146993, -0.000925186, -0.233553, 0.326648, -0.309439, -0.314187, -0.275544, 0.167025, 0.0392552, -0.411068, 0.164177, -0.108162, -0.00573354, 0.251166, 0.558204, -0.315271, 0.283163, 0.261653, 0.0670132, -0.168622, -0.155348, -0.0474235, -0.127982, 0.0712446, -0.364687, 0.0897745, 0.00733073, -0.0612411, 0.175381, 0.365922, -0.130426, -0.049202, 0.0616472, -0.109447, 0.0280195, -0.223873, -0.425023, -0.127319, 0.101025, -0.0944779, 0.22706, 0.226776, 0.0947206, 0.3393, -0.153124, -0.639028, -0.108781, -0.140769, 0.257962, 0.221979, -0.0850165, -0.352863, -0.238736, 0.275487, 0.222169, 0.059329, -0.483214, -0.190109, -0.379134, -0.917725, 0.317487, -0.276374, -0.089726, -0.0552475, -0.0356918, -0.130264, 0.348185, -0.332862, -0.0269239, -0.371905, -0.23288, 0.0573066, 0.0850446, 0.365517, 0.169593, -0.0717293, -0.112743, -0.141701, 0.11976, 0.144278, 0.234456, 0.00789795, 0.00279787, -0.167253, -0.0863365, -0.0916999, 0.385244, -0.669646, -0.562956, 0.402339, -0.487651, 0.183208, -0.284185, -0.180969, -0.00513625, -0.405246, 0.155039, -0.113185, 0.161695, 0.352399, -0.387996, 0.160007, 0.135512, -0.194359, -0.273423, -0.0515216, 0.313761, -0.267454, -0.0671176, 0.204648, 0.0968436, -0.211575, 0.340844, 0.501942, -0.322834, -0.571688, 0.233282, 0.197781, 0.134457, 0.200076, 0.0231796, -0.0233646, 0.136335, -0.0475553, -0.0154011, -0.05394, 0.14276, -0.452707, -0.301241, -0.26561, 0.0193491, 0.425522, -0.266067, -0.0760103, -0.23328, 0.169324, 0.0762291, -0.222994, 0.0854677, -0.281563, -0.358938, 0.236145, 0.410882, -0.255268, 0.257027, 0.269625, 0.081258, -0.207181, -0.129883, -0.3676, -0.284548, 0.22034, -0.322737, -0.200545, 0.0944379, -0.296793, 0.30017, 0.418536, -0.728572, -0.298464, 0.271853, -0.263083, 0.181573, -0.377288, -0.200982, -0.0957494, 0.204865, -0.27232, 0.214701, 0.367255, 0.179368, 0.352101, -0.161102, -0.495211, -0.114128, -0.202276, 0.22617, 0.271564, -0.0971297, -0.208229, -0.501904, 0.290799, -0.249978, 0.240916, -0.451848, -0.258969, -0.317451, -0.48139, 0.415029, -0.355259, -0.309499, -0.186237, -0.176257, -0.222657, 0.296689, -0.225151, -0.211715, -0.0798991, -0.149355, -0.269878, -0.00542135, 0.395065, -0.0506057, 0.223675, -0.140136, -0.321944, 0.0552234, 0.13866, 0.286808, 0.317716, -0.418532, -0.0381384, 0.172643, 0.0674257, 0.512635, -1.01998, -0.770424, 0.280475, -0.23201, 0.270747, -0.902413, -0.477235, -0.189689, -0.492929, 0.269974, -0.213427, 0.210412, 0.440219, -0.1266, 0.413074, 0.321902, -0.36647, 0.407438, -0.153076, 0.23766, -0.42057, -0.191747, 0.393705, 0.310401, -0.415272, 0.325159, 0.532648, -0.293704, -0.175539, 0.351968, 0.213235, 0.213214, 0.218929, 0.120335, -0.228709, 0.187762, -0.247334, -0.2135, 0.168559, 0.249568, -0.589931, -0.127207, -0.324903, -0.161224, 0.217231, -0.395982, -0.130205, -0.301879, 0.250213, 0.41101, -0.249774, 0.361477, -0.0715028, -0.506833, 0.0712546, 0.203802, -0.089808, -0.369859, 0.245312, 0.150604, -0.027467, 0.029619, -0.130162, -0.291405, 0.0780199, -0.327593, -0.257673, 0.136259, -0.126371, 0.177277, 0.26127, -0.730241, -0.333356, 0.318555, 0.164954, 0.183569, -0.317724, -0.22966, 0.0234902, 0.164969, -0.163785, 0.213277, 0.123644, 0.206416, 0.0728148, -0.13989, -0.246562, 0.0543395, -0.170864, 0.0696319, 0.197585, -0.0722028, -0.3203, -0.186663, 0.236492, -0.214728, 0.222345, -0.191442, -0.12056, 0.135759, -0.213994, 0.269784, -0.210303, -0.148635, -0.286331, -0.242858, 0.00784691, 0.0133885, -0.100079, -0.202, -0.295953, 0.12847, -0.345867, -0.0751299, 0.180716, -0.221087, 0.196135, 0.0130223, -0.156671, -0.0242788, 0.0520482, 0.166427, 0.288313, -0.447982, -0.209238, 0.240116, 0.0410266, 0.191869, -0.662093, -0.238494, 0.020257, -0.071556, 0.284502, -0.404911, -0.226362, -0.0850094, -0.204616, 0.106331, -0.158366, 0.104914, 0.109703, -0.0281585, 0.330799, 0.196422, -0.158644, 0.0104495, 0.153696, 0.154121, -0.293512, 0.0318065, 0.615847, 0.319811, -0.196002, 0.0428157, 0.274682, -0.716382, -0.518719, 0.572651, 0.0312116, 0.189001, 0.114644, 0.216293, -0.141647, 0.101355, -0.189668, -0.160207, 0.202959, 0.112228, -0.201573, -0.0583956, -0.441833, -0.140472, 0.136687, -0.0816845, -0.0523801, -0.0820299, 0.0932448, 0.0421082, -0.505471, 0.299505]) # parameters +i18 = Internal("op18", "TENSOR_FLOAT32", "{1, 7, 7, 256}") # intermediate result +i19 = Parameter("op19", "TENSOR_FLOAT32", "{256}", [0.380364, 0.737516, 0.474086, 0.849658, 0.804377, -0.080858, -0.10305, 0.536719, -1.1622, -0.342834, 0.402781, 0.115227, 0.24287, -0.695056, -0.0436921, 0.222036, 0.996912, 0.176891, -0.0650841, 0.269952, -0.00177294, -0.0444905, -0.431159, 0.182715, -0.0429493, 1.03982, -1.14416, -0.334853, -0.319257, 0.250542, 0.427705, 1.00408, 0.319165, 0.338126, 1.06596, -0.130311, 0.1664, -0.91822, -0.482969, 0.379555, 0.931786, -0.259521, -0.26676, -0.511134, -0.161333, 0.407205, 0.127215, -0.115874, -0.74857, -0.614097, -1.24632, 0.438902, -0.010038, -0.131985, -0.290398, -0.303011, 0.362789, 0.295431, 0.486214, 0.48313, 0.473817, -0.260674, -0.160361, 0.720992, 0.004341, -0.0257513, -0.544244, -0.197532, -0.0570926, -0.0470323, -0.358175, 0.309724, -0.121827, -0.451902, 0.654175, -0.379612, 0.425311, 0.64248, 0.4375, -0.608515, 0.183475, -0.59398, 0.735809, -0.911337, -0.50899, 0.477327, 0.424055, -1.43826, 0.624114, 0.084826, -0.97254, -1.32759, 0.622444, 1.64941, -0.44358, -0.345241, 0.272338, 0.318131, -0.716748, 0.360981, -0.0467942, -0.517288, 0.874968, 0.893388, -0.269836, 1.12224, -0.0204914, -0.0885676, -0.31172, -0.76596, -0.00294207, -1.0415, -1.26892, -0.614158, -0.893911, 0.585932, -0.60524, -0.365573, 0.793604, 0.154101, 0.602275, 0.0436358, 1.52191, -0.525973, 0.601713, 0.7219, -0.308903, -0.316313, -0.198256, 0.560813, -1.91373, 1.20156, 0.412508, 0.354517, 0.949946, -1.29522, -0.712151, -1.15794, 0.91844, -0.524767, 0.732848, -0.513226, 1.0062, -0.260316, 0.256711, -0.754329, 0.287398, 1.30026, -0.375037, 1.20769, -0.0969743, 0.499185, 0.925531, 0.234913, -0.153141, -0.403909, 0.0366042, 0.169739, 0.116354, -0.264196, -1.46265, -0.785626, -0.301059, -0.890582, -0.369919, -0.121138, -0.894905, 0.298203, 1.05391, 0.365703, -0.698288, 0.568782, -0.420118, -0.243541, -0.510473, -0.485931, 0.14858, 0.716983, -0.561495, -0.274852, -0.0997454, 0.799118, 0.5632, 0.3, -0.143994, 0.167208, -0.405972, -0.611116, 0.592297, 0.0573383, -0.302561, 0.397041, -0.208663, 0.105459, 0.208787, -0.28467, -0.53325, -0.289965, -0.46143, -0.0343105, 0.454569, -0.986058, -0.528081, -0.484903, -0.313444, -0.159601, -0.057389, -0.414452, 1.10135, 0.310185, -0.201504, -0.383645, 0.358057, 0.418672, -0.0795512, 0.262256, 0.050103, 0.106968, 0.0782813, -0.328971, 0.0522201, 0.331822, 0.42769, 0.085807, 0.317563, -0.0834861, -0.964089, -0.674804, -0.763733, 1.20728, -0.38138, 0.567048, 0.257946, -0.790288, 0.503187, 0.637437, 0.0358286, 0.573902, -0.955088, -0.526057, -0.427204, 0.251301, -0.0395128, -0.954701, 0.364203, 1.39881, 0.198054, 0.481997, -0.56449, -0.328474, -0.499845, -1.18902, 0.387863, 0.154186, 0.213897, 0.0501174]) # parameters +i20 = Parameter("op20", "TENSOR_FLOAT32", "{256, 1, 1, 128}", [-0.121763, -0.00146586, -0.152926, -0.0166871, -0.0651794, -0.0883152, 0.226854, 0.0820697, -0.0387004, -0.0709573, -0.0293144, 0.0838588, 0.0277707, 0.0109299, -0.160442, 0.0837343, 0.0469172, -0.00955172, 0.082859, -0.0517241, 0.00340798, -0.187592, -0.0247601, -0.185591, -0.0532604, 0.105719, -0.0966383, -0.0199812, -0.00629264, -0.294315, 0.0403008, 0.0803754, 0.0908397, 0.219608, -0.0440038, 0.189251, -0.291901, 0.1426, -0.134149, 0.0519352, 0.0551092, -0.0487455, -0.153575, -0.228557, -0.208332, 0.0684225, -0.0891165, 0.0469084, -0.0286844, -0.0918755, -0.0639394, -0.233065, 0.103416, -0.0636482, -0.0807054, 0.0911907, 0.162369, -0.0989415, 0.0365839, -0.22269, 0.0418927, -0.0636223, -0.000230235, 0.117136, -0.0605703, 0.127913, -0.0568488, 0.0117915, -0.0931372, 0.0390826, -0.22523, -0.26497, 0.151425, -0.0157661, 0.00381962, 0.0363325, -0.159047, 0.0596872, 0.16343, -0.136773, 0.150644, -0.144535, -0.186384, -0.0577443, 0.250243, 0.0107071, 0.139932, 0.0679555, -0.17552, 0.16454, -0.218745, 0.0534704, -0.133623, -0.0147184, -0.201297, -0.0154522, 0.265836, 0.227862, 0.0136758, 0.112423, -0.116164, 0.0440703, -0.00406094, 0.122091, 0.303093, -0.0224877, -0.0710294, -0.0362077, 0.0404482, -0.0223894, -0.240027, -0.0128031, -0.209106, 0.0263517, 0.162145, 0.161153, -0.0253479, 0.0410495, 0.00849734, -0.0909553, -0.0838269, 0.0309831, -0.0774216, 0.171137, -0.224768, 0.123728, 0.168099, 0.33109, -0.0550043, -0.11535, -0.0540238, 0.110545, -0.282231, 0.19566, 0.161858, -0.0861269, -0.0411603, 0.175063, -0.178382, 0.0596902, -0.229927, -0.139029, 0.0268697, 0.338593, 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0.141708, 0.115694, -0.0246513, 0.0293724, -0.0883495, 0.246417, -0.117415, 0.0597688, -0.110295, -0.00520283, -0.182618, 0.0625962, 0.0081863, -0.0142607, 0.0541194, -0.0554157, -0.00591652, -0.0022292, 0.03706, 0.214832, -0.0560465, -0.131744, -0.138133, -0.0986632, -0.229274, -0.136698, 0.0995877, 0.43432, -0.160847, 0.204996, 0.0603452, 0.053275, -0.164842, -0.0665397, 0.0256539, -0.103223, -0.197584, -0.0329347, 0.0701767, -0.0415869, 0.0392298, 0.0519155, 0.152607, -0.103417, 0.0263919, -0.203595, -0.038185, -0.0368837, 0.092794, 0.0911869, 0.0672124, -0.101674, 0.247117, 0.104358, -0.0781367, 0.0259994, -0.0368053, -0.106514, 0.224546, -0.108995, 0.112747, -0.366657, 0.0341756, -0.041221, -0.0731361, 0.308381, 0.193964, -0.149423, -0.0224257, -0.278178, 0.0550206, 0.0494453, 0.0740552, -0.140144, -0.120898, 0.0805589, 0.0484794, 0.0413425, 0.337922, 0.0334329, 0.250736, 0.0264221, 0.0346671, -0.112495, -0.0637923, 0.224169, -0.0160768, -0.141467, 0.0300025, -0.0421491, 0.189176, -0.11531, -0.038429, -0.188034, -0.107783, -0.12626, -0.159933, -0.137536, -0.110569, -0.182712, 0.321717, -0.0170232, -0.17529, 0.147837, -0.0675082, 0.0675104, 0.136173, 0.132304, 0.0529975, 0.505866, -0.255341, 0.0331028, -0.120566, -0.0390507, -0.0885224, -0.360095, 0.0694635, -0.066831, -0.212694, 0.270353, -0.282276, -0.237955, -0.0265897, 0.415486, -0.314802, -0.295329, -0.0937045, 0.0339239, -0.216374, -0.103194, -0.120421, -0.23692, 0.053388, 0.396106, -0.0410978, 0.00122743, -0.141285, -0.0194634, 0.240345, 0.0563302, 0.0557607, 0.216166, -0.018195, -0.0587413, 0.0335691, -0.0811946, 0.0310523, -0.071152, 0.00116798, -0.248101, -0.233317, 0.00207474, 0.211031, -0.182801, -0.23281, -0.0803899, 0.0796748, -0.373119, -0.0236714, 0.298858, -0.210002, -0.123173, 0.056211, 0.0710101, -0.000420267, 0.222125, -0.0806963, -0.177015, -0.293845, -0.0810273, 0.312525, 0.0173415, 0.0854641, -0.0657604, 0.246809, 0.18022, 0.261195, -0.0449006, -0.0299894, 0.125036, -0.167513, -0.0828896, 0.294635, 0.147186, 0.172629, -0.16528, 0.082555, -0.130248, -0.139386, 0.355252, 0.17594, 0.178713, -0.121214, -0.0727996, -0.113729, -0.0205094, 0.405982, -0.060515, 0.0601772, 0.144893, -0.0382382, -0.103134, -0.107361, 0.142849, 0.245431, 0.238787, -0.0994103, 0.0760072, 0.14, 0.154757]) # parameters +i21 = Internal("op21", "TENSOR_FLOAT32", "{1, 7, 7, 256}") # intermediate result +i22 = Parameter("op22", "TENSOR_FLOAT32", "{256}", [1.08059, 0.613529, -0.951719, -0.861612, 0.867697, 0.776146, 0.886088, 0.0360881, -0.228725, 0.99308, 0.772503, 0.13115, 0.444418, 0.753733, 0.806567, 0.957842, -1.40967, -0.29546, -0.59267, 0.666514, -1.10016, -0.646609, 0.673707, 0.953951, 0.393974, 0.98207, -0.644093, 0.89083, -0.145055, -0.821302, 0.0106507, -1.09542, 0.705736, -0.0362283, -0.649667, -0.401635, -0.00998712, 0.739409, -0.187072, 0.690995, -0.175346, -0.465088, 0.753494, -1.065, 1.0958, -0.684324, -0.946476, 0.273813, 0.795813, 0.986562, -0.739017, -0.449237, 1.0614, 0.819235, 0.557115, 0.0782367, 0.00833844, 0.804665, 0.954324, 0.631661, 0.942427, -0.650992, -0.797254, -0.283754, 0.497299, -1.00708, 0.869227, -0.574946, -1.04143, 0.826134, 0.710585, 0.76314, 0.477792, 0.930909, -0.913406, -1.28013, 1.40116, -0.587567, 0.0107547, 0.895997, -0.702578, -0.681548, -1.42103, 0.439222, 0.629061, -0.661517, 0.650495, 1.01512, 0.304494, 0.471469, 0.70978, 0.520241, -1.12464, 0.789097, 0.486918, -0.564991, -1.16599, 0.908221, 0.900087, 0.804052, -0.912126, 1.16053, -0.964254, -1.47969, 0.75153, -1.10504, 0.643193, 0.654283, -0.774442, 0.859534, 1.08754, 0.894428, -0.349845, 0.717952, -0.818105, -0.685272, 0.719653, 0.221689, 0.580021, -0.868784, -0.765754, 0.335712, -1.05373, -0.736756, -1.34203, 0.840665, -0.783447, -0.76105, 0.736778, -0.714565, -0.757179, 0.502076, -0.429628, -0.815403, 0.305288, 0.511788, 0.639633, 0.833758, -0.881914, 0.670985, -0.759582, 0.477742, -1.97672, 0.0150744, 0.892992, -0.513419, -0.636598, -0.391863, 0.714185, -0.271203, 0.50773, -0.725078, -1.09182, -0.00830997, 0.800519, -0.790665, 0.011206, 0.648068, 0.314541, 0.833785, 0.743304, -0.729218, 0.69944, 0.716866, -0.0155263, 0.236963, -0.750609, -0.764535, -0.974223, 0.907331, 0.766474, -0.902966, 0.503484, -0.00109834, 0.83286, -0.568512, -0.30153, -0.555918, 0.772897, -0.910785, -0.0350145, -0.973868, 0.404545, -0.0615412, 0.00991651, -1.01877, 0.676516, -0.74005, -0.598321, -0.80478, -1.03634, -0.874505, 1.21163, 1.10213, -0.00699455, -0.072837, -0.449261, 0.976919, 0.0676252, 0.695134, -0.812793, 0.759372, 0.768298, -0.855527, 0.614652, -0.903347, -1.3134, 0.884192, 1.05967, 0.478357, -1.11453, -0.234713, -0.723932, 0.288597, 0.0341888, -0.4238, 0.0638279, 0.793826, -0.591246, 0.95119, 0.88514, -0.191094, -0.677312, -0.934787, 0.553466, 0.570809, 0.292745, -0.427575, -0.881358, -0.879608, 0.395251, 0.48285, -0.605223, 0.904051, -0.953032, -0.500631, -0.0687485, 0.0676696, 0.62603, 0.0224478, 0.419152, 0.835996, 0.0583883, -0.620254, -1.18509, -0.968522, -0.298168, 0.805448, -0.797511, 0.413079, 0.754239, -0.934051, 0.800133, 1.00281, -0.730008, 0.2403]) # parameters +i23 = Parameter("op23", "TENSOR_FLOAT32", "{1, 3, 3, 256}", [-0.28458, 0.0472449, 0.32551, 0.661396, -0.529311, -0.109768, -0.191594, -0.174226, -0.677528, -0.400651, -0.468258, 0.465917, -0.318087, -0.764231, -0.291188, -0.284253, 0.586599, -0.0226678, 0.390401, -0.471706, 0.438813, 0.453643, -0.36546, -0.301168, -0.271752, -0.334392, 0.482651, -0.289412, -0.793406, 0.300859, 0.224297, 0.203824, -0.288313, 0.350108, -0.368492, 0.803083, 0.379972, -0.337444, -0.283055, -0.345158, 0.388449, 0.82468, -0.0244637, 0.568288, -0.457818, -1.08335, 0.48652, 0.432265, -0.233837, -0.233288, 0.478888, -0.339039, -0.527783, -0.274578, 0.227933, -0.326306, 0.291881, -0.25079, -0.172483, -0.235968, -0.213382, 0.188088, -0.597735, 0.145517, -0.677593, 0.243537, -0.168354, 0.210169, 0.497489, -0.156191, -0.188713, -0.389135, 0.125653, -0.468001, 0.236705, 0.743493, -0.568997, 0.0730394, -0.415253, -0.275788, 0.211339, 0.13102, 0.742574, -0.939167, 0.00453726, 0.256094, -0.465423, -0.276601, 0.273844, -0.0529241, -0.154002, 0.065955, 0.502945, -0.144296, 0.308102, -0.445824, -0.199373, -0.360619, -0.266055, -0.374078, 0.347835, -0.551932, 0.385501, 0.402392, -0.233246, 0.674142, 0.0426675, -0.957917, 0.263741, -0.313646, -0.394376, -0.557937, 0.288833, -0.3077, 0.406252, 0.342111, -0.251185, -0.403173, 0.0751117, 0.118978, 0.431095, 0.0858463, 0.673327, 0.167784, 1.01841, -0.155637, 0.526669, 0.429405, -0.438051, 0.40704, 0.21189, -0.384288, 0.560401, -0.0269653, 0.239517, 0.357908, -0.107261, -0.294274, 0.309814, -0.315181, 0.388376, -0.261831, 0.614283, -0.304983, -0.229939, -0.236821, 0.0349122, 0.8521, -0.25575, 0.529979, -0.231175, 0.251326, 0.325649, 0.329067, -0.315128, 0.41153, 0.454485, 0.21335, 0.501762, -0.297765, -0.129734, 0.310647, -0.200211, -0.657485, 0.10809, -0.405919, -0.22658, 0.610314, 0.551553, -0.286746, -0.529356, 0.691515, -0.233684, 0.298975, -0.854537, -0.813706, 0.679447, -0.496609, -0.29352, 0.119398, -0.369995, 0.28706, -0.726949, 0.428352, 0.206034, 0.239836, -0.277531, 0.35422, -0.434068, 0.740928, 0.378439, 0.377754, -0.944411, -0.666439, 0.466947, 0.592947, 0.780001, -0.360031, -0.771556, 0.0891092, 0.201805, -0.341506, 0.084474, 0.444853, 0.143224, 0.50902, -0.08028, -0.192673, -0.62729, 0.00593949, -1.1024, -1.02446, 0.252455, 0.16224, -1.51712, -0.00369547, 0.0075995, 0.192303, -0.547526, -0.205436, -0.209118, -0.0254876, 0.287526, 0.423511, 0.0307847, -0.318243, -0.0436689, -0.366271, 0.283879, 0.547196, 0.14235, 0.228076, 0.0688717, -0.0120464, 0.656107, 0.525906, 0.485617, -0.463831, -0.297706, 0.32931, 0.212747, 0.0766123, 0.280379, -0.475746, 0.618455, 0.209996, 0.395897, -0.310497, 0.0888236, -0.446726, -0.405172, 0.075344, -0.201732, 0.00210309, 0.385812, 0.424705, -0.183616, 0.0771259, 0.153591, 0.259769, -0.115946, -0.0235543, -0.150271, 0.344592, 0.459448, -0.222459, -0.517041, -0.0945315, -0.384485, 0.16076, -0.332681, -0.196776, 0.0322294, 0.411114, 0.175539, -0.527312, 0.0564111, 0.277134, -0.341931, -0.514875, -0.342404, -0.0767196, 0.0884651, -0.230879, 0.345558, 0.0852015, 0.0562657, 0.257861, -0.369273, 0.377067, 0.241246, 0.257019, 0.343953, 0.0311605, 0.347905, -0.425566, 0.485304, 0.244659, 0.0619747, 0.109269, -0.38288, -0.244667, -0.0344031, -0.136566, -0.154542, -0.336944, 0.308047, 0.0538502, -0.404385, 0.0463656, 0.198913, 0.137075, 0.241449, -0.199885, -0.12434, 0.306686, -0.122854, 0.398624, 0.218665, -0.633676, -0.931847, 0.2059, -0.261068, 0.331143, 0.126376, -0.184037, -0.198129, -0.370324, -0.0560973, -0.32744, 0.559529, 0.0841585, -0.602346, -0.375545, 0.27432, -0.395894, -0.0159903, 0.509431, 0.297769, -0.765591, 0.159231, 0.139198, -0.536258, -0.398787, 0.149015, -0.0567586, -0.138725, -0.0111194, 0.140182, -0.30886, 0.203031, -0.0419858, 0.329565, -0.52822, -0.33655, -0.397831, 0.243507, 0.111685, 0.299017, 0.10769, -0.0312799, 0.109584, 0.120701, -0.12889, 0.349554, -0.157182, -0.093955, 0.119006, 0.105169, -0.0889017, 0.189185, 0.36128, -1.09355, -0.058658, -0.769913, 0.096028, 0.19114, 0.53226, 0.279309, 0.179189, 0.448786, -0.13838, 0.160635, 0.0633367, -0.275156, 0.378503, 0.0944601, -1.19245, -0.0320738, 0.241066, -0.132407, -0.524387, 0.106939, -0.251766, 0.11987, -0.409609, 0.222276, -0.0441906, -0.0494878, -0.0501241, -0.0844014, -0.28418, 0.225391, 0.113369, -0.154496, 0.186213, 0.14614, 0.401862, -0.0313085, 0.560078, -0.0407017, 0.122991, -1.05534, -0.495545, 0.420298, 0.0906709, -0.113776, 0.211673, 0.0413234, -0.0240217, -0.591792, -0.129843, -0.0503685, -0.0230143, 0.524557, -0.171754, -0.557895, -0.020142, -0.416382, 0.203279, -0.296933, 0.414196, -0.461552, 0.448204, -0.604003, 0.386268, -0.300078, 0.595266, -0.522842, 0.31545, -0.533617, 0.274282, 0.112026, 0.48007, 0.384362, 0.290018, 0.536309, 0.15782, -0.364838, 0.488889, 0.351907, 0.597652, 0.287762, -0.28167, 0.160969, -0.297121, 0.404882, -0.149116, 0.0386217, 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0.0163499, 0.0373466, -0.549442, 0.17553, -0.0221397, -0.24192, -0.916088, -0.304531, -0.581433, 0.0304764, 0.239215, -0.0925164, -0.466268, 0.378297, -0.131788, -0.0244173, -0.141029, -0.493859, 0.120541, -0.130281, 0.191682, 0.0499562, 0.0387449, 0.0573297, -0.222652, 0.0243462, -0.00673447, -0.125307, -0.0958154, 0.130999, 0.516754, -0.0796003, 0.200398, 0.114443, -0.00693852, -0.128189, -0.0793437, 0.135334, 0.294696, -0.852946, 0.0276752, 0.334047, -0.0192718, -0.157855, -0.258005, 0.0512356, -0.116596, 0.207956, 0.105078, 0.127174, 0.62152, 0.531852, -0.654424, -0.77393, -0.884332, -0.396202, 0.368097, 0.0321, 0.205717, 0.115985, 0.00618104, 0.0671344, -0.845518, 0.538342, 0.15833, -0.967178, -0.431731, -0.586238, 0.0832515, 0.179131, -0.245743, -0.0332011, -0.171913, 0.171773, -0.00721768, -0.059507, -0.0616651, -0.376146, -0.168347, 0.345351, -0.255941, -0.262391, 0.19388, 0.186394, 0.322809, 0.0325143, 0.424184, -0.35143, -0.222107, 0.150236, 0.492884, 0.0464353, -0.257465, 0.479298, 0.0364896, 0.176826, -0.252383, 0.41896, -0.0680623, 0.164341, -0.426261, -0.222705, 0.245079, 0.358465, -0.246757, -0.223973, 0.166328, 0.282368, 0.455028, 0.367856, -0.347886, -0.409378, -0.362854, 0.283562, 0.169756, -0.193617, 0.00312812, -0.495832, 0.352697, -0.183691, -0.551904, 0.107424, -0.583319, 0.256329, 0.107989, -0.0331182, -0.269719, -0.877305, 0.770568, 0.0217897, 0.191136, -0.171633, 0.253218, 0.404315, -0.788884, 0.0112146, 0.745102, -0.138125, -0.633483, 0.504864, 0.0741772, 0.00743548, -0.558327, 0.0308562, -0.0460712, 0.156505, 0.412151, 0.253912, -0.405737, -0.417017, 0.287808, -0.60025, -0.0854479, 0.060658, 0.251385, 0.191479, -0.17089, 0.184903, 0.144427, -0.323747, -0.253991, 0.692197, 0.180504, 0.718203, 0.339426, 0.0880803, 0.1821, -0.0226106, 0.239636, 0.297463, -0.329112, -0.252176, 0.129749, -0.689667, -0.0406387, -0.705156, 0.487122, 0.339248, -0.480679, -0.250687, -0.485937, 0.350601, -0.494732, -0.243734, -0.268831, -0.410827, 0.0092456, -0.180332, -0.231252, -0.117829, 0.683444, 0.239322, 0.246556, -0.131343, 0.491822, 0.123562, 0.192736, -0.340809, -0.644343, -0.290442, -0.0756787, -0.324289, 0.507526, 0.411936, -0.177079, 0.402165, -0.267137, 0.24193, 0.360351, -0.246662, -0.571923, -0.702905, 0.226792, -0.139328, 0.22413, -0.227143, -0.709298, 0.51886, -0.612136, 0.625465, 0.465218, 0.00702443, -0.426036, -0.411896, 0.0610381, 0.629113, -0.477653, -0.0435138, 0.14425, 0.974669, 0.116439, -0.242099, -0.453082, -0.592571, -0.606518, -0.0694814, 0.49124, 0.435993, 0.0573165, -0.0463377, -0.0815331, 0.171534, 0.523446, -0.45542, -0.224177, -0.237075, -0.0303856, -0.281409, 0.161822, 0.640442, -0.188442, 0.582021, 0.188833, -0.441974, 0.401265, -0.256714, 1.07948, 0.0952702, -0.205754, 0.38561, -0.0153532, -0.324404, -0.201656, -0.49744, -0.622206, -0.614933, 0.466828, -0.407296, -0.0402541, 0.226478, 1.38546, -0.195908, -0.377207, -0.465495, 0.64496, -0.696121, 0.368228, 0.487155, -0.675746, 0.369155, -0.135017, 0.201887, 0.196515, -0.211104, -0.528813, -0.573743, -0.658933, -0.210996, 0.374055, -0.342353, -0.112863, 0.436295, -0.537892, 0.773281, 0.319618, -0.607668, 0.125097, 0.452643, 0.3964, -0.45951, 0.0684969, 0.331722, 0.0313258, 0.232967, 0.433636, 0.0453946, 0.696013, 0.305709, -0.00556975, -1.04627, -0.182575, -0.312805, 0.289384, -0.209719, 0.498444, -0.0556132, 0.618527, -0.489828, -0.27455, 0.454784, 0.38062, -0.053773, -0.197319, -0.0958428, 0.0976471, 0.391348, 0.691822, -0.928015, -0.180371, 0.28998, 0.53853, -0.928278, 0.152375, -0.0323293, -0.235519, 0.242977, -0.253792, 0.0648444, 0.273537, -1.09638, 0.494502, 0.260978, -0.119055, -0.505667, -0.420982, 0.721884, 0.342437, -0.584703, -0.316703, 0.314904, 0.482382, 0.800729, -0.197054, 0.318495, 0.472762, 0.660303, -0.34121, 0.682947, 0.423539, 0.360519, -0.127974, 0.336235, 0.454418, 0.123031, -0.421285, 0.257301, -0.147292, -0.372451, -0.217667, -0.770868, 0.173788, -0.292246, 0.37707, -0.51294, 0.246741, -0.250596, -0.102101, 0.529798, -0.168518, 0.40385, 0.731781, -0.305084, -0.329997, -0.294573, 0.45172, 0.320347, 0.444778, -0.845154, 0.503533, 0.204295, -0.625158, -0.256043, 0.172196, -0.528596, -0.1252, -0.8008, -0.00855475, -0.116112, 0.484289, 0.114892, -0.387584, 0.476534, 0.357803, 0.321582, -0.794938, -0.401772, 0.636876, -0.310624, 0.42546, 0.680463, 0.216965, -0.74392, -0.922457, -0.699813, -0.129799, -0.16734, -0.859169, 0.328387, 0.688874, 0.669709, -0.228886, -0.469983, 0.728589, 0.27625, -0.0885543, 0.415512, -0.284111, -0.807751, 0.0895664, -0.474001]) # parameters +i24 = Internal("op24", "TENSOR_FLOAT32", "{1, 7, 7, 256}") # intermediate result +i25 = Parameter("op25", "TENSOR_FLOAT32", "{256}", [0.059552, -0.776265, 0.586331, -0.19955, -1.15878, -0.623411, 0.482733, 0.620705, -1.42987, 0.599004, 0.296987, 0.243854, -0.326452, -1.66933, 0.114657, -0.912619, -1.40799, 0.873297, -2.02128, 0.349338, 1.03578, -0.584717, 0.68394, 0.12814, 0.766933, -0.348055, 0.426793, -0.0519259, -0.31104, -0.70917, -1.98005, 0.466914, -1.22813, 0.922352, 0.803956, -0.758258, -0.0178442, 0.159704, -0.693864, 0.541313, -0.61248, 0.140332, -0.732719, -0.061292, -1.21815, -1.36358, 1.55065, -0.867879, -0.118565, -1.429, -0.24872, 0.756503, -0.276562, 1.01472, 0.613279, 0.252628, -0.154586, 0.213353, -0.259666, -0.0845054, 1.48898, -0.78227, 0.475328, -0.149806, -0.126194, -0.504444, -0.156527, -0.485018, -0.398986, -0.390188, 0.805819, 1.24142, 1.92392, -0.0204732, -0.34912, -0.821812, 0.714334, 1.01406, -0.827258, 1.56897, 0.435821, 0.00175438, -0.196037, -1.00622, -0.934045, -0.814433, -0.00923873, 0.67536, -0.183227, 0.118676, 1.29346, -0.292178, -0.172461, 0.696343, -0.603604, -0.135618, 0.911071, 0.863372, 1.14968, 0.495017, 0.525449, 0.94923, -0.203282, -1.86435, 0.334763, -0.803913, -0.151671, 0.61989, -0.661122, 0.621632, -0.835182, 0.0620014, 0.110495, 0.10499, 0.867545, -0.117217, -0.450633, 0.805698, 0.270723, 0.080994, -0.234987, -0.834794, 0.946942, -0.149305, -0.994457, 0.0162253, -0.229257, 0.749062, -0.160174, -0.192936, -0.562147, -0.481395, 0.0400992, 0.707402, 1.25304, 0.0850877, -0.387467, -0.719366, 0.425257, 0.663763, -0.312089, 0.084609, -0.127238, 0.0892191, 0.452648, -0.180974, 0.200651, -1.02692, 0.723075, -0.819408, 0.61707, 0.638342, -1.42357, 0.182241, -1.5596, -0.504548, 0.99742, 2.21562, -0.450749, 0.899844, -0.779047, -0.0130739, 0.932655, -0.301747, -0.302013, 1.12503, -1.0337, 0.157642, -0.390012, -0.439374, 0.319801, -0.420911, 0.207037, -0.415911, 0.133631, 0.65813, -0.103256, 1.28002, -0.722025, 0.198662, 0.668599, -0.573971, -0.503427, 0.327037, 0.382418, 0.452662, -0.326031, -0.109258, 0.634596, -0.626296, -0.882987, -0.975486, -0.198001, -0.736511, -0.401334, 0.675054, -0.0783199, 0.820609, -0.213448, -0.517507, 0.424629, 0.708728, 0.375385, -0.204245, 1.46808, 1.40466, -0.615909, -0.109114, 1.3006, -0.314086, -0.640962, 0.597668, -1.2886, -0.942914, -0.615433, -0.267436, -0.234165, 0.180395, -0.505358, 0.389795, -0.418978, 0.16119, 0.701265, 1.801, 0.797389, 1.04949, 0.470902, 0.794846, 1.20815, 0.639917, 0.1663, 0.715599, 0.227951, -1.18309, 0.619096, 0.799573, 0.666824, -0.205099, -0.0918158, 0.922449, -0.674654, 0.607058, -1.33098, 0.303168, -0.158435, 0.493879, 0.64636, 0.76502, 0.398199, -0.708121, 0.245043, -0.573639, 1.09403, 0.477721, -0.794756, 0.0482809]) # parameters +i26 = Parameter("op26", "TENSOR_FLOAT32", "{256, 1, 1, 256}", [0.00876338, 0.159478, 0.311471, -0.00469625, -0.242645, -0.283327, 0.117541, 0.154311, 0.016744, 0.0241657, 0.166488, 0.0644902, -0.0694389, 0.0201139, -0.0289717, -0.113529, -0.149222, -0.0559651, 0.0669082, -0.0953956, 0.115591, -0.0932612, 0.198847, 0.258349, 0.0286179, 0.0536193, -0.0161622, 0.0876863, 0.0223337, -0.0558078, -0.015007, 0.0117489, -0.123187, -0.00973389, -0.0112027, -0.0269762, 0.216264, 0.0934549, 0.0489395, -0.0667397, -0.048408, -0.201219, -0.051415, 0.217466, 0.00516112, -0.0248904, 0.0924763, -0.0488527, 0.02581, -0.0741177, 0.0257687, 0.0631479, -0.135362, -0.0443659, -0.112051, -0.00969363, 0.176092, -0.160745, 0.0324613, 0.143151, -0.281107, 0.119342, 0.0919042, 0.0855942, 0.0613969, 0.0313948, -0.0784912, 0.270995, -0.0791038, 0.0612157, 0.149409, 0.0454657, 0.206511, -0.0189417, 0.123541, -0.0517153, 0.0294248, 0.111004, 0.186126, -0.135645, -0.0811628, -0.0798263, 0.0706075, -0.175273, 0.173768, 0.14998, 0.138094, 0.0740594, 0.204021, 0.0880566, -0.139851, -0.177713, -0.0423176, 0.0368738, 0.0833688, -0.0332293, 0.266283, -0.12446, -0.272446, 0.0747981, -0.137697, 0.0238475, -0.0551994, -0.0104084, 0.134573, -0.0983598, 0.0826753, -0.0760464, -0.206143, 0.03409, 0.153575, -0.0931692, 0.128078, -0.204306, -0.0243301, 0.164837, -0.0402115, -0.167248, 0.0258381, -0.0858297, -0.0882213, -0.0250546, -0.0438364, -0.0132724, -0.0246596, 0.200127, 0.0307405, -0.169237, 0.0827933, -0.0836252, 0.0653367, 0.0873026, -0.0222144, 0.163728, -0.0919097, 0.0278681, 0.0965614, -0.188887, 0.231546, 0.135525, 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-0.0973642, -0.00944946, 0.0210427, -0.0883291, 0.0215373, 0.0569074, -0.0131094, -0.190012, -0.0206695]) # parameters +i27 = Internal("op27", "TENSOR_FLOAT32", "{1, 112, 112, 16}") # intermediate result +i28 = Parameter("op28", "TENSOR_FLOAT32", "{16}", [0.950459, 0.0296315, -0.0123494, 1.19466, 0.255425, -0.197264, 1.6053, 0.809934, 0.513879, 0.820272, 0.23914, -0.194486, -0.458706, 0.368204, -3.87869, -0.0187326]) # parameters +i29 = Parameter("op29", "TENSOR_FLOAT32", "{1, 3, 3, 16}", [1.23719, -0.67217, 1.08832, 0.484643, -1.00873, -0.653809, 0.661964, 1.06108, 0.184015, -0.878391, -2.61659, 1.83468, -1.24167, -0.334045, -1.42114, -1.4081, 0.743121, -1.58702, 1.60977, 0.541011, 1.03177, -0.777374, 0.170171, -0.410803, -2.08614, -0.253479, -2.48095, 0.450924, -1.17839, 1.02977, 0.632391, 0.683954, 1.24468, -1.03801, 0.808721, 0.503261, 1.52073, -0.299188, 0.0812176, -0.914902, -1.96872, -0.236636, -1.64942, -0.512883, -0.442176, -0.0897904, -1.55935, 2.44719, -0.321642, 0.045825, -0.0790507, -2.15146, -0.670395, 0.376227, 0.796031, 0.631427, -0.277739, 0.175722, 0.0270909, 0.811911, 0.761613, 0.639926, 3.61268, -1.81263, -0.688285, 0.315179, 0.18691, -1.5542, 1.12532, 0.312383, 0.0806777, -0.642157, 1.22573, 0.183517, -0.756625, -0.332537, 0.916962, 1.02378, 4.7186, -1.10432, -0.0695368, 0.18656, 0.428627, -1.33377, 3.06145, -0.561649, -0.496272, -1.75449, 1.9422, -0.33641, -0.0531178, -0.696678, -0.0305814, -1.75068, -1.7157, 1.20486, -0.779788, 0.937587, -0.774572, 1.5068, -1.08521, 1.30134, -0.970244, 0.509486, -0.322837, -0.513111, 2.5801, -0.221533, 1.53355, -0.0568376, 0.26331, 0.0692347, -0.911869, 0.874316, -1.37498, 0.116868, -0.563794, 1.08106, -0.737648, 1.09901, 0.941713, 0.319754, 3.2568, -0.13864, 0.882837, -0.194686, 2.77097, -0.19543, -0.54728, 0.935008, -1.22157, 0.670149, -1.28085, 0.137126, -0.665442, 0.262963, 0.34245, -0.106122, 2.05506, -0.604292, -0.217629, -0.123072, -3.16904, 0.02477]) # parameters +i30 = Internal("op30", "TENSOR_FLOAT32", "{1, 112, 112, 16}") # intermediate result +i31 = Parameter("op31", "TENSOR_FLOAT32", "{16}", [-0.517417, 0.0426414, -0.357654, 0.645831, -0.182669, -1.11405, 0.516978, 0.0161366, -0.438554, 1.18839, -1.07079, 0.0316377, 0.552099, 1.03371, 1.01932, 0.267632]) # parameters +i32 = Parameter("op32", "TENSOR_FLOAT32", "{16, 1, 1, 16}", [0.0442092, 0.100294, -0.165622, -0.0254995, -0.000117605, 0.108391, 0.103699, -0.0864047, 1.14539, -0.0113399, -0.0835518, -0.0363124, 0.0108043, -0.0282255, 0.00364833, -0.0477529, 0.136618, -0.24613, 0.137167, 0.000881128, 0.123369, 0.697108, 0.223616, 0.022898, -0.159309, -0.374391, 0.165748, 0.376668, -0.570377, -0.0785476, 0.560518, 0.186954, 0.8159, 0.0888002, 0.406594, 0.0370246, -0.127239, -0.517474, 0.0261465, 0.229986, 0.0585454, 0.166348, 0.304265, 0.120066, 0.354865, -0.224302, -0.735672, -0.0550739, 0.404087, 0.0294423, 0.0200603, 0.0209366, -0.000457059, -0.0117939, -0.30404, 0.00396221, -0.0269691, -0.0334725, -0.0343909, -0.0246526, -0.0922904, 0.0158384, 0.575937, 0.0346629, -0.101794, 0.254893, -0.00422475, -1.21483, 0.10141, -0.191787, 0.473363, 0.0594516, 0.141317, 0.0189096, 0.120227, 0.0256014, 0.0587697, 0.018237, 0.818418, -0.162319, 0.0492727, -0.277837, 0.0923082, -0.0693218, 1.13724, -0.436901, 0.134505, 0.165517, 0.216349, 0.521773, 0.133342, -0.538622, -0.00520006, -0.352552, 0.186707, -0.563571, 0.157166, -0.203963, 0.615195, -0.0157265, -0.184236, -0.127932, 0.1663, -0.280368, -0.659668, 0.118125, 0.440214, 0.0015294, 0.0927123, -0.197986, 0.0760051, 0.08768, 0.0432116, -0.7727, -0.39429, 0.121467, 0.290871, 1.06573, -0.0100696, -0.3215, -0.605128, -0.365822, 0.0282545, 0.0354838, 0.233038, -0.479717, 0.179297, 0.23784, -0.0593619, -0.0224619, 0.0558388, -0.026943, 0.080387, -0.0668255, 0.0346286, 0.0982081, -0.0113279, -0.0573998, 0.0346731, -0.276434, 0.029451, 0.978238, 0.046547, -0.0428502, -0.069273, -0.112573, 0.0353035, 0.0760213, -0.229825, 0.256784, -0.0865124, -0.117515, -0.0190794, 0.053253, -0.0527775, 0.0563685, -0.216214, -0.0908149, 0.0196348, -0.0147699, 0.000646807, 0.519219, 0.553983, -0.0162967, 0.180212, -0.158552, 0.103136, -0.0657329, 0.716499, 0.00303961, 0.383627, -0.0865072, 0.159668, -0.10951, 0.504002, -0.237362, -0.018895, 0.402239, -0.253648, -0.042068, 0.632025, 0.28811, 0.0143706, 0.365129, 0.110419, -0.292138, -0.40216, 0.0356688, -0.803869, -0.0731997, 0.0585228, 0.116289, -0.00771922, 0.14662, -0.151595, 0.0332509, 0.422503, -0.0735451, -0.022096, 0.419504, 0.0316678, -0.108478, -0.0858874, -0.117858, -0.0308824, -0.0150928, -0.135797, -0.00134129, -0.0363398, -0.133177, -0.329766, -0.0157401, -0.0585963, 0.418158, -0.0203871, -0.0345592, -0.869422, -0.0642393, -0.248801, 0.310259, -0.0907119, -0.428003, 0.0452463, 0.0290068, -0.40103, 0.130153, 0.180791, -0.0258097, -0.141686, -0.323571, -0.395809, -0.0476737, 0.27939, 0.161304, 0.238462, -0.0476686, 0.453612, 0.02649, 0.129983, 0.0522385, 0.0297746, 0.213469, 0.11375, 0.0878489, 0.199765, -0.0642271, -0.271912, 0.00243141, 0.835912, 0.104512, -0.0144645, 0.0659315, -0.0166996, -0.0624446, -0.627624, -0.104059]) # parameters +i33 = Internal("op33", "TENSOR_FLOAT32", "{1, 56, 56, 16}") # intermediate result +i34 = Parameter("op34", "TENSOR_FLOAT32", "{16}", [1.19974, -0.185076, 1.32092, 0.0976943, -0.187869, -0.601424, 0.109655, -0.824136, 1.76613, 1.92313, 0.0470319, 0.0441899, 1.04743, 1.48342, 1.92262, 0.417516]) # parameters +i35 = Parameter("op35", "TENSOR_FLOAT32", "{1, 3, 3, 16}", [-0.192145, 0.606418, -0.0568535, -0.174212, -0.220749, 0.294504, 0.250408, 0.0870216, -0.106517, -0.0128364, 0.190258, 0.458306, 0.936822, -0.362511, -0.0127489, -0.0133373, -0.232533, -0.442404, -0.128353, 0.140481, 0.354678, 0.165237, 0.0561957, 0.540504, -0.169096, -0.31736, 0.124375, 0.145857, -0.286506, -0.333099, -0.451718, -0.691901, -0.0416297, -0.195466, -0.0223783, 0.427847, -0.0137003, -0.172101, -0.0535766, 0.271151, -0.0675339, -0.429987, 0.108888, -0.110792, -0.921419, -0.121298, -0.258522, -0.52257, -0.344404, 0.519004, 0.167952, -0.327749, -0.400563, 0.765311, 0.285217, 0.367853, -0.200799, -0.290995, 0.27534, 0.530624, 0.955898, -0.176768, -0.445762, 0.444517, -0.357274, 0.324649, -0.107971, 0.150048, 0.494237, 0.30383, 0.324753, 0.567321, -0.301667, -0.296505, 0.264912, 0.250856, 0.279213, -0.466188, -0.337701, 0.291899, -0.064519, -0.745488, -0.305469, 0.61913, 0.0724054, -0.444646, -0.0926981, 0.161211, -0.146827, 0.00351782, 0.130313, -0.132444, -1.32228, -0.323326, -0.0250575, -0.701916, -0.207874, 0.0825065, -0.10657, -0.341674, -0.223069, 0.791148, 0.0434073, 0.322624, -0.0867508, -0.227108, 0.121276, 0.139853, 0.0622248, 0.00764603, -0.313398, 0.101314, -0.24079, 0.620351, -0.251547, 0.0892458, 0.370692, 0.201349, 0.233192, 0.221301, -0.164076, -0.111546, 0.0542954, 0.223996, 0.370248, -0.315324, -0.155129, 0.476494, -0.00596379, -0.131588, -0.276947, 0.468515, 0.00297447, -0.529512, 0.0695675, 0.0265823, -0.0858685, 0.310371, 0.0143207, -0.0321677, -0.515507, -0.335209, 0.171599, 0.021023]) # parameters +i36 = Internal("op36", "TENSOR_FLOAT32", "{1, 56, 56, 32}") # intermediate result +i37 = Parameter("op37", "TENSOR_FLOAT32", "{32}", [1.01203, 0.729789, 1.05009, 2.45074, -0.428937, -0.168061, 0.883948, -0.463319, 0.716813, 0.896726, -1.56615, -1.25198, -0.865042, 1.70229, 1.22468, 0.840712, 0.992703, 0.409845, 1.88565, 0.918815, 0.842341, -1.1515, -1.97437, 1.05457, 0.111851, 0.675341, 0.645972, -0.579008, -0.226735, 0.758494, -1.2271, 0.945416]) # parameters +i38 = Parameter("op38", "TENSOR_FLOAT32", "{32, 1, 1, 16}", [0.0270471, 0.00919901, -0.0193453, 0.0103695, -0.0430962, -0.0132642, 0.0137244, 0.00528576, 0.0410232, -0.0444378, 0.00887553, -0.0248847, -0.000360784, 0.00789876, 0.00872832, 0.00384528, 0.0841045, 0.049066, -0.0429076, -0.000282252, 0.0454269, 0.20789, -0.0372577, -0.130965, -0.0968065, 0.447734, 8.29139e-05, -0.0827644, 0.0259536, 0.067688, -0.0901188, -0.00476768, -0.812498, -0.0419137, -0.404739, -0.481643, -0.364882, 0.0809418, 0.61269, -0.0632456, -0.0305597, 0.334748, 0.4738, 0.316527, 0.132221, -0.574053, 0.0378586, 0.47517, 0.404207, 0.370556, -0.0152144, -0.0397815, -0.245993, -0.0494612, -0.302243, -0.132276, -1.62311, 0.112993, -0.0164078, -0.333526, 0.228636, 0.142801, 0.304721, -0.116069, 0.093896, 0.6867, -0.143538, -0.0901391, 0.43879, 0.0573514, -0.328247, -0.0460923, -0.0681418, 0.0378803, -0.0743326, 0.186537, 0.336441, 0.343403, 0.0384152, 0.180381, 0.230074, -0.403994, 0.0168588, -0.133206, 0.161728, 0.6601, -0.112798, -0.379202, -0.228558, 0.615611, -0.0327493, 0.594717, 0.318287, 0.0584771, 0.0113252, -0.144715, -0.301842, -0.0705235, 0.0115849, 0.131159, 0.670893, 0.168075, -0.0718182, 0.0903675, -0.353166, 0.161096, -0.0640814, 0.362689, 0.175512, -0.473472, 0.270516, -0.0792066, -0.0256601, -0.0171877, -0.120534, -0.113002, 0.357678, 0.161182, -0.0263743, -0.923133, 0.463269, 0.772355, 0.0742514, 0.00882856, 0.063145, 0.109518, -0.0389513, 0.0758492, -0.0484083, -0.14761, -0.122375, 0.0561956, -0.150992, -0.0506205, 0.522672, -0.075867, 0.156564, 0.120401, -0.370186, -0.450635, -0.100374, -0.0106076, -0.0834781, 0.0691193, -0.0671956, 0.11691, 0.0368327, 0.0432756, -0.205644, 0.0410307, -0.0199087, -0.427719, -0.293893, 0.468435, -0.0095345, -0.198647, -0.144639, 0.468013, -0.247251, 0.0817541, -0.216556, 0.138428, -0.134626, 0.798388, 1.2151, 0.0627166, 0.0323023, -0.468217, 0.213002, 0.482848, 0.0785823, -0.155659, 0.0957937, 0.175202, 0.53568, -0.0522815, 0.199507, 0.438776, 0.0555042, -0.186707, 0.738733, 0.198786, -0.379305, -0.21661, 0.276172, 0.111102, -0.187843, 0.00667934, 0.479794, 0.417874, -0.0321797, 0.113586, 0.149764, 0.344401, 0.0596981, -0.0722722, -0.144758, 0.216975, -0.273642, -0.05668, -0.174795, 0.315556, -0.0698253, -0.0174929, 1.22012, 0.298247, -0.0437427, 0.0571144, -0.0448819, -0.035783, 0.341813, -1.44398, -0.932115, 0.0554499, 0.139797, 0.0454919, 0.101146, -0.0365573, 0.0181533, -0.072497, 0.00469406, 0.114721, -0.0307393, -0.0595061, -0.107221, -0.0190126, -0.066591, 0.0274221, -0.220164, 0.04476, 0.0132432, -0.033681, -0.122918, 0.129631, 0.0465355, 0.00490838, -0.0404164, 0.085287, -0.19016, -0.00529878, 0.0815777, 0.214508, -0.0097201, -0.014709, 0.175969, -0.284429, -0.138555, 0.24701, -0.0639662, -0.627076, -0.192857, 0.721998, -0.226272, -0.287441, 0.163892, -0.434394, 0.134582, 0.346779, 0.139164, 0.0617441, 0.15026, 0.0976386, 0.0772374, -0.241325, -1.20489, 0.231982, -0.324956, -0.00869559, 0.629038, 0.00517482, -0.000377918, -0.0204305, 0.210397, 0.106963, -0.231252, -0.226723, -0.0227848, -0.049826, 1.16369, -0.050116, -0.271526, 0.328031, -0.205096, -0.363005, -0.214108, 0.225625, -0.539605, 0.0983158, -0.619605, -0.0497222, -0.251876, 0.0436864, -0.160641, 0.0571772, 0.272138, 0.0668712, -0.430683, -0.0100436, 0.295768, 0.298574, -0.106221, -0.260428, -0.177709, 0.0896013, 0.053705, 0.0500741, 0.131009, -0.181435, -0.416209, -0.257817, 0.266792, 0.113934, 0.289465, -0.150348, 0.156032, -0.194724, -0.663587, -0.254988, 0.0849075, -0.0868606, -0.444052, -0.223751, -0.276668, 0.0910332, -0.210636, 0.129256, 0.258805, 0.10269, -0.286526, -0.00178165, 0.563636, 0.429938, -0.0224727, 0.0574613, 0.05257, 0.0964023, -0.0647819, 0.00682808, 1.0809, -0.843355, -0.764512, 0.568327, -0.154132, 0.299537, 0.299945, 0.544647, 0.208732, 0.429021, 0.692963, -0.0132254, -0.315425, -0.0306844, 0.454138, 0.0640088, -0.0526967, -0.0886315, -0.353569, -0.0445053, 0.419271, 0.0554374, 1.36378, 0.0733646, -0.150825, -0.0180057, -0.497634, 0.0108371, -0.0605194, 0.196103, -0.413485, 0.104696, -0.150669, 0.125607, 0.66632, 0.105853, 0.603983, -0.0469635, -0.536611, 0.324353, 0.0555507, -0.0131337, -0.187258, -0.111389, -0.122898, 0.137639, 0.183434, -0.012268, 0.343272, -0.128094, 0.901428, -0.159127, 0.281001, 0.201204, -0.383114, -0.204803, -0.02333, 0.0352839, 0.118129, -0.282447, -0.0108675, -0.0391744, -0.229019, 0.0577521, 0.116441, 0.0644183, 0.427821, -0.704257, 0.524999, 0.186882, -0.127407, -0.35676, 0.0595068, 0.115227, 0.0461664, -0.142496, -0.00631152, -0.0108409, -0.481236, -0.0852718, -0.376636, 0.525184, -0.273659, 0.121326, 0.472309, -0.261966, 0.0891272, 0.0111846, 0.253588, -0.597467, 0.0274354, -0.116376, 0.18483, -0.381528, -1.08966, 0.220949, 0.0125376, -0.159113, -0.607749, -0.117129, 0.0208151, -0.0192488, 0.965594, 0.0103654, 0.122626, 0.27669, 0.308212, 0.41214, -0.17695, 0.457152, -0.186629, -0.811885, -0.450484, 0.326845, -0.313783, -0.0318016, -0.0703636, -0.348998, 0.401331, -0.0972392, -0.0138799, 0.941508, 0.183815, -0.368143, 0.348649, 0.34287, -0.329698, 0.971174, -0.38763, 0.270437, -0.177012, -0.503141, -0.464137, -0.166893, -0.128612, -0.233088, -0.447929, 0.283954, 0.091494, 0.468883, -0.17161, 0.414808, -0.156788, -0.0546122, 0.149743, 0.149753, 0.164002, 0.338386, 0.306504, -0.636032, 0.220797, 1.17419, 0.228991, 0.207466, 0.34877, -0.215867, -0.11421, 0.0348584, -0.292257, -0.929841, -0.0867478, 0.343753, -0.313036, 0.0911876, -0.065675, 0.277021, 0.174759, -0.0565729, 0.20129, -0.183456, 0.0117971, -0.288494, -0.102646, -0.242777]) # parameters +i39 = Internal("op39", "TENSOR_FLOAT32", "{1, 56, 56, 32}") # intermediate result +i40 = Parameter("op40", "TENSOR_FLOAT32", "{32}", [6.42744, 0.0321568, -0.000620484, 1.38238, 0.80865, -0.00817357, -0.0552231, 0.722048, -0.0648024, 0.00133108, -0.0215043, -0.0571425, 1.02867, 1.70436, -0.3152, 0.00116053, 0.952789, -0.00285661, 0.684438, -0.342237, 0.47185, -0.382995, -1.09887, 0.927754, -0.395105, 0.399458, 1.70644, 1.26431, -0.628364, -0.0923156, 0.128607, 0.136128]) # parameters +i41 = Parameter("op41", "TENSOR_FLOAT32", "{1, 3, 3, 32}", [-0.213624, 0.138209, 0.0335167, 0.0765658, -0.469466, -0.273326, -0.00221819, -0.295019, 0.0829199, -0.0548812, -0.490404, -0.00631009, 0.14766, -0.322987, -1.15481, 0.0922192, -0.518827, 0.0107877, -0.141691, -0.281104, -0.444652, -0.0437552, -0.282668, -0.0346714, -0.304982, 0.655019, 0.0312901, 0.236608, -0.0684982, -0.0444543, 0.948018, 0.33508, -1.01091, -0.96846, 0.358376, -0.314516, -0.607375, 0.582129, 1.09556, 0.493909, 1.29421, 1.0163, 0.364732, 0.341571, 0.0880636, -0.351738, -2.30092, -0.150112, -0.960678, 0.297181, -0.0706625, -0.19208, -0.0957771, 0.309638, 0.0750161, -0.780806, 0.511076, 0.773651, -0.396476, -0.540966, 0.0747744, 0.438967, 0.0576069, -0.240702, 0.965804, 0.444225, -0.236452, -0.0359711, -0.576393, 0.191653, 0.25384, 0.403406, 0.785365, 0.791804, -0.236619, -0.159129, -0.0397893, -0.0192526, 0.639548, -0.151068, -0.708892, 0.0186311, -0.169363, 0.641973, 0.835608, -0.0062986, -0.0722358, -0.280815, 0.528226, 0.234705, -0.0855388, 0.0502671, -0.0663052, -0.0660385, -1.09458, -0.30802, -0.352286, -0.541121, 0.0738992, -0.600995, -0.85345, -0.640068, 0.35932, -0.94734, -0.750374, 0.0843853, 0.533934, 0.342629, -0.285891, -0.362343, 2.27695, -0.178586, -0.146698, 0.051864, -1.63582, -0.498046, 0.439183, 0.25438, 0.860595, 0.605293, -0.487595, 0.693431, 0.0504463, 0.0676578, 0.491436, 0.00781199, 0.970881, 1.24158, 0.522268, -1.66232, 0.596904, -0.771637, -0.314527, -0.0736619, 0.477234, -0.26977, -1.32936, 0.571956, 0.401798, 0.163323, -0.48078, -0.199079, 3.68406, 0.0363556, -0.0116286, 0.683029, -0.411191, -0.223925, -2.16462, 0.863175, -0.0633758, -0.104411, 0.697775, -0.0682223, -0.170274, -0.798971, 0.543116, -0.577803, -0.264083, -1.29701, 1.3298, 2.19506, 0.129616, -0.0882273, 0.387708, 0.835795, -0.44719, 0.727769, -0.154647, -1.36135, -0.1804, -0.972617, -0.102816, 0.0446513, 0.00496158, 0.254847, -0.289563, -0.1219, 0.715903, 1.20232, 0.50676, -0.160549, 0.0658346, -0.500259, -0.18733, -0.553927, -0.327592, -0.0115506, -0.0648266, 1.02016, -0.445415, 0.147632, -2.72305, -1.02403, 0.091488, 0.389223, -0.340593, 0.0441604, -0.0813384, -1.26204, 0.451759, 0.109403, 0.163282, -0.108921, -0.513226, 0.00951998, -0.962222, -0.0764701, 0.417888, -0.0341903, -0.215405, -0.135682, 0.448615, -0.0672329, 0.319827, 0.36181, -0.0126959, 0.120521, -0.410612, -0.41408, 0.0858084, -0.0372158, 0.354041, 0.407449, -3.48641, 0.715232, -0.0997449, -0.011738, 0.39694, -0.472036, -0.731723, 0.364184, -0.032735, -0.651235, 0.316316, 0.617327, -0.563622, -0.31476, -1.77474, 0.888013, 0.460156, 0.208053, 0.928476, -0.262615, -0.0164628, -0.125161, 1.41364, 0.104717, -0.105201, -0.949609, -0.225559, -0.34806, 0.382115, -0.0615256, -0.466405, -0.549317, -0.837217, 0.954736, -0.138345, -0.148199, 0.526336, 0.0140706, -0.162999, 0.511944, -0.274986, -0.340369, -0.046259, 0.346976, -0.0313568, 0.228732, -0.0489806, 0.223879, 0.562803, 0.0103503, 0.0799935, 0.558369, -0.171246, 0.171886, 0.166322, 0.238082, 0.673778, -0.77636, -0.163403, -0.0436278, 0.141954, -0.0472412, -0.204982, -0.0389803]) # parameters +i42 = Internal("op42", "TENSOR_FLOAT32", "{1, 56, 56, 32}") # intermediate result +i43 = Parameter("op43", "TENSOR_FLOAT32", "{32}", [0.3436, -1.04269, 0.225925, -0.537982, 1.08172, -0.204524, 0.172497, 0.674492, 0.456061, 0.668595, -0.481863, -0.133324, 1.32533, 0.993317, 0.748185, -0.195914, -0.0134926, 0.688711, 0.511972, 0.636836, 0.279939, 0.321013, 0.876996, -0.260606, -0.451471, 0.190377, 0.252418, -0.148638, -0.0716072, -0.423855, -0.435216, 0.208755]) # parameters +i44 = Parameter("op44", "TENSOR_FLOAT32", "{32, 1, 1, 32}", [-0.997767, -0.138253, 0.257102, 0.198314, -0.288036, 0.000366378, 0.179375, 0.0428916, 0.37398, 0.200809, 0.0708428, -0.0552363, 0.2561, 0.0673435, 0.214471, -0.273985, -0.0436041, -0.280273, -0.178842, -0.125207, -0.0355889, 0.115009, 0.378167, -0.322478, -0.228919, -0.304841, 0.0869207, 0.00978466, 0.208113, 0.0447535, 0.0834528, -0.00224961, 0.943316, 0.0268451, -0.0400112, 0.269991, 0.128187, 0.0418591, -0.183381, 0.0012768, 0.0109702, -0.111818, -0.111524, -0.184526, -0.0207905, 0.370109, -0.0994838, -0.145518, -0.157454, 0.0129944, 0.108774, -0.0487951, -0.0819522, 0.0119885, 0.0174093, 0.28421, 0.646448, -0.075307, 0.0465415, 0.0487265, 0.0308747, -0.069307, -0.053984, -0.0313228, -0.509124, -0.064913, -0.112027, 0.208081, -0.135588, 0.159906, -0.178343, -0.0181903, 0.0335903, -0.150214, 0.303698, 0.427552, -0.435008, -0.224716, -0.19117, 0.210815, 0.065515, 0.421522, -0.221878, 0.0720313, 0.0249512, -0.0440652, 0.154486, 0.431391, 0.12956, -0.0195364, -0.0706577, -0.0933352, 0.0266882, -0.0467516, 0.0801773, -0.0014517, -0.625292, 0.712272, -0.24107, -0.305843, 0.0221034, -0.0928243, 0.154919, 0.376946, -0.126919, 0.720612, -0.188993, -0.186095, 0.00157104, 0.188757, 0.353384, -0.132509, -0.0108723, 0.387704, 0.325389, -0.00314436, -0.345477, 0.0887929, 0.169411, -0.109333, -0.265296, 0.0980931, 0.359309, 0.112137, 0.0153721, -0.257252, 0.0359218, 0.118771, -0.349838, -0.374118, -0.146685, 0.33613, -0.0721935, 0.193789, 0.0234959, -0.290478, 0.0641786, -0.218367, -0.270102, 0.67599, -0.35043, -0.0972091, -0.13407, -0.388246, 0.113249, 0.318534, -0.305088, 0.181331, 0.188322, -0.0540989, -0.0382463, -0.239647, 0.221239, -0.0593219, -0.260486, -0.0336027, -0.0638945, 0.116237, 0.081521, 0.0775405, 0.0944801, 0.25328, -0.122297, 0.174045, -0.0975344, 0.519531, -0.212778, -0.100065, 0.148534, 0.0672612, -0.133572, -0.386566, 0.0184244, 0.0280795, -0.00774415, -0.0917038, -0.175086, -0.0250174, -0.0220053, 0.436752, 0.23059, -0.0251884, -0.0659973, 0.11087, -0.237208, -0.0143132, -0.0319925, 0.128432, 0.0775522, 0.413272, 0.140292, 0.164603, -0.0943179, -0.0874061, -0.177495, -0.215465, -0.0133038, 0.0372306, 0.182874, 0.0699622, -0.000538117, -0.152859, -0.311634, -0.0369478, 0.124725, 0.441365, -0.510488, -0.189748, 0.0994777, -0.2157, 0.181628, 0.21132, 0.135765, -0.166289, 0.215432, 0.0929203, -0.132281, 0.152942, -0.131918, 0.225004, 0.00740338, 0.120945, -0.0372018, 0.185297, -0.16029, 0.206478, -0.0228813, -0.0176945, 0.19456, -0.123947, -0.0668895, -0.0301439, -0.0431636, 0.189757, -0.327636, -0.14281, -0.00723636, -0.26997, 0.267678, 0.19167, 0.0930639, 0.221847, -0.0387626, -0.00102514, 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-0.0198872, -0.0900668, -0.101453, -0.137428, 0.129322, 0.17863, -0.247587, -0.118253, -0.112031, 0.175801, -0.134212, -0.318574, -0.224928, 0.077698, 0.0958551, -0.0497655, 0.138903, 0.0930927, -0.0231865, -0.0319309, 0.0748791, -0.0068748, 0.215623, 0.0509231, -0.170587, -0.0273425, -0.113463, 0.221946, -0.234851, -0.129824, 0.0869991, 0.3187, -0.183724, -0.0374509, -0.143004, 0.0116296, 0.27605, 0.533397, -0.356008, -0.258424, 0.411369, 0.0760917, -0.319263, 0.193123, -0.0324642, 0.249571, -0.0725184, -0.199219, -0.421124, -0.273295, -0.0909357, -0.15422, 0.144798, -0.0767782, -0.178438, 0.0840012, -0.138935, 0.26065, -0.0501507, 0.114025, -0.245332, 0.183401, -0.109097, 0.0802959, 0.22644, 0.0158754, 0.079201, 0.168063, -0.0962881, -0.177862, -0.00585562, 0.122612, 0.0474541, -0.115574, -0.13249, 0.0516973, 0.0379483, 0.205485, 0.0571525, 0.138432, 0.167085, 0.149931, -0.30555, -0.154863, 0.273669, -0.269363, -0.277303, -0.117719, -0.130056, 0.16254, 0.0178595, 0.0099221, -0.0821058, -0.832783, -0.247802, 0.000437512, -0.0718738, 0.105544, -0.0859228, -0.0781981, -0.0152479, 0.0577682, 0.0432432, 0.0893925, -0.0169638, 0.0401341, -0.137957, 0.0371843, 0.00780299, 0.135383, -0.0905592, 0.248079, 0.043501, -0.20674, -0.120261, -0.170613, -0.073779, -0.0261543, -0.0111784, -0.108507, 0.106975, 0.0158704, -0.0650415, 0.0471562, 0.108786, -0.0010104, -0.0342219, 0.293312, 0.22832, 0.277243, 0.294822, 0.0161702, -0.0171233, -0.234202, -0.0539014, 0.108611, -0.236384, 0.140614, 0.0165573, 0.0789557, -0.0727585, 0.77537, -0.185072, 0.00318486, -0.210554, 0.172684, 0.0692409, -0.161854, -0.0680684, -0.0440112, 0.392964, 0.213336, -0.0669562, -0.0180805, -0.284579, -0.229557, -0.0504555, -0.0627434, -0.0186419, -0.239511, 0.392045, -0.194569, 0.0204815, 0.185961, -0.148468, -0.249575, 0.303668, 0.108663, -0.149364, 0.084945, -0.339009, -0.391481, -0.139502, 0.174247, 0.0906451, 0.234767, 0.0705702, -0.256438, -0.290319, 0.027072, -0.150724, 0.174573, -0.0824633, 0.538801, -0.0963668, 0.321383, 0.316815, -0.0753205, 0.286798, 0.340526, 0.333932, -0.0500382, -0.0795599, 0.0308395, -0.092027, -0.0163176, 0.0254774, 0.300869, 0.182059, -0.0667341, -0.0822605, 0.1041, 0.32807, 0.0277766, -0.0633457, 0.00799717, 0.190551, -0.0428556, 0.0791671, -0.0787359, 0.105112, -0.141626, -0.129662, -0.0928458, 0.0939267, 0.319918, 0.00197538, -0.0705373, 0.00349081, -0.0381092, 0.106843, -0.115107, 0.14461, -0.0941022, 0.104072, 0.0441417, -0.101069, -0.036769, 0.0614558, -0.0730298, 0.0384882, 0.0669455, -0.0696751, 0.517891, 0.0550475, 0.0723489, 0.247997, 0.0756446, -0.286603, -0.129575, 0.173436, 0.105001, -0.00469504, -0.0901384, -0.253675, 0.20491, -0.0585889, 0.295482, 0.170905, -0.281103, 0.145994, 0.0866278, 0.0307803, -0.0569594, 0.0426422, 0.360389, 0.55195, 0.09593, 0.397124, 0.191536, -0.211722, 0.234034, -0.0784443, -0.378966, -0.190407, -0.00750651, -0.66388, 0.565919, -0.0253019, -0.421638, -0.0402029, 0.0754944, -0.206012, 0.183688, 0.337428, 0.0737486, 0.0190236, -0.232534, -0.195353, 0.125169, 0.0331415, -0.356153, 0.0242174, -0.021123, -0.142455, 0.326315, 0.0163432, -0.0150546, 0.051416, -0.283135, -0.0462949, 0.0929148, 0.0121951, 0.132771, -0.013616, 0.164926, 0.253921, -0.139483, -0.118191, 0.00735195, -0.0405987, -0.184553, 0.324665, 0.303452, -0.458574, 0.250838, -0.27917, -0.130921, 0.0916452, 0.185078, 0.24469, -0.301072, -0.370228, 0.178628, 0.145236, 0.183097, 0.150434, 0.086305, 0.0389938, 0.875306, -0.00167366, 0.045869, -0.237671, 0.0890955, 0.0192966, 0.124476, 0.0126363, 0.0490718, 0.0615049, 0.105296, -0.108085, -0.313966, 0.426299, 0.124506, -0.0795267, 0.174412, 0.272431, 0.124504, 0.0739427, -0.0700362, 0.111758, 0.00671678, -0.107815, -0.0662027, -0.0918283, -0.102847, -0.0980065, -0.0483559, -0.120665, 0.0151454, 0.00351556, -0.488797, 0.0444841, -0.253477, -0.28651, 0.00837357, 0.0809181, -0.0199791, -0.0799819, 0.0997407, 0.235679, 0.97399, -0.167017, -0.122257, 0.597685, 0.0827836, 0.119421, 0.243396, -0.0572792, -0.0470654, 0.120889, -0.0969786, -0.0506503, 4.19253e-05, -0.0744475, 0.135971, -0.0525192, 0.056829, -0.148527, 0.191463, 0.116223, -0.0730916, 0.0129901, 0.350111, 0.135758, 0.152902, 0.485041, 0.0448233, -0.111131, -0.233994, -0.410416, 0.243623, 0.138663, -0.00277319, 0.227577, 0.0683518, -0.210476, 0.226312, 0.21227, -0.0362238, 0.206224, -0.0785877, -0.20799, -0.0422812, 0.225806, -0.347121, -0.154161, -0.15515, 0.109949, 0.386982, -0.399289, -0.374705, -0.193131, 0.123094, -0.198874]) # parameters +i45 = Internal("op45", "TENSOR_FLOAT32", "{1, 28, 28, 32}") # intermediate result +i46 = Parameter("op46", "TENSOR_FLOAT32", "{32}", [0.0353964, -0.498098, -0.0637909, 1.46605, 0.0985285, 1.55767, 1.67486, 2.08488, 1.24002, 1.53329, -0.0350761, 0.185034, 3.21054, 0.0545383, 0.137788, 1.5124, -0.0263243, 1.91751, 1.16072, 1.34599, 0.0323791, -0.516612, 3.40556, -0.203818, 0.916529, 1.36208, 1.47077, 1.58338, 0.0124303, 0.116432, -0.00318241, -0.000725091]) # parameters +i47 = Parameter("op47", "TENSOR_FLOAT32", "{1, 3, 3, 32}", [0.156179, 0.740114, 0.146084, -0.180304, 0.135386, -0.112967, -0.159752, -0.0912054, -0.16292, -0.170387, 0.184984, 0.534837, -0.222242, 0.0663174, 0.322167, -0.246094, 0.225455, 0.0679039, -0.139034, 0.0039652, 0.096747, 0.0668452, -0.101501, 0.184103, -0.189683, -0.181256, -0.226854, -0.115267, 0.117309, 0.212836, 0.0102671, -0.00837151, 0.205307, -0.118807, 0.473089, -0.27765, 0.0257295, -0.295094, -0.306755, -0.196187, -0.151386, -0.190512, 0.279854, 0.368561, -0.512608, 0.123368, 0.785377, -0.338917, 0.246306, -0.39264, -0.164611, -0.108249, 0.0665555, 0.271457, -0.442514, 0.309919, -0.24764, -0.256974, -0.244039, -0.130222, 0.144196, 0.288034, 0.16275, -0.0276356, 0.0973298, 0.172178, 0.361618, -0.159499, -0.147958, -0.236342, -0.197888, -0.139265, -0.0194431, -0.0795726, 0.154615, -0.0446899, -0.209686, 0.102243, 0.751226, -0.128102, 0.17202, -0.496175, -0.0630421, -0.141689, -0.0395602, 0.209026, -0.399518, 0.229802, -0.11026, -0.0416616, -0.0478338, -0.0866013, 0.0788821, 0.145776, 0.163885, -0.00528089, 0.322996, 0.674345, -0.250062, -0.266435, 0.300283, -0.245216, -0.171486, -0.218911, -0.278993, -0.238749, 0.188046, 0.398108, -0.367571, 0.161006, -0.251809, -0.283983, 0.308162, -0.147899, -0.256196, -0.028727, 0.148012, 0.237726, -0.543712, 0.184632, -0.229882, -0.0937904, -0.23355, -0.230001, 0.159108, 0.186345, 0.195609, 0.129094, 0.489674, -0.0359821, 0.287801, -0.349692, 0.310358, -0.550261, -0.432363, -0.390494, -0.310232, -0.378422, 0.330258, 0.210456, -0.7278, 0.343291, -0.112808, -0.449118, 0.422889, -0.56646, -0.363238, -0.285837, 0.386119, 0.402224, -0.728247, 0.29205, -0.396501, -0.402005, -0.351576, -0.278841, 0.310083, 0.328826, 0.322681, 0.242448, 0.230535, -0.205397, 0.441373, -0.201717, 0.0573488, -0.362298, -0.335419, -0.231367, -0.0660249, -0.192796, 0.201418, -0.0941352, -0.462079, 0.230986, 0.0567214, -0.278781, 0.272637, -0.405269, -0.192166, -0.325699, 0.228205, 0.318716, -0.363493, 0.188267, -0.245576, -0.301783, -0.107653, -0.160302, 0.208713, 0.167456, 0.19856, 0.195301, 0.167139, 0.639249, -0.396651, -0.173979, 0.170304, -0.206958, -0.0727969, -0.147468, -0.12681, -0.162747, -0.00979657, -0.0850251, -0.12852, 0.13592, -0.436702, -0.143019, 0.110177, -0.261806, -0.2219, -0.0652627, 0.0486492, 0.267457, -0.252875, 0.0509038, -0.162644, 0.0361367, -0.100097, -0.111549, 0.0648925, -0.0166337, 0.217277, 0.200447, 0.341306, -0.348518, -0.0825517, -0.17013, 0.328561, -0.346055, -0.274162, -0.227547, -0.221071, -0.312126, 0.0529024, -0.446766, -0.346986, 0.294348, -0.709363, -0.258129, 0.174978, -0.334403, -0.354706, -0.246383, 0.300609, 0.287097, -0.326242, -0.0250746, -0.290678, -0.221031, -0.200902, -0.185348, 0.197853, 0.0334783, 0.239879, 0.349207, 0.202404, -0.169038, 0.219634, -0.0465216, 0.240188, -0.12988, -0.230147, -0.162086, -0.0892766, -0.219808, 0.0623033, -0.560078, -0.357664, 0.18296, -0.540818, -0.205105, 0.0497816, -0.0818515, -0.224175, -0.22876, 0.27044, 0.203257, -0.0265541, -0.0891287, -0.109839, -0.326671, -0.0904553, -0.116456, 0.158232, 0.00285579, 0.0707352, 0.215775]) # parameters +i48 = Internal("op48", "TENSOR_FLOAT32", "{1, 28, 28, 64}") # intermediate result +i49 = Parameter("op49", "TENSOR_FLOAT32", "{64}", [0.473197, -1.08994, 0.157816, 0.475708, 1.16729, 1.19871, 0.434978, 0.260128, 0.362141, 0.81847, 0.155825, 1.22273, -0.382775, 0.24913, 0.492578, -0.541874, 2.08853, 2.6003, -0.14665, 1.43908, -0.740456, -0.0744309, -0.208456, 0.235227, 1.44235, 1.09803, -0.430158, 0.810813, 0.336378, 0.0121858, 0.65212, 0.865938, 0.137012, 0.389252, -0.54846, -0.951355, 1.09939, 0.120903, 0.0200256, 0.277682, -0.0387516, 0.193967, 0.248117, 1.22538, 0.930871, -0.169939, -0.747988, 0.66065, -0.23336, 1.11278, 1.44047, -1.61965, 0.535887, 2.11026, 0.840902, 0.677272, 1.36815, 0.758101, -0.292219, 0.202975, -2.03518, 1.01007, 0.902706, -0.218632]) # parameters +i50 = Parameter("op50", "TENSOR_FLOAT32", "{64, 1, 1, 32}", [0.0613606, -0.553296, 0.195442, 0.267107, 0.555671, -0.10669, -0.145497, 0.0230295, 0.0348993, -0.179045, 0.0174281, -0.010889, -0.0904074, -0.0220914, 0.0483935, -0.0840004, 0.0468793, -0.0856841, -0.00308835, -0.301048, -0.188984, -0.135143, 0.249993, -0.0918953, 0.0902932, 0.0467749, -0.00621833, -0.0903459, 0.186926, -0.00039472, -0.0259989, 0.0783119, -0.042534, 0.215926, 0.0965445, 0.12098, -0.0839443, -0.0667839, 0.163285, 0.0395507, 0.162628, 0.0585461, 0.0800772, 0.212197, 0.12528, -0.223154, 0.107762, 0.145602, 0.456506, 0.0179339, 0.250854, -0.0810258, 0.286478, -0.222802, 0.233478, -0.151214, 0.106238, -0.0293863, 0.158757, -0.106969, 0.0623353, 0.0613231, -0.195503, -0.063429, -0.437771, -0.000534805, 0.162869, 0.168638, -0.052143, 0.176157, 0.213678, -0.247235, -0.0893308, 0.152861, 0.000336537, 0.339348, 0.225011, 0.0203482, -0.160058, 0.488881, -0.20454, 0.166462, 0.00362215, 0.231823, 0.029677, 0.108874, 0.108483, -0.373634, -0.0598272, 0.014483, 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0.320503, -0.556148, 0.536547, -0.0820048, 0.14663, 0.397948, 0.0787573, -0.748766, -0.129899, -0.474231, 0.123753, 0.27761, 0.0410578, -0.543769, 0.339079, 0.0367555, -0.2571, -0.0964757, -0.0154511, 0.00377123, -0.113003, 0.0291767, -0.257889, 0.124925, 0.0266814, 0.114631, 0.256503, -0.0293197, 0.0422625, -0.00998103, 0.0881326, 0.104533, -0.125819, -0.243805, -0.0148122, 0.51277, -0.197339, 0.257117, 0.144041, 0.245811, -0.160956, 0.305854, 0.0214668, 0.308474]) # parameters +i51 = Internal("op51", "TENSOR_FLOAT32", "{1, 28, 28, 64}") # intermediate result +i52 = Parameter("op52", "TENSOR_FLOAT32", "{64}", [2.09374, -0.224081, -0.26393, -0.213004, 0.148951, 1.95099, 0.00966659, 0.00670771, 0.751565, 0.15019, -0.259461, -0.210099, 0.114971, 0.522198, 0.00564572, 0.242789, 1.04283, 0.983166, -0.110847, -0.112012, -0.707376, 0.0605569, 0.967749, 1.54696, 2.39179, -0.0660475, -1.02395, 0.663784, 0.0684345, 0.835432, -0.0555699, -0.595563, 1.63423, -0.275387, -0.57632, -0.448239, 1.57884, -0.854438, -0.00365815, 0.157436, -0.458565, 0.175284, -0.240444, -0.955042, -0.158954, 0.0995562, 1.09967, -0.109549, 1.181, -0.130396, -0.246582, -0.121111, -0.0830782, -0.801972, -0.0843711, -0.0243731, -0.21979, 0.114646, -0.358143, 0.00306739, -0.00465024, 1.03416, -0.229731, 1.37862]) # parameters +i53 = Parameter("op53", "TENSOR_FLOAT32", "{1, 3, 3, 64}", [-0.12698, -0.238352, 0.244215, -0.458646, 1.27555, -0.421724, 0.0884984, -0.250955, -0.158853, -0.176467, -0.0758706, -1.31031, -0.776091, -0.753093, -0.0744585, 0.458402, -0.386373, -0.379819, -0.205575, -0.434537, -0.528748, 0.667563, 0.197939, -0.00334295, -0.674948, 0.0583558, 0.349504, 0.0669012, -0.62573, 0.0202494, -0.851811, 0.0796548, -0.349216, 0.336193, 0.242802, 0.410446, 0.127221, 0.337145, -0.671162, 0.550955, -0.047319, 0.60033, 0.342804, 0.128321, -0.329242, -0.581331, -0.757822, 0.260636, 0.183208, 0.0755782, -0.0630638, -0.328286, 0.71131, -0.747697, -0.114446, 0.878907, -0.362007, 0.567657, 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0.225883, -1.0656, 0.730367, -0.108003, 0.475861, 0.427236, -0.0965219, 0.131015, -0.93574, -0.0239511, -0.571369, 0.214945, 0.668269, -0.264419, 0.574199, 0.209625, 1.06012, 0.479062, -0.550203, 0.786737, -0.917411, -0.802023, 1.57227, 0.643995, -0.626247, 1.3826, -0.643308, -0.296662, -0.631958, 0.125903, -0.561165, -0.354695, -0.645927, 0.529553, 0.714097, -0.208208, -0.307469, -0.0649088, -0.672144, 0.0743959, -0.580105, 1.32175, -0.34053, 0.213644, 0.960989, -0.369211, -0.700574, 0.542504, -0.0307876, -0.52194, -1.04995, 0.166939, -0.644977, 0.373263, -0.293433, -0.259692, 0.662439, -0.339301, 1.1388, -0.0593778, -0.706105, -0.789209, 0.808238, 0.749022, 1.10028, -1.14159, -0.0990618, 1.79632, -0.906117, -0.0451775, -0.855292, -0.272456, -0.144439, 0.49774, -0.336441, 0.198619, -0.990211, -0.152451, 0.780138, -0.237703, 0.203953, -0.109738, -0.0133946, -0.343127, 0.644481, 0.0697042, 0.0927609, 0.102066, 0.488014, 0.18753, 0.160318, -0.214566, -0.428027, 0.085759, -0.0918024, 1.19273, -0.210594, 0.283777, -0.176787, -0.253484, 0.0706566, 0.0444775, -0.0274145, 0.572465, -0.245561, 0.108852, 0.262295, 0.43359, -0.312667, -0.0226221, -0.197633, 0.383403, -0.0244389, -0.208731, 0.202447, 0.0624711, -0.616221, -0.140103, -0.249181, -0.389501, -0.614766, -0.362506, 0.2265, -0.330135, -1.07509, 0.146874, -0.145657, -0.0291293, -0.642817, -0.246684, -0.630452, 0.0672653, 0.269267, -0.940307, -0.158987, -0.305785, 0.0163865, 0.376522, -0.472504, -0.561235, -0.436323]) # parameters +i54 = Internal("op54", "TENSOR_FLOAT32", "{1, 28, 28, 64}") # intermediate result +i55 = Parameter("op55", "TENSOR_FLOAT32", "{64}", [1.07345, -0.394695, -0.0742894, -0.383227, 0.324794, 0.418869, 0.934568, -1.90608, 0.209722, -0.224193, -0.195225, -0.0252866, 0.404565, 0.300348, 0.357196, 0.0298129, 0.337042, 0.475936, -0.631903, 0.0679197, 0.65726, 0.140373, 0.508893, 0.775208, 0.445816, -1.23974, 0.0313992, 0.169123, 0.112667, -0.581175, -0.376066, 0.885236, 0.215963, 0.438986, -0.157146, 0.0287784, -0.757865, 0.0841731, 1.03121, -0.271182, 0.589192, 0.976112, 0.145576, 0.092291, 1.06837, 0.119318, 0.147453, -0.525313, 0.302458, 0.984562, 0.142083, -0.513634, -0.498019, 1.29289, -0.676165, -0.777563, 0.0133348, -1.3991, 0.416201, 1.29946, 0.735901, -0.407577, 0.0395284, -0.244576]) # parameters +i56 = Parameter("op56", "TENSOR_FLOAT32", "{64, 1, 1, 64}", [0.113075, -0.0541261, -0.00254935, 0.0902875, -0.32416, -0.010111, -0.221566, -0.0446467, 0.025913, 0.0487722, -0.180431, -0.0793264, 0.129554, -0.0131898, -0.246616, 0.0261182, 0.195068, 0.0110834, -0.268252, -0.0556206, 0.152303, -0.159758, 0.00937392, 0.0980935, 0.325152, -0.115004, -0.350504, 0.0197425, -0.11301, -0.0753603, -0.175782, -0.134789, 0.00631809, -0.0891922, -0.239375, 0.160609, -0.0435589, -0.0562327, -0.350046, -0.0121122, -0.140865, 0.0352316, -0.0174294, 0.110653, -0.139081, -0.0948299, -0.0264269, -0.029115, 0.137921, 0.13543, -0.0189765, -0.0165422, -0.0823839, -0.256189, -0.121788, 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0.261022, 0.0467623, -0.0360299, -0.136868, 0.136259, -0.0500692, -0.256675, 0.100206, -0.06036, -0.322195, 0.125372, 0.193082, 0.0473874, 0.132216, 0.240623, 0.192635, -0.00934925, -0.045914, -0.166696, 0.086872, -0.0276678, -0.0665108, 0.266339, -0.0353262, 0.158417, -0.285848, 0.120186, 0.0548689, -0.0326603, -0.383041, -0.182191, -0.0167416, -0.0360491, -0.0325039, 0.0518329, 0.115549, 0.130139, 0.152888, -0.170668, -0.143866, 0.0448703, -0.0423743, -0.118023, 0.226404, 0.00380555, -0.0556225, 0.111643, -0.000808296, 0.221888, -0.0465153, -0.0175943, -0.222517, -0.156542, 0.162187, -0.000673403, 0.183668, 0.0201649, -0.0564224, 0.0668854]) # parameters +i57 = Internal("op57", "TENSOR_FLOAT32", "{1, 14, 14, 64}") # intermediate result +i58 = Parameter("op58", "TENSOR_FLOAT32", "{64}", [-0.123297, 1.03112, -0.605606, -0.00193548, 0.930903, 0.00530672, 0.0289674, 0.0371349, 0.0378613, 0.0165883, 1.03057, 1.32473, 0.00546759, 1.61818, 1.17308, 1.15808, 0.121822, -0.000576973, -0.754154, -0.0371096, -0.64391, 0.00522935, 1.5031, -0.151665, 0.0318197, 1.04132, -0.000814885, 0.00560421, 0.00324315, -0.665056, 1.39725, 0.895453, 0.43012, -0.19119, 0.00455064, -0.0945014, -0.00135079, 1.15827, 1.27354, 0.064009, -0.00115699, 1.73396, 1.1265, -0.000266075, -0.0288338, 0.00843227, 1.43842, -0.0304834, 1.27166, -0.0468991, 0.00850764, 0.00357342, 0.0125746, 1.28928, 0.0119823, -0.734399, -0.59924, -0.61645, 0.0474129, 0.996462, 1.90151, 0.0524316, 1.28534, 0.120804]) # parameters +i59 = Parameter("op59", "TENSOR_FLOAT32", "{1, 3, 3, 64}", [0.156719, -0.365274, 0.46557, 0.194803, -0.196279, 0.140896, 0.048415, 0.0850183, 0.121988, 0.113677, -0.0442027, -0.301051, 0.127761, -0.242727, -0.0352292, -0.174421, 0.129519, 0.0561737, 0.512661, 0.169123, 0.0472558, -0.0649848, -0.114959, 0.0635479, 0.172206, -0.0733962, 0.27192, 0.0156798, -0.188786, 0.418895, -0.197189, -0.132645, -0.239554, 0.0477091, 0.0892152, 0.217369, 0.196861, -0.223356, -0.0580539, 0.0847171, 0.12474, -0.239668, -0.132419, 0.188901, 0.134479, 0.153927, -0.267787, 0.0921442, -0.253014, 0.166386, 0.161665, 0.130119, 0.0325234, -0.0883673, 0.141165, -0.114373, 0.337908, 0.422624, 0.120521, -0.272987, -0.0879027, 0.39587, -0.0924423, 0.383058, 0.236604, -0.296603, 0.606555, 0.15836, -0.218761, 0.217377, 0.250057, 0.190977, 0.265866, 0.184472, -0.0895751, -0.31142, 0.302541, -0.426601, -0.205388, -0.319032, 0.176047, 0.108955, 0.47963, 0.217736, 0.169026, -0.0729668, -0.310251, 0.134645, 0.279504, -0.255052, 0.408038, 0.122761, 0.0185433, 0.409245, -0.410897, -0.195616, -0.0545787, 0.212299, 0.16841, 0.449203, 0.313798, -0.43426, -0.244359, 0.162991, 0.162584, -0.218486, -0.331835, 0.31621, 0.246989, 0.283238, -0.546161, 0.247583, -0.212179, 0.275593, 0.468498, 0.318836, 0.206248, -0.341647, 0.209406, 0.529377, 0.514118, 0.679407, 0.232351, -0.173954, -0.291855, 0.601301, -0.230597, 0.295756, 0.148746, -0.0206303, 0.30146, -0.00565797, -0.134681, 0.139712, 0.203158, 0.166793, 0.167439, 0.0876717, 0.0390046, -0.0658044, 0.202852, -0.434664, -0.216976, -0.159045, 0.0890226, 0.0870474, 0.101252, 0.0657062, 0.0714723, -0.0286613, -0.233553, 0.0811676, 0.156996, -0.149108, 0.155671, 0.130916, 0.0883327, 0.372619, -0.300563, -0.165772, 0.131113, 0.160236, 0.115812, 0.382637, 0.176239, -0.295282, -0.241622, 0.122368, 0.0595133, -0.053039, -0.159197, 0.166583, 0.136762, 0.136108, -0.346738, 0.198406, -0.0226704, 0.140314, 0.332062, 0.209204, 0.200125, -0.319958, 0.127433, -0.307969, 0.373432, 0.42893, 0.159448, 0.043322, -0.237465, 0.418199, -0.135938, -0.120479, 0.250778, -0.337925, 0.097704, 0.35875, -0.213009, 0.228708, 0.0488628, 0.125034, 0.199651, 0.210063, -0.343646, -0.400311, 0.191584, -0.203307, -0.157494, -0.308041, 0.15821, 0.174559, 0.468329, 0.309438, 0.247248, 0.130968, -0.0867318, 0.206511, 0.30064, -0.171905, 0.435259, 0.123804, -0.253817, 0.342408, -0.184797, -0.255919, -0.396232, 0.194991, 0.218345, 0.111341, 0.2816, -0.204434, -0.221971, 0.143186, 0.24028, -0.221973, -0.291024, 0.283368, 0.214397, 0.266395, -0.118249, 0.188255, -0.265134, 0.262492, 0.209908, 0.3002, 0.169594, -0.235555, 0.225255, -0.228316, 0.251338, -0.0592531, 0.194377, -0.297403, -0.282513, 0.811137, -0.231202, 0.369398, 0.390241, -0.370919, 0.279303, 0.319676, -0.331098, 0.314811, 0.338441, 0.285473, 0.431892, 0.411534, -0.429208, -0.423523, 0.339615, -0.425702, -0.406956, -0.403893, 0.274328, 0.292235, 0.440492, 0.350801, 0.333076, 0.291294, -0.395539, 0.376256, 0.41386, -0.328553, 0.295611, 0.317178, 0.251311, 0.28074, -0.367861, -0.367438, -0.0140023, 0.386603, 0.351703, 0.113581, 0.504158, -0.390251, -0.395837, 0.315225, 0.314305, -0.349378, -0.403343, 0.481539, 0.430096, 0.510183, -0.338992, 0.327904, -0.358538, 0.626967, 0.420674, 0.422722, 0.341068, -0.412864, 0.351495, 0.53941, 0.579613, -0.191784, 0.378605, -0.358006, -0.479399, 0.996936, -0.387605, 0.108954, 0.221572, -0.122325, 0.284289, 0.0357301, -0.134014, 0.1424, 0.337351, 0.214974, 0.27791, 0.231705, -0.121512, -0.0962304, 0.177933, -0.38048, -0.305226, -0.240732, 0.196756, 0.162702, 0.269918, 0.104865, 0.185338, 0.229805, -0.404439, 0.23318, 0.186489, -0.264237, -0.0833724, 0.282605, 0.358322, 0.363139, -0.252312, -0.272217, 0.391736, 0.206354, 0.185641, -0.0126735, 0.327625, -0.270849, -0.221633, 0.238607, 0.125709, -0.266263, -0.142663, 0.28435, 0.256496, 0.342364, -0.29405, 0.211074, -0.168167, 0.403277, 0.227939, 0.181339, 0.222679, -0.209901, 0.221502, -0.237734, 0.481628, -0.220895, 0.22485, -0.0592914, -0.274332, 0.666573, -0.192692, -0.410142, 0.115178, -0.0784163, -0.0486908, 0.214595, -0.168477, 0.101383, 0.0139011, 0.103151, 0.137509, 0.147913, -0.231564, -0.145663, 0.0984321, -0.00238841, -0.147452, -0.250834, 0.0683556, 0.170684, 0.445099, 0.168504, 0.282291, 0.18098, 0.0124517, 0.162016, 0.179294, -0.135994, 0.180023, 0.13271, -0.108859, -0.0147587, -0.0215866, -0.200777, -0.673948, 0.127962, 0.163465, -0.258157, 0.0837923, -0.0756665, -0.305415, 0.0867349, 0.158782, -0.0837804, -0.180023, 0.109462, 0.127051, 0.142069, 0.143861, 0.128167, -0.118189, 0.153459, -0.0121548, 0.231083, 0.168402, -0.222204, 0.128066, -0.190775, -0.0652145, -0.0485893, 0.156782, -0.122296, -0.30449, 0.64902, -0.210956, 0.0574174, 0.234389, -0.208773, -0.145177, 0.227716, -0.266999, 0.125867, 0.184588, 0.133689, 0.285285, 0.319349, -0.396718, -0.179921, 0.0997811, -0.142402, -0.247277, -0.319458, 0.18121, 0.223002, -0.0734019, 0.180704, 0.497347, 0.385627, -0.208561, 0.275091, 0.19304, -0.253147, -0.110287, 0.290269, 0.241253, -0.0563772, -0.0296443, -0.276056, -0.248907, 0.207276, 0.2393, -0.350156, 0.214404, -0.0767594, -0.250012, 0.20857, 0.221042, -0.225087, -0.190393, 0.251928, 0.237866, 0.330792, 0.117291, 0.149372, -0.262906, 0.405511, 0.0345566, 0.20271, 0.197317, -0.273887, 0.22686, 0.531326, 0.153736, 0.00288367, 0.218847, -0.308928, -0.292032, 0.659711, -0.275348, -0.222431, 0.165082, -0.149484, 0.0457284, 0.0355357, -0.0642681, 0.0418851, 0.223436, 0.0792975, 0.212354, 0.186616, -0.222066, -0.0531161, -0.00979124, -0.113867, -0.123542, -0.193267, 0.16783, 0.0824869, -0.0106096, 0.0758056, 0.329999, 0.257932, -0.214898, 0.168143, 0.0229075, -0.209178, -0.342465, 0.202302, 0.299346, 0.25869, -0.03226, -0.167826, 0.204429, 0.125327, 0.0956765, -0.306913, 0.165133, -0.0404995, 0.00542095, 0.160975, 0.097063, -0.27302, -0.0479996, 0.172678, 0.133329, 0.240162, -0.0707717, 0.0715785, -0.149838, 0.302035, -0.0312277, 0.0150638, 0.0953851, -0.0633347, 0.141286, -0.323627, 0.0918484, 0.132915, 0.0733498, -0.124731, -0.16095, 0.403907, -0.0907782, -0.305642]) # parameters +i60 = Internal("op60", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i61 = Parameter("op61", "TENSOR_FLOAT32", "{128}", [-0.177357, -0.172575, 0.420523, 0.408536, 0.0945462, 0.823321, 0.190204, -0.372994, 1.65173, -0.167175, 0.917709, 0.954723, 1.42432, 0.403654, 0.262092, 1.04362, 0.410467, 0.524981, 0.298542, 0.199161, 0.46461, -0.0522062, -0.0135337, 1.47301, -0.217844, 0.813746, 1.6661, 0.120697, 0.533689, 0.0370758, 0.292968, 0.582308, -0.170719, 0.2191, 0.20729, -0.00339969, -0.0205846, 1.16228, 1.13561, 0.0840446, 0.641917, -0.698399, 0.926493, 0.994014, 0.307775, -1.16438, 0.0498876, 0.0659915, 0.851326, -0.27261, 0.0224912, 0.188224, 0.514921, 1.66756, 0.222884, 0.49327, 0.657591, 0.859542, 1.33821, -0.109509, 0.630131, 0.407995, 0.0164108, 1.03597, 0.405228, 0.285473, 1.25656, 0.442834, 1.16541, -0.147579, 0.234518, 0.564133, -0.672565, -0.272256, -0.843866, 0.548911, -0.145986, -0.401038, 0.016665, 0.260142, 0.58887, 1.14477, 0.883501, 0.161531, 0.997724, 0.0126923, 0.0445706, -0.680047, 1.00268, 0.48881, 0.556223, 0.504591, 0.917035, 0.0473247, 0.191936, 0.804381, 0.49664, -0.0397248, 0.92709, -0.139789, 0.415914, -0.0327383, -1.44135, 0.67827, 0.814107, 0.656546, -1.07413, -0.0251088, 0.414193, 0.0932675, 0.0132784, 0.292683, 0.329189, 1.05858, -0.998873, 0.42996, -0.197071, 0.698117, 0.622712, 0.231817, 0.0806911, 0.0574902, 0.227412, 0.182395, 0.478429, 1.13242, 0.602, 0.848106]) # parameters +i62 = Parameter("op62", "TENSOR_FLOAT32", "{128, 1, 1, 64}", [-0.0953387, -0.0241844, -0.245502, 0.223093, -0.00234177, 0.0567266, 0.141229, 0.0298321, 0.0805704, -0.332235, -0.0699764, 0.140453, 0.191067, 0.0697032, -0.0457525, -0.173236, -0.143561, -0.0576257, 0.145713, -0.159888, 0.110944, -0.0165625, 0.149536, 0.0979629, 0.193839, -0.101296, 0.220719, 0.152941, 0.12349, -0.178112, -0.137191, 0.110603, 0.104661, -0.11074, 0.0687107, -0.00464365, 0.191844, -0.305179, 0.106459, -0.283352, -0.160429, 0.143435, 0.264719, 0.401874, 0.0653386, -0.144139, -0.0904675, 0.215576, -0.026088, -0.0908799, 0.00507214, -0.0940384, -0.240861, 0.171879, 0.0145143, 0.0972819, 0.170262, 0.0256994, -0.199153, 0.120436, -0.124941, -0.0445037, 0.150898, -0.0594313, 0.0442631, -0.0491294, -0.0957917, -0.110671, 0.0988712, -0.048392, -0.0406623, -0.0533968, 0.156252, -0.0346959, 0.207246, -0.100856, 0.0313422, 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0.0293362, 0.00293314, -0.0946314, 0.0612171, -0.0560762, -0.173374, -0.174298, -0.240948, -0.0462546, 0.051344, 0.101441, -0.0463354, -0.0692051, -0.0353188, 0.0079918, -0.123598, 0.126848, -0.0576181, 0.113737, 0.090959, 0.114875, 0.0626428, -0.024224, -0.0168703, -0.18337, 0.00664052, -0.1582, -0.134172, -0.00927527, 0.208195, 0.0573715, -0.029493, 0.00595995, -0.177518, -0.0251843, -0.191298, 0.0224643, -0.0117011, -0.0116604, 0.0171215, 0.0308808, 0.0927838, -0.0920461, -0.0677266, 0.0173152, -0.15957, -0.0603283, -0.014207, 0.178358, -0.164462, 0.0250456, 0.170475, -0.18779, 0.133631, 0.155633, -0.109469, 0.0143599, -0.189536, 0.0223753, -0.00895611, -0.110337, -0.0689706, 0.142157, -0.143697, -0.141122, -0.1111, 0.038711, -0.0376521, 0.123297, -0.149835, -0.144181, -0.263992, -0.123737, -0.0371692, -0.148178, -0.103932, 0.0424576, 0.164843, -0.0927986, -0.0254294, -0.0504124, 0.0800334, 0.0759776, 0.0911205, -0.127232, -0.0123953, -0.123989, 0.072275, -0.0473754, -0.00992859, -0.00908165, 0.016614, -0.0338616, 0.0451948, -0.00216397, 0.0791774, -0.00997479, -0.204469, 0.0979367, -0.0252921, 0.0806364, -0.0604877, 0.35678, 0.00328074, 0.000862833, -0.0423269, 0.00370664, 0.0036703, -0.0456574, -0.00532339, -0.0300424, -0.0847339, 0.111297, -0.0276301, 0.0312098, -0.00572812, -0.152074, -0.143677, 0.0184641, 0.0233959, 0.0783838, -0.0261117, 0.058812, -0.0694083, -0.0814572, -0.0732864, 0.0134815, 0.0401563, -0.0683509, -0.00795014, -0.0579334, 0.0152749, 0.0201549, -0.166492, -0.105059, -0.20479, -0.134313, 0.0255906, 0.0594173, -0.0898327, -0.0590535, -0.0108681, 0.0314731, -0.168973, -0.118293, 0.255022, -0.0750191, 0.0726015, -0.147087, -0.00603523, 0.267165, -0.255247, -0.0412965, 0.0288737, 0.132844, -0.0326177, -0.0856135, -0.2972, 0.155763, 0.28698, 0.0412092, -0.224144, -0.210393, -0.342643, 0.0719187, 0.158874, 0.226267, -0.133495, -0.0857504, 0.0611778, -0.0589801, 0.110317, -0.0190942, 0.1773, 0.00961829, 0.0677457, -0.0899815, -0.138899, -0.05035, 0.193441, -0.139859, -0.270932, -0.115539, -0.316846, 0.075208, 0.0431652, 0.146713, 0.0285186, 0.10137, -0.187721, -0.0891028, -0.25393, 0.106163, -0.165763, 0.0463147, 0.194327, -0.0429842, -0.112328, -0.281324, -0.00156711, -0.159594, 0.00456123, 0.0655478, 0.136689, -0.0740155, -0.0616994, 0.254053]) # parameters +i63 = Internal("op63", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i64 = Parameter("op64", "TENSOR_FLOAT32", "{128}", [1.27791, -0.896893, -0.0904288, -0.367291, -0.255839, -0.584457, 0.359154, -0.651333, -0.599677, 0.35768, 1.10981, -0.620459, 0.21688, 0.173693, -0.860731, 1.62973, -0.0480904, 0.931926, -0.0432689, -0.649775, -0.886409, -0.419683, 0.974362, -0.860229, -0.222268, -0.290182, 0.1913, -0.356828, 0.557647, 1.52403, -0.593978, -0.517028, -0.445634, 0.28466, -1.16102, 1.12105, -0.285626, -0.286889, 0.171823, -0.836316, -0.472779, 0.00341682, -0.00346886, -0.262715, -0.808707, -0.710406, 0.10792, 1.15153, 0.324643, -0.0285354, 0.0859959, -0.209573, -0.0140537, -0.0960617, -0.0413799, -0.887105, 1.3194, -0.265272, 1.38463, -0.279711, 0.0327209, -0.0295412, -0.415826, 0.972281, -0.574921, 1.09703, -0.302285, -0.317815, -0.114017, -0.437542, 0.0160477, 1.4915, -0.568098, 0.820527, -0.687973, -0.1323, -0.0332663, 0.576985, 0.06609, 0.745705, 0.191202, -0.345881, -0.472346, -0.329724, -0.892812, -0.616852, -0.00505598, -0.270389, -0.216163, -0.172727, -0.44142, 1.19072, -0.209099, -0.0503139, 0.288438, 1.03214, -0.344693, -0.338285, 1.43376, 0.0838178, -0.137882, 0.0360903, -0.588352, 0.0101241, 1.33968, -0.325155, -0.411048, 1.6552, -0.629519, 0.647605, -0.208642, -0.518543, 1.01164, -0.36279, 0.24322, -0.616136, 0.0506595, -0.76616, -0.405525, -0.381892, -0.582617, -0.506614, -0.0410523, 0.0965909, -0.659473, -1.02532, -0.325496, -0.486067]) # parameters +i65 = Parameter("op65", "TENSOR_FLOAT32", "{1, 3, 3, 128}", [-0.0709381, -0.128049, 0.34379, 0.147408, -0.1438, 0.0135833, -0.759943, -0.384337, -0.239562, -0.0991685, 0.642744, 0.277097, -1.09486, -0.560633, 0.216758, -0.888341, -0.518082, -0.279118, 0.680989, -0.492512, 1.2603, 0.0466598, -0.213212, 0.384692, -0.651653, -0.169377, -0.398121, -0.0391595, 0.490388, -0.672391, 0.0497536, -0.245464, -0.625069, -0.230214, 0.288063, 0.0303378, -0.0401801, 0.541154, 0.329236, 0.0499154, 0.159806, 0.941858, -0.187031, 0.214894, -0.468224, 0.999631, -0.354627, -0.161143, -0.518824, 0.271098, -0.106679, -0.469782, 0.336682, 0.260217, -0.382269, -0.238424, -0.15755, 0.0634591, 0.0461773, -0.0368848, -0.160486, -0.261701, -0.0579005, -0.561818, 0.943888, -0.53118, -0.0525675, 0.460865, -0.572441, -0.170843, -0.0466553, -0.474068, 0.0738518, 0.185746, -0.454275, -0.495732, 0.141482, 0.765303, 0.318613, -0.232587, -0.260385, -0.654987, 0.504436, -0.14194, 0.567181, 1.0334, 0.426854, -0.117148, -0.415611, -0.306669, 0.330773, -0.446631, 1.64556, 0.683654, 0.378299, -0.0379948, 0.180195, 0.348585, 0.542005, -0.91213, -0.382145, -0.430299, 0.180373, 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0.290947, 0.129665, -0.513516, 0.387313, -0.135605, 1.04872, -0.150452, 0.45206, -0.528278, -0.310732, -0.135223, 0.49935, -0.396638, 0.683956, 0.902601, -0.0316321, 0.843894, -0.502775, 0.91836, 0.0786264, 0.341963, 0.406261, -1.25424, -1.48405, -0.390925, -1.14482, -0.674129, -0.354457, -0.30644, -0.56675, 2.38773, 0.187012, 0.906624, 0.368549, -0.672948, -0.628065, -0.0138419, 0.532509, -1.29148, 0.513439, 0.807188, -0.561104, 1.42839, -0.0811011, -0.367103, -0.70638, 0.047558, 0.0499724, 1.03425, 1.2915, 1.10444, -0.155478, 0.697564, 0.00560132, 1.15162, -0.771271, 1.88617, -1.6177, 0.603189, -0.192907, 0.343646, 0.259441, -0.529378, 0.568401, -0.0860962, 1.14584, 0.171098, 0.211062, 0.845236, -0.529076, -0.286581, -0.25437, -0.488604, -0.23338, -0.881686, 0.105636, -0.213067, 0.0316845, -0.398582, -0.817313, 0.651069, -0.239222, -0.222939, -1.07785, -0.101374, -0.697413, -0.285379, 0.147702, -0.123503, 0.0457533, 0.172801, -0.128217, -1.3936, 0.0855249, -0.292099, 0.598845, 0.307307, 0.38958, 0.384398, -0.161994, 0.532268, 0.41916, -0.56747, -0.167162, 0.349244, -0.981373, -0.708336, 0.448461, 0.522998, -1.40969, 0.109804, -0.691028, 0.034276, -0.121459, -0.496668, -0.83885, -0.215969, -0.22205, 0.512278, 0.980268, 1.68036, 0.178986, -0.0759921, 0.309564, -0.0560312, -0.305507, 2.03853, 0.0727157, -0.321075, 0.00665551, -0.44, 0.464893, -0.223738, 0.190272, 0.745003, -0.949056, -0.452401, -0.231702, 0.276491, -0.324411, 1.02269, -0.27196, 0.753715, 0.62288, 0.134545, -0.506868, -0.0947893, 0.52351, -0.175397, 0.0883895, -0.0924953, -0.412128, -0.665632, -0.234282, -0.571244, -0.644993, -0.32828, -0.271805, -0.600318, -0.480062, 0.733345, -0.194178, 0.441914, 0.116903, -0.019784, -0.27399, -0.220216, -0.319195, -1.22222, -0.129304, -1.03494, 0.300969, 0.36961, -0.12696, 1.38408, -0.419079, -0.542854, 0.139234, 0.120371, -0.484455, -0.150078, 1.21233, 0.253973, -0.337692, -0.637253, 0.705512, -0.246123, 0.22869, -0.391775, -0.179557, 0.752178, 0.17672, 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-0.329058, 0.520364, -0.256542, 0.578493, -1.42967, -0.665631, 0.405057, -0.62587, 0.32621, 0.398603, -0.971071, -1.07829, -0.296442, 0.332023, -0.479357, -0.843884, 0.459976, 0.229188, 0.212971, -0.52134, -0.432572, 0.888668, -0.0357316, -0.583016, -0.483061, -0.0255302, 0.363757, -0.668834, 0.0593412, -0.456025, 0.396276, -0.327464, 0.535974, -0.99594, 2.02366, 0.95778, -0.165669, 1.5066, 0.302125, -0.273887, 1.69497, 0.338063, 0.180147, 0.159032, 0.100377, -0.0110788, -0.126068, -0.0102687, 0.4543, -0.00557386, -0.916492, -0.550707, 0.288461, 0.103516, 0.0799136, 1.15876, 2.40522, -0.836259, 0.160002, 0.0725624, -0.527644, 1.76999, -0.540915, 0.374064, -0.427791, -0.357631, -0.197245, -0.566252, 0.976098, 2.39025, -0.266651, -0.445977, 0.993438, 0.0851502, 0.252378, -0.44096, -0.672909, 0.337162, 1.64552, -0.474397, 0.00330378, -0.0926167, -0.563775, 2.11952, 0.548761, -0.407726, -0.383753, -0.448106, -0.322102, 1.00177, 0.579059, 1.57776, 0.340912, 0.108392, -0.420985, 0.940979, 0.536696, 1.49649, 0.63357, 1.61203, 0.0379834, 0.0595333, -0.568936, 0.341707, -0.198204, 0.332623, -0.530509, -0.0811962, -0.67568, 0.813611, -0.868695, -0.455278, -0.22, 1.01564, -0.890534, -0.0985721, 0.914227, -0.819383, -0.600254, -0.886954, 0.072988, -0.260885, -0.0702166, 0.625261, -0.0558828, -0.0617894, 0.292336, -0.523875, 0.0229542, 1.58632, -0.231722, -0.139989, 0.823556, -0.43111, 1.19132, 1.29603, -0.630984, 1.36702, -0.130364, 1.80865, 0.669308, -0.461492, 0.927909, -0.114352, 0.079242, 1.59835, -0.632411, 1.06819, -0.45636, 0.716334, 0.00625565, 0.214278, 0.207884, -1.21746, -0.149759, 3.24622, -0.399609, 0.0437373, 0.689106, -0.0589484, -0.334215, 0.836515, -0.508468, 0.157755, -0.194959, -0.397927, 0.583678, -0.512436, -0.125795, 0.0111994, 0.0851677, 0.328478, 0.573699, -0.31069, -0.236373, -0.2399, 0.0487571, 0.0334681, -0.107831, -0.0429967, -0.158088, 0.455646, 0.463307, -0.35324, 0.245849, -0.193381, -0.0638097, 0.28329, -0.0610263, -0.209242, -0.0422409, -0.175848, -0.540178, 0.0882148, -0.444746, -0.121683, 0.331229, 0.937666, -0.338491, -0.121416, -0.435662, -0.00479998, -0.0466618, -0.557701, 0.13406, 0.030059, -0.253511, -0.111068, 0.187428, 0.0376202, 0.407873, -0.0685584, -0.194871, -0.235567, 0.0541845, -0.5765, -0.490645, 0.538366, -0.106681, -0.0181633, 0.239972, -0.1993, 0.619089, 0.492641, 0.0914387, 0.767015, 0.470372, 0.334601, -0.380493, 0.0277119, -0.371967, -0.486814, 1.78414, -0.712404, 0.549763, -0.0734719, -0.502121, 0.501455, 0.624837, -0.400229, 0.471742, -0.420348, 0.234315, -0.249998, 0.10115, -0.504935, -0.0442974, 0.221133, -0.773235, 0.127533, -0.677374, -0.0106931, 0.163513, -0.0414988, -0.70847, -0.106571, -0.402491, 0.256679, 0.185025, 0.0496665, 1.18988, -0.527038, -0.0258471, 0.777272, 0.191414, -0.0571052, -0.107474, 0.799273, 0.351308, 0.583249, 1.368, 0.452056, 0.142411, 0.450808, -0.0474152, 0.232903, -0.00997257, -0.278714, -0.0901303, 0.300765, 0.282296, 0.503486, 0.566803, -0.187164, 0.22737]) # parameters +i66 = Internal("op66", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i67 = Parameter("op67", "TENSOR_FLOAT32", "{128}", [-0.305398, -0.685788, -0.525249, 0.301772, 0.289891, 0.630685, -0.209829, -0.79012, 0.24649, -0.608516, -0.563271, 0.0645603, 1.55794, 1.00103, 0.880371, -0.118016, -0.0790257, 0.956679, 0.278375, -0.625173, -0.0493856, 0.87827, 0.253075, 0.0546886, 0.355621, 0.178734, 0.478416, 0.0492583, 0.293355, 0.543042, -0.724245, 0.990581, 1.46284, 0.446866, -0.79063, 0.652788, 0.597898, 0.917416, 0.0871194, -0.284282, 0.324214, -0.1572, 0.0399736, 0.769288, -0.960233, -0.00885646, -0.643283, 0.721671, 1.19157, -0.721341, -0.236599, -0.149836, 0.213326, -0.0532691, 1.27426, 0.226731, 0.77594, 1.29236, 0.792703, 0.532026, 0.153868, -1.30736, -0.16838, 0.0649575, -0.211678, -0.0951798, 0.215633, -0.501761, 0.512893, 0.134215, -0.124359, 1.09245, 0.668202, -0.251388, 0.558093, -0.0925646, 0.167238, 0.572327, -0.754583, 0.831167, -0.152979, 0.445553, -0.23448, -0.120027, 1.47701, 0.761829, 0.721299, -0.123061, 1.02031, 0.206746, 0.605342, 0.272333, -0.313723, -0.415643, 0.867801, 0.0943753, 0.267981, 0.182397, -0.311686, -0.0201961, 0.135552, -0.89852, -0.38088, 0.504533, 0.409304, 0.0599384, 0.271603, -0.153014, 0.395172, 0.659796, 0.518529, 0.550892, -0.396646, -1.35361, 0.502179, 0.0585412, 0.658, -0.330476, 0.361273, 0.474181, 0.626912, 0.657814, 0.380077, 0.90833, -0.168524, -0.049237, 0.177989, -0.447172]) # parameters +i68 = Parameter("op68", "TENSOR_FLOAT32", "{128, 1, 1, 128}", [-0.0241622, 0.0617369, 0.00313696, -0.0361745, 0.0089011, -0.0771454, -0.0184935, 0.0252865, -0.0486987, -0.0406999, -0.0799738, -0.0141762, 0.00437186, -0.0573011, -0.00957927, 0.046172, 0.0570609, 0.00471992, 0.0971188, 0.0576618, 0.103793, 0.0197602, 0.122559, -0.00102334, -0.0784559, 0.155006, -0.111748, 0.101551, 0.0827965, -0.1318, 0.0495612, -0.115198, 0.15614, 0.101033, 0.0604104, -0.209218, 0.0122279, 0.105561, -0.0860308, -0.0634802, -0.0399273, -0.015346, -0.0853545, -0.0609623, 0.0339712, 0.0696919, 0.0744721, -0.00465823, -0.146284, 0.104007, 0.0193562, 0.00289296, 0.0756617, -0.0586377, 0.00066429, -0.0160939, -0.157602, 0.105187, 0.0278241, 0.156465, 0.0953226, -0.0423266, 0.00946264, 0.0967963, -0.0094248, 0.1983, -0.0606185, 0.0422851, -0.0475956, -0.209028, -0.11849, 0.0630176, -0.0602975, 0.0253162, -0.152982, -0.186771, 0.122462, -0.0890817, 0.0114347, 0.0382302, -0.0130611, 0.0985855, 0.106371, -0.0704771, 0.13717, -0.125649, 0.0763975, -0.0448528, -0.116665, -0.0059271, 0.0596776, -0.175521, 0.320232, 0.262752, -0.0392024, -0.145799, 0.024413, -0.104194, 0.0707348, 0.108472, 0.139796, 0.0529258, 0.0417071, -0.0210183, 0.0914108, -0.0426374, 0.00167011, 0.00624434, 0.0219409, -0.029013, 0.0858393, -0.0919931, 0.0904368, 0.0253718, 0.00171692, -0.111899, 0.0305154, 0.00299299, -0.039191, -0.0160044, 0.0847733, -0.125573, 0.105723, 0.16296, 0.163106, 0.0522193, 0.148685, -0.297328, 0.112013, 0.0608458, -0.0468526, 0.0128562, 0.130168, -0.00475011, -0.04122, 0.00571167, 0.039733, 0.0287809, 0.0246061, -0.0382114, 0.0746748, 0.0333747, -0.0387475, -0.0495416, 0.0740873, 0.0629346, -0.135296, 0.0120287, -0.0443212, 0.100788, -0.198717, -0.106631, -0.0282614, -0.0405018, -0.0121696, -0.0400817, 0.108328, -0.0531403, 0.0146126, 0.113285, -0.140269, -0.025454, 0.106796, -0.0523235, -0.00134366, -0.0762924, 0.0330537, 0.208796, 0.0645954, 0.146804, 0.00670789, -0.116105, 0.0129826, 0.00626617, 0.0775456, 0.132196, -0.211417, 0.174125, -0.00193921, -0.00074563, 0.0148643, -0.0382125, 0.014062, 0.123974, -0.0175281, -0.00173734, -0.100365, 0.118803, -0.0103051, 0.0634151, 0.0589173, -0.0532562, -0.0535755, -0.119118, 0.0828084, 0.0105178, 0.115143, 0.244314, -0.170723, 0.0296524, 0.0293143, 0.125449, 0.0107204, -0.111415, 0.0278163, 0.0592982, -0.16811, -0.053119, -0.0166629, -0.0197548, 0.154953, -0.0907444, 0.0294567, -0.0015621, -0.020529, -0.0488773, 0.0557197, 0.125881, 0.136817, 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0.0364985, 0.147038, 0.096688, -0.036745, 0.209835, 0.217248, -0.149919, 0.00545082]) # parameters +i69 = Internal("op69", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i70 = Parameter("op70", "TENSOR_FLOAT32", "{128}", [-0.66364, 0.0184158, 0.52283, -0.355377, 1.1477, -0.584167, -0.148238, -0.370158, -0.863358, -0.920222, -0.232067, -0.392408, -0.370706, -0.582042, 1.07807, -0.739755, -0.868499, 0.849338, 1.00954, -0.559628, -1.00847, -0.363234, -0.777592, -0.361464, -0.524833, -0.51576, 1.09786, -0.602967, -0.460839, -0.0461734, -0.640552, -0.550366, 0.0366958, 1.41672, -0.0482828, 1.01145, -0.661914, -0.476727, -0.420703, -0.333822, -0.474296, -0.325794, -0.37077, -0.183918, 0.7784, -0.905561, 1.04277, 1.13302, -0.611757, -0.454366, 1.04722, 0.213438, -0.812226, 0.415241, 0.134023, 0.0181792, -0.725888, -0.667944, 0.14743, 1.38813, -0.758548, -0.0950601, -0.110067, 1.08892, 1.25227, -0.65893, -0.258646, 1.1129, 0.785756, -0.573376, -0.562164, 0.648412, -0.650372, -0.198207, 1.32062, -0.446544, -0.375616, 0.832923, 0.515747, 1.4061, 0.967074, -0.545499, -0.0706069, 0.594321, -0.645749, -0.528063, 1.13031, -0.572182, -0.127073, -0.797284, -0.702862, -0.0707006, -0.615686, -0.52278, 0.253001, 1.1845, -0.387047, -0.0304347, 0.380325, -0.40854, -0.549549, -0.513802, -0.813182, -0.697618, 0.235504, -0.408502, 1.44695, -0.782359, 0.764666, -0.376841, -0.307161, -0.436902, -0.439395, -0.00343463, -0.705699, -0.557165, -0.443319, 1.1431, -0.503291, -0.611081, -0.120243, 1.15355, -0.372295, -0.474172, 1.23777, -0.441865, -0.00485877, -0.540569]) # parameters +i71 = Parameter("op71", "TENSOR_FLOAT32", "{1, 3, 3, 128}", [0.190358, 0.76666, 0.00328711, 0.564753, -0.350922, -0.129309, -0.3002, 0.0597919, 0.426195, 0.396956, -0.0503945, -0.0959898, 0.7998, 0.20007, -0.470447, -0.0882118, 0.387503, -0.154394, -0.527967, -0.382423, 0.439986, -0.26216, 0.675393, 0.600835, 0.710669, -0.144166, -0.623441, -0.25641, 0.146244, 0.0956447, 0.530404, -0.0558362, 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-0.0104392, 0.378396, 0.273506, 0.113921, 0.078316, -0.405008, -0.0091235, -0.0771289, -0.43577, 0.373244, -0.396689, -0.118428, -0.124698, -0.163262, -0.539655, -0.487564, 0.0727633, -0.102938, -0.415128, -0.222664, 0.920234, -0.177296, -0.515815, 0.0770235, -0.37286, -0.401904, 0.0224006, 0.350639, 0.262495, 0.375316, 0.00518776, -0.373577, 0.0238316, -0.171652, -0.54584, 0.200506, -0.166763, -0.17752, 0.22408, -0.335509, 0.249634, 0.101166, -0.149211, 0.298221, -0.316278, -0.167293, -0.34354, -0.166304, 0.156108, -0.197453, -0.0979077, -0.00206543, 0.0643555, 0.253949, 0.857866, 0.426089, -0.101682, -0.214549, 0.202225, -0.379808, 0.291689, -0.0552537, 0.638515, 0.0758169, -0.254243, -0.176746, 0.909293, -0.06176, -0.185409, -0.000147814, -0.122751, 0.411986, -0.229916, -0.231603, 0.0380824, -0.0611861, 0.171022, 0.391192, 0.192886]) # parameters +i72 = Internal("op72", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i73 = Parameter("op73", "TENSOR_FLOAT32", "{128}", [-0.459464, -0.0353652, 0.65298, 0.492282, -0.434366, -0.0646238, 0.168169, 0.841487, 0.821593, 0.0824923, 0.324534, 0.244733, 0.687792, 0.679983, 1.20542, -0.0494685, 0.580938, -0.125653, 0.979836, 0.518563, -0.230283, 0.0469813, 0.293084, -0.718912, -1.0622, 0.113178, -0.0678228, 0.916626, 0.0892698, 0.474777, 0.352559, -0.518444, 0.298361, 0.152684, 1.02351, 0.858021, -0.138064, 0.432028, 0.262955, 0.410308, -0.175447, 0.437843, 0.290894, -0.251734, -0.156011, 0.395701, 0.683667, 0.13276, 0.649738, -0.0994671, 0.862117, 0.679516, 0.626916, 0.591512, 0.349128, 0.647349, 0.321387, -0.39079, 0.130351, 0.373571, 0.0105721, 0.139855, 0.288337, 0.00182344, 0.492347, 0.395679, 0.063744, 0.591242, -0.105116, 0.568728, 0.893553, 0.830799, -0.786496, 0.308447, -0.304133, 0.713135, -0.664118, 0.0611865, 0.317401, -0.209737, -0.0484893, 0.404629, 0.56469, -0.461555, 0.163955, 0.376575, 0.965699, -0.0480532, 0.186419, 1.13773, 0.266542, 0.402838, -0.423273, -0.647047, 1.55817, -0.330907, 0.103328, 0.505363, 0.156278, 0.3413, 0.792374, -0.115844, -0.365503, -0.418147, -0.402983, 0.228505, 0.70761, 0.260362, 0.703803, 0.584213, -0.312215, 0.22878, 0.916701, -0.740095, 0.555479, 0.60881, 0.638773, 0.308882, 0.515022, 0.0501348, -0.0876003, 0.527447, -0.310391, 0.354625, 0.119797, 0.541051, -0.176547, -0.32494]) # parameters +i74 = Parameter("op74", "TENSOR_FLOAT32", "{128, 1, 1, 128}", [0.181329, -0.0840758, -0.0933245, 0.0235837, 0.0135975, 0.326603, -0.0139708, -0.112846, 0.181431, 0.300608, 0.0366979, -0.00359797, 0.0227877, 0.00927314, -0.18318, 0.0122945, 0.124818, 0.00987374, 0.156316, -0.289415, 0.10349, 0.0364732, 0.0231318, 0.0581194, -0.100904, 0.13513, -0.0616679, 0.08791, -0.0899955, -0.0814202, 0.0770271, -0.0352028, 0.0505355, 0.0157475, -0.174024, 0.0321904, 0.0789286, 0.0553437, -0.0721803, -0.124891, -0.0141911, -0.0998818, 0.0907457, -0.0333116, -0.0323912, 0.0260731, 0.0414896, -0.0498239, 0.0463238, -0.0758002, -0.0464296, 0.036594, 0.218559, -0.021053, -0.10772, 0.148092, 0.00719467, 0.166783, 0.202187, 0.00202994, -0.0944071, 0.091252, -0.0095911, 0.280841, -0.134233, 0.0669713, 0.0791813, 0.167962, 0.0732689, 0.0647677, 0.021687, -0.0849598, -0.0170565, -0.0668448, 0.0414721, 0.0164082, 0.128536, 0.0603419, 0.111924, 0.0195282, -0.0824856, -0.00289862, -0.0404369, 0.00626191, -0.0131989, -0.0766574, 0.0125038, -0.107742, -0.171477, -0.0210237, 0.0715486, -0.160486, 0.0299287, -0.00204968, -0.0410816, 0.130856, 0.0253766, 0.0401149, 0.205151, -0.319885, -0.10841, -0.0544789, 0.161881, 0.00546593, 0.125587, 0.0206626, 0.0800018, -0.135352, -0.00646288, -0.0362635, -0.0392136, -0.0451879, -0.00607048, -0.0221049, -0.153833, -0.180066, 0.0460595, 0.0781421, 0.155008, 0.175934, -0.0677201, 0.0495859, -0.124263, -0.0609894, 0.0250959, 0.0826162, -0.0430149, -0.0212291, -0.0417825, 0.0418202, -0.0399981, 0.0225818, 0.038297, -0.0687589, 0.0434539, 0.0139929, -0.144466, 0.0586925, 0.0771903, -0.036364, 0.0217784, 0.16437, -0.10317, 0.0484835, -0.0647294, 0.00126885, -0.0836486, 0.123484, 0.0614566, 0.0573037, -0.11063, -0.0246382, 0.12637, 0.0607543, 0.0457295, -0.224024, 0.0629076, 0.0598966, -0.0227951, 0.01651, 0.138966, -0.172242, -0.0284866, -0.14106, 0.00934989, -0.0146916, -0.0508996, 0.0756496, -0.0174425, -0.0385932, -0.101234, 0.0820877, 0.0159594, -0.18722, -0.0358568, 0.0402528, -0.207185, 0.0184111, 0.0636179, 0.155746, -0.00662562, 0.115754, -0.0615853, 0.156323, -0.0654284, -0.120222, 0.135671, -0.0551872, 0.0211466, -0.00525772, 0.0284053, 0.0141124, -0.114413, -0.0375919, 0.0143653, -0.0359693, -0.0296953, 0.0984013, 0.00646347, -0.0379643, 0.0729998, 0.0973435, -0.0945492, -0.0208597, 0.0145148, 0.0424023, -0.00549157, 0.139727, 0.0951696, -0.145536, -0.0945392, 0.0918585, 0.0519941, 0.142797, -0.129008, 0.269556, 0.0440378, -0.138571, -0.0738218, 0.092441, -0.0121823, 0.0370309, -0.0560292, 0.00374625, 0.00255495, -0.00248248, -0.016888, -0.0338417, -0.075864, -0.00910104, 0.177678, 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0.0961659, -0.136477, -0.0432741, 0.151737, -0.00998722, -0.0747038, -0.138342, -0.0364102, -0.170901, -0.0621025, -0.0253327, -0.0370147, 0.0468679, -0.0193059, 0.180075, 0.0947352, -0.0790074, 0.0908916, 0.0495844, -0.0512141, -0.101972, -0.187381, -0.0234408, -0.144917, 0.0912873, 0.137953, -0.0881145, 0.155221, 0.0710232, 0.148847, -0.0598482, 0.206454, 0.0319354, -0.113567, 0.0103158, 0.151559, -0.189436, 0.128234, 0.0877855, -0.0637323, -0.0778795, 0.0376895, -0.0511335, -0.108678, -0.158048, 0.108506, 0.0246635, 0.0169756, 0.10831, 0.026912, -0.00203766, 0.0312686, 0.0894737, 0.0162477, -0.0618999, -0.0265796, 0.114227, -0.15638, -0.0510761, -0.0377173, 0.0226881, 0.0418164, -0.0366621, -0.035809, -0.0266003, 0.0467199, 0.171896, -0.0271323, -0.0163066, 0.028144, 0.0436655, 0.128942, -0.0194696, -0.105502, 0.0681745, -0.0502478, 0.0555929, -0.05233, -0.0198393, 0.132248, 0.126557, 0.00828652, -0.090131, -0.0212319, -0.0250166, -0.0118503, -0.0875313, 0.0768847, 0.0485072, -0.019315, 0.284054, 0.100281, 0.108431, -0.0830946, -0.023745, 0.0625827, -0.0561233, 0.0932393, 0.0275348, -0.1307, -0.0600125, -0.0451818, -0.102182, 0.165792, -0.130795, -0.0328623, -0.241256, -0.1522, 0.13973, -0.0225733, -0.0121984, -0.0512724, 0.0964481, -0.112301, -0.147525, 0.258343, 0.0169823, 0.038229, 0.0942557, -0.0375277, 0.0529383, 0.0917328, -0.106428, -0.00183135, -0.0535075, 0.011453, 0.0899797, -0.00914698, 0.0447383, 0.0399944]) # parameters +i75 = Internal("op75", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i76 = Parameter("op76", "TENSOR_FLOAT32", "{128}", [1.2227, 0.664689, -0.697727, -0.607951, 1.29794, -0.073003, -0.811291, 1.23139, 1.26409, -0.384498, 1.08346, -0.668803, -0.435764, 1.3942, -0.371175, 1.2419, 1.24256, -0.621671, 0.0760495, -0.765654, 0.196979, 0.214335, -0.58529, 1.2814, -0.120833, -0.844234, -0.455902, -0.965084, -0.586658, 1.11645, 1.24002, -0.565542, -0.540129, 1.22517, -0.544301, -0.591493, 0.403981, -0.113213, -0.0999279, -0.508504, -0.361916, -0.666335, 1.19214, 0.180251, -0.793999, -0.0519839, 0.243307, 0.488556, -0.5879, -0.68376, 1.20553, 0.855387, 1.32818, -0.668094, -0.432518, -0.730011, -0.825747, 1.08466, -0.689586, -0.46422, -0.608787, -0.436489, -0.52064, -0.699725, 0.262406, -0.617448, -0.73687, -0.799998, -0.0571513, 0.0468143, 0.826328, -0.361061, -0.636886, 1.059, -0.588544, 1.1137, 0.737585, -0.896787, -0.209556, 0.201041, -0.0373591, -0.49788, 1.02235, -0.42106, -0.61662, -0.0805732, -0.500747, 0.549504, -0.0802444, -0.517048, -0.975228, -0.374565, -0.310484, 1.02079, -0.465238, 0.877757, -0.00396147, -0.467624, -0.467418, -0.672751, -0.255117, -0.619892, -0.743825, 1.06921, -0.667405, 0.997503, -0.877923, -0.697879, 0.385421, -0.496918, 0.223972, 1.11902, -1.05091, 0.614654, 0.849332, -0.454338, -0.412169, -0.688757, -0.551979, -0.0854241, -0.195676, -0.542179, -0.701308, -0.446594, -0.435718, -0.867095, 1.29558, -0.85324]) # parameters +i77 = Parameter("op77", "TENSOR_FLOAT32", "{1, 3, 3, 128}", [-0.232485, 0.750123, 0.158505, 0.452319, -0.340535, 0.304917, 0.601414, -0.213319, -0.527085, 0.51019, -0.266959, 0.367842, -0.206907, -0.323959, -0.159575, -0.177844, -0.178491, -0.143209, -0.744888, 0.171007, -0.056294, 0.0066854, -0.0159956, -0.338152, 0.595454, 0.0494067, -0.242471, 0.395647, -0.0994157, -0.1077, -0.690943, 0.298448, -0.0125066, 0.189733, -0.257466, -0.0827938, -0.480399, -0.300462, -0.335141, 0.0223836, 0.550395, 0.0419619, 0.226111, -0.176909, 0.127377, -0.0545993, -0.387069, -0.768176, -0.0824907, 0.0591839, -0.0952336, -0.355136, -0.498724, 0.0494056, 0.0379881, 0.225825, 0.173812, -0.544722, -0.133118, -0.0791841, 0.0940735, -0.135813, 0.381779, 0.150541, -0.218683, 0.0192335, 0.0824092, 0.0248153, 0.767578, 0.0404393, -0.870468, 0.278391, 0.431434, 0.153796, -0.129333, -0.532381, -0.253057, 0.631776, -0.252957, -1.17293, 0.684977, 0.0593484, -0.090116, -0.0440624, 0.625979, 0.408575, -0.305075, 0.37687, -0.216258, 0.425133, 0.202026, 0.114214, 0.476932, -0.630176, 0.873207, 0.075089, -0.0424989, 0.788774, 0.667274, -0.0367483, -0.0493914, 0.00828958, 0.226763, -0.303594, 0.32115, -0.65989, -0.061986, 0.0610993, -0.73698, -0.268586, -0.0016077, -0.456635, 0.384838, 0.233292, -0.749946, -0.0869134, -0.177408, 0.0808274, -0.170988, 0.00240784, -0.321334, 0.0905131, 0.283412, -0.155093, 0.194987, 0.188776, 0.11849, 0.241045, -0.0767464, -0.242642, 0.0354707, 0.659772, -0.301489, 0.532481, 0.30338, -0.424311, -0.391273, 0.318254, -0.44303, -0.0227837, -0.406006, -0.450345, -0.912665, -0.113013, -0.579872, -0.45086, -0.38002, 0.864139, -0.134334, -0.0710209, -0.196526, -0.265847, 0.0612031, 0.184461, -0.20379, 0.550755, 0.510476, 0.116785, -0.337066, 0.320602, -0.326826, -0.429212, 0.0369958, -0.222236, -0.669071, -0.152626, -0.221212, -0.130337, 0.322288, -0.104118, -0.233728, -0.389582, 0.331384, 0.411649, 0.559768, -0.312139, 0.592027, 0.373766, -0.439038, -0.055498, 0.401048, 0.0341515, -0.63939, -0.0435768, -0.0422185, 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-0.124106, -0.525283, 0.195735, 0.255211, 0.163252, 0.603786, -0.945585, 0.23017, -0.143815, -0.411882, 0.0274922, 0.594628, -0.165145, 0.0458463, 0.0792487, 0.151905, -0.430532, 0.361895, -0.386514, -0.055938, 0.724818, -0.314764, 0.662356, -0.321182, 0.278372, -0.508936, 0.510272, -0.358697, 0.450372, 0.326299, -0.564039, 0.649753, 0.255396, 0.226893, 0.193944, -0.0455373, -0.637073, -0.406078, 0.247549, 0.2822, 0.461711, 0.0955357, -0.261276, 0.548638, -0.0557388, 0.182164, 0.551088, -0.131262, -0.192677, 0.743369, 0.496859, -0.110602, 0.665807, -0.341119, -0.574006, 0.253317, -0.0412391, -0.187952, -0.549984, -0.380044, -0.30571, 0.0611864, 0.245165, 0.221235, 0.508958, -0.151121, 0.397989, 0.00208155, -0.154384, -0.084145, -0.459448, 0.254966, -0.01605, 0.613941, -0.0170916, 0.208544, -0.182594, -0.0684111, 0.189469, -0.00860068, -0.331824, -0.523698, -0.0657233, -0.252375, 0.612957, 0.0379591, 0.209828, 0.297172, -0.402651, -0.174693, -0.138906, 0.395919, -0.200965, -0.550715, -0.529917, 0.181403, -0.457216, 0.688771, 0.73705, 0.317982, -0.128821, -0.48089, 0.612106, -0.172449, -0.450366, 0.796766, 0.665507, 0.813123, 0.555636, -0.362653, -0.316043, -0.17264, -0.229654]) # parameters +i78 = Internal("op78", "TENSOR_FLOAT32", "{1, 14, 14, 128}") # intermediate result +i79 = Parameter("op79", "TENSOR_FLOAT32", "{128}", [-0.108669, -0.24239, 0.892824, 0.100496, -0.175517, -0.0614264, 0.896133, -0.142274, -0.0590312, 0.125, 0.864931, -0.283458, -0.13665, -0.0803576, -0.146452, -0.195702, -0.582552, -0.339264, -1.01993, 0.447734, -0.917057, 0.225414, -0.306775, 0.594087, 0.556081, -0.327338, -0.0957925, -0.309899, 0.650205, 0.348621, 0.255781, 0.371079, 0.915888, 0.978555, 0.799558, -0.32679, -0.427624, -0.0823039, 0.369625, -0.57637, -0.0263745, -0.282986, 0.635218, 0.378849, -0.155068, 0.707911, 0.0484146, -0.726708, -0.212411, 0.0321696, 0.0862673, -0.0752373, -0.778846, -0.0985055, 0.452711, 0.608385, 0.616601, -0.33512, 0.409252, 0.778583, 0.181552, -0.955649, -0.456805, 0.0249269, 0.30359, 0.823123, 0.711778, 0.600027, -0.352327, 0.512934, 0.34219, -0.29652, 0.505236, 0.175734, 0.874702, -0.275469, 0.580716, 0.635559, -0.546206, 0.457047, 0.461714, 0.346941, 0.637959, -0.0761546, 0.555644, 0.542373, 0.292184, 0.784725, -0.502565, 0.582605, -0.178634, -0.627065, -0.08808, -0.801258, 0.225673, 0.672628, 0.596107, -0.159289, -0.652513, 0.538379, -0.145736, 0.317523, 0.695517, 1.03021, -0.495469, -0.164966, 0.740315, -0.159693, 0.504333, 0.386047, -0.121875, -0.222074, 0.59883, -0.149101, -0.71422, 0.54467, 0.694151, -0.447638, 0.090233, -0.220637, 0.724413, 0.366921, 0.136273, 0.615985, 0.185512, 0.0515735, -0.342775, 0.584152]) # parameters +i80 = Parameter("op80", "TENSOR_FLOAT32", "{128, 1, 1, 128}", [0.143542, -0.139317, -0.0557127, 0.00193462, -0.0166539, 0.216436, 0.0694379, 0.0774276, -0.061387, 0.193228, -0.0234282, 0.0303868, -0.10475, 0.225842, -0.0953071, 0.0518284, -0.177148, 0.0706816, -0.116163, 0.23116, 0.0276252, 0.361075, 0.114999, -0.179934, 0.0362276, 0.098386, 0.160729, -0.203046, -0.0214891, -0.0217361, -0.0319598, -0.0163527, 0.0405451, -0.0441358, -0.0010904, -0.219479, -0.0129676, 0.0840713, -0.334326, -0.275725, 0.00787852, 0.102421, 0.0265449, -0.0439835, -0.160807, 0.128618, 0.00937286, 0.0634051, 0.17013, -0.149011, -0.148228, -0.185353, -0.230108, 0.0953904, -0.0328099, 0.08806, 0.164153, -0.155663, 0.00662038, 0.106636, -0.110083, -0.123108, -0.0422361, 0.00699063, 0.0286107, 0.0872556, 0.0372735, 0.129417, 0.0114595, 0.127069, 0.0845895, -0.103232, -0.084375, 0.0507973, 0.0924024, -0.0443189, -0.0373084, -0.0547004, -0.107631, -0.0137342, -0.0308677, 0.0818465, 0.0348359, -0.108934, -0.0827724, 0.0323507, 0.0412687, 0.0808453, -0.051265, 0.0951301, -0.144128, 0.0754425, -0.127725, 0.0168919, -0.0751399, -0.0739095, 0.00380989, -0.118355, 0.131179, 0.123024, 0.13949, -0.0452833, 0.0908636, -0.044923, 0.0656833, 0.154517, -0.0803701, -0.0962871, 0.0389703, 0.208096, -0.0663933, 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-0.0139243, -0.0182492, -0.0930189, -0.00353997, 0.0685898, -0.0102112, 0.0606511, 0.063219, -0.0267228, 0.00053972, -0.181391, 0.0220468, 0.202779, 0.228042, -0.191374, -0.0386773, -0.0833115, 0.132745, -0.0764369, -0.0667909, 0.0471235, -0.0951605, 0.0251998, 0.109606, -0.0551212, 0.0423476, -0.0914923, 0.104139, -0.166891, -0.144794, 0.00263478, 0.0549706, -0.0192015, -0.094959, -0.0470626]) # parameters +i81 = Internal("op81", "TENSOR_FLOAT32", "{1, 1, 1, 256}") # intermediate result +i82 = Internal("op82", "TENSOR_FLOAT32", "{1, 1, 1, 11}") # intermediate result +i83 = Parameter("op83", "TENSOR_FLOAT32", "{11}", [-0.0293549, -0.0835053, -0.228576, -0.0980885, -0.0370638, -0.195879, -0.0452258, 0.0371641, -0.0585841, -0.0984154, -0.141293]) # parameters +i84 = Parameter("op84", "TENSOR_FLOAT32", "{11, 1, 1, 256}", [0.0984852, 0.672424, 0.392549, -0.262182, 0.303914, -0.0118188, 0.027943, 0.0164078, 0.200583, -0.808626, 0.234772, -0.0253635, -0.198519, -0.176824, -0.580674, 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-0.270396, -0.00968083, -0.0709557, -0.120717, 0.140489, 0.0935343, -0.172696, 0.301435, -0.0935873, -0.0353977, 0.0539549, -0.0338224, -0.239903, -0.0209894, -0.17114, 0.267786, 0.20251, -0.0980189, -0.04852, -0.207071, -0.253257, -0.0564701, -0.0518127, -0.0537929, -0.390881, 0.0470064, 0.0306878, 0.104422, 0.150282, 0.0117885, -0.093087, -0.0377776, -0.0618607, -0.0869537, 0.137726, 0.0903727, 0.0346921, 0.0111, -0.241767, -0.201946, 0.09471, -0.156048, -0.0978701, -0.239229, -0.0308635, -0.122071, -0.433478, -0.0514787, -0.182472, -0.181954, 0.0416541, -0.0883368, 0.157402, -0.462445, -0.103609, -0.160994, -0.0133393, -0.096508, 0.100438, 0.00418135, -0.0122206, 0.172408, 0.0437795, -0.172367, -0.0189107, -0.0304423, 0.0780768, -0.116228, -0.0305065, -0.0440305, 0.00286725, -0.157059, 0.132452, -0.101883, -0.138483, 0.00723927, 0.0342281, 0.206677, -0.0770022, 0.0227105, -0.111016, -0.170921, 0.055846, 0.246527, -0.142554, -0.380108, -0.0346903, 0.138706, -0.176424, 0.112018, 0.0435032, -0.127998, -0.169885, -0.0509104, -0.0870096, -0.535699, -0.0638343, -0.0311837, 0.078099, -0.0342351, 0.0749799, 0.3883, -0.154977, 0.224178, 0.0550229, 0.107375, 0.33049, 0.0969202, 0.0756623, -0.233299, -0.104361, 0.442374, 0.0844492, 0.0705411, -0.140545, -0.0663961, -0.0728755, -0.0621244, -0.0819853, -0.112193, -0.176114, -0.0938139, -0.214228, 0.0190762, -0.213562, -0.190233, 0.133314, -0.148665, 0.0915799, 0.187216, -0.284974, 0.00733069, 0.0156916, 0.015107, 0.0318654, 0.346104, -0.124227, 0.137341, 0.0592528, -0.387351, -0.221991, 0.360592, -0.0931174, -0.0492834, 0.199867, -0.0852204, 0.150399, 0.0413833, 0.235906, -0.0706518, -0.166653, -0.0586646, -0.109711, -0.0823073, 0.257342, -0.224644, -0.430506, -0.105588, 0.0250296, -0.042311, -0.0996558, -0.115579, -0.286667, -0.154598, -0.137322, 0.176363, 0.088216, 0.161978, 0.255623, -0.0123169, -0.00387241, -0.318043, -0.21894, -0.412465, -0.415855, 0.255024, 0.361044, 0.0300423, -0.119439, 0.0657428, -0.238206, 0.340391, 0.201176, 0.102395, 0.216324, -0.121531, 0.265799, 0.0327802, 0.194072, -0.0792337, 0.456093, 0.0971469, -0.0170099, -0.0294468, -0.318039, -0.242527, -0.1083, 0.295943, -0.0284033, -0.156199, -0.20311, -0.075091, 0.528829, -0.165604, 0.0532403, 0.0505752, -0.413034, 0.175453, -0.0970195, -0.029351, 0.103333, 0.271092, 0.0511197, -0.182135, 0.112932, -0.32439, 0.294457, -0.0818895, 0.0914322, 0.185025, 0.0543957, -0.0167575, 0.504046, -0.0647153, -0.166975, 0.0248059, 0.0379442, 0.0980366, -0.178135, 0.143822, 0.45732, -0.0912428, -0.179338, 0.349726, -0.0596313, -0.299861, 0.112567, 0.0666395, 0.345303, 0.164124, -0.00265316, -0.0732412, 0.348079, -0.249414, 0.0465329, 0.0693596, 0.0799214, 0.000123214, 0.180679, 0.0912923, -0.300121, -0.288428, 0.150135, 0.112936, 0.104813, -0.0555879, -0.00205972, -0.0251151, -0.0788264, -0.016778, -0.110796, -0.083048, -0.212734, 0.288568, -0.114228, -0.113358, 0.110789, 0.118645, 0.133466, -0.0298552, -0.241374, 0.157257, 0.0861554, -0.0909277, 0.00156177, 0.106539, -0.209104, -0.106974, 0.0203283, -0.18111, -0.311602, -0.00371812, 0.0711113, -0.206721, 0.286076, 0.139713, 0.116621, 0.182792, 0.0246107, -0.17972, 0.041917, 0.0724635, 0.266344, 0.0989191, 0.0723898, 0.0257298, 0.104898, 0.0681826, -0.0704781, 0.00212139, -0.363547, 0.0274255, -0.106295, -0.363965, 0.127051, -0.0575343, -0.200952, -0.0666189, -0.139465, -0.0171747, 0.253794, -0.258602, -0.166356, -0.107649, 0.267331, 0.104521, -0.020921, -0.0780469, 0.125002, 0.0202556, -0.0899181, -0.126559, -0.297855, 0.121539, -0.0671643, -0.0444782, 0.334408, 0.0882725, -0.0879492, -0.00277655, -0.0616985, 0.0564236, -0.11618, -0.22836, 0.112953, 0.176082, 0.09988, -0.00635589, -0.114234, 0.241135, 0.0966775, -0.0961065, 0.137214, -0.0832349, -0.54299, -0.2335, -0.033801, -0.11505, -0.366386, -0.238099, -0.0951656, 0.263106, 0.129292, -0.14762, 0.0700404, 0.0195349, -0.286227, -0.273371, 0.0587288, -0.257152, -0.136248, -0.13336, -0.248086, 0.273973, -0.302625, -0.085841, -0.0839808, -0.130464, 0.252972, -0.0415149, -0.0695038, -0.091557, -0.262375, -0.0645785, 0.188566, -0.202261, -0.112712, 0.00631479, 0.0132917, -0.0130675, -0.302285, 0.0556928, -0.0211812, -0.0555546, 0.0291112, 0.168815, 0.143654, -0.00564186, -0.0614248, -0.0939664, 0.0959667, -0.209823, -0.103889, -0.206011, -0.0394793, 0.0545815, -0.0348762, -0.132075, -0.0489917, -0.177563, -0.164591, -0.0174372, -0.276844, -0.132214, -0.236278, -0.0614254, -0.230962, -0.409367, -0.08959, 0.182197, -0.341314, -0.0645579, -0.0161434, -0.166644, -0.0784324, -0.387537, 0.236617, -0.115318, -0.11315, -0.109817, -0.0949309, -0.253715, -0.254404, -0.0876592, -0.243118, -0.219172, 0.0341202, 0.0203343, 0.0435131, -0.0266338, 0.140304, -0.20669, -0.130739, 0.0213059, 0.182793, -0.0711616, -0.165651, -0.212373, -0.0972764, -0.284464, -0.0834676, -0.129573, -0.133945, 0.0684521, -0.133913, 0.165726, -0.176839, -0.0940447, -0.145421, -0.0471074, 0.00950449, 0.0308656, -0.00761046, -0.19397, -0.161623, 0.10975, -0.0398157, 0.00168868, 0.0626417, -0.118388, -0.134741, -0.243707, 0.146451, -0.165854, 0.0585878, 0.0269307, 0.163195, -0.197056, 0.0438799, -0.152668, -0.178631, -0.167278, 0.0258257, -0.22958, -0.101918, 0.0360034, -0.165612, -0.112482, -0.419959, -0.369384, 0.0468117, 0.202511, 0.161559, 0.0360435, -0.211843, 0.0480519, -0.252478, -0.0951382, 0.100791, -0.379245, -0.129869, -0.036501, 0.0685223, 0.0247177, -0.0751386, -0.12451, 0.244585, -0.0103249, -0.346383, -0.300614, 0.230366, -0.187795, -0.0326416, 0.0735751, -0.0136039, -0.0219528, 0.0629145, -0.0308739, -0.101514, -0.169444, 0.058706, -0.133274, -0.200294, -0.372511, -0.214898, -0.184366, 0.253648, -0.0362453, 0.0618937, 0.0838244, -0.0386255, 0.129191, -0.147435, -0.180809, -0.0797491, -0.286544, -0.273005, 0.116222, -0.255255, -0.0504643, -0.0567216, -0.0204081, 0.206331, -0.225266, -0.211665, -0.259216, -0.0676753, -0.176153, 0.285802, -0.00560349, -0.0253936, -0.182537, -0.344487, -0.341246, -0.171879, 0.24462, 0.015354, -0.0255803, -0.0855239, -0.151488, -0.0329621, 0.311794, 0.0889872, -0.142655, -0.00124048, 0.0175189, 0.0459686, 0.279491, -0.237445, 0.0570048, -0.00665275, -0.0558817, 0.0731352, 0.0291331, 0.0918153, 0.0276626, -0.135103, -0.303909, 0.0283329, -0.203482, -0.0849922, -0.284485, -0.214908, 0.0836636, -0.219738, 0.136157, 0.0332432, -0.143305, 0.0283252, -0.178703, -0.0742534, -0.153174, 0.02235, -0.0753622, -0.210102, -0.0915751, -0.0189732, -0.239039, -0.135349, -0.104589, -0.0658414, -0.183206, -0.123006, 0.0835748, -0.0703047, -0.207461, -0.274129, -0.225327, -0.113485, 0.13316, 0.0295303, -0.0958281]) # parameters +model = model.Conv(i86, i2, i1, i87, i88, i89, i90).To(i0) +model = model.DepthWiseConv(i0, i29, i28, i91, i92, i93, i94, i95).To(i27) +model = model.Conv(i27, i32, i31, i96, i97, i98, i99).To(i30) +model = model.DepthWiseConv(i30, i35, i34, i100, i101, i102, i103, i104).To(i33) +model = model.Conv(i33, i38, i37, i105, i106, i107, i108).To(i36) +model = model.DepthWiseConv(i36, i41, i40, i109, i110, i111, i112, i113).To(i39) +model = model.Conv(i39, i44, i43, i114, i115, i116, i117).To(i42) +model = model.DepthWiseConv(i42, i47, i46, i118, i119, i120, i121, i122).To(i45) +model = model.Conv(i45, i50, i49, i123, i124, i125, i126).To(i48) +model = model.DepthWiseConv(i48, i53, i52, i127, i128, i129, i130, i131).To(i51) +model = model.Conv(i51, i56, i55, i132, i133, i134, i135).To(i54) +model = model.DepthWiseConv(i54, i59, i58, i136, i137, i138, i139, i140).To(i57) +model = model.Conv(i57, i62, i61, i141, i142, i143, i144).To(i60) +model = model.DepthWiseConv(i60, i65, i64, i145, i146, i147, i148, i149).To(i63) +model = model.Conv(i63, i68, i67, i150, i151, i152, i153).To(i66) +model = model.DepthWiseConv(i66, i71, i70, i154, i155, i156, i157, i158).To(i69) +model = model.Conv(i69, i74, i73, i159, i160, i161, i162).To(i72) +model = model.DepthWiseConv(i72, i77, i76, i163, i164, i165, i166, i167).To(i75) +model = model.Conv(i75, i80, i79, i168, i169, i170, i171).To(i78) +model = model.DepthWiseConv(i78, i5, i4, i172, i173, i174, i175, i176).To(i3) +model = model.Conv(i3, i8, i7, i177, i178, i179, i180).To(i6) +model = model.DepthWiseConv(i6, i11, i10, i181, i182, i183, i184, i185).To(i9) +model = model.Conv(i9, i14, i13, i186, i187, i188, i189).To(i12) +model = model.DepthWiseConv(i12, i17, i16, i190, i191, i192, i193, i194).To(i15) +model = model.Conv(i15, i20, i19, i195, i196, i197, i198).To(i18) +model = model.DepthWiseConv(i18, i23, i22, i199, i200, i201, i202, i203).To(i21) +model = model.Conv(i21, i26, i25, i204, i205, i206, i207).To(i24) +model = model.AveragePool(i24, i208, i209, i210, i211, i212, i213).To(i81) +model = model.Conv(i81, i84, i83, i214, i215, i216, i217).To(i82) +model = model.Logistic(i82).To(i85) + +# Example 1 +input0 = { i86: [0.791841, 0.131271, 0.840444, 0.524133, 0.301398, 0.711596, 8.78908e-05, 0.358888, 0.156309, 0.273055, 0.143706, 0.663516, 0.817875, 0.0178006, 0.0663899, 0.38532, 0.108224, 0.120309, 0.252355, 0.468634, 0.535587, 0.372087, 0.0191815, 0.0750463, 0.896686, 0.564102, 0.781927, 0.138955, 0.876559, 0.672544, 0.47254, 0.685613, 0.864712, 0.678431, 0.681087, 0.954624, 0.707985, 0.0945955, 0.663676, 0.0174337, 0.514265, 0.0993437, 0.837646, 0.16886, 0.0206787, 0.460454, 0.298217, 0.0939906, 0.792089, 0.145739, 0.124991, 0.152928, 0.18507, 0.0910606, 0.886938, 0.703805, 0.738545, 0.0914867, 0.785625, 0.255978, 0.25971, 0.564347, 0.496365, 0.40138, 0.181351, 0.229051, 0.528806, 0.815946, 0.723594, 0.0782805, 0.417488, 0.357831, 0.699987, 0.110877, 0.706929, 0.361355, 0.44735, 0.51417, 0.234213, 0.49157, 0.754239, 0.35671, 0.90015, 0.368686, 0.162982, 0.467298, 0.712059, 0.73199, 0.394652, 0.216439, 0.0325005, 0.675254, 0.0965207, 0.919576, 0.46926, 0.923022, 0.0721544, 0.0620356, 0.570436, 0.418233, 0.734994, 0.626141, 0.189962, 0.680934, 0.576122, 0.377738, 0.927142, 0.31627, 0.0390065, 0.305891, 0.777981, 0.576827, 0.999185, 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0.114418, 0.655087, 0.550545, 0.619192, 0.382552, 0.635639, 0.0903912, 0.80223, 0.885799, 0.994593, 0.636088, 0.130848, 0.320617, 0.751163, 0.374591, 0.494888, 0.744976, 0.348855, 0.350868, 0.705441, 0.742399, 0.336918, 0.180846, 0.0451081, 0.68227, 0.515551, 0.0282521, 0.26814, 0.170132, 0.103779, 0.221597, 0.568927, 0.237043, 0.541676, 0.74259, 0.492674, 0.763025, 0.511421, 0.85459, 0.776193, 0.690783, 0.492501, 0.419218, 0.140563, 0.171486, 0.772961, 0.983848, 0.565914, 0.830099, 0.688199, 0.469671, 0.425257, 0.248831, 0.229074, 0.853564, 0.589752, 0.947709, 0.729819, 0.236991, 0.551146, 0.225102, 0.181392, 0.706441, 0.0775105, 0.0841077, 0.35211, 0.978525, 0.218744, 0.750949, 0.704113, 0.449898, 0.966484, 0.0106887, 0.820635, 0.236401, 0.880151, 0.271564, 0.610231, 0.88292, 0.367338, 0.395313, 0.988624, 0.579237, 0.585322, 0.820054, 0.511555, 0.530661, 0.986911, 0.414232, 0.437382, 0.650508, 0.925384, 0.733178, 0.985954, 0.526044, 0.0999448, 0.223699, 0.661449, 0.275497, 0.595932, 0.0252661, 0.358223, 0.00490222, 0.00723672, 0.450841, 0.913175, 0.664549, 0.09219, 0.813527, 0.874422, 0.87645, 0.261922, 0.181881, 0.41414, 0.879238, 0.32461, 0.315214, 0.464158, 0.237772, 0.500516, 0.0593136, 0.878194, 0.0388181, 0.269684, 0.555233, 0.208229, 0.735903, 0.43728, 0.203055, 0.55765, 0.262298, 0.280388, 0.616353, 0.664842, 0.224197, 0.649632, 0.633621, 0.380696, 0.0245201, 0.483146, 0.221768, 0.441952, 0.959894, 0.0493276, 0.616725, 0.104681, 0.230533, 0.707058, 0.500384, 0.05228, 0.134377, 0.0405846, 0.369997, 0.747358, 0.345489, 0.926711, 0.307617, 0.229975, 0.713876, 0.644125, 0.119532, 0.878276, 0.992438, 0.958023, 0.439826, 0.681482, 0.419516, 0.488463, 0.180604, 0.0648086, 0.753004, 0.881174, 0.0430597, 0.792289, 0.384788, 0.165759, 0.953536, 0.941777, 0.103897, 0.358685, 0.223135, 0.700617, 0.645657, 0.199259, 0.724836, 0.258711, 0.771646, 0.623592, 0.7923, 0.525011, 0.79812, 0.917418, 0.0408786, 0.70516, 0.685949, 0.845311, 0.848584, 0.816048, 0.577728, 0.0632474, 0.0337705, 0.749029, 0.354352, 0.115613, 0.405688, 0.354145, 0.0960672, 0.545181, 0.128382, 0.707834, 0.777129, 0.455415, 0.291398, 0.202387, 0.312735, 0.231164, 0.915044, 0.105688, 0.992714, 0.475474, 0.547683, 0.536471, 0.12417, 0.890503, 0.969704, 0.398818, 0.652417, 0.43562, 0.459029, 0.526732, 0.623382, 0.328677, 0.629836, 0.921082, 0.18711, 0.214384, 0.233311, 0.226147, 0.797971, 0.534456, 0.256337, 0.689548, 0.193202, 0.503527, 0.132612, 0.0113974, 0.561125, 0.951401, 0.642326, 0.713237, 0.257228, 0.287788, 0.0727935, 0.992315, 0.492784, 0.753093, 0.787538, 0.302604, 0.276507, 0.421724, 0.53667, 0.521195, 0.914161, 0.477701, 0.667751, 0.834651, 0.719402, 0.622925, 0.610117, 0.0918504, 0.827973, 0.776474, 0.997031, 0.604986, 0.693104, 0.920856, 0.953291, 0.753704, 0.937652, 0.49416, 0.0343811, 0.210229, 0.718012, 0.00326219, 0.662774, 0.545044, 0.605222, 0.793254, 0.812442, 0.223717, 0.222193, 0.414127, 0.109099, 0.0470771, 0.81452, 0.52753, 0.40668, 0.862339, 0.45624, 0.403171, 0.949618, 0.0508641, 0.107696, 0.548259, 0.703493, 0.77282, 0.897441, 0.960316, 0.375285, 0.672975, 0.0594269, 0.211847, 0.596767, 0.375966, 0.264368, 0.153689, 0.43175, 0.334658, 0.792881, 0.712137, 0.255055, 0.835249, 0.19435, 0.523901, 0.747742, 0.021932, 0.825722, 0.12995, 0.746476, 0.0302897, 0.143445, 0.633426, 0.667043, 0.062095, 0.378326, 0.992086, 0.460239, 0.868868, 0.510366, 0.870358, 0.384342, 0.225636, 0.0825906, 0.0475967, 0.202343, 0.63943, 0.753755, 0.00888219, 0.92597, 0.4676, 0.526284, 0.312375, 0.526216, 0.663695, 0.0312666, 0.102075, 0.0150701, 0.693283, 0.997117, 0.954093, 0.815279, 0.763802, 0.725875, 0.292492, 0.344055, 0.627345, 0.522168, 0.621334, 0.333947, 0.1424, 0.165267, 0.499736, 0.746754, 0.79877, 0.776785, 0.557139, 0.0425215, 0.90292, 0.316732, 0.869703, 0.785483, 0.0158521, 0.94999, 0.484853, 0.980765, 0.216394, 0.536688, 0.882527, 0.29969, 0.474124, 0.660068, 0.978133, 0.562514, 0.922584, 0.106834, 0.561946, 0.898387, 0.53585, 0.520597, 0.411147, 0.0280199, 0.0521744, 0.98895, 0.0385853, 0.0455102, 0.970508, 0.256327, 0.0389597, 0.624331, 0.274006, 0.378284, 0.33111, 0.482736, 0.923735, 0.0209944, 0.931935, 0.435454, 0.174434, 0.346234, 0.317617, 0.850623, 0.278118, 0.927707, 0.513877, 0.381132, 0.44689, 0.930011, 0.607872, 0.928808, 0.299398, 0.203065, 0.120989, 0.316432, 0.383152, 0.842135, 0.704556, 0.118635, 0.422995, 0.000466669, 0.147807, 0.502291, 0.993403, 0.601303, 0.222253, 0.0296877, 0.0284052, 0.87341, 0.233206, 0.0381863, 0.700907, 0.689801, 0.399134, 0.784999, 0.63014, 0.865453, 0.287433, 0.990328, 0.882574, 0.0774038, 0.778073, 0.484293, 0.738884, 0.684839, 0.468305, 0.0653757, 0.997647, 0.0303581, 0.0133819, 0.670839, 0.505136, 0.607782, 0.915422, 0.861656, 0.149417, 0.707365, 0.602442, 0.647925, 0.511412, 0.956392, 0.726319, 0.30591, 0.561806, 0.297597, 0.527965, 0.43694, 0.773655, 0.763751, 0.493458, 0.224437, 0.938869, 0.546626, 0.641176, 0.676299, 0.120913, 0.244841, 0.913733, 0.392493, 0.380461, 0.917425, 0.346866, 0.946269, 0.115818, 0.19961, 0.900466, 0.0815982, 0.91916, 0.461648, 0.865653, 0.983458, 0.810979, 0.762103, 0.384499, 0.572888, 0.156534, 0.281532, 0.862645, 0.278199, 0.337823, 0.407339, 0.193315, 0.384848, 0.986914, 0.819812, 0.828864, 0.658969, 0.424426, 0.0739355, 0.947452, 0.368272, 0.402025, 0.242601, 0.693957, 0.215303, 0.814995, 0.265798, 0.0264865, 0.286466, 0.015661, 0.583045, 0.291179, 0.669322, 0.511267, 0.229816, 0.131331, 0.730827, 0.74252, 0.93343, 0.720619, 0.612438, 0.259147, 0.112357, 0.586765, 0.0858606, 0.153671, 0.773048, 0.822479, 0.443573, 0.55486, 0.910416, 0.85707, 0.0148852, 0.853716, 0.228104, 0.513679, 0.951789, 0.727959, 0.200735, 0.210806, 0.125079, 0.228391, 0.209873, 0.237775, 0.108994, 0.446076, 0.221169, 0.834191, 0.98984, 0.0542308, 0.58488, 0.315972, 0.254531, 0.828329, 0.904021, 0.875414, 0.150553, 0.0298306, 0.215226, 0.586307, 0.417627, 0.479362, 0.172838, 0.5259, 0.908004, 0.0605249, 0.859353, 0.828878, 0.984935, 0.39564, 0.749108, 0.526107, 0.157768, 0.336767, 0.580207, 0.598838, 0.755481, 0.144988, 0.698507, 0.464909, 0.344876, 0.172977, 0.468696, 0.668333, 0.919779, 0.232349, 0.715044, 0.280844, 0.1119, 0.676872, 0.209419, 0.0207841, 0.770692, 0.610173, 0.803793, 0.47074, 0.186878, 0.269158, 0.749201, 0.540574, 0.915717, 0.523814, 0.571266, 0.10382, 0.811718, 0.731922, 0.468545, 0.708574, 0.323435, 0.610058, 0.45889, 0.356482, 0.981413, 0.812081, 0.802843, 0.140016, 0.27479, 0.879972, 0.976442, 0.0214847, 0.606645, 0.452834, 0.33259, 0.259304, 0.324395, 0.22969, 0.0908657, 0.994912, 0.00520821, 0.219624, 0.419453, 0.820987, 0.279137, 0.787163, 0.742862, 0.702888, 0.0585412, 0.17378, 0.803108, 0.967417, 0.554914, 0.676712, 0.801808, 0.203466, 0.917554, 0.547952, 0.110401, 0.566604, 0.000901547, 0.428874, 0.410979, 0.882269, 0.568531, 0.204807, 0.158472, 0.797748, 0.923136, 0.626076, 0.995379, 0.970147, 0.636004, 0.256138, 0.263984, 0.0188201, 0.836662, 0.891073, 0.815278, 0.213562, 0.265101, 0.287762, 0.853247, 0.162469, 0.27606, 0.396637, 0.0501615, 0.519138, 0.364286, 0.0357294, 0.34329, 0.43058, 0.134315, 0.399785, 0.243176, 0.897879, 0.0347835, 0.977129, 0.964701, 0.992374, 0.5317, 0.855217, 0.0626301, 0.720206, 0.157749, 0.331044, 0.119822, 0.361034, 0.657655, 0.734292, 0.487953, 0.878978, 0.348533, 0.361729, 0.655813, 0.495023, 0.407889, 0.922945, 0.903442, 0.38402, 0.512097, 0.429171, 0.506999, 0.895231, 0.182171, 0.618858, 0.88438, 0.296033, 0.481725, 0.858442, 0.493233, 0.151025, 0.16046, 0.180032, 0.441936, 0.211194, 0.7617, 0.867114, 0.199935, 0.743809, 0.637003, 0.808767, 0.561247, 0.776601, 0.43555, 0.188716]} + +output0 = {i85: [0.605085, 0.0733608, 0.0200205, 0.114568, 0.178815, 0.0580576, 0.123144, 0.232838, 0.0916902, 0.111395, 0.138349]} + +Example((input0, output0)) + diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/mobilenet_quantized.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/mobilenet_quantized.mod.py new file mode 100644 index 000000000..3f9684950 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/mobilenet_quantized.mod.py @@ -0,0 +1,261 @@ +# Passing weights via shared memory +Configuration.use_shm_for_weights = True +model = Model() +i104 = Int32Scalar("b104", 1) +i105 = Int32Scalar("b105", 2) +i106 = Int32Scalar("b106", 2) +i107 = Int32Scalar("b107", 0) +i108 = Int32Scalar("b108", 1) +i109 = Int32Scalar("b109", 1) +i110 = Int32Scalar("b110", 1) +i111 = Int32Scalar("b111", 1) +i112 = Int32Scalar("b112", 0) +i113 = Int32Scalar("b113", 1) +i114 = Int32Scalar("b114", 1) +i115 = Int32Scalar("b115", 1) +i116 = Int32Scalar("b116", 0) +i117 = Int32Scalar("b117", 1) +i118 = Int32Scalar("b118", 2) +i119 = Int32Scalar("b119", 2) +i120 = Int32Scalar("b120", 1) +i121 = Int32Scalar("b121", 0) +i122 = Int32Scalar("b122", 1) +i123 = Int32Scalar("b123", 1) +i124 = Int32Scalar("b124", 1) +i125 = Int32Scalar("b125", 0) +i126 = Int32Scalar("b126", 1) +i127 = Int32Scalar("b127", 1) +i128 = Int32Scalar("b128", 1) +i129 = Int32Scalar("b129", 1) +i130 = Int32Scalar("b130", 0) +i131 = Int32Scalar("b131", 1) +i132 = Int32Scalar("b132", 1) +i133 = Int32Scalar("b133", 1) +i134 = Int32Scalar("b134", 0) +i135 = Int32Scalar("b135", 1) +i136 = Int32Scalar("b136", 2) +i137 = Int32Scalar("b137", 2) +i138 = Int32Scalar("b138", 1) +i139 = Int32Scalar("b139", 0) +i140 = Int32Scalar("b140", 1) +i141 = Int32Scalar("b141", 1) +i142 = Int32Scalar("b142", 1) +i143 = Int32Scalar("b143", 0) +i144 = Int32Scalar("b144", 1) +i145 = Int32Scalar("b145", 1) +i146 = Int32Scalar("b146", 1) +i147 = Int32Scalar("b147", 1) +i148 = Int32Scalar("b148", 0) +i149 = Int32Scalar("b149", 1) +i150 = Int32Scalar("b150", 1) +i151 = Int32Scalar("b151", 1) +i152 = Int32Scalar("b152", 0) +i153 = Int32Scalar("b153", 1) +i154 = Int32Scalar("b154", 2) +i155 = Int32Scalar("b155", 2) +i156 = Int32Scalar("b156", 1) +i157 = Int32Scalar("b157", 0) +i158 = Int32Scalar("b158", 1) +i159 = Int32Scalar("b159", 1) +i160 = Int32Scalar("b160", 1) +i161 = Int32Scalar("b161", 0) +i162 = Int32Scalar("b162", 1) +i163 = Int32Scalar("b163", 1) +i164 = Int32Scalar("b164", 1) +i165 = Int32Scalar("b165", 1) +i166 = Int32Scalar("b166", 0) +i167 = Int32Scalar("b167", 1) +i168 = Int32Scalar("b168", 1) +i169 = Int32Scalar("b169", 1) +i170 = Int32Scalar("b170", 0) +i171 = Int32Scalar("b171", 1) +i172 = Int32Scalar("b172", 1) +i173 = Int32Scalar("b173", 1) +i174 = Int32Scalar("b174", 1) +i175 = Int32Scalar("b175", 0) +i176 = Int32Scalar("b176", 1) +i177 = Int32Scalar("b177", 1) +i178 = Int32Scalar("b178", 1) +i179 = Int32Scalar("b179", 0) +i180 = Int32Scalar("b180", 1) +i181 = Int32Scalar("b181", 1) +i182 = Int32Scalar("b182", 1) +i183 = Int32Scalar("b183", 1) +i184 = Int32Scalar("b184", 0) +i185 = Int32Scalar("b185", 1) +i186 = Int32Scalar("b186", 1) +i187 = Int32Scalar("b187", 1) +i188 = Int32Scalar("b188", 0) +i189 = Int32Scalar("b189", 1) +i190 = Int32Scalar("b190", 1) +i191 = Int32Scalar("b191", 1) +i192 = Int32Scalar("b192", 1) +i193 = Int32Scalar("b193", 0) +i194 = Int32Scalar("b194", 1) +i195 = Int32Scalar("b195", 1) +i196 = Int32Scalar("b196", 1) +i197 = Int32Scalar("b197", 0) +i198 = Int32Scalar("b198", 1) +i199 = Int32Scalar("b199", 1) +i200 = Int32Scalar("b200", 1) +i201 = Int32Scalar("b201", 1) +i202 = Int32Scalar("b202", 0) +i203 = Int32Scalar("b203", 1) +i204 = Int32Scalar("b204", 1) +i205 = Int32Scalar("b205", 1) +i206 = Int32Scalar("b206", 0) +i207 = Int32Scalar("b207", 1) +i208 = Int32Scalar("b208", 2) +i209 = Int32Scalar("b209", 2) +i210 = Int32Scalar("b210", 1) +i211 = Int32Scalar("b211", 0) +i212 = Int32Scalar("b212", 1) +i213 = Int32Scalar("b213", 1) +i214 = Int32Scalar("b214", 1) +i215 = Int32Scalar("b215", 0) +i216 = Int32Scalar("b216", 1) +i217 = Int32Scalar("b217", 1) +i218 = Int32Scalar("b218", 1) +i219 = Int32Scalar("b219", 1) +i220 = Int32Scalar("b220", 0) +i221 = Int32Scalar("b221", 1) +i222 = Int32Scalar("b222", 1) +i223 = Int32Scalar("b223", 1) +i224 = Int32Scalar("b224", 0) +i225 = Int32Scalar("b225", 2) +i226 = Int32Scalar("b226", 2) +i227 = Int32Scalar("b227", 2) +i228 = Int32Scalar("b228", 7) +i229 = Int32Scalar("b229", 7) +i230 = Int32Scalar("b230", 0) +i231 = Int32Scalar("b231", 1) +i232 = Int32Scalar("b232", 1) +i233 = Int32Scalar("b233", 1) +i234 = Int32Scalar("b234", 0) +i235 = Float32Scalar("b235", 1.000000e+00) +i88 = Input("op88", "TENSOR_QUANT8_ASYMM", "{1, 224, 224, 3}, 0.0078125, 128") # input 0 +i85 = Output("op85", "TENSOR_QUANT8_ASYMM", "{1, 1001}, 0.00390625, 0") # output 0 +i0 = Internal("op0", "TENSOR_QUANT8_ASYMM", "{1, 112, 112, 32}, 0.023528477177, 0") # intermediate result +i1 = Parameter("op1", "TENSOR_INT32", "{32}, 0.000220113914111, 0", [18729, 13775, 11414, -1774, 12820, 13621, -5657, 12176, 7969, 11393, -2189, 8677, 13409, 13221, 15620, -12188, 1593, 10103, 84, 12516, 13811, 14050, 4619, -494, 12001, 12980, 1348, 1523, 13151, 12435, 12940, 10961]) # parameters +i2 = Parameter("op2", "TENSOR_QUANT8_ASYMM", "{32, 3, 3, 3}, 0.0281745810062, 112", [95, 32, 209, 125, 53, 193, 154, 58, 160, 16, 0, 255, 58, 35, 247, 100, 45, 198, 86, 37, 216, 79, 47, 238, 85, 37, 212, 120, 117, 112, 106, 105, 110, 56, 57, 88, 118, 110, 111, 135, 138, 124, 112, 116, 118, 102, 101, 106, 112, 110, 113, 123, 127, 118, 109, 102, 106, 164, 173, 138, 111, 110, 110, 104, 102, 106, 111, 111, 105, 93, 96, 106, 113, 113, 113, 110, 108, 109, 120, 121, 122, 129, 130, 126, 117, 116, 112, 114, 115, 107, 98, 83, 110, 109, 97, 115, 118, 119, 111, 54, 37, 77, 114, 109, 118, 132, 140, 119, 114, 108, 114, 109, 106, 109, 111, 114, 112, 115, 114, 117, 125, 126, 119, 147, 154, 134, 108, 108, 108, 100, 101, 106, 112, 108, 112, 107, 108, 110, 103, 102, 106, 108, 106, 110, 106, 108, 110, 103, 103, 108, 107, 106, 110, 113, 114, 110, 113, 112, 112, 108, 111, 114, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 118, 124, 121, 100, 103, 106, 111, 112, 114, 165, 177, 140, 98, 92, 100, 121, 116, 118, 99, 92, 100, 101, 100, 110, 106, 109, 108, 130, 125, 84, 153, 139, 76, 123, 118, 91, 126, 123, 83, 140, 127, 78, 123, 117, 96, 111, 119, 99, 117, 117, 98, 111, 121, 103, 105, 119, 106, 104, 122, 109, 117, 109, 113, 110, 132, 103, 77, 134, 91, 94, 121, 103, 109, 123, 95, 94, 129, 94, 118, 120, 108, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 128, 91, 130, 126, 92, 121, 123, 99, 114, 136, 88, 136, 125, 92, 124, 121, 98, 117, 119, 95, 117, 122, 98, 119, 121, 100, 117, 113, 113, 111, 97, 94, 102, 111, 112, 109, 110, 113, 113, 94, 91, 99, 113, 113, 115, 112, 115, 111, 108, 109, 111, 114, 111, 113, 138, 138, 125, 103, 121, 111, 97, 121, 102, 87, 106, 97, 58, 87, 92, 113, 128, 112, 133, 115, 109, 85, 97, 99, 117, 122, 106, 107, 103, 125, 109, 107, 123, 107, 103, 122, 103, 99, 125, 105, 105, 125, 110, 108, 122, 112, 106, 122, 106, 101, 125, 110, 101, 125, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 95, 95, 106, 112, 107, 118, 119, 96, 120, 112, 150, 113, 113, 131, 115, 113, 96, 112, 138, 192, 122, 108, 126, 106, 103, 84, 102, 101, 100, 109, 104, 103, 112, 107, 108, 111, 115, 114, 107, 156, 168, 119, 116, 115, 108, 111, 107, 102, 124, 115, 101, 119, 111, 111, 110, 111, 111, 110, 111, 111, 110, 111, 111, 110, 111, 111, 110, 111, 111, 110, 111, 111, 111, 111, 111, 111, 111, 111, 111, 111, 112, 106, 107, 106, 130, 128, 120, 110, 111, 108, 65, 57, 84, 107, 108, 111, 114, 118, 115, 105, 103, 111, 129, 126, 116, 113, 112, 111, 98, 113, 139, 119, 126, 166, 109, 110, 115, 101, 111, 122, 105, 116, 141, 108, 109, 118, 114, 117, 105, 110, 111, 113, 116, 113, 102, 103, 119, 116, 93, 118, 121, 98, 116, 122, 102, 122, 116, 94, 121, 121, 96, 117, 124, 100, 117, 117, 100, 120, 120, 101, 116, 120, 176, 76, 64, 176, 91, 68, 159, 105, 84, 187, 72, 61, 183, 91, 65, 160, 104, 77, 160, 102, 82, 164, 97, 76, 155, 98, 78, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 112, 115, 114, 111, 107, 103, 112, 123, 117, 115, 116, 117, 117, 62, 49, 77, 119, 120, 112, 120, 120, 113, 131, 135, 120, 123, 122, 114, 117, 117, 117, 155, 162, 137, 115, 112, 113, 100, 98, 105, 108, 103, 107, 112, 111, 112, 112, 114, 114, 114, 114, 110, 106, 108, 112, 114, 114, 112, 114, 114, 112, 114, 114, 112, 114, 114, 111, 114, 115, 112, 114, 114, 111, 114, 114, 111, 114, 114, 111, 114, 114, 111, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 113, 118, 116, 115, 109, 107, 108, 144, 143, 130, 111, 108, 113, 98, 94, 103, 110, 113, 110, 112, 113, 112, 111, 112, 115, 116, 117, 114, 124, 108, 105, 148, 81, 77, 130, 100, 100, 140, 96, 92, 148, 95, 83, 135, 107, 98, 126, 106, 104, 128, 113, 100, 121, 112, 104, 57, 51, 83, 120, 124, 121, 111, 116, 108, 122, 126, 120, 121, 120, 114, 111, 111, 111, 111, 112, 112, 114, 113, 110, 112, 112, 112, 91, 139, 104, 93, 121, 96, 92, 132, 108, 73, 142, 121, 46, 179, 159, 61, 150, 132, 79, 134, 116, 51, 161, 149, 78, 133, 119]) # parameters +i3 = Internal("op3", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i4 = Parameter("op4", "TENSOR_INT32", "{512}, 0.000443405413534, 0", [1496, 2937, -3899, 3591, 7857, -1279, -700, -934, 1078, 4298, -52, -891, 4098, 2694, 538, -1972, 4381, -1253, -1999, 3212, -2316, 4227, -902, 3205, 2506, 3398, 3644, 4153, -1574, 5634, 3844, -5110, -811, 3091, 362, -2900, -4870, 2950, -7100, 4009, -3667, 2969, -4569, 3370, -538, 6224, -2623, 3948, 2510, -1861, -2007, -3055, -1918, 6472, 5133, 6484, -1663, 4903, 4314, -1330, -1257, -388, 5184, 4744, -2389, 6815, -1705, -4801, 2574, -3169, -215, -1089, 4730, -55, -2494, 10058, 5010, -2874, 3156, 6491, -1006, 8008, 2848, -2658, 2871, -3074, -208, 3603, 3941, -2306, 3910, 4945, -354, -5856, -2661, -2819, 3103, -2970, 2758, -134, -1682, -1125, -1278, -3058, 3144, -1147, -3510, 5614, -1629, 5932, -2648, 3015, 4606, 3711, 2322, 4496, -579, 3013, 5137, 3674, -746, 4248, -802, -968, -2708, 2681, 1587, 6617, -817, -591, 3980, -3066, -6111, -1418, 5161, -1213, 18, -3805, -3492, -1638, -1775, 3156, 4578, 3714, 2653, -81, 7227, 4737, 1017, -2077, 4207, 1428, -846, 3170, -3291, 3483, 2726, 3918, -1339, 2852, -2447, -1499, 3178, 4064, 2707, -3851, 6569, 4382, -483, 3364, 2386, 4094, -2544, -1254, 4263, -451, 3634, 3596, -3908, -1412, -1682, 3310, -1968, 3009, 5027, 3614, 11153, 2156, -1096, -1851, 6211, -1438, 3135, 2960, 2133, 2490, 3468, -1853, -1613, -1137, -3226, 799, -1296, -1774, 396, 3723, 6826, -5274, -2812, 1566, 6352, 4376, 1503, 2568, -154, -1541, -1276, -133, 2857, 4363, -525, -1843, -6894, -1824, 4036, -3132, -677, -3463, 2755, -623, -1297, 2648, -215, -4589, -8386, -1467, -4637, -544, -2313, -1869, 13, 2808, -5675, -2618, -7763, 2831, 2452, 2808, 407, -3335, 2460, 6615, 2235, 2711, 3820, 3864, 5032, -3061, -2200, -1101, -647, -4344, -2739, 5440, 4575, -2263, 2592, -760, 2679, -1118, 4294, 4196, 5774, -304, -895, 4782, -825, -3518, 4118, 2627, -7164, 1041, 3909, -867, -272, 3551, -2142, -2468, 1929, 7167, -1999, -2558, -1497, 3186, 6304, 8550, -12, 4233, 5275, -817, 9390, -3530, -105, -3086, -2303, -621, 4707, -3283, -2267, 5022, 7045, 8487, 3891, -2019, 3492, 5739, -330, -1120, -2640, 100, 157, 6455, -5099, 6983, -1682, -1793, -1397, -972, 3450, 4024, -616, 4889, 6351, -439, 8374, -327, 4120, -2423, -1260, -2093, 1925, 2788, 4301, 197, 5843, -1382, 96, 9314, -1413, -1137, -3328, 1309, -4557, 4729, 2069, -2440, 4349, -4837, 513, -1572, 3314, 5302, 6908, 3285, -2325, 2941, 5633, 967, -3903, 3712, 3563, -6405, 940, -942, 3857, -1143, -5092, 4075, 4387, 5023, -4256, 3609, -304, 2447, 5628, -2799, 2801, 4036, 5155, -2228, 1505, 4082, 8400, -5199, -1032, -1332, -1288, -350, -3430, 2799, -1634, -3927, -4000, 5382, 2361, -4985, 3663, 345, -1331, -5878, -5651, 968, 7389, -3011, -3674, -731, 3296, 2652, 6334, -1160, 6521, -4080, 5341, 4734, -2369, -3391, 7538, -3635, -2702, 6352, 6995, 1329, -1004, -4818, -2044, -1270, 5398, -2579, 2344, 4546, -7556, 2884, 2812, 9821, 195, -1856, -3410, 5536, 3489, 2949, -2517, 3036, 6062, 3344, -1726, 3318, -1682, -368, -2381, -284, 5928, 967, 4869, 4184, 3524, 3788, 3102, -595, 3848, -525, -2317, -1333, -1649, 5768, -254, 3423, -1208, -2506, -2448, -2281, 3006, 4499, 2742, 582, -322, -471, 5666, 4052, 1969, -1556, 3014, -433, 5421, -1211, 3119, -2772, 3774, 3963, -6388, 4297, -582, 3062, -1959, 3366, 5033, -1908, 6499, -4880, -1495, 1925, -1112, 2566]) # parameters +i5 = Parameter("op5", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 512}, 0.0188454780728, 140", [118, 132, 157, 140, 147, 143, 141, 154, 121, 137, 163, 136, 163, 132, 191, 161, 153, 142, 139, 132, 152, 116, 141, 135, 129, 130, 145, 182, 125, 121, 125, 151, 143, 135, 147, 181, 153, 157, 155, 139, 157, 130, 163, 119, 125, 131, 114, 142, 127, 153, 152, 176, 160, 148, 141, 154, 129, 124, 135, 138, 135, 171, 141, 133, 156, 126, 161, 141, 118, 165, 117, 139, 140, 119, 155, 147, 144, 141, 135, 142, 144, 124, 123, 152, 122, 143, 146, 118, 134, 149, 131, 129, 164, 166, 150, 101, 127, 148, 129, 157, 170, 182, 154, 159, 151, 139, 165, 138, 155, 146, 138, 128, 121, 111, 121, 135, 149, 136, 139, 162, 139, 127, 135, 141, 148, 120, 157, 133, 136, 146, 136, 149, 165, 162, 135, 115, 166, 173, 145, 113, 140, 146, 156, 112, 130, 138, 146, 131, 136, 128, 137, 137, 148, 135, 142, 121, 149, 137, 137, 109, 146, 147, 132, 133, 140, 137, 125, 128, 134, 111, 135, 134, 141, 145, 138, 129, 125, 134, 132, 150, 154, 133, 163, 131, 124, 139, 142, 134, 148, 132, 130, 144, 119, 140, 150, 175, 136, 136, 155, 160, 138, 132, 131, 179, 158, 142, 134, 154, 153, 153, 148, 148, 135, 127, 169, 131, 127, 155, 128, 134, 133, 141, 160, 141, 133, 153, 140, 144, 131, 149, 156, 135, 137, 141, 151, 173, 159, 157, 147, 147, 126, 129, 174, 145, 152, 135, 131, 135, 132, 143, 132, 147, 139, 130, 134, 139, 139, 149, 172, 147, 160, 166, 136, 150, 130, 146, 170, 149, 135, 136, 116, 127, 117, 138, 143, 144, 136, 156, 126, 125, 148, 90, 125, 154, 123, 149, 178, 157, 195, 135, 145, 139, 150, 135, 131, 145, 171, 136, 136, 167, 128, 166, 154, 137, 146, 142, 137, 153, 136, 123, 150, 139, 138, 143, 121, 108, 143, 137, 137, 140, 146, 155, 169, 134, 140, 156, 175, 153, 123, 131, 132, 152, 128, 136, 145, 156, 135, 163, 140, 168, 142, 126, 133, 185, 134, 140, 156, 136, 153, 186, 132, 145, 154, 142, 158, 176, 123, 155, 142, 147, 141, 129, 130, 135, 135, 155, 160, 137, 152, 132, 139, 139, 151, 143, 135, 138, 171, 129, 121, 143, 141, 135, 127, 122, 147, 121, 129, 140, 124, 150, 135, 128, 140, 156, 169, 142, 111, 207, 144, 133, 128, 155, 162, 141, 113, 179, 120, 144, 154, 166, 146, 131, 152, 146, 143, 143, 133, 131, 169, 137, 154, 135, 120, 156, 143, 139, 144, 143, 145, 147, 132, 141, 147, 142, 147, 158, 139, 125, 133, 136, 154, 125, 132, 148, 133, 170, 159, 124, 131, 138, 142, 125, 127, 131, 146, 118, 188, 137, 136, 147, 137, 123, 151, 138, 143, 143, 134, 148, 137, 164, 149, 164, 142, 132, 163, 121, 140, 163, 134, 151, 126, 170, 133, 139, 160, 108, 146, 131, 166, 137, 133, 178, 131, 147, 146, 169, 133, 131, 156, 119, 165, 141, 154, 135, 132, 138, 153, 150, 143, 153, 152, 124, 119, 124, 103, 126, 107, 133, 130, 184, 114, 120, 169, 126, 142, 130, 142, 152, 177, 142, 148, 140, 164, 130, 124, 136, 125, 136, 139, 139, 140, 116, 114, 155, 137, 126, 177, 155, 155, 178, 155, 132, 219, 126, 161, 125, 135, 112, 110, 127, 114, 147, 163, 122, 165, 132, 122, 154, 162, 134, 132, 156, 145, 182, 145, 127, 182, 138, 177, 149, 120, 185, 123, 134, 123, 89, 190, 150, 157, 148, 129, 139, 145, 142, 135, 148, 122, 148, 161, 141, 116, 161, 137, 111, 126, 170, 129, 99, 135, 150, 129, 163, 175, 201, 136, 145, 133, 145, 149, 148, 166, 167, 166, 126, 140, 126, 131, 134, 169, 140, 140, 138, 147, 120, 143, 133, 149, 135, 142, 145, 138, 159, 150, 131, 134, 156, 142, 115, 189, 145, 138, 139, 145, 138, 142, 109, 135, 136, 133, 141, 142, 157, 132, 183, 173, 128, 139, 138, 154, 137, 94, 129, 142, 157, 131, 119, 193, 137, 106, 136, 168, 146, 133, 135, 143, 197, 110, 185, 124, 127, 147, 141, 194, 126, 150, 121, 122, 134, 138, 130, 163, 128, 121, 148, 124, 109, 137, 196, 135, 144, 159, 147, 140, 127, 150, 190, 192, 134, 131, 136, 156, 175, 150, 145, 147, 128, 182, 133, 128, 178, 140, 126, 155, 148, 136, 138, 112, 148, 150, 137, 141, 148, 124, 124, 151, 140, 131, 189, 151, 151, 131, 184, 109, 110, 148, 128, 130, 129, 134, 153, 96, 132, 123, 149, 113, 128, 148, 206, 112, 146, 179, 118, 166, 158, 163, 120, 133, 131, 190, 163, 124, 134, 142, 120, 143, 152, 139, 136, 137, 201, 142, 133, 129, 107, 123, 165, 124, 129, 73, 135, 156, 128, 118, 132, 145, 132, 119, 138, 151, 140, 138, 181, 123, 112, 157, 142, 147, 146, 146, 91, 99, 125, 151, 131, 158, 153, 128, 128, 152, 162, 131, 135, 130, 156, 153, 130, 139, 116, 191, 113, 126, 127, 107, 151, 152, 138, 131, 130, 137, 162, 152, 147, 143, 120, 121, 150, 122, 140, 201, 125, 100, 153, 103, 165, 121, 135, 147, 220, 132, 129, 128, 173, 200, 128, 131, 132, 150, 145, 175, 134, 172, 128, 134, 126, 145, 143, 130, 131, 152, 137, 122, 130, 112, 115, 112, 129, 156, 92, 125, 117, 128, 160, 122, 142, 142, 172, 78, 144, 114, 174, 187, 134, 153, 164, 172, 149, 135, 144, 108, 174, 160, 167, 134, 129, 162, 133, 180, 140, 132, 101, 168, 135, 123, 154, 129, 175, 144, 143, 164, 152, 138, 145, 125, 144, 157, 143, 158, 144, 122, 97, 128, 127, 161, 138, 126, 144, 124, 144, 201, 107, 132, 131, 145, 123, 124, 111, 130, 143, 95, 147, 136, 159, 124, 125, 163, 136, 131, 153, 125, 150, 122, 177, 177, 195, 140, 123, 196, 117, 133, 177, 147, 164, 132, 147, 135, 129, 168, 107, 130, 122, 151, 157, 128, 192, 127, 141, 201, 170, 135, 133, 178, 124, 131, 148, 170, 132, 144, 148, 139, 141, 155, 164, 195, 134, 139, 131, 160, 138, 151, 141, 141, 146, 125, 141, 159, 142, 111, 112, 141, 158, 150, 141, 139, 138, 151, 118, 143, 136, 132, 129, 127, 114, 129, 125, 147, 143, 189, 136, 144, 172, 153, 152, 155, 140, 149, 132, 162, 122, 128, 134, 113, 144, 132, 153, 155, 175, 154, 147, 139, 152, 132, 124, 136, 135, 137, 159, 144, 134, 157, 127, 163, 166, 118, 163, 156, 139, 142, 116, 146, 145, 143, 141, 136, 142, 140, 127, 124, 149, 126, 144, 143, 138, 137, 150, 156, 130, 128, 158, 149, 101, 129, 148, 128, 156, 165, 179, 153, 142, 153, 137, 152, 140, 151, 144, 127, 130, 140, 117, 123, 136, 145, 137, 121, 130, 138, 122, 136, 141, 145, 120, 154, 130, 135, 145, 137, 147, 153, 157, 142, 114, 162, 146, 145, 132, 139, 146, 128, 111, 131, 139, 146, 153, 136, 125, 138, 136, 142, 135, 149, 124, 148, 116, 141, 113, 144, 148, 131, 138, 135, 141, 126, 160, 182, 177, 136, 152, 140, 180, 138, 115, 162, 136, 128, 153, 141, 135, 169, 134, 112, 137, 140, 137, 146, 130, 131, 141, 122, 145, 125, 172, 138, 136, 157, 161, 140, 133, 139, 176, 157, 140, 136, 145, 153, 153, 148, 148, 185, 130, 169, 136, 157, 150, 129, 135, 133, 138, 155, 141, 137, 160, 139, 144, 184, 149, 154, 136, 132, 138, 145, 165, 161, 154, 145, 141, 128, 133, 173, 143, 151, 135, 132, 134, 135, 145, 134, 145, 140, 134, 131, 129, 141, 147, 169, 147, 155, 161, 184, 149, 130, 146, 167, 148, 135, 134, 144, 129, 159, 137, 145, 144, 138, 152, 125, 125, 147, 180, 126, 154, 126, 138, 125, 154, 118, 137, 145, 137, 150, 134, 134, 145, 168, 135, 138, 160, 132, 167, 151, 137, 144, 144, 170, 159, 138, 128, 147, 134, 120, 143, 124, 114, 143, 134, 139, 152, 141, 151, 158, 133, 140, 157, 167, 151, 124, 134, 136, 151, 149, 136, 144, 120, 136, 149, 137, 159, 141, 130, 134, 147, 136, 138, 146, 138, 151, 135, 133, 143, 155, 146, 150, 131, 128, 156, 140, 124, 137, 122, 131, 135, 135, 120, 156, 136, 150, 132, 139, 174, 99, 142, 132, 141, 152, 131, 123, 143, 141, 135, 127, 125, 146, 120, 129, 140, 125, 148, 136, 133, 139, 158, 167, 141, 121, 205, 138, 132, 130, 150, 158, 140, 116, 123, 122, 142, 151, 174, 148, 133, 148, 149, 144, 144, 132, 134, 166, 138, 152, 135, 121, 152, 141, 156, 144, 148, 147, 146, 136, 141, 142, 141, 97, 152, 141, 170, 132, 136, 169, 128, 134, 148, 135, 161, 159, 127, 133, 138, 144, 129, 126, 133, 104, 144, 128, 139, 139, 142, 140, 169, 150, 138, 142, 143, 135, 149, 161, 158, 142, 154, 142, 137, 159, 127, 142, 159, 132, 150, 129, 139, 144, 138, 154, 103, 146, 133, 161, 135, 134, 171, 135, 146, 140, 156, 152, 131, 155, 123, 164, 139, 150, 138, 146, 139, 152, 146, 143, 154, 131, 124, 148, 122, 174, 171, 123, 146, 175, 143, 132, 136, 138, 144, 158, 138, 144, 164, 144, 149, 152, 119, 151, 127, 158, 130, 130, 133, 164, 195, 154, 133, 111, 161, 162, 122, 135, 151, 149, 133, 148, 136, 208, 126, 152, 123, 151, 145, 156, 128, 121, 153, 115, 156, 136, 137, 143, 150, 167, 122, 126, 148, 145, 176, 140, 134, 201, 134, 154, 141, 126, 136, 88, 144, 122, 146, 131, 147, 136, 157, 129, 135, 156, 129, 134, 147, 121, 153, 144, 112, 146, 136, 126, 133, 163, 146, 160, 183, 132, 145, 127, 147, 153, 156, 162, 172, 160, 147, 177, 136, 155, 161, 196, 131, 132, 128, 128, 134, 160, 131, 143, 191, 145, 114, 160, 134, 154, 124, 137, 140, 140, 143, 133, 177, 158, 151, 119, 123, 146, 169, 131, 185, 148, 133, 166, 120, 133, 147, 161, 133, 140, 146, 117, 127, 150, 134, 157, 133, 140, 144, 149, 127, 149, 152, 133, 140, 128, 148, 104, 109, 131, 112, 136, 116, 155, 48, 131, 172, 126, 132, 129, 151, 200, 135, 126, 133, 126, 128, 132, 136, 154, 149, 126, 150, 123, 135, 163, 134, 124, 150, 146, 143, 123, 165, 160, 167, 189, 171, 125, 155, 160, 147, 140, 140, 134, 125, 154, 143, 92, 134, 124, 125, 139, 146, 165, 142, 145, 156, 145, 155, 136, 149, 178, 148, 159, 143, 181, 164, 145, 149, 138, 161, 138, 110, 162, 163, 162, 130, 136, 129, 116, 145, 126, 143, 138, 127, 130, 119, 140, 149, 174, 150, 147, 122, 136, 149, 134, 154, 156, 150, 132, 160, 125, 129, 106, 152, 150, 139, 144, 144, 107, 134, 165, 130, 132, 148, 135, 169, 191, 171, 229, 140, 147, 139, 152, 130, 127, 143, 160, 135, 137, 143, 138, 182, 147, 151, 149, 148, 119, 175, 149, 137, 134, 128, 133, 144, 125, 129, 148, 153, 148, 109, 135, 143, 159, 126, 147, 161, 150, 159, 122, 132, 132, 144, 132, 149, 144, 201, 132, 138, 147, 139, 131, 120, 133, 148, 135, 146, 124, 125, 168, 153, 141, 141, 153, 136, 153, 172, 126, 186, 138, 164, 132, 122, 125, 131, 138, 137, 134, 140, 150, 127, 124, 163, 157, 144, 126, 139, 146, 130, 126, 127, 151, 121, 122, 130, 147, 166, 130, 185, 129, 153, 134, 120, 148, 130, 210, 146, 140, 148, 143, 123, 159, 145, 138, 141, 140, 162, 128, 135, 151, 104, 144, 137, 141, 146, 170, 139, 135, 118, 165, 145, 98, 165, 136, 148, 154, 140, 149, 150, 148, 145, 120, 142, 149, 146, 137, 143, 132, 97, 136, 129, 148, 122, 136, 149, 138, 163, 171, 143, 113, 139, 140, 125, 121, 153, 110, 124, 140, 139, 136, 144, 133, 130, 141, 134, 133, 136, 129, 160, 108, 155, 165, 131, 155, 129, 169, 127, 136, 151, 132, 129, 133, 173, 124, 147, 171, 136, 140, 126, 139, 158, 129, 176, 141, 145, 134, 58, 124, 131, 157, 142, 162, 135, 150, 131, 114, 151, 145, 166, 160, 157, 167, 125, 29, 125, 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150, 142, 130, 120, 161, 150, 178, 139, 163, 143, 164, 134, 154, 154, 140, 135, 145, 136, 138, 177, 127, 121, 128, 134, 139, 143, 142, 133, 143, 124, 135, 141, 126, 136, 136, 154, 151, 136, 174, 143, 63, 156, 127, 140, 153, 135, 144, 147, 133, 148, 133, 136, 149, 156, 136, 132, 134, 133, 143, 170, 132, 146, 149, 151, 149, 137, 140, 137, 154, 145, 145, 152, 119, 137, 143, 161, 141, 142, 129, 170, 156, 149, 136, 129, 138, 150, 145, 127, 135, 138, 133, 122, 142, 160, 139, 156, 145, 134, 154, 145, 159, 128, 151, 136, 140, 136, 152, 146, 137, 139, 145, 151, 143, 142, 137, 114, 128, 147, 151, 136, 124, 165, 137, 182, 150, 130, 146, 147, 139, 140, 132, 133, 140, 156, 138, 136, 155, 130, 149, 134, 143, 142, 144, 177, 165, 146, 139, 131, 129, 130, 148, 146, 156, 140, 136, 141, 174, 187, 145, 160, 126, 142, 129, 117, 150, 133, 138, 141, 133, 153, 136, 153, 127, 138, 173, 139, 141, 137, 118, 156, 131, 143, 146, 130, 140, 156, 134, 153, 135, 144, 128, 154, 96, 138, 149, 147, 135, 143, 125, 127, 136, 129, 125, 128, 155, 141, 136, 137, 143, 119, 142, 133, 146, 146, 125, 116, 137, 170, 136, 130, 125, 146, 163, 152, 139, 131, 151, 139, 133, 144, 154, 184, 144, 170, 147, 137, 129, 144, 152, 163, 139, 160, 124, 144, 131, 143, 184, 145, 161, 145, 142, 180, 141, 133, 157, 165, 138, 101, 151, 138, 141, 143, 144, 137, 145, 146, 139, 140, 135, 142, 146, 152, 157, 134, 147, 148, 138, 140, 132, 139, 143, 140, 129, 137, 141, 136, 156, 147, 136, 122, 150, 196, 142, 134, 141, 130, 137, 137, 158, 141, 138, 139, 128, 133, 146, 123, 157, 136, 138, 143, 133, 154, 140, 146, 108, 139, 145, 126, 138, 162, 143, 132, 132, 149, 135, 140, 139, 129, 110, 125, 146, 137, 156, 158, 132, 146, 143, 150, 132, 145, 137, 150, 143, 138, 158, 145, 139, 149, 121]) # parameters +i6 = Internal("op6", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i7 = Parameter("op7", "TENSOR_INT32", "{512}, 0.000162604788784, 0", [-16901, 4449, 3965, -23286, -10059, -1785, -2234, -21891, 9417, -2026, 9101, 12667, 10299, 11108, 3619, 4683, 5799, -16001, 5942, -11312, -1171, 4334, 8675, 16691, 21512, -6780, 3812, -10836, -20051, 12559, 31177, 4525, -10155, 15375, -1332, 3547, 2048, 9557, 7992, 1621, -3693, 1824, 9352, 1859, 2062, -4582, -25, -20228, -5152, -13316, 15779, 10439, -4107, -4946, -12821, 6077, -16842, 4528, -12243, 1023, -4170, -17171, 2325, 16396, 12713, 7235, 16232, 14657, 8080, -6237, -8406, -5553, -12955, 2926, 7067, 4498, -4133, 15279, -5016, 6875, -21536, -7709, 14359, 12586, 123, -4673, -6055, -16397, 15179, 1279, -7635, -12538, -3795, -1332, 4332, 6731, -3023, 4746, -20239, 3065, 12195, 10044, 4433, -8726, -970, -1935, -11520, 6733, -6513, 24782, -6492, 11639, -3920, 13047, 8108, 16503, 48, -11619, -3842, -15885, -1757, 11147, 15750, -14682, -2592, -6612, -11423, -7749, 13756, -6593, -6915, -1805, -11682, 9916, -12425, -5655, 14255, -17784, 1185, 20663, 9882, -27549, 21974, -84, 1919, 1548, -494, 15093, 6235, 13820, -18676, -16112, 5643, 146, 7939, 1603, 1037, -5267, -3660, -15951, 20711, -1049, 20945, -18690, -6009, -9156, 9504, -15344, -4052, -11799, -2073, -12886, -16852, -11185, 1192, -25083, -12645, -640, -3940, 5531, -7229, -12719, -3698, -2881, 9241, -21153, 2735, 12272, -21537, 15757, 10138, 12391, 3447, -13813, 19177, 23879, 70, 10091, -20352, 11425, -3253, 3787, 18077, -3557, 13823, 693, -1297, 11054, -8435, 12973, -923, -9163, -8248, 9414, 16947, -2134, -20935, -28123, 10053, 4490, -2214, -23097, -9177, -30591, 9190, 7921, -761, 18767, -1328, 22459, 17329, 15465, 7843, 8051, -6954, -22734, 3038, -8171, -10148, 5029, 21180, -1052, 14303, 7171, -11095, 18595, 2503, -6009, 5944, -3300, 5731, -13998, 7337, 11717, -11183, 13014, 11609, 177, -488, 526, -8657, -4750, 8371, -10453, -8307, 5185, 14345, -11431, 11040, 1160, 15900, -1401, -12290, -1433, 15265, 4175, 12776, -20427, 16135, -15025, -10462, -37082, 4406, 8702, -17378, 11579, -8827, -10279, -4222, 16632, -1762, -31314, 323, 5283, 10865, -11773, 3823, -19999, 6989, -18313, 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139, 140, 135, 136, 137, 139, 135, 137, 133, 135, 130, 139, 148, 134, 137, 140, 136, 120, 140, 131, 131, 144, 134, 144, 130, 132, 140, 132, 133, 134, 142, 128, 137, 139, 134, 124, 135, 139, 136, 135, 139, 143, 137, 141, 137, 146, 134, 139, 122, 132, 137, 133, 132]) # parameters +i9 = Internal("op9", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i10 = Parameter("op10", "TENSOR_INT32", "{512}, 0.000354939606041, 0", [11394, -1999, 4880, -2676, 6208, -1105, 13567, -3025, 7011, -1269, -1839, 10977, 2367, -1538, 6346, 7114, -1589, 4172, -1565, 7236, 2240, -921, 5150, 7512, 4914, -2337, -4988, -1603, -1501, -60, 4461, 4212, -1223, -8203, -21123, 5439, 4482, -3120, -507, 5387, -1463, 5896, 2931, 4335, 8023, 5484, -387, -1285, 3424, -136, 6466, 9839, -1431, 6363, 870, 7697, -1310, -2239, -1293, 3602, 768, 1057, 4505, -5877, -819, 6231, 3928, -7132, -6937, -645, -2878, 3467, 9156, -6209, 8901, 6379, -937, -2695, -451, -3679, -234, -726, 3643, -4771, 11820, 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-4279, 1631, 2244, 3563, 5701, 6420, 8175, 5574, 5615, 1863, 5644, 4750, 11416, 2735, -1347, 8907, 7140, -2160, -2441, -5500, -1027, -1330, -2412, 8310, 2451, 3676, -24, 5032, 6362, 8087, 7991, 2292, -5364, 6109, -2061, 12315, -3751, 4143, 4095, 1474, 7327, -6058, 5209, -1022, -571, -1694, 7873, 4929, 9169, -556, 4284, -991, 1403, -1486, -723, 4641, -522, 5800, -685, 5460, -1055, 5394, 4026, -1925, -741, -317, 4803, 6134, 2507, -1658, 7487, 729, -645, 8845, 9774, 3303, 3966, -4893, -657, 3860, -4120, -6229, 2897, 6727, -4947, 5823, -1722, 5974, 5215, 9125, 4255, 3514, -7826, -333, 4326, -1431, -1605, -10157, 10010, 6902, 530, 8868, 4708, -4545, 3823, 4508, 8464, -1728, 2169, -1069, 8100, 187, -36, -1112, -2222, -1821, 1090, -1200, -882, 813, 6197, 6063, 4471, 7066, 4782, 5108, -1383, 8965, -1319, -3987, -736, 3377, 5801, -533, 6329, -878, 5219, -146, 3487, 4417, -1205, 4950, 347, -1160, 834, -859, -5883, 8376, -657, 5913, -1517, 6189, 8613, -644, 4226, -1382, -795, 7929, -5572, -669, -392, -312, 5799, -269, -1577, -2377, 10646, 4558, 1608, 11593, 4036, -1487, 1163, -102, -380, -198, 13137, 7407, -5967, 4983, 3186, -3160, 412, -802, -949, 4604, -761, -599, -1345, 7225, -6091, -2165, -1707, 9026, 6189, -6400, -2132, -870, -7421, -1639, 12630, 2969, -9679, 4710, -2587, 7510, -1211, -1062, 9572, 4754, -4692, 9473, -3837, 9613, 4919, -721, 438, 3676, -497, 5660, -730, -892, -1250, 4344, 3307, -737, 4226, 7502, 3824, 4976, 3555, 3395, 4751, 5951, 5744, 4975, -893, 3099, -1599, 10522, -636, 7461, 5596, -2487, -1367, -4188, 4852, -9787, 7933, 5158, -484, -1047, 7642, -1660, -1338, -4094, -172, 4555, 4808, 6629, 9908, 5737, 4096, 3805, -1661, -2275, 9717, -1954, -2624]) # parameters +i11 = Parameter("op11", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 512}, 0.0150855332613, 132", [126, 152, 123, 196, 129, 149, 123, 151, 103, 137, 92, 131, 115, 153, 126, 116, 156, 108, 148, 125, 111, 132, 122, 194, 109, 25, 119, 161, 170, 179, 118, 114, 171, 154, 154, 112, 106, 157, 145, 110, 137, 110, 112, 118, 142, 124, 165, 154, 104, 189, 119, 106, 149, 103, 154, 105, 164, 99, 146, 129, 179, 46, 114, 168, 148, 121, 115, 161, 148, 157, 112, 123, 118, 158, 110, 109, 141, 188, 78, 144, 161, 168, 112, 152, 127, 144, 119, 100, 124, 114, 134, 128, 166, 112, 131, 99, 115, 127, 117, 124, 89, 162, 126, 149, 164, 119, 147, 164, 82, 111, 191, 123, 115, 100, 104, 121, 186, 172, 128, 116, 141, 166, 115, 109, 125, 105, 158, 144, 133, 188, 119, 152, 184, 127, 161, 119, 168, 148, 129, 149, 147, 157, 126, 112, 141, 165, 128, 103, 104, 142, 137, 166, 134, 143, 98, 189, 176, 125, 119, 135, 124, 103, 143, 157, 131, 146, 102, 115, 118, 101, 137, 179, 152, 115, 130, 153, 142, 122, 121, 133, 203, 114, 160, 114, 151, 165, 119, 114, 132, 149, 130, 154, 180, 154, 126, 112, 157, 109, 121, 145, 151, 138, 104, 75, 61, 113, 144, 100, 82, 137, 165, 127, 153, 116, 135, 180, 93, 151, 90, 149, 119, 224, 156, 136, 105, 141, 151, 87, 122, 113, 107, 159, 107, 124, 159, 124, 177, 115, 174, 102, 109, 69, 93, 103, 192, 150, 110, 115, 109, 106, 95, 114, 117, 122, 126, 139, 93, 123, 117, 152, 155, 150, 151, 152, 177, 165, 145, 147, 108, 196, 119, 133, 130, 119, 108, 152, 157, 177, 138, 147, 115, 113, 164, 120, 172, 113, 125, 125, 142, 109, 114, 116, 155, 123, 144, 190, 127, 204, 115, 166, 145, 137, 120, 148, 114, 116, 140, 145, 152, 119, 116, 158, 163, 116, 121, 154, 104, 128, 141, 120, 106, 126, 112, 126, 149, 173, 84, 151, 124, 129, 122, 120, 155, 120, 101, 153, 174, 109, 154, 171, 154, 125, 112, 128, 103, 121, 162, 119, 109, 110, 135, 145, 132, 115, 144, 185, 168, 154, 175, 121, 146, 153, 116, 141, 114, 121, 118, 171, 114, 147, 121, 175, 133, 146, 121, 123, 124, 112, 125, 99, 107, 110, 117, 112, 114, 99, 139, 183, 149, 67, 124, 162, 119, 164, 161, 126, 144, 120, 153, 134, 111, 163, 157, 178, 115, 155, 168, 156, 150, 140, 121, 160, 133, 116, 163, 99, 123, 145, 93, 136, 127, 147, 113, 111, 164, 111, 136, 132, 120, 111, 130, 158, 121, 178, 160, 88, 111, 118, 152, 164, 128, 153, 152, 128, 147, 155, 117, 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148, 143, 120, 132, 136, 129, 158, 112, 148, 106, 156, 148, 146, 98, 129, 132, 133, 140, 128, 168, 153, 124, 147, 121, 42, 153, 130, 151, 155, 127, 117, 150, 147, 158, 140, 177, 129, 158, 156, 163, 114, 128, 119, 166, 125, 118, 130, 117, 93, 124, 128, 148, 143, 113, 134, 121, 116, 144, 155, 140, 197, 119, 148, 139, 126, 128, 153, 155, 152, 166, 162, 117, 155, 114, 114, 136, 67, 171, 139, 150, 159, 120, 151, 136, 143, 124, 126, 120, 121, 165, 139, 129, 152, 157, 95, 117, 113, 120, 146, 105, 160, 164, 134, 151, 116, 138, 129, 101, 119, 172, 132, 122, 96, 114, 118, 117, 155, 178, 117, 156, 87, 119, 117, 166, 136, 118, 145, 118, 177, 120, 103, 171, 117, 152, 126, 154, 127, 153, 136, 140, 151, 110, 121, 150, 121, 121, 145, 107, 100, 142, 163, 104, 150, 166, 170, 186, 123, 121, 155, 128, 107, 138, 156, 150, 149, 110, 117, 133, 121, 157, 108, 126, 136, 171, 116, 147, 132, 124, 131, 187, 123, 130, 123, 136, 147, 113, 131, 125, 145, 117, 134, 102, 133, 126, 125, 132, 114, 120, 164, 155, 152, 106, 91, 86, 118, 161, 133, 98, 154, 152, 173, 146, 133, 150, 129, 96, 159, 111, 139, 123, 139, 145, 135, 162, 127, 128, 91, 158, 125, 121, 167, 110, 134, 136, 123, 173, 122, 145, 108, 106, 84, 127, 90, 101, 119, 106, 122, 115, 111, 104, 119, 140, 129, 184, 135, 141, 168, 141, 153, 151, 132, 154, 131, 154, 115, 148, 178, 117, 91, 122, 122, 159, 129, 147, 159, 124, 110, 146, 142, 108, 114, 109, 124, 145, 109, 145, 146, 137, 139, 143, 114, 142, 125, 100, 104, 155, 122, 123, 147, 177, 154, 125, 134, 120, 121, 165, 138, 149, 119, 111, 101, 131, 121, 155, 157, 113, 149, 107, 124, 110, 140, 119, 120, 146, 120, 172, 148, 129, 143, 124, 120, 141, 124, 118, 143, 154, 111, 138, 150, 144, 130, 148, 153, 114, 123, 150, 122, 112, 121, 139, 126, 139, 126, 106, 159, 113, 137, 181, 192, 143, 137, 147, 124, 113, 127, 116, 128, 121, 144, 117, 129, 170, 147, 122, 109, 105, 117, 159, 124, 169, 118, 124, 159, 128, 158, 165, 124, 151, 104, 145, 132, 121, 148, 163, 168, 135, 181, 146, 162, 131, 158, 137, 128, 147, 132, 139, 129, 142, 146, 121, 128, 140, 119, 134, 156, 137, 132, 163, 126, 154, 145, 122, 147, 135, 148, 132, 163, 121, 169, 145, 107, 126, 162, 128, 113, 131, 131, 140, 127, 156, 158, 135, 141, 117, 126, 120, 142, 129, 167, 108, 132, 116, 118, 121, 144, 111, 115, 131, 134, 118, 133, 120, 121, 158, 160, 102, 117, 151, 119, 105, 118, 120, 116, 108, 96, 121, 161, 167, 138, 108, 149, 130, 155, 125, 112, 171, 171, 183, 118, 162, 139, 125, 133, 124, 111, 145, 114, 83, 149, 126, 92, 117, 145, 116, 152, 114, 148, 143, 120, 105, 133, 141, 115, 126, 167, 124, 110, 107, 146, 115, 166, 124, 157, 158, 142, 117, 127, 164, 129, 136, 124, 175, 169, 124, 114, 123, 118, 212, 124, 88, 174, 131, 122, 149, 118, 157, 144, 177, 128, 185, 189, 181, 118, 131, 126, 146, 134, 143, 158, 109, 174, 126, 123, 137, 165, 108, 154, 112, 116, 128, 162, 157, 186, 118, 145, 131, 123, 127, 148, 161, 170, 195, 154, 115, 138, 112, 123, 147, 144, 183, 129, 149, 163, 124, 135, 114, 165, 127, 124, 121, 127, 181, 145, 154, 182, 163, 131, 119, 106, 116, 142, 124, 129, 181, 135, 138, 122, 145, 114, 115, 118, 131, 127, 126, 110, 136, 121, 108, 115, 199, 124, 143, 93, 121, 130, 176, 138, 122, 142, 106, 132, 112, 104, 34, 151, 145, 123, 127, 127, 148, 115, 149, 133, 127, 131, 159, 123, 125, 165, 139, 90, 168, 105, 108, 133, 168, 130, 194, 122, 113, 162, 128, 105, 132, 113, 154, 147, 132, 122, 137, 131, 188, 102, 125, 144, 151, 99, 159, 135, 121, 138, 122, 119, 113, 119, 127, 148, 130, 128, 116, 141, 121, 132, 121, 131, 126, 130, 147, 114, 115, 167, 145, 163, 118, 119, 124, 115, 146, 148, 122, 157, 124, 171, 147, 156, 148, 119, 181, 175, 126, 135, 122, 109, 173, 137, 143, 121, 142, 131, 163, 116, 125, 142, 125, 136, 108, 125, 148, 120, 59, 123, 125, 113, 160, 124, 104, 113, 118, 124, 115, 114, 133, 117, 156, 116, 164, 125, 165, 163, 144, 125, 131, 126, 148, 152, 158, 133, 152, 183, 110, 77, 124, 122, 143, 114, 164, 126, 94, 127, 152, 139, 113, 117, 105, 116, 127, 135, 147, 166, 150, 154, 141, 116, 133, 122, 49, 98, 150, 102, 118, 139, 152, 169, 123, 122, 119, 116, 206, 117, 161, 115, 111, 82, 122, 121, 173, 151, 118, 165, 100, 119, 109, 143, 120, 106, 167, 118, 171, 138, 124, 166, 129, 124, 137, 123, 115, 134, 157, 110, 152, 181, 133, 102, 152, 164, 141, 122, 139, 121, 133, 123, 147, 115, 136, 122, 114, 113, 145, 138, 187, 195, 143, 123, 170, 117, 110, 124, 121, 95, 117, 149, 123, 139, 204, 130, 114, 112, 92, 121, 144, 139, 149, 120, 122, 156, 130, 181, 170, 99, 142, 125, 153, 102, 119, 132, 134, 169, 143, 156, 157, 190, 120, 182, 104, 97, 160, 110, 122, 123, 155, 155, 121, 120, 145, 127, 113, 173, 133, 136, 170, 133, 161, 106, 124, 172, 173, 159, 143, 164, 121, 183, 148, 98, 123, 178, 134, 151, 133, 141, 144, 159, 179, 226, 135, 115, 109, 157, 116, 102, 124, 148, 125, 111, 135, 143, 114, 124, 139, 121, 125, 126, 120, 153, 117, 148, 179, 179, 122, 116, 154, 130, 122, 121, 119, 111, 114, 125, 117, 134, 160, 124, 114, 144, 122, 151, 119, 120, 185, 173, 155, 116, 153, 149, 109, 119, 156, 111, 119, 168, 116, 151, 123, 127, 119, 146, 125, 73, 121, 140, 161, 122, 180, 105, 132, 149, 143, 126, 132, 140, 134, 156, 116, 139, 155, 148, 142, 151, 104, 131, 117, 133, 138, 130, 154, 147, 127, 102, 124, 186, 142, 134, 152, 147, 128, 119, 146, 141, 153, 136, 164, 131, 146, 144, 148, 118, 132, 119, 159, 174, 140, 113, 119, 44, 124, 130, 146, 137, 120, 126, 130, 155, 144, 145, 134, 177, 119, 147, 137, 129, 130, 143, 149, 144, 146, 159, 120, 138, 112, 121, 137, 77, 162, 141, 150, 149, 121, 148, 137, 143, 124, 130, 123, 122, 152, 136, 84, 141, 148, 174, 119, 119, 124, 142, 110, 114, 155, 134, 150, 118, 135, 131, 139, 124, 115, 132, 125, 102, 107, 120, 123, 94, 168, 120, 152, 96, 121, 121, 155, 135, 125, 142, 123, 121, 124, 114, 176, 115, 140, 131, 105, 132, 147, 92, 140, 147, 116, 123, 142, 125, 124, 139, 157, 107, 139, 156, 112, 151, 156, 106, 164, 123, 126, 155, 130, 110, 135, 154, 142, 142, 109, 122, 131, 125, 145, 111, 133, 135, 164, 120, 147, 129, 125, 105, 104, 126, 135, 127, 135, 136, 173, 134, 136, 145, 120, 136, 109, 139, 127, 127, 132, 122, 124, 152, 153, 144, 113, 148, 156, 121, 153, 129, 155, 146, 157, 174, 142, 131, 144, 131, 167, 157, 148, 136, 127, 130, 139, 136, 153, 129, 131, 170, 148, 127, 124, 128, 112, 170, 136, 125, 166, 120, 152, 112, 110, 127, 124, 179, 112, 123, 112, 125, 116, 124, 132, 124, 135, 132, 172, 135, 135, 157, 138, 103, 151, 131, 153, 131, 148, 119, 142, 163, 117, 113, 123, 125, 152, 130, 141, 156, 131, 115, 138, 142, 114, 119, 118, 124, 145, 110, 144, 138, 136, 135, 140, 118, 143, 126, 117, 113, 158, 119, 127, 145, 174, 145, 126, 138, 121, 124, 149, 145, 144, 125, 115, 115, 134, 123, 143, 151, 117, 138, 116, 128, 176, 138, 122, 128, 142, 125, 158, 154, 132, 138, 124, 122, 117, 125, 125, 153, 156, 115, 138, 129, 143, 127, 142, 144, 141, 127, 135, 123, 111, 123, 135, 129, 139, 127, 113, 105, 129, 133, 168, 176, 139, 132, 140, 129, 119, 129, 123, 130, 127, 140, 125, 129, 151, 150, 126, 114, 120, 121, 156, 169, 171, 122, 124, 158, 132, 148, 154, 130, 147, 117, 140, 135, 122, 145, 155, 157, 134, 170, 140, 152, 132, 150, 140, 138, 140, 135, 142, 131, 140, 143, 125, 130, 136, 121, 136, 147, 138, 133, 152, 121, 143, 145, 124, 139, 135, 145, 133, 156, 122, 155, 144, 112, 129, 143, 135, 136, 128, 128, 141, 115, 156, 133, 134, 136, 123, 128, 122, 152, 130, 158, 145, 133, 167, 126, 126, 149, 113, 122, 129, 135, 121, 132, 124, 113, 149, 149, 105, 120, 151, 120, 107, 117, 122, 121, 113, 102, 123, 122, 155, 145, 114, 144, 133, 149, 127, 114, 156, 164, 175, 121, 157, 134, 129, 135, 115, 112, 91, 185, 93, 143, 128, 96, 121, 139, 118, 158, 114, 144, 139, 123, 98, 165]) # parameters +i12 = Internal("op12", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i13 = Parameter("op13", "TENSOR_INT32", "{512}, 0.000200755792321, 0", [-4877, 721, 678, 4292, 10071, 1898, -2621, -19306, -21498, -13936, 8924, -10957, -15039, -8760, 10726, -1940, -2609, -13946, -15129, -10331, -15062, -7899, -16830, 2096, 1485, -16444, -7274, 2650, -8279, -3054, 11104, -27779, 5796, -4926, 24092, -17812, 2693, -6712, -13479, 9877, -14408, 3498, -17612, 9954, 753, 1425, -21266, 5028, -3375, -1855, -23583, -24441, -11628, -3866, 1589, -40614, -23824, -1652, -1879, 5411, 5459, -25641, -5617, 19247, -956, 26940, 5175, 8275, 8123, -27174, -20716, 8311, -11679, -10654, -22645, 13393, 6458, -2921, 182, 6807, -5019, -21492, -17806, -30854, 15622, 4366, 9048, -7021, 2901, 14294, 2528, -121, 3775, 6381, -3824, -4337, -9583, -11327, 20171, 2507, -18367, 22500, -406, -28676, 10885, -26140, -3397, -16997, -21130, -14684, 29333, 21191, 2520, 13654, -28552, 12486, 1026, 4616, 5706, 5356, -18821, 5628, -7792, -12895, 8208, 10447, -389, 4966, -7798, -16495, -7945, 7699, -9645, 26447, -18442, 15937, -5922, -1229, 6794, 13569, -2549, -5813, -6050, -26988, -20065, -24300, -22053, -27818, 2256, 10564, -13191, 5268, 7864, -9014, -14307, -22404, 11324, -16337, -2087, -19364, -17940, 6916, -17699, -8865, -13785, -10609, -6527, -12828, -10222, -33670, 3599, 2772, 24751, -13469, -555, -8745, -20538, -11486, -4666, -19643, 2269, -24734, -5421, -7096, 14939, -19271, -16481, 3595, 12307, -11509, -19461, -8256, -15293, -10568, -26738, -5637, -21581, -24955, -18708, -8090, -12189, 17218, -11559, 11904, 2785, -4204, -32033, 15474, -15519, -13122, -6947, -9276, -12824, 187, 21634, -26, -9278, -26205, -1350, -28679, 11271, 10390, -20143, 7467, 10104, 7998, 5846, -19189, -18263, 8629, 1139, -4108, -5539, -15491, -16658, 375, -6915, -13589, -6239, -5451, 20095, -15352, 899, 541, 5650, -639, -2976, 11613, 11304, -8192, -31960, 4233, -17844, -31553, -22933, -1883, -18179, -1943, -8066, -17810, -16706, -9513, -10900, -1222, -17231, -4421, -10161, -35927, -2653, -22824, -2462, -25862, 1057, -7506, 13392, -27146, -13084, 3736, -6578, -31150, 776, -22934, 20460, -46451, 9939, 3712, 4418, -4606, -289, -21906, -482, 6887, 11068, 9434, -1696, -13174, -558, -4058, 4646, 12758, -9873, -16593, -33326, 1282, 10015, -12681, -17861, 4800, 6978, -12072, -28769, 4991, -23681, -5425, 12025, -20827, 5364, -9880, -7133, 1398, -3699, -6872, 4494, -13878, -39027, -23532, -26402, -11359, -8668, 1792, 2562, 86, -5300, -3241, 11484, 5093, -23266, 11526, -5602, 10598, -18329, -8082, -23669, -10421, 17809, -17662, -23783, 5655, -13770, 9115, 8536, -4997, 11552, -7150, -25158, -2703, 14584, -10293, 8408, -9911, 2729, 28004, -23819, -16981, -21319, -14831, -26859, -9853, 196, -26785, 16281, -18332, 14625, -14248, 1007, -22995, 6964, 7100, -12551, 19360, -10236, -7287, -1589, -10854, 3629, 207, -11070, -9435, -13274, -20483, -19296, 2756, -3152, -892, -8157, 18293, 5096, -151, -10006, -20583, -69, -6878, -1009, 13213, -14484, -1917, -29455, -15284, 13163, 1377, -9193, -901, -13882, -9328, 6492, 5410, 9050, -26715, -6989, -5216, -20873, -30210, -1157, 18495, 22359, -12892, 884, -8823, -2142, 5722, 6952, -33411, 420, -36310, -3378, 211, -10879, -23100, 17165, -35053, -14920, 2745, 5247, -6643, -2567, 1052, 5052, 14906, 14310, 1363, -7743, -21934, 5841, 9654, -1299, -13084, -17796, 12736, -10214, -25004, -4992, -26200, -10513, 29618, 12890, -8492, -17917, -7479, -36350, 10551, -9685, -19198, -5370, -13439, 9733, -22280, -13104, 8214, -1993, 10421, -28592, -6668, -34387, 8927, -14614, 5269, 17166, 10229, -9886, -28003, -14966, 4052, 3941, 4526, 832, -9720, 11659, -12904, 4272, -1152, -1744, 17584, -25673, -11159, 722, -19940, -19347, -19639, 12573, -5779, -6954, 11062]) # parameters +i14 = Parameter("op14", "TENSOR_QUANT8_ASYMM", "{512, 1, 1, 512}, 0.00853246077895, 115", [116, 122, 116, 103, 124, 118, 132, 111, 101, 108, 110, 123, 101, 116, 121, 124, 114, 104, 105, 97, 103, 127, 113, 110, 109, 116, 126, 122, 117, 109, 118, 100, 112, 116, 110, 116, 94, 127, 111, 120, 116, 118, 123, 104, 121, 122, 96, 117, 107, 117, 96, 122, 99, 105, 115, 121, 105, 121, 114, 109, 119, 113, 126, 117, 125, 100, 115, 109, 103, 119, 117, 113, 126, 119, 112, 121, 111, 117, 112, 120, 128, 111, 123, 115, 107, 115, 109, 105, 108, 131, 105, 110, 106, 119, 117, 113, 119, 101, 110, 118, 122, 118, 110, 105, 118, 122, 111, 94, 112, 122, 107, 104, 98, 101, 104, 111, 100, 116, 108, 117, 111, 120, 123, 121, 108, 124, 115, 101, 115, 104, 118, 119, 113, 109, 128, 115, 106, 121, 118, 116, 114, 110, 110, 101, 124, 111, 109, 106, 110, 121, 101, 109, 113, 115, 106, 122, 116, 101, 122, 134, 107, 116, 115, 116, 127, 121, 113, 114, 130, 120, 113, 114, 110, 122, 105, 112, 112, 113, 117, 111, 114, 111, 109, 115, 122, 101, 119, 121, 108, 99, 120, 120, 114, 115, 113, 139, 116, 115, 125, 101, 116, 105, 125, 115, 107, 120, 113, 125, 112, 109, 118, 110, 100, 112, 96, 121, 116, 109, 113, 123, 125, 108, 108, 111, 110, 120, 118, 124, 119, 114, 101, 114, 116, 118, 119, 119, 118, 120, 116, 117, 123, 118, 106, 112, 109, 107, 112, 124, 118, 112, 119, 124, 116, 116, 110, 95, 113, 111, 98, 118, 123, 136, 111, 106, 114, 112, 111, 125, 110, 126, 97, 115, 115, 117, 109, 132, 102, 112, 110, 113, 110, 126, 124, 118, 108, 107, 119, 107, 118, 111, 120, 114, 105, 117, 105, 111, 132, 119, 115, 115, 114, 109, 105, 104, 107, 123, 107, 128, 107, 110, 103, 118, 103, 112, 111, 108, 126, 117, 115, 114, 114, 108, 103, 100, 110, 103, 97, 106, 119, 117, 121, 121, 114, 122, 111, 119, 110, 108, 120, 119, 128, 115, 120, 124, 116, 109, 117, 111, 119, 119, 120, 124, 124, 117, 116, 114, 128, 100, 115, 135, 117, 123, 117, 100, 123, 105, 120, 120, 120, 104, 118, 122, 110, 119, 104, 109, 123, 113, 104, 101, 117, 124, 120, 116, 105, 115, 126, 96, 109, 123, 112, 126, 121, 110, 107, 127, 121, 119, 111, 122, 112, 120, 100, 115, 97, 131, 112, 117, 112, 129, 112, 120, 113, 121, 122, 114, 114, 110, 110, 127, 115, 109, 125, 126, 111, 119, 112, 123, 124, 122, 121, 123, 125, 107, 109, 105, 114, 93, 103, 125, 110, 111, 117, 106, 130, 116, 119, 124, 125, 117, 110, 125, 117, 104, 113, 125, 121, 112, 109, 114, 101, 101, 119, 107, 114, 106, 125, 114, 112, 105, 117, 117, 131, 119, 125, 124, 110, 120, 110, 89, 110, 108, 111, 117, 117, 113, 117, 106, 119, 110, 104, 131, 122, 126, 112, 112, 110, 114, 104, 110, 101, 114, 116, 115, 122, 123, 103, 122, 109, 122, 103, 117, 94, 107, 130, 111, 114, 107, 113, 117, 112, 117, 121, 124, 121, 107, 109, 124, 106, 123, 114, 105, 115, 118, 113, 110, 114, 115, 117, 106, 125, 110, 115, 109, 117, 115, 104, 110, 105, 112, 113, 116, 100, 115, 114, 112, 106, 124, 113, 121, 115, 110, 129, 105, 112, 113, 107, 108, 105, 116, 122, 109, 123, 114, 115, 103, 109, 124, 113, 108, 105, 101, 115, 120, 127, 126, 115, 108, 102, 117, 122, 105, 112, 107, 112, 113, 120, 119, 114, 106, 119, 115, 109, 117, 115, 110, 122, 114, 113, 116, 120, 128, 117, 106, 109, 115, 122, 105, 113, 111, 108, 118, 105, 130, 120, 112, 123, 119, 113, 115, 122, 99, 112, 118, 103, 116, 112, 121, 115, 121, 108, 109, 120, 98, 111, 108, 128, 108, 103, 123, 124, 128, 108, 112, 111, 118, 146, 121, 117, 121, 123, 120, 111, 115, 106, 109, 118, 114, 114, 110, 109, 116, 115, 110, 120, 102, 121, 114, 129, 120, 116, 120, 118, 106, 110, 110, 111, 119, 123, 106, 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124, 120, 122, 123, 112, 128, 119, 120, 116, 121, 115, 100, 117, 107, 115, 110, 116, 117, 116, 112, 103, 115, 88, 117, 138, 119, 116, 116, 102, 121, 119, 101, 108, 118, 118, 112, 115, 108, 100, 115, 135, 125, 110, 108, 123, 114, 114, 109, 115, 112, 115, 110, 124, 117, 113, 143, 104, 130, 110, 117, 117, 93, 121, 114, 104, 122, 113, 113, 124, 116, 116, 123, 115, 134, 135, 104, 110, 115, 118, 109, 102, 113, 114, 113, 118, 137, 105, 95, 98, 123, 111, 113, 116, 112, 139, 122, 133, 118, 108, 118, 120, 121, 123, 111, 122, 112, 113, 112, 139, 99, 105, 123, 122, 101, 113, 121, 104, 110, 117, 111, 131, 112, 115, 124, 119, 126, 103, 122, 117, 110, 109, 107, 110, 113, 94, 113, 121, 106, 119, 107, 100, 101, 92, 131, 113, 117, 110, 118, 119, 115, 114, 111, 115, 109, 112, 108, 127, 120, 109, 96, 122, 100, 111, 123, 107, 102, 116, 102, 136, 116, 112, 115, 118, 115, 104, 93, 110, 106, 111, 117, 113, 105, 106, 118, 97, 97, 103, 104, 103, 101, 98, 130, 118, 109, 114, 107, 95, 112, 103, 113, 112, 113, 124, 107, 117, 116, 123, 104, 109, 106, 106, 122, 108, 123, 106, 113, 107, 122, 122, 129, 127, 113, 130, 122, 121, 114, 109, 103, 99, 126, 122, 140, 99, 128, 108, 111, 105, 97, 115, 133, 116, 104, 113, 128, 106, 122, 115, 114, 118, 113, 118, 111, 115, 122, 102, 122, 114, 120, 129, 124, 126, 157, 113, 113, 111, 111, 109, 110, 120, 103, 116, 139, 95, 122, 103, 137, 105, 113, 118, 120, 120, 117, 110, 116, 108, 116, 96, 118, 112, 99, 118, 97, 155, 120, 118, 102, 129, 103, 134, 119, 104, 102, 126, 124, 111, 89, 110, 106, 105, 118, 104, 113, 86, 146, 103, 105, 102, 102, 124, 107, 105, 120, 97, 113, 110, 106, 106, 119, 135, 113, 112, 114, 123, 136, 120, 108, 102, 114, 104, 112, 120, 124, 109, 124, 104, 100, 138, 113, 96, 106, 127, 96, 131, 112, 115, 111, 116, 117, 119, 102, 115, 118, 123, 94, 109, 113, 113, 124, 112, 100, 99, 114, 95, 155, 121, 112, 119, 125, 99, 107, 116, 109, 112, 100, 104, 132, 106, 123, 133, 87, 103, 125, 104, 101, 116, 84, 113, 123, 113, 113, 120, 119, 117, 102, 108, 105, 108, 126, 120, 106, 117, 129, 115, 98, 102, 109, 114, 112, 113, 116, 136, 98, 122, 119, 116, 111, 141, 128, 111, 121, 110, 91, 90, 101, 120, 109, 117, 118, 115, 107, 101, 107, 110, 93, 117, 119, 139, 116, 124, 123, 112, 106, 112, 115, 119, 112, 103, 128, 99, 115, 123, 128, 97, 117, 113, 121, 110, 118, 124, 103, 121, 123, 117, 118, 103, 116, 118, 104, 92, 92, 162, 117, 132, 127, 125, 101, 121, 126, 120, 109, 116, 116, 107, 116, 120, 130, 114, 126, 123, 105, 111, 103, 92, 129, 105, 101, 110, 114, 119, 132, 116, 102, 111, 113, 107, 142, 111, 84, 114, 117, 113, 104, 117, 112, 115, 117, 122, 115, 100, 133, 109, 126, 106, 163, 114, 93, 123, 104, 109, 115, 124, 108, 121, 119, 118, 119, 113, 104, 111, 108, 118, 120, 111, 131, 113, 126, 112, 109, 105, 117, 122, 103, 101, 116, 136, 101, 101, 110, 109, 113, 110, 102, 110, 92, 130, 106, 108, 117, 148, 105, 136, 117, 110, 117, 118, 117, 103, 106, 113, 113, 108, 120, 145, 111, 131, 119, 115, 120, 99, 118, 108, 115, 99, 116, 100, 127, 123, 107, 95, 116, 97, 108, 118, 104, 104, 130, 105, 133]) # parameters +i15 = Internal("op15", "TENSOR_QUANT8_ASYMM", "{1, 7, 7, 512}, 0.023528477177, 0") # intermediate result +i16 = Parameter("op16", "TENSOR_INT32", "{512}, 0.0001660654234, 0", [-373, 18951, -2733, 15414, 20558, 9709, 16138, -3792, 16558, -650, 7012, 20511, -274, -1847, -296, -372, 15068, 17543, 1854, 74, -4582, 9756, -132, 19846, -137, 1657, -3355, 14715, 5999, -109, 1181, -896, 15621, 22768, 18127, -50, 8284, 9109, -4146, 16821, -252, -167, -265, 17612, 17446, -1860, -174, 32085, 10056, 20509, -3583, -567, -1516, -177, 8726, -658, 21203, 7016, 16924, 7913, -327, -213, -147, 5525, -7896, 16433, 5983, 11020, 249, -51, -208, 16425, -472, -540, 19888, 19421, 19490, -251, 16580, 9068, -9075, -1014, -453, -308, 10261, -11969, 12104, -303, -334, -220, 8595, 12251, 11179, 8047, 8653, -665, 21897, 101, 18662, -20520, 14391, 7059, 11269, -226, 11338, -989, -276, -262, -423, -70, 15504, 17173, 12849, -242, 11750, -11968, 17192, 16985, -305, 20467, -92, 13467, 12979, 17623, 20170, 18187, -5626, 19962, -4048, -190, 23006, -320, 7595, 10846, 20, 18355, 15397, 7568, 15015, 14491, 10174, -177, 8623, -914, -778, -693, 22450, 23497, 18379, 9846, -514, 12853, 20087, -308, -87, -255, 23893, -2604, -1064, 17113, -206, 23683, -89, 18467, -803, -7233, 1299, -290, -773, -117, 25412, -172, 9850, 15154, -172, -198, -7326, -265, -214, 9724, 18236, -362, -452, -7554, 9933, -4, -127, -223, 27793, -194, 9869, -428, 11611, 14325, -268, 18914, -118, -1019, 13637, 19062, 13774, 18618, -5808, 16918, 7092, -218, -868, 16691, 14164, 11990, 22363, 22618, 7830, -8205, 11259, -3831, -1406, -236, 102, -348, 2647, -284, 17992, -349, 30338, 18878, 9241, 96, -1265, 22850, 23634, -910, -350, 18553, -566, 12124, 22674, -299, -2035, -86, 25130, -178, -610, -1100, 22637, -153, 12396, 13115, 27149, -57, -304, 15693, 22380, 22082, -662, -6306, -518, 18296, -281, -464, -1263, 3, -140, 11747, 54, 12219, 3128, -155, 20521, -356, -10700, -539, 16197, -151, 17991, -102, -12174, -2030, 23213, -278, -203, -188, 17503, -304, 345, -142, 12505, -83, 19624, -135, -313, 19070, 19043, 10744, 9237, -1029, 17365, -2722, 8900, 9481, -344, -97, -12518, 17213, -3963, -254, 4028, 20124, 18711, -5954, -199, 2229, -258, -1966, -176, -262, 18063, 18465, -403, 18370, 11978, 18498, 19527, -347, -188, -271, 20380, -154, -2272, 20353, 11041, -144, 17950, -205, -375, 23924, -394, 18961, -253, 22110, -163, 21443, -1523, 13, 20507, -174, -256, 14703, 14486, 9154, 16687, 9980, 9810, -5803, 18126, -219, 18072, 19486, 17649, 9061, 15158, 10930, 16784, 26204, -92, -172, -1126, -271, 6833, 1, 8767, 8469, -1538, -2265, -1815, 717, 8828, 14576, 15026, 12379, 18820, 9101, -704, 7009, 19635, 9413, -507, -2955, -16, -1749, 18378, 17066, 8416, 15201, -2713, 13941, 19216, 13617, 9155, 20763, 9344, 1533, 8326, 16614, -120, -188, 1820, -1160, 11339, 13681, 18114, 9511, 9853, 9411, 13324, 16781, -2262, -1990, -350, 8337, 16602, -410, 11323, 18129, -131, -1119, -336, -350, 8603, 15452, 8164, -325, -1780, -363, -1131, 8952, -9907, -1509, 18187, -1339, -439, 21121, 15708, 21219, -65, 16491, 20942, 13862, -8041, -945, -397, -63, -3379, 16563, 67, 14948, -724, 9500, 124, -615, 19791, -1002, -336, 10514, 8578, -1919, 3883, -115, -316, 18782, 23092, -191, 13692, -332, 16282, -105, -475, 22437, -63, 13576, -421, -358, -519, 20581, 16634, 18871, 12517, -146, -189, -156, -3347, 6190, -404, -586, 16365, -86, 37494, 19932, 19, -7693, -1984, 16309, -1494, -312, 20347, -312, -221, -2841, 7908, -354, -687, -9984]) # parameters +i17 = Parameter("op17", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 512}, 0.00705806072801, 111", [144, 73, 143, 88, 88, 99, 98, 156, 84, 157, 95, 87, 162, 47, 152, 149, 88, 90, 153, 161, 161, 83, 152, 92, 141, 166, 162, 79, 164, 150, 39, 165, 98, 87, 97, 169, 92, 73, 163, 125, 149, 153, 186, 72, 88, 143, 147, 50, 99, 83, 150, 144, 149, 155, 85, 158, 84, 64, 87, 88, 147, 166, 147, 155, 168, 95, 159, 77, 151, 172, 152, 54, 146, 148, 90, 68, 88, 155, 66, 90, 79, 147, 145, 162, 60, 117, 72, 157, 160, 145, 80, 90, 60, 79, 84, 164, 79, 142, 83, 180, 97, 91, 85, 186, 88, 150, 153, 156, 163, 165, 83, 83, 90, 152, 79, 61, 67, 94, 157, 68, 151, 55, 66, 87, 77, 88, 146, 91, 167, 148, 90, 151, 86, 161, 172, 78, 80, 84, 93, 88, 71, 148, 96, 166, 143, 151, 79, 84, 87, 91, 181, 93, 91, 147, 152, 148, 75, 150, 137, 90, 156, 56, 150, 90, 156, 178, 147, 169, 188, 179, 60, 143, 77, 87, 157, 164, 171, 151, 149, 72, 84, 156, 148, 146, 101, 149, 154, 147, 64, 187, 144, 142, 86, 53, 156, 63, 155, 153, 87, 91, 83, 88, 178, 94, 63, 164, 154, 70, 86, 77, 87, 82, 86, 55, 64, 142, 143, 144, 147, 151, 71, 142, 91, 137, 53, 66, 93, 150, 153, 80, 56, 167, 134, 87, 161, 95, 84, 149, 158, 142, 66, 146, 141, 152, 84, 152, 85, 99, 48, 147, 168, 92, 79, 84, 148, 157, 150, 85, 152, 153, 140, 144, 146, 91, 169, 168, 111, 155, 89, 145, 139, 154, 84, 151, 119, 161, 170, 131, 85, 157, 149, 153, 107, 165, 160, 151, 86, 150, 94, 163, 145, 82, 93, 101, 75, 154, 83, 157, 85, 90, 152, 147, 151, 139, 151, 158, 96, 85, 93, 70, 149, 146, 146, 146, 159, 150, 75, 86, 146, 83, 85, 82, 88, 156, 149, 149, 81, 152, 137, 92, 97, 151, 85, 138, 46, 73, 155, 68, 152, 65, 148, 83, 152, 144, 75, 155, 150, 94, 93, 83, 77, 87, 84, 153, 73, 57, 87, 90, 90, 82, 95, 63, 99, 86, 147, 164, 169, 158, 78, 168, 79, 90, 40, 142, 136, 148, 86, 93, 86, 82, 85, 87, 148, 85, 74, 74, 141, 153, 155, 167, 91, 71, 78, 88, 146, 84, 102, 33, 78, 79, 70, 121, 81, 94, 143, 142, 158, 162, 118, 75, 95, 92, 94, 76, 82, 90, 161, 171, 165, 78, 96, 172, 97, 92, 149, 151, 155, 147, 88, 92, 74, 159, 151, 157, 139, 90, 172, 159, 89, 144, 166, 75, 95, 80, 155, 86, 66, 76, 143, 150, 206, 147, 147, 83, 150, 88, 145, 82, 151, 163, 87, 143, 147, 99, 86, 158, 144, 146, 153, 91, 77, 156, 93, 147, 89, 181, 176, 65, 152, 61, 145, 148, 147, 82, 85, 55, 89, 158, 179, 145, 152, 45, 147, 146, 94, 153, 41, 85, 151, 44, 146, 113, 160, 139, 86, 142, 151, 141, 81, 148, 136, 153, 153, 62, 147, 89, 83, 99, 92, 156, 77, 164, 89, 72, 183, 177, 162, 155, 86, 87, 165, 181, 164, 74, 164, 86, 156, 178, 164, 78, 180, 155, 110, 164, 97, 81, 92, 195, 90, 69, 168, 126, 157, 170, 197, 63, 81, 141, 162, 38, 98, 77, 156, 157, 153, 172, 88, 172, 79, 68, 80, 89, 166, 184, 164, 161, 177, 89, 112, 75, 159, 189, 161, 53, 153, 152, 83, 67, 85, 174, 70, 87, 79, 154, 160, 174, 79, 121, 74, 162, 174, 162, 89, 88, 59, 82, 81, 173, 68, 150, 77, 179, 93, 90, 85, 197, 83, 156, 162, 169, 177, 185, 85, 81, 83, 165, 73, 54, 74, 91, 157, 63, 162, 51, 56, 79, 67, 77, 147, 82, 177, 163, 83, 157, 86, 166, 183, 76, 72, 87, 87, 79, 67, 156, 94, 185, 157, 162, 71, 68, 82, 89, 187, 95, 81, 162, 161, 165, 63, 154, 145, 84, 175, 49, 170, 84, 164, 170, 160, 185, 211, 194, 40, 154, 81, 78, 174, 177, 182, 157, 160, 64, 78, 163, 161, 129, 97, 166, 181, 163, 44, 203, 148, 153, 81, 47, 160, 58, 171, 166, 83, 85, 77, 84, 183, 90, 61, 176, 163, 73, 82, 70, 84, 74, 84, 73, 65, 149, 149, 154, 158, 161, 57, 149, 85, 147, 58, 55, 83, 166, 160, 71, 46, 182, 143, 75, 182, 86, 79, 158, 152, 157, 52, 153, 150, 163, 75, 160, 83, 99, 46, 155, 188, 90, 76, 74, 152, 173, 160, 80, 154, 166, 139, 148, 155, 91, 190, 114, 181, 177, 79, 161, 132, 169, 79, 163, 117, 176, 170, 118, 75, 167, 163, 163, 110, 179, 112, 165, 84, 167, 91, 171, 156, 77, 83, 99, 84, 168, 72, 169, 83, 91, 163, 165, 155, 111, 151, 159, 93, 80, 89, 200, 161, 159, 162, 156, 168, 157, 66, 77, 159, 73, 83, 78, 82, 171, 164, 161, 73, 167, 142, 85, 92, 160, 73, 147, 33, 66, 171, 62, 168, 66, 158, 74, 165, 154, 71, 156, 160, 92, 87, 81, 78, 88, 88, 153, 67, 140, 88, 84, 85, 91, 90, 65, 102, 82, 150, 178, 185, 173, 75, 178, 80, 85, 157, 152, 139, 169, 80, 93, 79, 78, 72, 88, 154, 78, 64, 81, 143, 157, 162, 181, 90, 68, 88, 81, 167, 87, 101, 81, 88, 73, 88, 128, 88, 93, 148, 150, 174, 176, 95, 75, 89, 93, 95, 87, 82, 86, 162, 185, 184, 75, 91, 184, 93, 86, 163, 155, 166, 150, 89, 88, 74, 177, 151, 172, 148, 88, 21, 165, 83, 153, 168, 66, 91, 72, 174, 83, 62, 79, 151, 150, 229, 171, 144, 76, 164, 82, 153, 88, 160, 180, 80, 150, 161, 95, 88, 160, 153, 157, 168, 86, 70, 161, 94, 155, 84, 199, 177, 64, 164, 61, 163, 147, 159, 75, 71, 57, 85, 169, 204, 157, 164, 53, 147, 152, 86, 158, 25, 80, 160, 15, 157, 114, 168, 150, 79, 146, 160, 141, 89, 158, 144, 146, 138, 83, 127, 99, 91, 105, 101, 149, 88, 139, 98, 94, 146, 54, 140, 137, 92, 98, 144, 146, 150, 90, 143, 96, 132, 154, 149, 96, 157, 138, 159, 146, 103, 96, 101, 154, 103, 80, 137, 123, 140, 145, 168, 88, 97, 137, 140, 77, 102, 92, 137, 134, 137, 140, 96, 144, 92, 73, 91, 98, 140, 150, 143, 142, 156, 98, 87, 89, 141, 149, 135, 70, 140, 139, 97, 94, 94, 154, 82, 98, 90, 139, 139, 142, 76, 162, 78, 142, 153, 141, 85, 98, 74, 85, 94, 152, 94, 133, 96, 104, 100, 94, 88, 152, 89, 143, 140, 139, 147, 145, 99, 92, 95, 146, 88, 81, 90, 99, 143, 82, 140, 74, 81, 97, 91, 94, 132, 96, 150, 140, 93, 138, 93, 145, 151, 84, 85, 87, 100, 94, 85, 140, 98, 156, 133, 138, 92, 89, 96, 100, 162, 98, 93, 140, 140, 142, 97, 140, 130, 95, 138, 84, 149, 98, 144, 127, 141, 153, 162, 155, 80, 136, 87, 94, 144, 151, 168, 142, 143, 90, 92, 144, 142, 135, 103, 136, 153, 134, 90, 159, 135, 133, 97, 76, 144, 78, 140, 131, 96, 96, 88, 91, 138, 99, 76, 146, 136, 91, 94, 88, 90, 93, 94, 80, 74, 135, 134, 134, 144, 144, 80, 133, 96, 139, 78, 93, 100, 138, 145, 88, 67, 148, 125, 89, 149, 99, 93, 144, 151, 131, 94, 140, 132, 144, 92, 142, 95, 103, 88, 140, 159, 98, 93, 95, 133, 146, 140, 93, 147, 140, 133, 132, 138, 96, 154, 91, 187, 145, 91, 134, 138, 144, 92, 139, 119, 145, 139, 132, 90, 145, 140, 140, 107, 149, 37, 142, 95, 140, 96, 145, 138, 90, 96, 102, 83, 141, 86, 150, 99, 96, 138, 139, 140, 81, 137, 144, 100, 94, 98, 34, 140, 144, 142, 135, 153, 140, 94, 94, 135, 93, 97, 92, 94, 139, 137, 141, 90, 144, 127, 96, 100, 135, 91, 133, 57, 90, 145, 92, 132, 81, 141, 92, 144, 137, 93, 140, 138, 98, 94, 93, 86, 93, 93, 144, 91, 57, 93, 98, 95, 97, 97, 78, 106, 95, 137, 151, 146, 145, 89, 145, 85, 97, 31, 133, 127, 138, 95, 97, 93, 91, 91, 91, 136, 88, 78, 85, 130, 146, 142, 148, 99, 92, 89, 94, 142, 88, 106, 39, 88, 89, 79, 117, 88, 101, 133, 134, 146, 154, 65, 85, 99, 99, 102, 86, 87, 98, 147, 165, 148, 90, 101, 133, 105, 98, 145, 138, 145, 138, 97, 100, 83, 142, 137, 146, 133, 98, 163, 144, 98, 138, 143, 86, 102, 88, 145, 94, 85, 83, 135, 137, 152, 139, 132, 94, 137, 96, 134, 87, 138, 152, 95, 137, 141, 105, 95, 140, 138, 136, 143, 98, 88, 140, 100, 138, 98, 159, 156, 81, 146, 77, 143, 142, 138, 90, 91, 82, 96, 146, 157, 135, 140, 63, 144, 141, 99, 142, 83, 94, 140, 35, 129, 115, 144, 132, 98, 134, 145, 128, 87, 136, 131, 139, 157, 64, 150, 85, 80, 95, 93, 163, 79, 165, 121, 70, 189, 71, 164, 157, 87, 83, 167, 164, 160, 73, 166, 87, 153, 158, 166, 83, 181, 165, 55, 169, 89, 83, 89, 192, 90, 128, 147, 101, 159, 166, 213, 91, 87, 145, 166, 49, 97, 83, 146, 156, 153, 160, 89, 160, 71, 109, 81, 89, 159, 179, 160, 108, 162, 93, 172, 110, 160, 193, 162, 111, 157, 151, 79, 83, 82, 168, 104, 91, 200, 144, 151, 167, 86, 126, 70, 168, 175, 158, 76, 90, 104, 80, 84, 168, 67, 155, 80, 180, 91, 116, 85, 170, 121, 158, 161, 172, 178, 186, 85, 79, 82, 164, 67, 175, 74, 94, 162, 102, 160, 106, 118, 79, 74, 77, 142, 85, 164, 165, 76, 157, 82, 119, 184, 80, 72, 84, 87, 90, 111, 158, 89, 186, 153, 157, 71, 61, 82, 87, 183, 92, 84, 169, 160, 149, 66, 158, 150, 88, 168, 58, 168, 81, 158, 131, 163, 160, 194, 210, 65, 151, 89, 82, 167, 173, 181, 161, 154, 59, 87, 160, 160, 233, 97, 173, 162, 153, 55, 205, 111, 156, 84, 100, 167, 106, 173, 157, 87, 84, 77, 84, 134, 96, 106, 170, 165, 78, 78, 76, 80, 75, 87, 220, 113, 151, 149, 163, 149, 160, 113, 158, 84, 154, 54, 71, 84, 182, 163, 74, 65, 182, 151, 74, 163, 91, 85, 157, 158, 153, 69, 152, 150, 154, 72, 155, 85, 92, 53, 157, 175, 86, 74, 74, 158, 162, 162, 80, 158, 168, 136, 143, 148, 95, 189, 160, 78, 171, 80, 158, 220, 162, 79, 165, 96, 177, 142, 113, 76, 165, 162, 162, 86, 186, 169, 163, 91, 161, 87, 183, 153, 83, 86, 94, 77, 160, 78, 161, 88, 95, 166, 159, 147, 148, 150, 160, 126, 79, 89, 55, 161, 166, 164, 163, 175, 166, 81, 81, 167, 82, 83, 80, 84, 165, 161, 150, 75, 163, 137, 83, 94, 161, 78, 149, 122, 60, 164, 79, 180, 69, 157, 76, 168, 152, 75, 155, 158, 87, 89, 87, 80, 87, 90, 153, 70, 161, 91, 87, 84, 91, 89, 110, 87, 79, 164, 170, 178, 175, 118, 188, 115, 81, 94, 146, 148, 167, 83, 90, 93, 86, 80, 84, 147, 120, 65, 78, 154, 158, 163, 181, 88, 79, 79, 86, 159, 85, 92, 91, 83, 72, 88, 144, 86, 89, 150, 150, 149, 183, 115, 84, 86, 89, 96, 79, 73, 86, 171, 173, 178, 72, 92, 176, 91, 87, 156, 151, 164, 160, 90, 87, 110, 176, 155, 166, 151, 89, 151, 164, 86, 151, 169, 68, 93, 76, 172, 82, 71, 72, 137, 148, 164, 161, 147, 92, 164, 93, 157, 84, 157, 174, 79, 155, 161, 97, 83, 160, 151, 150, 161, 86, 69, 167, 92, 161, 85, 194, 187, 59, 164, 111, 160, 156, 159, 73, 73, 77, 95, 106, 213, 157, 149, 104, 160, 156, 88, 165, 20, 81, 160, 255, 149, 97, 164, 147, 79, 150, 157, 140, 87, 151, 145, 156, 165, 46, 153, 82, 83, 97, 89, 168, 75, 184, 118, 70, 210, 190, 184, 166, 84, 81, 175, 183, 156, 72, 185, 83, 158, 166, 174, 69, 193, 174, 113, 181, 88, 72, 83, 220, 91, 129, 155, 97, 168, 180, 214, 83, 79, 134, 176, 43, 95, 74, 151, 162, 154, 173, 106, 173, 61, 110, 74, 93, 171, 199, 171, 105, 168, 88, 111, 110, 169, 216, 178, 111, 159, 151, 72, 77, 78, 186, 108, 97, 221, 152, 164, 191, 120, 126, 91, 172, 182, 170, 87, 91, 109, 100, 97, 201, 56, 170, 74, 186, 87, 114, 105, 185, 117, 169, 170, 190, 203, 188, 84, 78, 84, 177, 70, 188, 74, 93, 166, 98, 185, 106, 111, 76, 71, 74, 139, 86, 153, 178, 64, 167, 91, 113, 192, 80, 75, 94, 87, 85, 108, 164, 89, 203, 164, 173, 54, 49, 79, 86, 213, 95, 79, 189, 173, 162, 54, 156, 150, 79, 179, 49, 185, 73, 168, 150, 167, 169, 203, 229, 62, 165, 95, 75, 190, 196, 200, 171, 168, 56, 82, 174, 169, 224, 91, 184, 186, 170, 47, 227, 107, 167, 87, 92, 179, 104, 189, 164, 80, 77, 72, 80, 168, 91, 108, 195, 191, 77, 81, 67, 76, 64, 94, 203, 116, 152, 152, 178, 162, 171, 115, 158, 80, 160, 36, 62, 75, 196, 176, 63, 50, 191, 158, 73, 181, 87, 77, 164, 150, 163, 50, 160, 160, 164, 68, 167, 84, 91, 41, 156, 199, 83, 62, 62, 164, 171, 177, 73, 154, 181, 133, 155, 157, 99, 204, 112, 140, 185, 77, 171, 217, 180, 72, 167, 95, 197, 148, 127, 63, 180, 178, 178, 86, 213, 116, 175, 88, 179, 86, 198, 165, 75, 80, 95, 97, 173, 75, 175, 78, 100, 177, 176, 155, 101, 145, 170, 125, 74, 88, 194, 178, 172, 183, 179, 191, 179, 78, 71, 183, 81, 83, 66, 81, 173, 176, 160, 60, 179, 137, 79, 91, 175, 78, 157, 120, 54, 172, 70, 194, 62, 170, 69, 177, 163, 67, 159, 169, 82, 88, 95, 84, 81, 99, 163, 64, 188, 93, 81, 76, 96, 87, 114, 81, 71, 170, 175, 202, 204, 118, 212, 112, 72, 209, 146, 156, 178, 85, 87, 89, 88, 69, 93, 152, 118, 55, 88, 160, 164, 174, 193, 82, 71, 86, 80, 172, 84, 92, 133, 100, 66, 103, 151, 95, 88, 160, 154, 163, 183, 96, 89, 90, 89, 98, 99, 75, 83, 173, 197, 203, 88, 88, 181, 87, 77, 165, 156, 174, 172, 101, 84, 110, 198, 151, 180, 155, 93, 55, 165, 82, 154, 172, 60, 89, 62, 183, 82, 57, 79, 141, 157, 153, 180, 154, 84, 177, 88, 165, 88, 166, 188, 67, 161, 172, 95, 87, 167, 165, 173, 181, 84, 62, 181, 87, 168, 79, 212, 202, 59, 172, 110, 177, 156, 168, 64, 62, 75, 95, 103, 245, 178, 155, 105, 167, 165, 81, 174, 0, 76, 170, 188, 154, 96, 176, 157, 74, 168, 165, 143, 102, 154, 151, 149, 152, 78, 146, 93, 89, 99, 98, 155, 88, 150, 120, 81, 169, 68, 158, 143, 90, 91, 156, 145, 146, 79, 155, 93, 149, 143, 155, 91, 173, 156, 159, 147, 94, 83, 95, 175, 95, 124, 141, 102, 149, 157, 187, 94, 95, 141, 154, 72, 100, 88, 143, 139, 137, 151, 90, 152, 85, 118, 88, 93, 148, 146, 150, 111, 147, 96, 78, 114, 144, 170, 154, 113, 154, 147, 89, 91, 89, 160, 106, 93, 195, 137, 146, 161, 84, 152, 75, 154, 160, 149, 78, 94, 110, 81, 89, 160, 81, 145, 89, 118, 93, 116, 87, 156, 118, 147, 156, 162, 164, 171, 89, 88, 90, 151, 83, 158, 75, 101, 157, 104, 154, 107, 118, 94, 86, 84, 137, 92, 154, 153, 86, 147, 90, 114, 165, 87, 79, 88, 97, 98, 115, 144, 92, 167, 144, 159, 80, 78, 92, 91, 175, 97, 90, 152, 146, 141, 76, 144, 141, 95, 155, 77, 159, 89, 141, 138, 150, 151, 176, 190, 82, 144, 89, 88, 160, 165, 179, 148, 148, 71, 89, 154, 147, 184, 102, 148, 153, 148, 78, 187, 109, 144, 88, 99, 160, 107, 160, 143, 95, 89, 81, 87, 101, 98, 109, 155, 154, 86, 89, 81, 88, 80, 92, 148, 115, 143, 136, 147, 144, 151, 112, 146, 85, 148, 73, 87, 91, 168, 148, 84, 79, 163, 136, 80, 152, 97, 87, 149, 147, 145, 74, 145, 143, 148, 87, 146, 90, 97, 78, 143, 161, 91, 85, 84, 151, 154, 146, 89, 158, 149, 133, 138, 144, 96, 178, 75, 154, 153, 87, 146, 171, 150, 85, 152, 103, 163, 134, 113, 82, 161, 153, 149, 90, 160, 46, 151, 97, 149, 93, 167, 143, 86, 93, 96, 86, 154, 84, 154, 89, 97, 154, 152, 136, 57, 141, 142, 125, 88, 97, 67, 156, 153, 152, 151, 168, 150, 93, 89, 151, 88, 87, 85, 88, 153, 147, 141, 84, 160, 134, 93, 95, 154, 86, 139, 115, 77, 155, 88, 169, 83, 148, 84, 152, 143, 91, 145, 151, 96, 94, 89, 90, 91, 89, 134, 78, 145, 95, 95, 93, 91, 95, 113, 95, 84, 148, 160, 172, 162, 118, 168, 115, 90, 94, 138, 141, 154, 89, 95, 99, 94, 81, 87, 140, 112, 75, 88, 144, 149, 154, 172, 93, 92, 86, 95, 157, 87, 98, 99, 86, 82, 85, 139, 89, 95, 142, 143, 142, 160, 69, 87, 94, 97, 99, 77, 82, 93, 163, 171, 161, 81, 99, 156, 95, 98, 148, 145, 152, 148, 91, 95, 112, 159, 142, 152, 144, 93, 142, 147, 97, 145, 158, 75, 99, 83, 158, 89, 86, 76, 135, 146, 126, 146, 144, 97, 151, 100, 144, 89, 147, 157, 90, 143, 151, 105, 90, 151, 144, 144, 152, 91, 77, 158, 98, 147, 91, 177, 176, 77, 147, 111, 149, 146, 147, 79, 83, 93, 102, 106, 189, 145, 143, 109, 148, 141, 95, 155, 50, 87, 150, 243, 138, 102, 154, 136, 86, 143, 146, 136, 90, 142, 136, 148, 147, 83, 141, 85, 83, 90, 100, 153, 97, 142, 155, 82, 164, 66, 153, 142, 96, 92, 141, 145, 148, 89, 152, 91, 143, 120, 152, 91, 156, 152, 35, 138, 91, 90, 92, 160, 95, 167, 145, 70, 141, 140, 160, 99, 95, 131, 150, 77, 89, 95, 143, 140, 137, 131, 88, 138, 83, 158, 92, 88, 141, 153, 138, 83, 147, 99, 159, 163, 141, 154, 143, 155, 144, 143, 87, 87, 96, 142, 117, 91, 15, 131, 134, 145, 67, 116, 81, 147, 149, 143, 82, 94, 145, 82, 85, 148, 83, 135, 89, 111, 93, 157, 85, 144, 178, 142, 141, 152, 151, 153, 92, 94, 94, 146, 82, 143, 83, 101, 156, 125, 140, 135, 154, 90, 91, 89, 140, 92, 145, 147, 93, 137, 89, 79, 153, 100, 88, 89, 90, 105, 158, 141, 91, 156, 144, 149, 84, 80, 94, 88, 146, 94, 94, 147, 139, 127, 80, 150, 140, 99, 156, 83, 147, 92, 129, 151, 142, 126, 149, 164, 80, 142, 89, 91, 144, 159, 172, 141, 142, 83, 96, 142, 140, 100, 102, 144, 147, 137, 87, 162, 87, 138, 93, 126, 154, 134, 161, 139, 95, 89, 84, 93, 115, 104, 163, 145, 152, 90, 89, 94, 93, 82, 90, 41, 143, 146, 136, 148, 134, 142, 161, 150, 91, 150, 77, 83, 93, 166, 142, 88, 76, 161, 150, 88, 145, 95, 95, 144, 137, 137, 82, 145, 145, 140, 88, 141, 83, 93, 69, 138, 140, 97, 84, 86, 145, 143, 144, 92, 142, 147, 122, 130, 132, 93, 157, 158, 61, 148, 90, 143, 114, 130, 92, 144, 74, 153, 145, 139, 93, 146, 144, 137, 75, 158, 158, 143, 98, 136, 97, 165, 131, 97, 92, 93, 80, 144, 91, 145, 89, 99, 154, 143, 150, 127, 139, 144, 147, 92, 97, 89, 154, 141, 145, 148, 150, 147, 96, 94, 143, 83, 88, 87, 91, 144, 137, 134, 90, 156, 141, 97, 95, 143, 86, 139, 161, 86, 153, 95, 174, 75, 141, 90, 155, 140, 82, 138, 145, 83, 97, 90, 89, 86, 88, 142, 77, 7, 101, 98, 94, 84, 97, 149, 77, 89, 146, 138, 159, 154, 160, 155, 162, 93, 44, 144, 139, 145, 94, 94, 100, 103, 91, 84, 132, 155, 82, 79, 142, 146, 149, 156, 95, 99, 83, 94, 149, 93, 87, 41, 85, 87, 94, 153, 85, 90, 143, 138, 126, 151, 116, 86, 92, 92, 91, 80, 73, 94, 155, 151, 152, 84, 99, 122, 94, 96, 143, 135, 138, 153, 91, 98, 164, 150, 136, 143, 149, 91, 164, 133, 96, 134, 146, 83, 100, 94, 154, 93, 80, 78, 139, 139, 94, 140, 138, 108, 144, 109, 140, 93, 136, 139, 86, 143, 142, 104, 89, 145, 134, 140, 136, 91, 81, 144, 97, 134, 95, 150, 140, 86, 138, 150, 141, 139, 136, 84, 86, 87, 98, 56, 173, 139, 142, 180, 143, 137, 94, 148, 67, 91, 138, 25, 137, 83, 156, 131, 89, 136, 138, 131, 86, 135, 131, 153, 157, 75, 151, 82, 81, 88, 95, 165, 90, 156, 158, 76, 181, 169, 164, 150, 89, 88, 165, 149, 149, 74, 166, 87, 150, 129, 154, 82, 176, 166, 116, 151, 89, 91, 89, 180, 88, 174, 150, 67, 154, 153, 190, 103, 89, 129, 160, 59, 83, 81, 143, 148, 146, 145, 89, 149, 76, 151, 87, 90, 152, 161, 151, 76, 160, 95, 108, 168, 146, 175, 154, 152, 155, 149, 77, 76, 87, 157, 126, 89, 28, 138, 146, 157, 74, 122, 79, 152, 162, 153, 83, 87, 145, 80, 83, 165, 69, 144, 88, 126, 91, 157, 86, 148, 186, 153, 151, 168, 171, 170, 87, 87, 91, 160, 76, 141, 71, 99, 165, 126, 153, 137, 158, 88, 82, 82, 145, 92, 153, 159, 77, 153, 83, 77, 170, 93, 78, 85, 86, 104, 157, 148, 89, 170, 144, 152, 71, 75, 86, 87, 173, 92, 86, 156, 148, 143, 62, 152, 141, 90, 163, 76, 162, 82, 146, 140, 159, 140, 161, 202, 72, 152, 85, 89, 156, 176, 194, 150, 151, 69, 90, 150, 153, 104, 101, 158, 154, 146, 78, 192, 86, 153, 80, 122, 159, 132, 167, 146, 91, 81, 76, 85, 135, 98, 165, 160, 162, 79, 79, 86, 85, 77, 90, 26, 150, 156, 143, 158, 145, 153, 163, 162, 86, 164, 58, 77, 85, 183, 149, 78, 75, 170, 158, 84, 154, 91, 86, 152, 155, 142, 72, 151, 145, 151, 78, 148, 84, 89, 63, 143, 162, 89, 75, 73, 151, 147, 151, 86, 150, 156, 125, 141, 141, 94, 182, 116, 106, 160, 86, 150, 91, 142, 84, 158, 71, 163, 148, 126, 79, 159, 153, 148, 68, 172, 111, 145, 93, 148, 90, 178, 147, 88, 90, 92, 79, 146, 84, 166, 78, 94, 157, 150, 156, 95, 142, 152, 150, 81, 93, 162, 165, 155, 152, 157, 169, 156, 87, 89, 159, 84, 92, 82, 87, 150, 148, 147, 79, 166, 134, 88, 88, 156, 86, 145, 172, 79, 164, 83, 183, 65, 153, 82, 168, 149, 79, 153, 156, 83, 94, 92, 88, 86, 87, 146, 64, 94, 98, 92, 83, 86, 94, 148, 76, 82, 153, 148, 174, 174, 161, 173, 159, 87, 136, 148, 145, 150, 85, 91, 98, 101, 83, 82, 142, 164, 78, 76, 155, 160, 164, 170, 90, 100, 90, 89, 159, 84, 83, 74, 89, 80, 82, 158, 84, 88, 154, 148, 140, 156, 103, 82, 88, 90, 92, 75, 70, 92, 164, 181, 166, 82, 96, 130, 90, 89, 147, 137, 149, 162, 89, 91, 159, 167, 144, 156, 151, 89, 64, 145, 91, 137, 161, 75, 93, 84, 158, 92, 79, 73, 149, 150, 87, 152, 149, 104, 155, 107, 151, 91, 143, 161, 85, 150, 157, 102, 85, 158, 139, 150, 148, 85, 71, 164, 95, 146, 86, 170, 175, 69, 145, 149, 159, 145, 148, 75, 74, 83, 97, 59, 200, 154, 149, 178, 161, 155, 92, 153, 43, 85, 153, 67, 141, 78, 163, 138, 85, 144, 150, 138, 86, 137, 138, 169, 138, 94, 131, 97, 89, 98, 101, 133, 104, 131, 144, 89, 147, 79, 144, 127, 100, 97, 135, 116, 131, 91, 141, 99, 131, 115, 133, 105, 142, 141, 150, 126, 96, 98, 99, 141, 100, 154, 132, 81, 134, 131, 151, 108, 103, 129, 138, 102, 97, 94, 131, 129, 132, 128, 95, 128, 92, 143, 101, 89, 134, 125, 131, 89, 137, 104, 96, 150, 129, 144, 131, 145, 134, 137, 93, 97, 98, 136, 116, 97, 14, 126, 128, 126, 86, 164, 97, 134, 142, 141, 95, 103, 136, 86, 95, 129, 92, 127, 103, 101, 99, 142, 93, 130, 162, 134, 133, 140, 137, 147, 103, 103, 101, 136, 89, 134, 98, 107, 142, 125, 130, 129, 150, 95, 98, 101, 134, 97, 139, 131, 96, 137, 98, 92, 137, 105, 101, 97, 103, 111, 145, 131, 97, 137, 134, 131, 90, 92, 99, 94, 130, 98, 94, 138, 126, 127, 106, 139, 133, 102, 146, 109, 137, 96, 117, 129, 131, 128, 141, 142, 104, 128, 101, 98, 137, 137, 143, 130, 130, 99, 99, 132, 137, 61, 107, 129, 133, 130, 109, 129, 92, 133, 92, 128, 139, 130, 139, 135, 104, 97, 96, 95, 98, 106, 152, 133, 136, 100, 92, 100, 93, 94, 102, 40, 134, 132, 130, 138, 130, 136, 149, 142, 97, 140, 98, 99, 100, 155, 130, 97, 99, 160, 139, 99, 133, 102, 96, 129, 131, 129, 102, 138, 133, 136, 93, 133, 96, 97, 100, 126, 134, 98, 96, 91, 136, 134, 135, 98, 135, 136, 119, 122, 123, 99, 145, 79, 111, 137, 98, 131, 78, 120, 98, 131, 84, 135, 141, 139, 96, 131, 130, 130, 90, 144, 43, 132, 105, 122, 100, 148, 123, 101, 99, 99, 94, 137, 100, 131, 95, 102, 135, 132, 139, 60, 131, 134, 137, 97, 101, 78, 137, 131, 131, 139, 146, 138, 105, 101, 133, 93, 97, 92, 97, 147, 128, 128, 99, 137, 135, 96, 103, 140, 94, 133, 144, 104, 133, 111, 158, 98, 131, 96, 143, 129, 102, 132, 135, 100, 101, 98, 100, 90, 98, 126, 92, 17, 105, 104, 99, 94, 104, 142, 95, 97, 130, 133, 143, 144, 146, 139, 149, 104, 41, 129, 133, 136, 100, 99, 107, 110, 95, 91, 124, 140, 95, 83, 135, 133, 131, 142, 101, 109, 90, 100, 138, 98, 99, 61, 94, 89, 99, 131, 94, 98, 129, 128, 125, 142, 91, 98, 99, 102, 99, 87, 86, 100, 147, 144, 128, 95, 102, 127, 102, 105, 129, 125, 131, 135, 96, 103, 150, 138, 128, 134, 138, 98, 149, 126, 102, 127, 133, 90, 102, 97, 142, 98, 99, 90, 131, 132, 72, 128, 132, 108, 133, 110, 129, 99, 127, 134, 95, 131, 130, 106, 98, 134, 130, 126, 131, 97, 88, 136, 105, 130, 100, 141, 123, 91, 125, 143, 130, 133, 129, 91, 92, 102, 104, 65, 152, 135, 133, 159, 132, 131, 99, 130, 102, 98, 126, 25, 132, 93, 147, 124, 94, 126, 126, 127, 97, 124, 124, 141]) # parameters +i18 = Internal("op18", "TENSOR_QUANT8_ASYMM", "{1, 7, 7, 1024}, 0.023528477177, 0") # intermediate result +i19 = Parameter("op19", "TENSOR_INT32", "{1024}, 0.000338657468092, 0", [2015, 2252, -7158, -8776, 4559, -7675, -5317, 384, 15209, -2835, 2142, 6095, -7565, -12538, -5225, -3422, -8100, -3695, 7238, 2660, 3196, -4916, -156, 9310, -1848, -868, 8351, -13226, -1114, -3035, 10306, 7851, -2385, 6276, -9794, 1480, -7412, 1316, -3618, -9899, -9214, -372, -7151, -14155, 3060, 2623, -2391, -11752, 4557, -10514, -6892, -4725, -11796, -12758, 5265, -2845, -5437, -22236, -328, 7032, -999, -10355, -1750, -1393, -10252, 2409, 9349, -1490, 2425, 12795, -69, -8090, 2001, -4637, -8355, 2454, -3380, -3652, -3898, 4040, 4847, 2189, -14425, -7767, -8404, 498, 8005, -12186, -5052, 11295, 579, 2205, 8087, 17380, 10088, 5745, 4150, -1580, 13249, -1956, -19547, -6181, 2637, 18875, -11469, 2667, -3275, -5412, 8553, 7128, -11776, -1209, -3777, -2727, -10413, -20, -10772, -1840, -920, 7333, -8364, 3736, 7388, -3717, -4159, -7569, 9450, 1077, -1644, -7028, -8182, -2970, -1975, -8735, -2393, -8422, 576, -6755, -6628, -12845, -5175, 325, -6736, -11983, 6939, 7344, 3666, -1544, 6155, 1180, 18175, -11815, -6120, -852, -7652, 126, 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-72, 1297, 1621, 1130, -180, -35, -85, 2066, 2562, -152, -1827, -42, 1028, -59, -840, 1214, -258, -1469, -183, -52, 594, -22, -566, 1221, -43, -266, -42, -221, -557, 1725, -288, 1191, 1499, -31, -8, 2688, 1922, -151, -23, -26, 1817, -38, 2333, -217, -36, -220, -32, -272, 1182, -500, -40, 1377, 1826, -165, -42, 1339, -45, -175, -78, 1453, 1249, -124, 2535, 1181, 1786, -280, -12, 2190, 2973, 2786, -413, 1543, -406, -14, 2848, 7, -19, 1, 1713, -70, -265, 1335, 1596, -290, -100, 1136, 2535, 1773, -37, 1144, 2705, 1136, 1205, 1272, 1387, -51, 1873, 1969, -12, 2094, 3066, 1969, 1289, -45, -8, 2502, 2786, 1105, 1551, 1981, 2627, 3081, -15, 1100, 1985, 1249, -25, -179, 1713, -244, 2367, 1327, -31, 123, 1423, -427, -169, -24, -18, -176, 1610, -67, 1188, -354, -238, 38, 2401, -271, -422, -20, -115, -52, -27, 3162, 1688, 1964, -35, -40, -409, 157, -71, -9, -58, 1293, -539, 1695, 1861, -32, -9, -38, 1676, -384, -10, 205, -29, -83, -166, -14, -81, -41, 2274, 2096, 1278, 1098, 244, 1422, 1572, 1228, 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1608, -372, -46, 3795, -32, 1344, -11, -52, -18, 1231, -49, -630, -173, 1212, -23, 1847, -246, 2286, -97, -377, -38, 1860, 1658, -26, -1871, 2654, -23, -316, 1200, 3050, -31, -13, -62, -243, -543, 1187, 1186, 1091, 1622, -534, -13, -38, 1221, 1091, -275, 1375, 1141, 1483, 2389, 1258, 2178, -18, 2310, -691, -631, -45, -138, 2301, -470, 1440, 6, 1328, -59, 1358, -167, -152, 1588, -47, -49, 1341, 1186, -31, -40, -74, -302, -65, 2264, -784, -512, 1788, 1634, -194, -35, 1181, -379, -28, 1442, -151, -366, -119, -326, -63, -29, -1860, -242, -37, -1718, 1132, -128, 2796, -23, -478, -29, 2903, 1428, 1900, 1299, 1980, 1233, 1791, -1752, -223, 2169, 1211, 1150, 3034, -25, -2, -181, 12, -701, -1022, -71, 1924, -52, -26, -86, -844, 2179, -270, 2549, 2897, 2351, 1851, -6, -84, -124, -36, -33, -448, -19, -390, -38, -19, -34, -66, -35, -41, -25, 1130, 2463, -210, -451, 2182, 1032, 1280, -463, -12, -50, -48, 1186, 3029, 1992, -54, -6, 1163, -260, -509, -26, -1304, -109, 1217, -45, -578, 1291, -49, 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-43, 3026, -53, -231, 2075, -125, 1433, 2117, -24, -224, -421, -36, 1184, -17, -70, 149, -29, 1280, 1587, 1366, -109, -26, -18, 2055, 2715, 3597, -273, 1102, -246, -247, 1334, -232, -50, -204, -303, -63, -54, -3137, 1291, 1196, -44, -20, -28, 1128, -24, -98, 2163, 1655, -554, 1071, -50, -38, -228, 1471, 1084, -31, -36, 2038, 1913, -297, -151, -19, -171, 1975, -131, 2, -177, 168, 2566, -45, 1693, 2296, -1618, 2628, 1592, 1989, -64, 2653, -64, -29, -842, -50, -46, 1326, 1955, -19, -136, -28, -68, 1288, -59, 1188, -19, 1664, 423, 1102, -68, -19, 3562, -199, 1291, 1548, 1634, -30, -113, 1106, -284, -67, 7, -55, 660, -37, -30, -2431, 2356, -35, -72, 1145, 1088, -90, -212, -30, 1028, -161, -34, 1206, 368, -44, 2171, 1528, -9, -624, 163, -726, -254, -24, 1454, -35, -80, 3136, -209, 1295, -142, 1388, -487, 1364, -92, -2, 2132, 1818, 1524, 2272, 2140, 1091, -441, 1164, -207, 2009, -20, -98, -33, -617, 2609, -61, -48, -28, 2726, -975, 171, -254, -20, 1850, -274, -4, -70, -49, -694, 1154, 2081, -71, 1110, 1137, -33, -8, -27, -127, 1982, -278, 2900, -43, 1912, 1069, -329, -157, 1517, -53, -10, -22, 98, -201, 1841, -46, -27, 1964, -546, -84, -583, -313, -13, -19, -280, 2469, -24, -312, 1569, -201, -448, 1225, 2411, -217, -327, -710, -21, 1759, -264, 1148, 2527, 1216, 1196, 2135, -36, 1483, 1608]) # parameters +i23 = Parameter("op23", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 1024}, 0.0489512197673, 174", [184, 184, 169, 190, 165, 198, 186, 169, 166, 185, 182, 167, 167, 166, 166, 167, 193, 187, 187, 184, 166, 104, 184, 168, 191, 166, 167, 185, 189, 168, 167, 165, 185, 150, 193, 185, 181, 181, 185, 190, 196, 183, 193, 163, 167, 164, 194, 189, 186, 187, 183, 187, 166, 197, 186, 167, 183, 165, 186, 151, 168, 190, 165, 154, 165, 187, 154, 186, 168, 164, 184, 165, 192, 184, 185, 190, 186, 104, 166, 188, 167, 184, 165, 187, 192, 165, 185, 166, 166, 166, 185, 190, 184, 165, 168, 161, 186, 187, 166, 187, 183, 164, 155, 181, 185, 184, 191, 186, 151, 164, 188, 184, 187, 185, 186, 165, 194, 166, 165, 185, 187, 167, 165, 188, 196, 192, 164, 184, 169, 184, 185, 186, 185, 184, 165, 57, 188, 165, 167, 190, 189, 165, 187, 182, 184, 168, 166, 185, 164, 167, 165, 186, 190, 165, 165, 166, 182, 164, 187, 189, 164, 194, 188, 192, 169, 183, 184, 168, 170, 183, 185, 164, 166, 165, 187, 166, 166, 165, 164, 166, 168, 187, 167, 166, 200, 166, 164, 165, 167, 189, 163, 165, 165, 165, 166, 166, 166, 166, 190, 166, 168, 165, 190, 184, 166, 186, 166, 165, 193, 159, 166, 137, 194, 186, 185, 187, 169, 191, 167, 145, 188, 151, 167, 193, 158, 184, 187, 186, 194, 167, 166, 166, 193, 193, 45, 158, 186, 194, 186, 167, 186, 164, 164, 189, 186, 186, 165, 184, 200, 157, 191, 187, 193, 190, 189, 187, 166, 168, 167, 162, 188, 165, 166, 167, 167, 194, 187, 165, 167, 185, 168, 190, 194, 189, 143, 164, 160, 185, 169, 194, 167, 165, 193, 187, 187, 165, 187, 167, 197, 166, 165, 167, 188, 185, 185, 165, 166, 183, 185, 187, 185, 165, 165, 163, 185, 166, 186, 190, 203, 167, 187, 188, 166, 165, 188, 165, 192, 192, 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167, 168, 169, 167, 168, 168, 184, 187, 187, 181, 166, 169, 166, 165, 167, 185, 161, 184, 168, 169, 167, 189, 185, 185, 166, 169, 179, 168, 191, 188, 168, 169, 187, 189, 190, 183, 184, 193, 168, 168, 193, 189, 184, 166, 190, 169, 182, 183, 186, 190, 186, 168, 168, 167, 184, 170, 184, 185, 186, 183, 184, 166, 184, 168, 184, 167, 183, 184, 167, 162, 170, 165, 189, 188, 188, 186, 168, 185, 188, 161, 184, 167, 167, 168, 185, 186, 191, 168, 168, 139, 184, 164, 184, 180, 166, 185, 185, 183, 185, 184, 188, 176, 168, 166, 184, 187, 186, 167, 183, 186, 168, 168, 188, 167, 188, 184, 191, 167, 167, 183, 186, 166, 163, 183, 186, 189, 182, 167, 186, 192, 181, 164, 166, 187, 168, 169, 182, 167, 168, 168, 155, 168, 185, 185, 145, 184, 185, 167, 167, 195, 197, 184, 183, 167, 186, 169, 186, 166, 171, 165, 185, 185, 167, 190, 167, 168, 168, 198, 197, 166, 183, 182, 190, 183, 183, 165, 187, 182, 169, 188, 186, 169, 168, 182, 161, 185, 164, 183, 202, 166, 164, 191, 167, 169, 163, 184, 160, 188, 153, 185, 167, 182, 181, 167, 183, 167, 158, 167, 182, 168, 183, 119, 167, 166, 167, 166, 166, 165, 185, 166, 184, 167, 188, 183, 187, 182, 167, 184, 193, 183, 167, 155, 188, 186, 192, 164, 197, 187, 152, 190, 183, 166, 168, 186, 166, 167, 189, 189, 191, 187, 169, 158, 166, 187, 169, 163, 189, 182, 167, 184, 185, 187, 187, 183, 168, 189, 186, 166, 183, 162, 146, 212, 183, 199, 185, 167, 194, 185, 167, 182, 185, 166, 169, 182, 184, 180, 185, 166, 185, 166, 168, 168, 166, 167, 188, 166, 166]) # parameters +i24 = Internal("op24", "TENSOR_QUANT8_ASYMM", "{1, 7, 7, 1024}, 0.023528477177, 0") # intermediate result +i25 = Parameter("op25", "TENSOR_INT32", "{1024}, 0.000470138824312, 0", [-26162, -6613, -35505, -13651, 4205, -19287, -15670, 8894, 1826, -20286, 635, -23150, -16263, -3742, 493, 942, -25564, -2058, -1912, -28030, -11305, 12381, 3314, 738, 7125, 4763, 1879, -12973, 7870, -17670, -23782, -5104, -2387, -20615, -4407, 828, -2961, -9653, -8080, -30691, -25058, 19254, 3774, -6460, -393, -13196, -20676, -18123, -4261, 1189, -9397, 5694, 20380, -13173, -18620, -2947, -1953, 352, 4544, -1677, 9000, 5035, -17370, -13016, -1935, 3669, -5581, 4263, -12720, 4940, -7854, -2269, 14923, 9484, -13580, -20631, 4369, -13059, 21561, -9196, -3355, -3902, -20436, -10399, 18447, -8978, -17818, -2435, 6770, -12412, 6257, -3901, 3171, 9348, -15047, -9, 3959, -11360, -9952, -7715, 8133, -7501, -7636, 8210, -22938, -15602, 2910, -28592, 14006, -37239, -22862, -9260, -18794, -2159, -13955, 2878, -6744, -5564, -1159, 12463, -175, -16231, 1528, -4875, -13822, -13564, -6928, -1312, -18731, 3920, 13706, 12257, -8810, -12139, -16525, -8218, -13866, -1432, -4876, -10133, -21051, -10786, -640, 10879, 749, -10442, -4192, -4545, -7910, -22521, -13701, -6391, -1128, 6703, 8342, -3225, -9932, -12819, -13828, 6806, -1111, 11234, 1834, 2515, 8383, 23131, -11768, -3710, -6171, 6122, -16934, 20966, 9313, -1695, -18109, -3377, -8631, 6854, 13926, 7761, 13234, 3554, -14130, -2726, -9053, -16697, -17426, -1673, 1815, -20214, 6983, 5676, -13490, -1714, 8004, 7489, 7616, -4155, -6935, -23942, 21549, -11000, -8980, 5646, 793, -10495, -17473, 1420, -592, -15692, 3853, -8842, -13222, -11494, -7196, 1905, -12911, 1846, -8977, 4108, -30526, 1225, 762, 9545, 9833, -13887, -7675, -8479, -7212, -1215, -4351, 2544, 15155, 636, -5674, 12685, -13405, -13935, -1495, -36886, -8259, 10313, -13588, -14226, 2714, -203, -15344, -291, 733, 3781, 13639, -19214, -8485, -71, 2635, -11178, -2427, -14758, -10628, 8166, -14413, -32862, -2039, -23363, -3324, -2320, 10700, 6810, -15059, 9192, 11028, -29741, -3230, 315, 6132, -3783, -8966, 12220, 9800, -10563, 7237, -22141, -5098, 13574, -1692, -10205, -4570, 9157, -6129, -14005, -18925, -7588, -842, 12171, 14278, 2274, 2384, -12368, -1308, -5855, 3585, 5496, -8727, 4098, 12959, -12080, -31164, 1001, -9723, -5228, -837, 14132, 1651, -16722, -8674, -10131, -3099, 2391, -34743, -16446, -14681, -20983, 6685, -12286, -9212, 2155, -10829, 7336, -13987, 13645, -10036, -13973, 17432, -15246, 9043, -3891, 1316, -9151, -24570, -4137, 9906, -13518, -13393, -18040, -9624, -2928, -4898, -12108, 13202, -8156, 20389, -3726, -11759, -7768, -984, -13593, 6368, 5561, -25845, -1016, -8977, 7120, -950, -4870, -6612, 8366, -16214, -3769, -6646, 20073, -6727, -6789, 4833, -3262, -6717, 10246, -11139, 694, -8534, 18493, 5183, -4383, -5514, -7871, 2665, -11321, -5562, -15995, 4279, -4429, 3949, -15922, 5010, 13385, -7529, 1665, 3419, 19872, 20550, 7852, 7263, 15425, -11392, 3598, -8417, -11381, -14652, -15377, -1523, -9181, -4264, 3759, -19837, -10905, -9051, 3987, -6186, 20542, 5655, -4535, -16901, -19650, -2827, -10952, -11896, -7432, 23140, 10196, 15854, 15213, -9724, -6592, -3908, 10221, -7666, -14058, 4259, 18087, 1018, -2699, -13378, -3858, -12226, -24426, -21368, -15381, -844, -9967, 3945, -11046, -16166, -3030, -13701, -5504, -3180, -8702, -6243, 6997, -3694, -593, -9928, -9382, 73, -12242, -9915, -35064, -15702, -5086, 3870, -28152, 8219, 5859, 11106, -2252, -24084, -3647, 12517, -748, -12563, -13912, 6855, -5563, -20747, -4809, -6260, -6543, 16842, 20371, -6374, 2646, -12752, 20351, -18849, -17724, -301, 5960, -8890, -1829, 9183, -13240, 14121, -27268, -11666, -2775, -6580, -9491, 20002, -17639, -8870, -845, 1317, -15383, -17317, 12828, 12222, -16823, -3606, 7209, 4854, 11255, -14194, 3959, -1767, -1625, 4376, 8806, 2156, -18144, 5731, -2281, -2134, -4205, -9969, -7783, -23236, -9587, -4276, 26147, -1748, -22760, 22334, 5279, -3063, -9039, 11417, 1472, -16043, -1064, 1772, -2243, -3391, -11000, -2913, 7386, 17091, 5174, 16236, -14638, 17349, 7913, 680, -7350, -209, -5856, -14529, -4519, -2380, 1738, -2427, -483, -2548, -5534, 4646, -17624, 4040, -15457, -17343, 429, -3886, 6409, 4825, -4191, -7280, -15755, 11934, 21581, -16485, 939, 12734, -7569, 5195, -2524, 4908, -1499, -7979, -3755, -7851, 1296, -1817, -4830, -17380, 12717, -18517, 11639, -17554, -4010, -14702, -11933, -22, -7028, -14885, -5210, -5698, -8114, -670, -7674, -4923, -20991, -4542, 7137, 12128, 2983, -2558, -5007, -10955, -10580, 11060, -3548, -2164, -11180, 5108, -5086, -30945, -10254, -10188, -6601, 14612, -7078, -3041, 21081, -12861, 9068, -18282, -10731, -8492, -12254, -2061, -25806, 1913, -5928, 10375, -31530, -1866, 5769, -1483, -9592, -1958, 6055, -3820, -15736, -18168, -10589, -15207, 12070, -25049, 12332, 3064, -6718, -15744, -12430, -8552, 19418, 26595, 31379, 11560, -3656, -6823, -7411, -23215, 8942, -15298, -12822, 5121, -15073, -21113, 10221, -1322, -9718, -10407, -7079, -10707, 16642, -6468, -5785, -653, -24621, -6797, -15177, -4503, -16692, -27633, -11908, 4665, 4519, -11775, -8375, -7585, -25005, 2289, 2042, -7631, -14514, -13573, -14593, 19713, 3908, -6195, -13780, -2786, -493, -32260, -9388, -4598, -16237, -18422, 18875, 12401, -10827, -2169, 2910, -2799, -6514, -11196, -5438, -8069, -28262, 1154, -27282, -2814, 799, -22336, 5007, -21195, -2553, -25731, 1025, 1646, -3789, 113, -3412, -1914, -15037, 10447, 21412, 5351, -1372, -14564, -8323, -4137, -11350, -5685, 6426, -19840, 2966, 9854, -20742, -9296, 64, -2134, -13242, -41689, -16428, -947, 8750, -9295, 7692, -10720, -10123, -8789, -8885, 3277, -8326, 2054, -8289, 9372, 6071, -3163, -20541, 10490, -8166, -1340, -4542, 350, -11319, -10114, -927, 2046, -20164, -21654, 2914, -6083, -5313, -21487, -7834, 4402, -7154, -3915, 5780, -24430, -3961, -12721, 15682, 2723, -18175, -11728, -1342, 623, -7215, -10952, -19728, 6028, -10852, -12081, -8912, -15550, 5544, -27454, -8112, -7784, -536, -4789, -17527, 577, -9080, 2518, 4624, -3219, -9547, -7244, 8191, -2266, -2170, -615, -16545, -501, 5238, -6708, -18092, -14365, -794, -11216, -8961, -1071, 6462, -12948, 58, 8327, 37, 22290, 2584, 1796, -1195, -13303, -5904, 36577, -769, -5306, -4666, 6068, -11579, -6031, -11108, -6758, -4553, 4501, 602, -29156, 1373, 17504, 8059, -4587, 922, -4312, 16767, 16628, -838, -726, 9191, 23381, -9736, 8401, -9301, -1649, -1658, 2462, -218, -14604, -9317, -19467, -22911, -9432, 2787, -6900, -2782, -1356, 7362, -4229, 18051, -15326, 8074, -24538, -8356, 9135, -12763, -17368, 2901, -10952, 3238, 4554, 12641, -17563, 14674, -8532, -4983, -30604, -21666, 4701, -4791, -23303, -5170, -6377, 8178, -24380, 11494, -10568, -25637, -417, 17485, 23996, -2006, 5104, -12569, 4285, -13193, -15527, -14634, -7498, -2356, -4129, -10391, -4060, -940, -24346, -8040, -17625, 4929, -19981, -13010, -9283, -13459, 22118, 4208, -5005, -19483, 8428, -7617, 15082, -524, 7526, -1883, 1302, 8691, -11063, 11738, -17794, 6617, -2478, -10466, -24237, -9517, -3084, -23759, 3774, -2590, -16017, -16692, 20443, 4386, -3589, 3527, -11749, -2130, 10041, -15341, 4512, -13005, -1669, -4027, -5702, -17263, 2954, -41854, 5651, 10648, -13804, 18020, 5698, 7785, 812, 79, -1840, -11138, 8976, 2619, -2038, 15148, -20489, -5117, -8041, -6644, -14446, 15541, -15148, 337]) # parameters +i26 = Parameter("op26", "TENSOR_QUANT8_ASYMM", "{1024, 1, 1, 1024}, 0.0199816934764, 126", [131, 123, 129, 127, 125, 136, 133, 134, 130, 135, 117, 116, 137, 126, 109, 107, 121, 121, 122, 115, 132, 129, 128, 138, 133, 139, 128, 123, 113, 123, 113, 127, 122, 140, 121, 129, 113, 109, 142, 139, 111, 127, 117, 125, 118, 131, 132, 111, 131, 105, 124, 137, 137, 112, 125, 128, 128, 114, 117, 120, 128, 108, 125, 133, 125, 118, 115, 132, 107, 121, 118, 125, 115, 117, 123, 138, 141, 126, 126, 121, 122, 113, 130, 132, 146, 110, 139, 123, 122, 130, 129, 129, 120, 142, 133, 129, 114, 128, 127, 113, 115, 134, 129, 110, 130, 129, 120, 127, 134, 112, 122, 128, 127, 121, 131, 123, 133, 135, 116, 96, 134, 137, 128, 116, 132, 115, 139, 122, 131, 133, 128, 105, 117, 123, 117, 119, 118, 138, 113, 110, 128, 121, 124, 134, 115, 138, 110, 129, 138, 123, 133, 119, 145, 109, 127, 129, 120, 120, 139, 136, 119, 140, 127, 115, 129, 126, 125, 133, 118, 131, 131, 128, 107, 123, 127, 124, 118, 137, 111, 121, 115, 138, 128, 111, 130, 118, 140, 128, 125, 126, 129, 107, 145, 126, 119, 122, 141, 141, 122, 133, 130, 117, 140, 139, 123, 127, 155, 135, 126, 131, 122, 117, 115, 122, 129, 103, 113, 136, 129, 120, 126, 125, 123, 120, 121, 134, 145, 126, 127, 105, 125, 135, 136, 121, 143, 122, 129, 131, 112, 120, 106, 149, 119, 126, 122, 119, 122, 129, 129, 119, 141, 122, 125, 103, 128, 123, 143, 127, 143, 120, 132, 128, 122, 137, 131, 122, 114, 133, 121, 130, 115, 136, 125, 125, 130, 108, 141, 137, 110, 113, 100, 112, 132, 130, 119, 120, 110, 129, 132, 126, 120, 114, 126, 136, 120, 135, 139, 130, 135, 116, 115, 131, 119, 126, 142, 125, 124, 126, 111, 112, 132, 135, 124, 134, 117, 111, 130, 120, 123, 133, 139, 125, 122, 122, 106, 125, 125, 145, 136, 120, 113, 129, 119, 123, 126, 134, 140, 118, 139, 112, 106, 140, 131, 124, 122, 148, 126, 128, 137, 123, 120, 114, 111, 107, 117, 119, 103, 142, 121, 117, 130, 122, 113, 120, 143, 127, 134, 127, 145, 123, 123, 119, 148, 126, 135, 127, 124, 127, 138, 136, 126, 120, 131, 145, 120, 147, 140, 118, 123, 148, 127, 121, 119, 125, 119, 109, 122, 126, 124, 128, 109, 153, 128, 130, 136, 134, 126, 121, 121, 130, 126, 135, 125, 108, 155, 138, 108, 122, 128, 148, 107, 145, 119, 134, 121, 107, 132, 120, 135, 144, 124, 128, 109, 137, 132, 126, 126, 125, 113, 114, 139, 145, 121, 133, 122, 139, 141, 125, 116, 131, 125, 123, 128, 141, 108, 101, 124, 119, 112, 125, 138, 121, 132, 138, 141, 125, 128, 131, 112, 127, 121, 138, 156, 117, 114, 120, 120, 122, 117, 140, 133, 131, 113, 105, 139, 119, 119, 146, 137, 122, 141, 115, 136, 113, 118, 120, 123, 122, 136, 125, 132, 129, 137, 118, 154, 140, 116, 113, 132, 123, 126, 137, 136, 138, 135, 109, 131, 129, 110, 122, 102, 114, 129, 118, 125, 120, 131, 127, 121, 121, 130, 113, 126, 118, 138, 121, 119, 136, 134, 143, 132, 119, 125, 129, 98, 116, 130, 126, 144, 140, 136, 117, 136, 126, 114, 127, 122, 118, 129, 114, 116, 120, 133, 131, 129, 129, 136, 121, 130, 114, 115, 119, 140, 126, 125, 122, 116, 121, 106, 108, 134, 138, 118, 118, 137, 128, 137, 115, 114, 143, 129, 120, 112, 105, 133, 124, 115, 121, 120, 125, 118, 126, 142, 130, 139, 124, 129, 114, 122, 113, 120, 122, 122, 122, 123, 132, 132, 113, 122, 134, 140, 125, 129, 96, 125, 115, 101, 112, 123, 119, 116, 128, 121, 153, 112, 129, 134, 131, 120, 145, 144, 140, 134, 135, 125, 131, 135, 116, 113, 121, 121, 132, 137, 121, 123, 128, 138, 113, 128, 116, 132, 141, 124, 147, 114, 121, 121, 127, 125, 114, 108, 120, 132, 141, 144, 135, 114, 133, 122, 113, 129, 133, 131, 134, 112, 139, 131, 125, 122, 127, 135, 124, 128, 139, 139, 132, 118, 114, 129, 134, 116, 107, 117, 131, 133, 132, 133, 133, 129, 107, 125, 127, 136, 123, 119, 122, 133, 115, 126, 129, 122, 140, 113, 128, 104, 138, 117, 143, 115, 125, 132, 128, 136, 137, 125, 136, 118, 139, 125, 129, 109, 114, 120, 148, 124, 136, 133, 119, 138, 121, 110, 137, 119, 123, 131, 115, 131, 125, 129, 124, 136, 123, 119, 121, 114, 131, 126, 146, 113, 132, 112, 112, 132, 147, 125, 119, 141, 108, 125, 124, 132, 143, 118, 140, 119, 136, 121, 115, 125, 136, 121, 136, 110, 131, 138, 125, 135, 116, 126, 113, 124, 139, 128, 128, 132, 122, 120, 122, 125, 109, 141, 114, 135, 150, 138, 145, 125, 129, 145, 109, 123, 100, 129, 127, 115, 139, 132, 134, 130, 140, 122, 137, 124, 111, 131, 108, 124, 139, 140, 126, 127, 128, 109, 129, 128, 140, 118, 118, 117, 133, 120, 124, 123, 129, 120, 138, 129, 132, 118, 137, 101, 116, 129, 105, 106, 122, 103, 133, 117, 156, 123, 132, 119, 136, 132, 134, 109, 146, 131, 146, 138, 131, 127, 130, 113, 118, 125, 121, 139, 127, 118, 126, 125, 126, 117, 147, 116, 132, 124, 117, 132, 145, 126, 113, 122, 115, 147, 114, 116, 119, 109, 115, 129, 144, 123, 124, 123, 126, 125, 148, 125, 131, 134, 131, 110, 125, 132, 128, 137, 125, 119, 119, 111, 127, 103, 140, 130, 137, 121, 137, 126, 127, 125, 139, 108, 126, 128, 133, 123, 134, 110, 155, 119, 128, 109, 120, 152, 125, 148, 135, 118, 117, 131, 127, 142, 132, 128, 140, 117, 130, 125, 121, 121, 127, 126, 124, 114, 133, 129, 138, 117, 123, 128, 147, 114, 130, 112, 119, 119, 117, 132, 132, 121, 120, 145, 115, 144, 123, 133, 134, 125, 147, 116, 137, 121, 128, 145, 124, 97, 136, 140, 122, 134, 126, 116, 116, 108, 126, 125, 130, 122, 115, 125, 125, 132, 114, 132, 131, 126, 120, 126, 128, 134, 133, 134, 152, 115, 139, 131, 108, 128, 120, 124, 123, 136, 132, 131, 124, 126, 120, 129, 124, 124, 109, 111, 97, 136, 116, 116, 115, 124, 130, 114, 130, 121, 132, 124, 123, 150, 136, 119, 131, 115, 123, 109, 121, 132, 123, 121, 140, 131, 124, 125, 122, 119, 128, 113, 117, 136, 125, 120, 132, 118, 115, 133, 130, 123, 137, 124, 139, 117, 126, 118, 137, 133, 121, 127, 112, 111, 117, 139, 135, 137, 94, 131, 128, 126, 128, 133, 112, 146, 122, 112, 117, 120, 113, 123, 117, 127, 112, 115, 117, 134, 120, 118, 112, 127, 121, 130, 117, 126, 113, 122, 137, 131, 145, 124, 132, 122, 116, 126, 113, 122, 132, 129, 130, 104, 123, 123, 116, 133, 124, 127, 122, 114, 116, 134, 139, 135, 135, 126, 145, 128, 144, 141, 123, 109, 99, 109, 120, 160, 122, 117, 125, 116, 119, 106, 129, 140, 118, 129, 139, 130, 119, 143, 114, 129, 119, 141, 138, 130, 119, 140, 135, 142, 132, 140, 121, 126, 111, 120, 125, 137, 131, 118, 125, 109, 124, 125, 108, 114, 114, 125, 130, 109, 143, 136, 126, 118, 136, 119, 126, 121, 119, 122, 118, 121, 119, 130, 105, 120, 122, 126, 115, 122, 117, 129, 133, 115, 128, 113, 124, 119, 120, 151, 125, 121, 110, 125, 125, 133, 112, 124, 116, 109, 119, 126, 120, 124, 136, 122, 126, 144, 123, 113, 125, 120, 134, 115, 120, 152, 135, 112, 124, 124, 129, 110, 135, 117, 118, 113, 122, 111, 122, 110, 118, 118, 128, 132, 126, 122, 110, 139, 120, 117, 120, 112, 113, 124, 130, 117, 126, 125, 137, 118, 126, 117, 117, 121, 121, 130, 109, 143, 149, 141, 126, 125, 125, 132, 131, 119, 134, 116, 123, 107, 124, 130, 138, 125, 138, 127, 124, 124, 124, 144, 133, 148, 153, 114, 140, 137, 133, 123, 119, 125, 135, 114, 128, 105, 112, 120, 135, 127, 117, 133, 133, 125, 130, 127, 121, 103, 131, 124, 133, 142, 118, 130, 131, 124, 138, 137, 120, 127, 137, 125, 116, 129, 122, 115, 132, 145, 119, 130, 115, 127, 125, 113, 134, 126, 130, 118, 140, 135, 124, 129, 117, 129, 129, 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128, 129, 126, 126, 108, 112, 119, 131, 125, 138, 123, 130, 124, 137, 138, 126, 116, 137, 130, 121, 122, 132, 112, 115, 117, 126, 150, 128, 127, 135, 123, 129, 127, 138, 127, 124, 123, 129, 125, 122, 126, 127, 131, 125, 121, 130, 120, 136, 116, 120, 118, 123, 125, 111, 135, 111, 116, 120, 139, 119, 139, 121, 136, 139, 124, 121, 138, 118, 135, 144, 125, 121, 119, 134, 120, 122, 134, 122, 126, 124, 114, 138, 124, 121, 123, 122, 106, 137, 124, 101, 130, 135, 128, 138, 113, 127, 127, 106, 129, 106, 123, 127, 136, 116, 141, 118, 129, 144, 141, 98, 122, 119, 141, 117, 146, 117, 108, 141, 126, 133, 137, 126, 118, 132, 135, 112, 123, 114, 117, 121, 143, 136, 117, 137, 136, 125, 134, 127, 119, 117, 116, 123, 112, 114, 124, 110, 144, 104, 124, 121, 144, 124, 124, 124, 119, 133, 130, 134, 119, 128, 112, 129, 104, 112, 135, 144, 134, 116, 135, 123, 125, 119, 120, 140, 117, 139, 126, 124, 117, 122, 121, 126, 109, 148, 104, 106, 127, 118, 132, 120, 120, 134, 140, 116, 126, 121, 119, 111, 144, 125, 128, 99, 147, 127, 139, 125, 127, 127, 123, 149, 120, 134, 123, 119, 119, 108, 120, 131, 142, 143, 126, 142, 138, 126, 125, 124, 111, 133, 150, 133, 118, 162, 117, 107, 127, 140, 136, 123, 138, 129, 141, 116, 155, 136, 118, 102, 124, 138, 132, 128, 123, 131, 133, 130, 129, 126, 114, 126, 131, 122, 123, 127, 118, 141, 112, 146, 108, 128, 140, 128, 124, 108, 127, 138, 129, 144, 131, 119, 127, 126, 122, 115, 126, 124, 121, 126, 124, 122, 114, 141, 116, 110, 137, 111, 118, 123, 135, 125, 126, 124, 122, 148, 124, 130, 136, 112, 123, 111, 145, 110, 146, 107, 121, 129, 129, 111, 111, 115, 111, 119, 140, 120, 125, 147, 94, 141, 117, 128, 134, 131, 134, 147, 133, 128, 123, 136, 142, 127, 128, 122, 149, 129, 136, 127, 142, 129, 133, 128, 133, 110, 111, 129, 130, 136, 106, 124, 114, 141, 120, 125, 101, 112, 131, 127, 128, 135, 89, 110, 130, 131, 133, 128, 132, 130, 127, 133, 118, 111, 118, 111, 114, 116, 118, 106, 150, 121, 116, 109, 125, 129, 129, 144, 126, 140, 124, 149, 117, 115, 118, 124, 142, 121, 125, 123, 139, 107, 118, 126, 122, 113, 128, 122, 116, 111, 110, 118, 110, 126, 111, 120, 125, 110, 133, 134, 112, 140, 141, 110, 129, 117, 116, 127, 137, 105, 125]) # parameters +i27 = Internal("op27", "TENSOR_QUANT8_ASYMM", "{1, 112, 112, 32}, 0.023528477177, 0") # intermediate result +i28 = Parameter("op28", "TENSOR_INT32", "{32}, 0.0132417660207, 0", [-214, 37, 177, -2, 224, 317, -103, 216, 476, 474, -28, 469, 217, 378, 588, -201, -3, 142, -11, 224, 453, -40, -58, -34, 194, 206, -2, -1, 341, 555, 282, 490]) # parameters +i29 = Parameter("op29", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 32}, 0.562797427177, 49", [49, 48, 48, 49, 38, 37, 60, 49, 49, 49, 55, 50, 54, 50, 54, 72, 49, 47, 49, 41, 49, 48, 49, 49, 46, 46, 49, 49, 48, 50, 50, 49, 48, 50, 46, 51, 57, 0, 49, 40, 50, 50, 55, 50, 46, 54, 49, 42, 51, 57, 49, 80, 49, 47, 48, 47, 21, 54, 49, 49, 50, 48, 44, 50, 49, 49, 53, 49, 47, 49, 40, 44, 49, 49, 54, 49, 48, 52, 53, 39, 49, 48, 49, 60, 49, 48, 49, 46, 54, 47, 49, 49, 50, 49, 54, 50, 49, 64, 72, 49, 22, 60, 88, 49, 50, 51, 54, 49, 97, 51, 46, 7, 49, 49, 49, 55, 50, 49, 48, 50, 56, 56, 49, 49, 84, 50, 53, 51, 59, 46, 27, 52, 79, 53, 101, 71, 41, 41, 50, 37, 47, 30, 12, 127, 52, 45, 49, 34, 42, 67, 58, 50, 71, 66, 49, 49, 14, 36, 55, 39, 46, 47, 42, 51, 51, 47, 101, 41, 51, 49, 51, 52, 4, 57, 58, 1, 51, 49, 49, 24, 50, 44, 46, 50, 45, 49, 49, 49, 48, 52, 16, 50, 48, 47, 51, 49, 51, 51, 53, 49, 49, 49, 53, 50, 53, 49, 56, 35, 49, 49, 49, 51, 49, 48, 49, 45, 46, 53, 49, 49, 49, 50, 47, 50, 48, 42, 55, 49, 47, 93, 56, 49, 51, 50, 54, 51, 41, 48, 55, 255, 49, 48, 49, 46, 49, 45, 46, 47, 54, 20, 49, 49, 47, 53, 63, 50, 48, 49, 50, 49, 48, 51, 85, 50, 48, 49, 58, 49, 53, 50, 54, 83, 49, 50, 49, 51, 49, 49, 49, 48, 49, 51, 49, 49, 50, 49, 60, 50]) # parameters +i30 = Internal("op30", "TENSOR_QUANT8_ASYMM", "{1, 112, 112, 64}, 0.023528477177, 0") # intermediate result +i31 = Parameter("op31", "TENSOR_INT32", "{64}, 0.000249237316893, 0", [-6964, 10465, 6932, 769, 9820, -27892, 16191, 12325, 3922, 576, 7832, -31349, 8476, 1446, 7604, 14775, 23991, -5413, 14563, 13075, 3752, 8458, -17350, -4570, 7793, 11717, -18004, 9922, 8681, 11955, 9022, 16446, -1849, 8243, -3433, 8905, 7633, 9763, 11686, 10638, 7641, -12636, 11025, 10665, 14012, 5747, -10068, 318, 10564, 21012, -13789, -11988, 12228, -15600, 11258, 13908, 11669, 10026, -7522, 15192, 14940, 13538, 1850, -1946]) # parameters +i32 = Parameter("op32", "TENSOR_QUANT8_ASYMM", "{64, 1, 1, 32}, 0.0105930073187, 138", [139, 168, 128, 140, 112, 141, 138, 138, 151, 133, 138, 134, 137, 147, 144, 138, 140, 165, 138, 119, 144, 146, 138, 138, 154, 108, 138, 138, 112, 135, 140, 139, 141, 146, 141, 145, 146, 134, 138, 138, 146, 135, 138, 149, 142, 133, 135, 138, 130, 129, 138, 143, 142, 134, 141, 138, 139, 137, 138, 138, 126, 134, 138, 140, 137, 137, 138, 137, 139, 136, 138, 140, 134, 140, 138, 127, 137, 143, 139, 138, 133, 144, 138, 137, 145, 72, 144, 138, 136, 137, 138, 138, 139, 120, 138, 155, 138, 139, 140, 199, 136, 138, 138, 138, 142, 130, 138, 152, 139, 134, 136, 138, 131, 135, 138, 137, 158, 138, 140, 138, 138, 140, 138, 138, 142, 134, 136, 143, 138, 141, 141, 139, 144, 138, 138, 126, 147, 149, 138, 151, 140, 143, 136, 138, 138, 127, 138, 142, 142, 134, 144, 138, 139, 134, 138, 138, 137, 136, 140, 130, 135, 127, 163, 139, 135, 140, 138, 176, 153, 134, 138, 133, 140, 147, 151, 138, 129, 156, 138, 151, 142, 148, 143, 138, 172, 124, 138, 138, 134, 135, 170, 136, 134, 132, 143, 134, 135, 137, 138, 144, 135, 140, 138, 130, 134, 142, 140, 138, 141, 128, 138, 138, 139, 143, 132, 138, 130, 132, 138, 138, 145, 135, 133, 131, 136, 128, 143, 134, 128, 139, 138, 145, 139, 135, 138, 131, 137, 134, 140, 138, 141, 141, 138, 128, 139, 141, 136, 138, 139, 140, 138, 138, 143, 134, 136, 142, 142, 140, 141, 139, 141, 142, 138, 139, 154, 136, 138, 154, 139, 137, 119, 138, 132, 132, 138, 133, 128, 237, 98, 138, 143, 136, 138, 138, 134, 180, 134, 105, 131, 136, 173, 128, 100, 137, 138, 174, 137, 141, 138, 130, 139, 145, 148, 138, 164, 116, 138, 147, 142, 142, 140, 138, 119, 124, 138, 138, 164, 136, 127, 134, 140, 144, 137, 152, 144, 135, 138, 129, 135, 144, 138, 147, 139, 144, 137, 138, 127, 141, 138, 145, 137, 138, 140, 138, 137, 135, 138, 138, 137, 138, 142, 133, 147, 135, 132, 158, 143, 136, 138, 132, 187, 134, 138, 140, 139, 135, 132, 138, 147, 126, 138, 140, 249, 146, 138, 138, 138, 139, 138, 138, 144, 141, 138, 145, 139, 115, 119, 141, 131, 137, 138, 137, 136, 140, 138, 133, 159, 142, 141, 138, 138, 120, 138, 107, 136, 142, 138, 138, 123, 108, 138, 138, 168, 132, 137, 134, 137, 144, 108, 146, 113, 135, 138, 159, 129, 128, 138, 133, 136, 149, 143, 138, 132, 114, 138, 142, 135, 140, 134, 138, 114, 151, 138, 138, 118, 147, 159, 143, 138, 141, 137, 135, 133, 139, 138, 121, 151, 136, 138, 150, 141, 141, 134, 138, 145, 150, 138, 133, 142, 135, 145, 138, 152, 135, 138, 138, 139, 126, 137, 142, 135, 135, 144, 134, 135, 136, 138, 145, 137, 140, 138, 128, 135, 142, 142, 138, 142, 131, 138, 139, 141, 144, 132, 138, 134, 132, 138, 138, 145, 135, 133, 130, 138, 145, 142, 135, 143, 81, 138, 143, 143, 136, 138, 142, 140, 142, 139, 138, 137, 126, 138, 153, 139, 136, 139, 138, 131, 124, 138, 138, 132, 135, 134, 137, 142, 110, 149, 144, 169, 134, 138, 137, 122, 141, 138, 142, 139, 128, 130, 138, 133, 118, 138, 158, 132, 134, 134, 138, 119, 168, 138, 138, 165, 139, 137, 137, 136, 138, 138, 134, 139, 139, 138, 137, 112, 140, 138, 135, 137, 138, 152, 138, 142, 143, 138, 139, 143, 115, 148, 138, 137, 140, 138, 138, 138, 125, 137, 142, 149, 138, 137, 141, 136, 138, 138, 137, 180, 143, 138, 125, 138, 138, 102, 138, 137, 140, 138, 138, 127, 143, 137, 138, 136, 136, 138, 138, 139, 144, 139, 134, 140, 135, 168, 143, 146, 135, 138, 108, 135, 140, 138, 145, 125, 146, 136, 138, 132, 123, 138, 120, 135, 136, 142, 138, 112, 129, 138, 138, 118, 138, 160, 133, 140, 141, 131, 144, 140, 140, 138, 132, 144, 131, 138, 148, 144, 135, 137, 138, 133, 144, 138, 136, 140, 136, 140, 138, 145, 140, 138, 138, 135, 137, 143, 143, 142, 138, 144, 153, 142, 133, 138, 141, 127, 237, 138, 120, 143, 172, 135, 138, 141, 142, 138, 133, 134, 139, 139, 138, 141, 144, 138, 138, 140, 139, 140, 137, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 138, 139, 136, 145, 137, 138, 140, 138, 142, 137, 128, 138, 136, 125, 127, 139, 138, 138, 148, 138, 140, 142, 139, 140, 138, 144, 154, 138, 138, 130, 133, 133, 146, 141, 143, 144, 145, 140, 137, 138, 140, 148, 133, 138, 150, 137, 132, 134, 138, 127, 128, 138, 137, 146, 137, 143, 138, 136, 140, 138, 138, 128, 131, 136, 141, 140, 164, 151, 148, 145, 140, 138, 134, 133, 136, 138, 143, 117, 138, 133, 138, 141, 167, 138, 165, 133, 130, 140, 138, 150, 169, 138, 138, 117, 143, 135, 142, 130, 137, 138, 128, 139, 138, 138, 137, 114, 129, 138, 157, 138, 135, 158, 138, 143, 142, 138, 139, 141, 141, 137, 138, 135, 137, 138, 138, 139, 141, 140, 130, 138, 125, 151, 135, 113, 139, 138, 147, 140, 130, 138, 132, 90, 143, 140, 138, 143, 135, 138, 126, 141, 140, 137, 138, 140, 150, 138, 138, 153, 139, 126, 138, 134, 134, 139, 127, 127, 137, 138, 145, 142, 133, 138, 127, 138, 137, 141, 138, 150, 136, 138, 134, 139, 141, 133, 138, 141, 141, 138, 138, 148, 137, 131, 141, 140, 146, 138, 140, 131, 141, 138, 125, 155, 135, 138, 150, 137, 137, 135, 138, 140, 143, 138, 134, 147, 136, 140, 138, 154, 131, 138, 138, 141, 129, 132, 138, 138, 138, 138, 140, 138, 138, 138, 138, 124, 140, 138, 136, 138, 140, 144, 138, 137, 138, 138, 138, 145, 118, 149, 138, 139, 139, 138, 138, 137, 124, 138, 145, 137, 153, 126, 138, 158, 127, 138, 133, 133, 145, 138, 142, 173, 137, 135, 138, 142, 132, 138, 153, 137, 135, 141, 138, 135, 120, 138, 138, 124, 137, 147, 135, 141, 139, 133, 145, 147, 146, 138, 137, 144, 135, 138, 148, 143, 133, 135, 138, 126, 143, 138, 136, 139, 136, 141, 138, 140, 142, 138, 138, 131, 136, 141, 142, 140, 119, 128, 161, 144, 143, 138, 155, 118, 135, 138, 134, 133, 139, 138, 138, 134, 148, 138, 136, 126, 140, 136, 138, 120, 160, 138, 138, 139, 149, 158, 139, 142, 128, 136, 147, 132, 137, 138, 144, 124, 134, 138, 130, 133, 135, 141, 138, 128, 150, 138, 135, 134, 140, 137, 138, 133, 149, 138, 138, 141, 141, 144, 141, 139, 138, 138, 151, 137, 138, 138, 136, 148, 129, 138, 151, 139, 138, 134, 138, 123, 133, 138, 139, 156, 137, 141, 138, 139, 137, 138, 138, 142, 128, 138, 145, 141, 135, 146, 138, 133, 137, 138, 141, 152, 130, 138, 142, 138, 129, 135, 138, 134, 133, 138, 133, 146, 141, 140, 138, 144, 142, 138, 138, 132, 126, 133, 145, 138, 139, 129, 141, 140, 139, 138, 129, 122, 150, 138, 135, 138, 150, 140, 138, 137, 151, 138, 143, 127, 136, 137, 138, 141, 138, 138, 138, 143, 146, 141, 131, 138, 141, 145, 138, 140, 138, 138, 129, 149, 146, 138, 150, 142, 138, 134, 138, 139, 129, 138, 138, 145, 136, 143, 138, 142, 134, 138, 138, 136, 129, 134, 132, 144, 140, 131, 142, 143, 140, 138, 131, 138, 135, 138, 145, 145, 136, 137, 138, 133, 145, 138, 132, 136, 134, 143, 138, 145, 143, 138, 138, 135, 138, 144, 143, 139, 132, 167, 134, 161, 139, 138, 122, 145, 145, 138, 142, 143, 129, 130, 138, 142, 174, 138, 133, 141, 140, 139, 138, 156, 124, 138, 138, 157, 129, 115, 133, 136, 147, 137, 132, 145, 134, 138, 135, 143, 146, 138, 144, 144, 143, 136, 138, 143, 126, 138, 145, 142, 137, 140, 138, 137, 130, 138, 138, 137, 137, 137, 131, 139, 139, 146, 138, 135, 140, 138, 145, 153, 126, 138, 140, 134, 127, 135, 138, 139, 126, 138, 134, 147, 141, 139, 138, 143, 146, 138, 138, 133, 129, 134, 147, 130, 139, 139, 128, 138, 138, 138, 137, 124, 128, 138, 162, 139, 134, 158, 138, 147, 143, 138, 138, 131, 141, 129, 138, 136, 138, 138, 138, 140, 139, 139, 118, 136, 148, 146, 136, 134, 126, 138, 143, 149, 135, 138, 134, 136, 146, 139, 138, 147, 110, 138, 150, 152, 139, 139, 138, 136, 122, 138, 138, 139, 127, 127, 136, 134, 141, 133, 133, 137, 136, 138, 140, 140, 112, 138, 217, 136, 125, 153, 138, 138, 136, 138, 140, 152, 154, 138, 138, 136, 137, 138, 138, 146, 145, 140, 123, 140, 137, 141, 138, 120, 147, 138, 113, 145, 137, 138, 141, 138, 126, 131, 138, 146, 177, 138, 115, 140, 142, 138, 138, 160, 138, 138, 138, 138, 129, 132, 141, 141, 130, 133, 143, 137, 139, 138, 136, 135, 130, 138, 147, 141, 134, 135, 138, 131, 143, 138, 136, 134, 137, 141, 138, 140, 146, 138, 138, 135, 136, 147, 149, 141, 142, 137, 141, 135, 141, 138, 138, 141, 134, 138, 140, 137, 135, 133, 138, 74, 130, 138, 140, 146, 136, 137, 138, 138, 140, 138, 138, 142, 131, 138, 143, 135, 134, 139, 145, 135, 136, 138, 139, 92, 161, 138, 120, 142, 148, 160, 138, 165, 169, 138, 142, 214, 161, 127, 138, 128, 135, 138, 138, 135, 148, 141, 108, 134, 139, 108, 134, 132, 139, 138, 170, 140, 132, 138, 131, 150, 127, 136, 138, 143, 160, 138, 153, 140, 139, 134, 138, 163, 146, 138, 138, 156, 139, 112, 147, 144, 138, 139, 140, 140, 138, 138, 140, 138, 152, 138, 102, 137, 142, 131, 138, 132, 139, 138, 140, 134, 116, 149, 138, 140, 137, 138, 138, 138, 129, 138, 151, 148, 137, 139, 142, 141, 139, 138, 137, 255, 139, 138, 136, 140, 138, 144, 138, 149, 137, 138, 136, 132, 143, 134, 138, 137, 142, 138, 138, 137, 138, 135, 139, 138, 140, 142, 135, 137, 104, 138, 146, 138, 139, 138, 138, 132, 146, 138, 138, 142, 128, 138, 151, 141, 139, 136, 138, 130, 126, 138, 138, 143, 135, 128, 135, 140, 139, 137, 143, 137, 136, 138, 138, 159, 139, 138, 136, 139, 138, 127, 138, 135, 136, 138, 139, 134, 146, 133, 138, 138, 138, 138, 138, 138, 143, 138, 140, 134, 142, 141, 133, 143, 136, 138, 142, 140, 144, 138, 134, 138, 147, 140, 138, 144, 125, 138, 147, 145, 137, 138, 138, 134, 133, 138, 138, 140, 140, 133, 131, 134, 137, 137, 137, 138, 136, 138, 138, 132, 122, 138, 163, 138, 134, 150, 138, 145, 136, 138, 137, 142, 147, 134, 138, 138, 138, 138, 138, 137, 144, 140, 128, 140, 138, 122, 146, 161, 153, 138, 128, 133, 139, 138, 140, 161, 131, 137, 138, 134, 153, 138, 130, 131, 139, 137, 138, 142, 147, 138, 138, 128, 142, 152, 137, 138, 144, 137, 135, 132, 146, 138, 139, 139, 140, 138, 129, 138, 135, 142, 138, 151, 0, 138, 136, 134, 137, 143, 138, 150, 143, 138, 138, 139, 136, 143, 136, 142, 153, 114, 138, 136, 135, 138, 102, 125, 141, 138, 145, 134, 126, 128, 138, 142, 124, 138, 131, 132, 130, 138, 138, 108, 161, 138, 138, 142, 144, 106, 141, 141, 138, 137, 145, 140, 137, 138, 139, 137, 141, 138, 131, 140, 137, 136, 138, 126, 135, 138, 138, 151, 121, 151, 138, 136, 137, 138, 138, 138, 120, 138, 151, 135, 142, 140, 135, 143, 139, 138, 144, 128, 77, 138, 218, 139, 137, 157, 138, 150, 140, 138, 134, 149, 158, 138, 138, 136, 136, 138, 138, 144, 143, 138, 124, 137, 138, 136, 143, 138, 137, 138, 139, 157, 139, 138, 142, 138, 136, 126, 138, 137, 129, 138, 139, 130, 168, 89, 138, 138, 141, 138, 138, 139, 178, 138, 118]) # parameters +i33 = Internal("op33", "TENSOR_QUANT8_ASYMM", "{1, 56, 56, 64}, 0.023528477177, 0") # intermediate result +i34 = Parameter("op34", "TENSOR_INT32", "{64}, 0.00194196344819, 0", [3049, 1380, 52, -29, -50, 3034, 9, 2144, 4103, 1083, -123, 16, 3044, 3052, 53, 99, 3415, 3056, 245, 3490, 6, -26, 156, -280, 368, 44, 79, 3, -44, 41, 44, 673, 77, 1252, 2850, -161, -83, 1487, 79, 19, -236, 51, 74, 244, 3141, 814, 29, 87, 194, 3437, 3071, 3068, -51, 24, 24, 965, 148, 82, 2992, 2322, 36, 217, 2456, -398]) # parameters +i35 = Parameter("op35", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 64}, 0.08253672719, 46", [40, 46, 48, 48, 49, 41, 45, 53, 44, 45, 55, 48, 40, 43, 46, 56, 45, 41, 56, 44, 49, 42, 48, 0, 38, 43, 51, 35, 48, 46, 51, 60, 47, 51, 47, 57, 37, 34, 38, 33, 66, 51, 48, 43, 45, 52, 48, 46, 46, 44, 44, 43, 36, 49, 46, 62, 53, 42, 44, 45, 51, 37, 43, 49, 40, 53, 49, 49, 36, 40, 48, 45, 43, 45, 36, 48, 41, 39, 46, 28, 43, 41, 41, 42, 53, 37, 49, 157, 48, 56, 53, 40, 49, 52, 56, 67, 48, 39, 49, 58, 31, 58, 54, 65, 42, 52, 43, 42, 42, 51, 49, 44, 50, 43, 44, 41, 33, 48, 46, 73, 57, 63, 43, 45, 52, 55, 44, 49, 44, 39, 47, 47, 55, 44, 46, 43, 46, 45, 46, 46, 44, 41, 45, 53, 43, 44, 43, 45, 51, 49, 47, 189, 50, 40, 48, 50, 47, 39, 52, 50, 48, 49, 47, 47, 39, 45, 45, 40, 41, 50, 42, 51, 44, 46, 47, 45, 48, 44, 45, 43, 45, 46, 45, 50, 51, 50, 45, 45, 49, 52, 46, 47, 40, 54, 49, 48, 40, 39, 55, 51, 43, 43, 61, 50, 41, 38, 52, 39, 44, 40, 63, 44, 52, 64, 48, 107, 41, 40, 51, 31, 49, 45, 39, 44, 48, 53, 43, 37, 46, 52, 34, 63, 29, 52, 29, 44, 44, 50, 48, 46, 41, 44, 43, 40, 39, 49, 49, 39, 40, 30, 43, 43, 52, 29, 43, 49, 38, 41, 51, 49, 67, 37, 26, 33, 43, 42, 34, 51, 39, 38, 58, 66, 43, 38, 39, 42, 56, 49, 49, 142, 57, 63, 54, 51, 50, 59, 35, 38, 50, 40, 38, 37, 53, 46, 58, 26, 51, 55, 41, 39, 41, 50, 49, 46, 29, 43, 42, 39, 50, 50, 50, 40, 33, 47, 41, 41, 55, 50, 44, 50, 41, 43, 47, 47, 31, 40, 54, 53, 45, 43, 45, 48, 42, 43, 53, 33, 44, 42, 36, 44, 51, 37, 47, 36, 43, 35, 51, 59, 48, 34, 39, 40, 49, 44, 41, 44, 51, 43, 45, 49, 53, 50, 50, 58, 43, 48, 47, 47, 37, 45, 44, 43, 55, 47, 46, 43, 38, 58, 43, 43, 50, 58, 46, 47, 44, 50, 47, 46, 51, 42, 39, 36, 45, 43, 53, 48, 44, 42, 40, 44, 45, 45, 50, 46, 51, 33, 46, 98, 52, 42, 47, 44, 47, 44, 47, 40, 48, 51, 42, 46, 54, 51, 41, 40, 46, 50, 60, 44, 45, 44, 47, 52, 51, 46, 45, 41, 50, 47, 49, 38, 45, 43, 45, 44, 49, 42, 46, 47, 42, 38, 47, 46, 33, 39, 64, 55, 45, 42, 40, 50, 43, 43, 34, 43, 45, 43, 43, 46, 51, 53, 46, 146, 43, 54, 51, 55, 48, 54, 47, 31, 49, 48, 43, 45, 56, 38, 52, 51, 47, 51, 55, 43, 44, 43, 47, 52, 58, 46, 44, 42, 57, 47, 51, 26, 49, 35, 43, 42, 51, 44, 46, 47, 43, 50, 47, 46, 53, 43, 36, 46, 46, 45, 45, 47, 43, 45, 39, 51, 46, 43, 44, 45, 47, 51, 46, 255, 43, 41, 49, 49, 47, 39, 47, 42, 47, 40, 46, 45, 48, 48, 46, 47, 43, 48, 45, 52, 45, 44, 46, 49, 54, 46, 45, 44, 50, 47, 49, 38, 47, 47, 44, 44, 49, 48, 46, 47]) # parameters +i36 = Internal("op36", "TENSOR_QUANT8_ASYMM", "{1, 56, 56, 128}, 0.023528477177, 0") # intermediate result +i37 = Parameter("op37", "TENSOR_INT32", "{128}, 0.00031740454142, 0", [10397, 3213, -2474, 1866, 4100, 9003, 11272, -8980, 14390, 5932, 11170, 1932, 6737, 13536, 12361, -7455, 2899, 6621, 9845, 13715, -21328, 7959, 12321, 8043, 3516, 4947, 1869, 9866, 6310, 7097, 13905, -17880, 2152, 5290, -15, 14086, 7135, 16648, 3167, 12634, 13741, 12230, -1292, 7005, -13784, 12578, 3562, 13880, 11489, 11887, 5735, -3976, 12120, 5583, 10549, 11043, 3871, 6745, 13992, 6784, 16743, 11465, 14683, -20253, 11955, -15759, 11190, 9863, 14881, 10631, 292, -2224, -4152, 10468, 3854, -3690, 11788, 7017, -15797, 10840, 6459, -8864, 5128, 1248, 4696, 11864, 7653, 3309, 10205, 7388, 7069, 30024, 10215, 9415, 9863, 6629, 6958, 4688, 3928, 9759, -2777, 6053, -6279, 15762, 18437, -21163, 1963, -7203, 4405, 6417, 5878, 6739, 741, -13719, -5667, -23613, 9525, 15965, -5816, 7987, 6860, 20016, 9765, 1172, 15322, 10155, 4962, 24292]) # parameters +i38 = Parameter("op38", "TENSOR_QUANT8_ASYMM", "{128, 1, 1, 64}, 0.0134902289137, 81", [78, 81, 81, 103, 83, 75, 81, 79, 82, 83, 80, 92, 79, 78, 81, 82, 82, 80, 81, 78, 85, 85, 78, 81, 81, 83, 83, 84, 84, 86, 83, 82, 92, 83, 82, 82, 86, 79, 84, 81, 83, 84, 81, 84, 81, 86, 87, 82, 82, 62, 81, 79, 81, 89, 85, 84, 81, 83, 77, 77, 82, 85, 77, 77, 81, 72, 65, 82, 82, 80, 81, 78, 61, 83, 80, 81, 83, 83, 79, 80, 76, 77, 54, 89, 76, 81, 73, 81, 83, 81, 79, 134, 79, 85, 77, 56, 81, 77, 79, 79, 82, 81, 76, 76, 82, 77, 84, 88, 75, 80, 71, 84, 78, 81, 85, 81, 38, 85, 82, 119, 82, 64, 82, 81, 83, 87, 85, 82, 81, 80, 106, 97, 77, 81, 81, 81, 98, 83, 81, 89, 84, 85, 78, 77, 85, 83, 85, 105, 78, 77, 79, 81, 81, 80, 75, 89, 80, 79, 79, 85, 79, 84, 84, 79, 85, 81, 79, 80, 80, 78, 76, 82, 86, 82, 100, 79, 81, 74, 66, 86, 87, 96, 77, 85, 80, 83, 84, 79, 76, 85, 82, 100, 79, 80, 96, 92, 80, 81, 81, 83, 81, 79, 80, 95, 82, 79, 80, 81, 82, 81, 80, 91, 79, 81, 97, 81, 81, 77, 81, 84, 73, 79, 81, 82, 77, 81, 83, 81, 82, 81, 79, 81, 81, 80, 82, 80, 96, 80, 109, 77, 79, 100, 58, 83, 78, 105, 80, 81, 83, 85, 88, 76, 81, 83, 87, 97, 82, 100, 81, 79, 75, 83, 75, 78, 85, 83, 96, 84, 71, 86, 80, 72, 81, 82, 82, 76, 69, 85, 79, 81, 61, 134, 65, 80, 70, 141, 81, 87, 70, 83, 76, 77, 86, 87, 74, 77, 85, 74, 79, 40, 82, 86, 80, 83, 78, 80, 82, 77, 82, 81, 82, 84, 81, 77, 95, 78, 73, 75, 79, 79, 87, 81, 81, 82, 84, 86, 82, 78, 79, 75, 77, 75, 81, 92, 81, 76, 67, 93, 79, 83, 80, 76, 77, 81, 78, 79, 82, 79, 75, 85, 67, 71, 85, 81, 70, 64, 66, 80, 78, 79, 74, 73, 73, 81, 80, 80, 83, 82, 89, 77, 85, 82, 76, 82, 89, 73, 55, 77, 88, 87, 81, 76, 85, 83, 70, 83, 84, 90, 84, 78, 86, 76, 85, 80, 77, 93, 81, 85, 99, 78, 83, 77, 81, 76, 82, 87, 80, 81, 81, 80, 82, 81, 68, 79, 67, 81, 79, 80, 48, 89, 81, 76, 79, 84, 79, 83, 110, 81, 76, 55, 83, 112, 96, 75, 79, 89, 80, 91, 107, 84, 78, 82, 81, 84, 76, 79, 80, 75, 96, 80, 78, 83, 37, 97, 49, 105, 76, 86, 99, 87, 64, 115, 56, 49, 82, 102, 84, 83, 88, 57, 83, 81, 75, 97, 92, 82, 98, 94, 47, 94, 86, 83, 82, 49, 93, 94, 102, 41, 57, 52, 37, 83, 83, 74, 84, 71, 40, 89, 78, 71, 81, 78, 73, 96, 48, 92, 76, 72, 63, 89, 80, 75, 85, 78, 81, 85, 88, 65, 92, 76, 80, 77, 93, 81, 64, 79, 72, 92, 82, 84, 96, 83, 94, 86, 80, 81, 83, 96, 93, 87, 95, 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76, 83, 83, 99, 76, 81, 81, 83, 81, 84, 58, 79, 82, 81, 81, 78, 79, 80, 66, 81, 82, 81, 81, 82, 80, 81, 85, 80, 80, 87, 81, 80, 81, 81, 80, 80, 81, 79, 81, 82, 81, 80, 80, 78, 82, 80, 80, 80, 80, 80, 80, 82, 80, 77, 79, 80, 100, 77, 82, 80, 78, 80, 81, 80, 80, 81, 83, 81, 82, 88, 87, 75, 81, 80, 93, 82, 80, 81, 83, 81, 83, 83, 82, 84, 66, 78, 90, 104, 70, 77, 80, 84, 85, 85, 81, 85, 83, 81, 86, 86, 86, 103, 82, 80, 82, 105, 102, 95, 82, 80, 85, 94, 93, 82, 83, 70, 86, 78, 70, 73, 77, 80, 76, 84, 81, 71, 83, 117, 79, 73, 75, 84, 79, 80, 79, 54, 79, 82, 82, 82, 73, 87, 80, 82, 82, 81, 81, 85, 53, 73, 85, 75, 52, 80, 81, 79, 84, 83, 81, 79, 84, 78, 78, 73, 81, 73, 78, 71, 82, 84, 80, 77, 80, 83, 83, 85, 108, 78, 81, 80, 81, 79, 74, 88, 86, 81, 83, 76, 79, 79, 78, 77, 84, 88, 73, 90, 82, 81, 80]) # parameters +i39 = Internal("op39", "TENSOR_QUANT8_ASYMM", "{1, 56, 56, 128}, 0.023528477177, 0") # intermediate result +i40 = Parameter("op40", "TENSOR_INT32", "{128}, 0.00105069368146, 0", [518, 2789, 647, -259, -1601, 712, 289, 1468, 3580, 4537, 98, 1244, -59, 68, 2265, -231, 593, -1620, -6, 42, 3718, -133, 311, 2639, -60, 150, -1999, 22, -1973, -189, 28, 2487, 2570, 157, -1716, 2638, 16, 1363, -464, 290, 222, 1091, 4184, 82, 2165, 56, -628, 152, 1094, 920, 1590, -1231, 4661, 4487, 1757, 1657, 138, 3384, 734, -52, -19, 3295, 5841, 1952, 5486, 1686, 9854, -1466, 221, 1366, 710, -1652, -14, -382, -316, 2411, 4122, 2079, 1222, 1689, 1569, -35, 191, -45, -734, 1771, 1981, 1967, -40, 67, -58, 1093, 176, 8471, 2074, 1607, -1123, 416, 1634, 1678, -740, 4056, -907, 731, 52, 3104, -792, -1329, 452, 252, -877, -23, -50, -57, -2578, 5709, 32, 500, -2343, 797, 1081, 2721, 150, -15, 5426, 1879, 141, 736]) # parameters +i41 = Parameter("op41", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 128}, 0.0446562543511, 115", [130, 106, 119, 96, 123, 111, 103, 111, 123, 112, 130, 112, 136, 143, 130, 132, 125, 107, 116, 123, 123, 115, 111, 139, 135, 143, 115, 95, 134, 119, 108, 111, 108, 128, 128, 95, 107, 182, 115, 96, 125, 113, 106, 96, 128, 81, 121, 113, 101, 118, 134, 119, 111, 111, 139, 99, 129, 112, 117, 92, 123, 128, 120, 109, 115, 108, 108, 111, 118, 91, 120, 136, 121, 91, 111, 138, 113, 146, 136, 87, 117, 115, 111, 94, 117, 112, 70, 118, 109, 92, 82, 107, 133, 93, 113, 109, 113, 158, 104, 115, 111, 120, 114, 128, 121, 115, 114, 108, 104, 103, 123, 86, 112, 117, 103, 117, 143, 123, 104, 105, 80, 118, 96, 110, 115, 152, 106, 114, 101, 109, 126, 86, 113, 99, 99, 118, 110, 111, 116, 105, 74, 83, 110, 143, 136, 124, 124, 106, 95, 61, 109, 104, 76, 116, 118, 116, 80, 111, 125, 112, 113, 142, 105, 110, 128, 58, 112, 129, 163, 108, 86, 65, 129, 47, 135, 80, 123, 101, 158, 133, 114, 115, 83, 103, 101, 130, 110, 141, 74, 108, 106, 113, 114, 112, 95, 122, 154, 15, 100, 128, 123, 154, 116, 106, 108, 113, 98, 104, 106, 127, 99, 117, 130, 134, 132, 134, 125, 140, 54, 106, 158, 93, 109, 107, 104, 64, 109, 101, 80, 104, 118, 79, 176, 110, 116, 116, 158, 125, 136, 149, 127, 117, 114, 119, 113, 143, 109, 138, 50, 127, 72, 103, 110, 118, 94, 120, 111, 108, 103, 110, 113, 111, 109, 110, 120, 120, 98, 117, 131, 117, 113, 99, 118, 117, 113, 115, 120, 109, 107, 107, 125, 88, 110, 134, 131, 107, 111, 111, 114, 119, 114, 126, 110, 106, 112, 113, 117, 117, 137, 106, 103, 104, 101, 114, 115, 124, 115, 106, 123, 113, 118, 127, 112, 113, 108, 114, 123, 115, 114, 113, 116, 113, 106, 113, 114, 103, 113, 115, 116, 116, 115, 99, 122, 107, 139, 150, 120, 115, 112, 131, 102, 102, 142, 123, 114, 114, 102, 103, 123, 118, 120, 113, 114, 120, 106, 124, 124, 114, 112, 126, 73, 119, 113, 114, 111, 113, 104, 114, 103, 114, 107, 116, 88, 115, 108, 112, 84, 114, 108, 112, 119, 76, 109, 112, 171, 111, 123, 109, 139, 119, 126, 121, 108, 111, 172, 112, 81, 76, 103, 143, 111, 116, 121, 137, 104, 126, 106, 252, 103, 172, 118, 70, 155, 113, 104, 109, 109, 98, 161, 129, 93, 54, 117, 110, 98, 113, 108, 120, 116, 124, 87, 117, 122, 158, 113, 123, 113, 103, 122, 101, 149, 140, 124, 139, 111, 177, 103, 110, 109, 113, 106, 116, 111, 118, 150, 116, 123, 138, 120, 107, 110, 117, 117, 153, 106, 126, 122, 78, 129, 90, 149, 99, 83, 149, 119, 110, 113, 87, 110, 112, 115, 87, 111, 121, 122, 109, 125, 142, 86, 109, 123, 120, 127, 99, 123, 149, 119, 118, 142, 121, 174, 106, 106, 90, 104, 123, 118, 122, 111, 208, 125, 121, 78, 120, 137, 108, 113, 163, 147, 140, 87, 95, 100, 108, 159, 155, 77, 144, 106, 149, 134, 91, 105, 183, 172, 72, 146, 111, 146, 118, 52, 145, 143, 103, 155, 85, 95, 108, 146, 161, 140, 105, 84, 110, 87, 121, 127, 120, 138, 151, 140, 70, 112, 160, 94, 98, 95, 94, 77, 101, 142, 75, 149, 65, 79, 112, 90, 105, 106, 147, 80, 120, 102, 111, 129, 82, 139, 117, 97, 64, 0, 100, 105, 123, 147, 118, 137, 121, 92, 89, 143, 83, 120, 119, 109, 115, 107, 179, 148, 147, 112, 85, 155, 97, 138, 74, 108, 106, 138, 150, 77, 137, 134, 84, 144, 139, 229, 88, 111, 96, 255, 129, 98, 72, 120, 133, 91, 109, 152, 141, 100, 111, 111, 119, 114, 110, 116, 114, 112, 119, 76, 120, 108, 117, 134, 101, 110, 97, 111, 120, 118, 112, 103, 18, 104, 59, 112, 156, 149, 111, 104, 115, 102, 109, 114, 130, 106, 121, 114, 116, 107, 116, 121, 119, 110, 117, 125, 117, 106, 108, 115, 110, 118, 114, 135, 115, 122, 96, 110, 127, 111, 101, 119, 114, 114, 114, 107, 113, 114, 124, 116, 114, 111, 115, 111, 129, 117, 127, 148, 95, 116, 115, 116, 150, 107, 144, 101, 110, 119, 113, 120, 112, 113, 117, 116, 91, 114, 115, 111, 133, 105, 116, 112, 146, 130, 115, 114, 113, 116, 110, 107, 112, 107, 113, 119, 125, 61, 109, 106, 97, 116, 132, 114, 117, 118, 24, 118, 112, 121, 106, 104, 137, 115, 111, 113, 110, 119, 121, 117, 118, 122, 117, 115, 96, 106, 117, 114, 121, 104, 110, 111, 135, 110, 125, 112, 107, 120, 106, 112, 113, 118, 119, 110, 128, 109, 109, 111, 141, 112, 117, 133, 130, 108, 140, 110, 114, 116, 116, 99, 106, 122, 108, 118, 131, 120, 111, 101, 116, 111, 122, 116, 116, 118, 114, 117, 114, 117, 139, 117, 112, 114, 119, 114, 104, 121, 110, 133, 114, 119, 113, 108, 108, 105, 120, 117, 128, 118, 116, 143, 109, 98, 118, 117, 112, 113, 106, 106, 116, 111, 114, 112, 115, 118, 119, 113, 117, 117, 112, 106, 113, 107, 114, 114, 116, 123, 111, 110, 115, 155, 112, 131, 113, 119, 143, 109, 112, 108, 112, 109, 148, 115, 103, 106, 110, 128, 119, 115, 114, 117, 114, 137, 112, 112, 110, 112, 108, 125, 100, 103, 108, 122, 115, 116, 115, 103, 114, 116, 115, 99, 121, 114, 113, 121, 126, 112, 107, 113, 115, 131, 158, 106, 178, 110, 115, 108, 116, 73, 96, 116, 110, 101, 117, 108, 102, 116, 125, 121, 109, 118, 112, 118, 115, 99, 113, 108, 204, 109, 113, 114, 110, 115, 119, 117, 126, 153, 110, 117, 115, 105, 116, 108, 99, 122, 129, 112, 114, 171, 113, 79, 118, 117, 93, 115, 135, 112, 112, 117, 115, 117, 103, 81, 115, 116, 104, 108, 117, 99, 112, 110, 104, 127, 118, 116, 116, 104, 140, 211, 133, 153, 110, 115, 113, 105, 108, 112, 107, 111, 121, 113, 114, 114, 111, 117, 116, 112, 119, 107, 113, 116, 103, 110, 114, 113, 114, 113, 119, 114, 103, 114, 104, 109, 123, 121, 114, 113, 114, 116, 113, 115, 93, 113, 110, 113, 115, 111, 117, 117, 121, 112, 124, 116, 112, 111, 115, 114, 108, 117, 114, 119, 123, 116, 129, 112, 107, 110, 116, 115, 114, 120, 114, 113, 108, 117, 125, 111, 114, 116, 114, 113, 118, 120, 122, 122, 115, 117, 113, 113, 120, 113, 115, 111, 115, 112, 115, 125, 108, 109, 114, 116, 119, 113, 104, 110, 117, 114, 119, 114, 121, 130, 117, 113, 111, 115, 114, 116, 117, 109, 111, 122, 116, 106, 112, 111, 105, 138, 113, 122, 115, 117, 91, 111, 112]) # parameters +i42 = Internal("op42", "TENSOR_QUANT8_ASYMM", "{1, 56, 56, 128}, 0.023528477177, 0") # intermediate result +i43 = Parameter("op43", "TENSOR_INT32", "{128}, 0.000212795624975, 0", [-9119, 406, 8026, -2442, 22035, 7830, 5239, -16418, 3066, 244, 17626, -11691, -4541, 14457, 8384, 3859, -8220, -7972, -3881, -3717, 2242, -11349, -13582, 486, 3455, -2435, -1912, 3185, -10701, 3372, -3150, 6759, 10970, 6665, 16016, 2817, 14058, -556, 7218, -8752, 11568, -9512, -11502, -4894, 4890, -1483, 7517, 9618, 3061, 12316, 19276, 10143, -23717, -5637, 13399, -2423, 4260, 799, 2376, 3188, 4820, 7535, -3916, 13854, 14245, -704, -770, 1514, 3930, 745, 1798, -5644, -3217, 19698, -265, -26449, 11816, -20746, -2139, 1080, -13117, -2232, 4019, -4479, -6283, 1058, 16636, 16248, 3525, -2806, -2207, 3284, 952, 6117, 15768, -10433, 14577, -8859, -11789, 7781, 16966, 18525, -3438, 7560, 211, 3327, -807, 17839, -2552, 9905, 2938, -3158, 5764, 7175, 4135, -10571, 16909, 17722, 16820, 1561, 9099, 7644, 21318, 1901, 22449, 60, -7215, -9300]) # parameters +i44 = Parameter("op44", "TENSOR_QUANT8_ASYMM", "{128, 1, 1, 128}, 0.00904417410493, 122", [117, 122, 124, 128, 124, 104, 122, 132, 111, 133, 115, 130, 122, 119, 110, 126, 129, 110, 114, 115, 128, 111, 113, 124, 128, 126, 126, 125, 121, 115, 115, 132, 118, 105, 130, 136, 125, 113, 120, 122, 117, 118, 125, 123, 103, 117, 107, 122, 104, 116, 118, 125, 119, 132, 118, 125, 121, 125, 155, 120, 125, 127, 117, 120, 112, 121, 126, 121, 121, 120, 120, 121, 112, 108, 173, 136, 126, 117, 134, 114, 131, 120, 104, 124, 124, 128, 122, 116, 116, 114, 123, 125, 132, 129, 131, 156, 116, 119, 121, 133, 120, 125, 118, 126, 125, 123, 113, 121, 116, 119, 122, 119, 113, 117, 118, 124, 123, 143, 121, 137, 142, 133, 136, 105, 127, 121, 88, 100, 127, 125, 122, 116, 119, 131, 112, 127, 112, 114, 126, 124, 123, 135, 125, 122, 106, 117, 123, 136, 138, 119, 107, 123, 126, 125, 121, 129, 128, 133, 108, 137, 85, 106, 105, 97, 125, 132, 98, 122, 115, 122, 125, 122, 124, 126, 145, 143, 107, 123, 116, 123, 114, 123, 137, 118, 116, 138, 141, 119, 128, 122, 131, 133, 120, 117, 122, 135, 119, 123, 108, 122, 126, 139, 108, 115, 123, 118, 125, 133, 125, 131, 116, 126, 125, 103, 124, 102, 120, 119, 119, 115, 122, 128, 117, 128, 105, 94, 127, 135, 121, 131, 118, 99, 126, 120, 119, 146, 115, 128, 120, 127, 127, 149, 118, 135, 131, 132, 121, 112, 121, 109, 124, 117, 130, 120, 115, 123, 144, 129, 124, 122, 122, 125, 126, 120, 115, 122, 68, 121, 115, 115, 128, 125, 130, 127, 115, 122, 117, 116, 137, 114, 122, 128, 130, 126, 129, 120, 114, 119, 121, 127, 123, 118, 119, 122, 124, 119, 119, 120, 117, 117, 119, 112, 118, 121, 121, 121, 114, 124, 128, 120, 123, 123, 132, 137, 120, 117, 124, 87, 98, 134, 120, 124, 130, 114, 124, 120, 130, 120, 123, 118, 119, 119, 110, 127, 120, 123, 114, 121, 123, 160, 111, 128, 126, 120, 117, 117, 122, 120, 122, 120, 118, 131, 125, 124, 126, 123, 122, 126, 124, 125, 120, 134, 117, 122, 125, 130, 119, 125, 132, 121, 143, 124, 132, 117, 122, 109, 128, 138, 108, 120, 125, 58, 128, 120, 139, 128, 116, 118, 131, 130, 106, 131, 97, 129, 132, 132, 118, 116, 125, 123, 108, 115, 119, 132, 120, 113, 124, 122, 119, 133, 118, 135, 122, 117, 127, 133, 125, 110, 126, 114, 137, 122, 115, 125, 95, 125, 121, 117, 124, 114, 118, 127, 119, 121, 110, 119, 124, 120, 140, 127, 124, 121, 125, 117, 122, 123, 135, 98, 140, 120, 138, 131, 114, 121, 133, 119, 111, 115, 105, 109, 128, 116, 117, 126, 122, 105, 102, 126, 125, 119, 115, 143, 121, 107, 116, 124, 106, 147, 123, 140, 112, 124, 132, 135, 127, 133, 111, 135, 117, 124, 117, 123, 107, 128, 122, 111, 122, 124, 115, 125, 129, 99, 114, 119, 117, 125, 115, 109, 141, 124, 118, 117, 121, 110, 107, 114, 119, 128, 112, 123, 116, 109, 113, 121, 126, 124, 95, 117, 125, 118, 133, 122, 108, 126, 132, 127, 125, 101, 145, 99, 134, 121, 116, 129, 139, 118, 117, 97, 124, 113, 132, 128, 128, 129, 139, 110, 122, 121, 117, 131, 109, 131, 121, 115, 116, 121, 134, 123, 115, 118, 101, 127, 125, 107, 92, 129, 126, 126, 120, 120, 124, 121, 119, 118, 116, 131, 95, 99, 119, 126, 130, 131, 113, 121, 124, 106, 134, 115, 120, 140, 122, 128, 112, 125, 100, 120, 122, 107, 130, 117, 115, 131, 126, 112, 103, 108, 140, 107, 128, 120, 132, 110, 117, 109, 149, 131, 126, 121, 102, 115, 128, 109, 125, 79, 109, 124, 122, 114, 142, 132, 120, 125, 116, 116, 122, 116, 111, 123, 117, 131, 127, 119, 125, 130, 102, 121, 130, 122, 127, 135, 124, 132, 116, 123, 123, 111, 135, 107, 106, 125, 113, 128, 119, 135, 121, 157, 126, 114, 126, 114, 120, 128, 135, 110, 127, 116, 130, 129, 126, 126, 123, 119, 115, 122, 100, 122, 116, 112, 120, 125, 122, 101, 118, 133, 133, 124, 125, 121, 122, 119, 113, 117, 118, 126, 115, 148, 111, 122, 133, 110, 113, 118, 131, 115, 129, 117, 114, 93, 122, 124, 111, 135, 111, 127, 117, 106, 121, 115, 125, 135, 123, 117, 123, 123, 118, 124, 126, 123, 136, 120, 118, 112, 131, 126, 129, 112, 112, 117, 127, 148, 124, 92, 112, 122, 124, 118, 130, 119, 132, 123, 123, 119, 131, 122, 118, 124, 132, 115, 129, 121, 124, 126, 122, 122, 118, 123, 123, 132, 122, 125, 122, 124, 125, 131, 119, 133, 130, 126, 131, 118, 121, 122, 130, 115, 126, 128, 122, 126, 123, 118, 122, 122, 125, 125, 125, 127, 119, 120, 124, 120, 121, 119, 124, 118, 127, 122, 125, 122, 125, 119, 124, 111, 130, 125, 119, 130, 122, 122, 129, 120, 118, 131, 118, 116, 127, 125, 122, 125, 118, 118, 120, 129, 125, 124, 124, 124, 120, 123, 122, 119, 118, 116, 118, 115, 120, 128, 122, 123, 121, 123, 121, 124, 125, 130, 119, 125, 122, 131, 118, 123, 124, 124, 124, 124, 130, 119, 128, 128, 123, 122, 122, 121, 122, 126, 122, 120, 129, 124, 119, 123, 131, 160, 145, 160, 107, 136, 126, 124, 122, 107, 124, 123, 120, 119, 118, 134, 122, 125, 124, 121, 116, 126, 120, 125, 123, 119, 135, 131, 110, 111, 136, 121, 118, 123, 118, 108, 133, 120, 118, 119, 107, 125, 120, 85, 124, 113, 122, 113, 131, 120, 155, 121, 122, 117, 125, 121, 100, 119, 136, 122, 145, 119, 124, 130, 90, 120, 127, 108, 118, 101, 103, 130, 116, 126, 133, 133, 118, 110, 97, 127, 127, 126, 129, 96, 120, 104, 120, 110, 123, 133, 123, 145, 105, 108, 121, 135, 125, 120, 101, 103, 115, 114, 114, 120, 92, 139, 119, 104, 126, 109, 112, 142, 128, 83, 102, 129, 120, 130, 121, 119, 144, 118, 89, 116, 123, 125, 116, 129, 126, 123, 115, 116, 126, 116, 131, 114, 119, 121, 128, 128, 149, 125, 121, 123, 125, 126, 110, 123, 112, 119, 130, 115, 101, 118, 122, 122, 125, 118, 117, 120, 118, 134, 123, 115, 145, 118, 126, 113, 115, 121, 115, 117, 120, 117, 11, 123, 126, 118, 121, 117, 130, 118, 120, 119, 119, 138, 124, 115, 125, 125, 126, 129, 128, 115, 124, 112, 119, 125, 103, 131, 117, 125, 130, 123, 108, 123, 125, 115, 124, 128, 130, 141, 122, 123, 121, 122, 161, 137, 119, 131, 126, 131, 127, 121, 119, 123, 105, 115, 142, 120, 116, 122, 124, 129, 116, 122, 120, 117, 101, 119, 126, 113, 113, 121, 83, 122, 122, 123, 124, 121, 111, 123, 121, 121, 129, 128, 119, 121, 120, 114, 129, 139, 124, 124, 121, 123, 124, 125, 128, 116, 114, 118, 119, 130, 113, 125, 126, 130, 122, 131, 121, 116, 119, 126, 121, 131, 119, 108, 123, 126, 120, 126, 135, 124, 126, 138, 121, 130, 113, 123, 126, 129, 140, 116, 129, 128, 126, 117, 127, 121, 107, 129, 122, 124, 123, 119, 107, 111, 115, 123, 124, 124, 114, 121, 120, 120, 141, 119, 121, 123, 126, 131, 121, 123, 120, 131, 127, 121, 119, 124, 126, 134, 134, 114, 138, 121, 114, 121, 121, 123, 120, 116, 123, 107, 130, 126, 125, 124, 125, 124, 127, 122, 127, 131, 122, 123, 132, 121, 128, 128, 128, 121, 128, 125, 128, 128, 131, 125, 128, 126, 125, 124, 128, 123, 113, 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116, 121, 127, 120, 122, 114, 116, 127, 119, 120, 137, 127, 113, 124, 112, 121, 127, 121, 123, 128, 128, 118, 118, 124, 123, 114, 113, 114, 125, 121, 118, 128, 116, 125, 124, 124, 122, 113, 121, 119, 125, 130, 124, 126, 122, 122, 120, 117, 120, 129, 83, 114, 114, 114, 112, 122, 120, 115, 122, 120, 122, 132, 122, 127, 100, 184, 121, 105, 124, 120, 129, 120, 125, 122, 126, 123, 139, 118, 128, 113, 131, 130, 118, 117, 127, 136, 112, 116, 130, 116, 127, 125, 119, 122, 117, 117, 143, 117, 127, 128, 121, 115, 135, 107, 117, 98, 126, 105, 118, 117, 122, 128, 128, 111, 118, 127, 132, 141, 126, 116, 113, 143, 116, 109, 117, 120, 98, 129, 120, 129, 117, 122, 122, 113, 124, 115, 106, 115, 129, 134, 106, 134, 109, 114, 120, 112, 126, 118, 124, 126, 123, 131, 122, 117, 117, 113, 118, 105, 117, 138, 129, 123, 115, 137, 150, 115, 123, 121, 139, 118, 117, 112, 133, 122, 120, 117, 119, 118, 117, 113, 123, 130, 116, 112, 127, 117, 110, 123, 122, 101, 123, 126, 113, 118, 123, 121, 149, 121, 123, 135, 138, 125, 144, 114, 123, 121, 114, 113, 115, 106, 117, 123, 125, 113, 117, 128, 120, 117, 150, 123, 121, 120, 123, 122, 124, 105, 121, 120, 138, 123, 116, 108, 111, 124, 123]) # parameters +i45 = Internal("op45", "TENSOR_QUANT8_ASYMM", "{1, 28, 28, 128}, 0.023528477177, 0") # intermediate result +i46 = Parameter("op46", "TENSOR_INT32", "{128}, 0.000274334714049, 0", [-4, 19041, 11198, 12939, 89, 21739, 4637, -436, -1022, 1301, 19261, -30, 1277, 861, 299, -3221, 472, 8599, 8650, 500, 8521, -366, -3871, 7440, 146, -11, 17873, -202, 653, 21242, 14690, 1682, 38, 2498, -1230, 102, 7678, 9604, 8617, 364, 12383, 3741, 9240, 7630, 11816, -1966, 9708, -6149, 7842, 18989, -13873, -36, 17319, 21848, 7300, 2687, 8614, 8988, 5411, 888, 192, 9617, 252, 13840, -290, 242, 10315, 5935, 4901, 9698, 7611, 3060, 3275, 22662, 8285, -2336, 1784, -21, 9092, 11491, -211, 42, 12242, 21922, 8100, 17614, 9945, 21637, 19098, 9326, 2513, 135, 18572, 11188, -1950, 7730, 11608, 9488, -335, 197, -1356, 16575, 183, 620, 17908, 6314, 2500, -5468, 513, 5895, -123, 176, 2709, 10640, 12294, 7853, -18153, -8770, 19015, 8094, -21784, 1519, -5720, 176, 18060, 313, 14927, 1630]) # parameters +i47 = Parameter("op47", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 128}, 0.0116596883163, 139", [161, 114, 136, 103, 179, 98, 177, 159, 154, 113, 117, 163, 156, 151, 169, 155, 160, 106, 117, 149, 119, 185, 188, 123, 163, 152, 140, 161, 158, 131, 135, 159, 172, 175, 148, 163, 139, 118, 123, 161, 119, 160, 121, 116, 115, 150, 130, 155, 135, 123, 146, 151, 121, 121, 124, 88, 107, 88, 162, 153, 153, 125, 154, 121, 154, 163, 124, 143, 148, 128, 150, 163, 104, 126, 116, 211, 175, 165, 128, 153, 160, 159, 102, 86, 126, 122, 120, 124, 124, 129, 109, 168, 121, 128, 255, 125, 125, 126, 143, 85, 105, 119, 160, 128, 118, 154, 174, 153, 191, 154, 149, 159, 162, 127, 118, 124, 161, 189, 117, 102, 170, 165, 152, 165, 156, 154, 122, 154, 167, 106, 119, 103, 188, 86, 32, 171, 159, 89, 109, 173, 157, 154, 173, 160, 160, 98, 114, 154, 115, 181, 195, 111, 175, 162, 115, 180, 170, 125, 129, 163, 178, 180, 156, 169, 122, 100, 120, 170, 114, 171, 114, 109, 114, 158, 113, 158, 125, 117, 161, 155, 111, 113, 117, 65, 97, 133, 175, 170, 159, 122, 163, 113, 159, 169, 115, 126, 159, 125, 163, 173, 168, 122, 115, 223, 125, 174, 124, 162, 167, 181, 106, 75, 128, 111, 118, 119, 121, 125, 65, 176, 112, 100, 105, 112, 121, 122, 148, 146, 119, 116, 164, 85, 109, 155, 180, 157, 189, 175, 153, 174, 165, 119, 114, 113, 165, 75, 110, 118, 173, 178, 159, 183, 159, 172, 117, 168, 150, 126, 117, 127, 157, 116, 165, 153, 148, 86, 127, 156, 143, 147, 152, 147, 148, 120, 131, 145, 127, 154, 152, 125, 159, 152, 115, 160, 156, 131, 131, 153, 148, 151, 149, 155, 118, 120, 128, 154, 131, 154, 129, 126, 128, 148, 116, 147, 121, 129, 148, 146, 125, 130, 123, 91, 116, 154, 152, 161, 148, 129, 151, 119, 148, 151, 123, 119, 152, 135, 153, 154, 174, 131, 132, 168, 103, 154, 131, 153, 154, 164, 137, 115, 132, 127, 127, 129, 130, 134, 95, 154, 125, 112, 84, 116, 131, 131, 142, 190, 203, 131, 148, 164, 123, 146, 153, 148, 137, 156, 144, 158, 150, 130, 134, 118, 147, 179, 125, 139, 166, 163, 148, 165, 148, 162, 131, 155, 171, 105, 131, 124, 186, 81, 243, 171, 166, 78, 115, 167, 164, 156, 175, 159, 163, 98, 111, 155, 114, 175, 209, 109, 174, 160, 120, 177, 169, 127, 125, 161, 179, 172, 153, 169, 159, 100, 121, 167, 115, 167, 120, 112, 114, 157, 107, 160, 115, 118, 160, 160, 110, 115, 117, 149, 98, 116, 182, 169, 157, 120, 160, 110, 162, 171, 114, 179, 159, 122, 153, 169, 78, 121, 113, 232, 176, 175, 116, 162, 169, 177, 116, 72, 111, 108, 117, 115, 119, 124, 166, 178, 105, 168, 179, 117, 118, 121, 154, 49, 159, 110, 166, 105, 108, 161, 176, 160, 179, 126, 155, 172, 168, 116, 114, 111, 166, 198, 115, 113, 179, 179, 160, 181, 126, 163, 116, 166, 181, 92, 114, 137, 192, 66, 44, 186, 167, 135, 108, 180, 171, 162, 191, 170, 177, 78, 100, 165, 103, 166, 225, 101, 190, 172, 94, 191, 182, 119, 118, 176, 193, 189, 161, 182, 145, 94, 112, 183, 109, 184, 115, 100, 105, 168, 93, 169, 113, 107, 175, 169, 95, 101, 108, 147, 86, 163, 189, 184, 165, 114, 169, 110, 171, 181, 106, 150, 171, 118, 171, 183, 142, 113, 100, 237, 143, 188, 108, 171, 180, 199, 134, 57, 103, 97, 110, 104, 109, 116, 137, 192, 96, 135, 0, 105, 109, 114, 168, 146, 60, 106, 178, 123, 96, 165, 191, 168, 125, 152, 163, 188, 177, 107, 101, 101, 170, 43, 104, 156, 181, 196, 171, 201, 114, 190, 105, 192, 160, 113, 113, 151, 162, 97, 118, 160, 154, 184, 126, 157, 144, 149, 163, 153, 159, 102, 116, 150, 116, 153, 163, 121, 161, 156, 113, 162, 161, 127, 122, 158, 164, 163, 152, 163, 126, 119, 122, 165, 128, 162, 131, 114, 119, 153, 106, 150, 123, 123, 155, 153, 118, 121, 115, 133, 110, 168, 154, 164, 152, 122, 157, 122, 153, 156, 119, 124, 159, 132, 166, 162, 194, 128, 121, 181, 88, 159, 125, 155, 161, 171, 159, 104, 122, 121, 123, 122, 123, 128, 129, 165, 116, 119, 217, 112, 125, 126, 154, 201, 191, 121, 157, 195, 121, 152, 162, 151, 110, 158, 150, 162, 158, 124, 125, 113, 154, 198, 121, 173, 178, 168, 154, 163, 126, 175, 121, 172, 154, 123, 137, 144, 162, 113, 204, 158, 151, 185, 133, 151, 147, 149, 151, 147, 145, 126, 123, 145, 127, 157, 170, 122, 157, 150, 123, 162, 154, 136, 126, 150, 149, 143, 145, 152, 161, 113, 130, 152, 134, 151, 131, 126, 131, 148, 119, 150, 118, 129, 154, 150, 124, 129, 133, 174, 118, 142, 160, 158, 149, 131, 149, 125, 151, 152, 126, 170, 150, 132, 143, 152, 118, 131, 126, 183, 150, 157, 123, 149, 153, 157, 143, 106, 125, 125, 131, 127, 130, 126, 148, 158, 118, 176, 74, 128, 126, 128, 146, 74, 180, 122, 152, 98, 125, 152, 152, 149, 124, 103, 146, 158, 153, 126, 130, 119, 159, 174, 118, 135, 161, 164, 150, 162, 120, 149, 130, 159, 163, 114, 131, 166, 167, 103, 135, 162, 153, 193, 127, 152, 150, 150, 165, 151, 160, 106, 106, 149, 118, 157, 176, 119, 162, 152, 121, 158, 160, 133, 120, 157, 171, 162, 148, 159, 161, 108, 121, 162, 131, 161, 130, 118, 125, 153, 113, 154, 120, 124, 162, 154, 114, 120, 123, 193, 109, 172, 160, 159, 151, 126, 155, 126, 155, 158, 121, 154, 156, 131, 151, 161, 119, 126, 112, 190, 161, 164, 119, 156, 159, 167, 160, 94, 119, 119, 123, 122, 124, 123, 193, 169, 115, 159, 122, 122, 118, 125, 159, 148, 92, 116, 162, 175, 118, 156, 163, 153, 82, 124, 151, 165, 160, 119, 118, 116, 172, 76, 112, 174, 163, 169, 156, 163, 105, 164, 121, 171, 150, 125, 133, 160, 149, 120, 83, 152, 145, 144, 133, 142, 140, 143, 157, 147, 152, 116, 122, 143, 127, 151, 153, 129, 151, 148, 137, 146, 148, 136, 125, 152, 160, 152, 143, 152, 143, 128, 127, 155, 133, 149, 137, 125, 128, 148, 128, 145, 132, 132, 152, 147, 132, 127, 128, 162, 126, 142, 144, 144, 145, 129, 147, 131, 146, 147, 131, 137, 153, 138, 152, 153, 160, 133, 123, 169, 116, 148, 133, 145, 150, 152, 162, 119, 128, 131, 128, 130, 129, 133, 185, 156, 130, 138, 221, 130, 128, 133, 150, 184, 138, 124, 153, 148, 135, 146, 152, 145, 107, 144, 146, 148, 149, 129, 129, 129, 155, 169, 124, 168, 155, 148, 148, 147, 125, 154, 127, 155]) # parameters +i48 = Internal("op48", "TENSOR_QUANT8_ASYMM", "{1, 28, 28, 256}, 0.023528477177, 0") # intermediate result +i49 = Parameter("op49", "TENSOR_INT32", "{256}, 0.000254691782175, 0", [12653, -8529, 24113, -140, 12541, 8831, -1487, 16060, -11404, 19859, -2400, 15109, 18889, 6725, 1316, 5486, 11674, 11494, -3898, -5248, 17829, 11567, -8580, 10665, 10401, -1922, 11345, -19019, 17381, -4916, 8797, -5136, 2835, -4168, 1998, 19420, 20453, -4502, 3868, 8987, 22315, 7014, 28658, 12616, 30051, 15990, 945, 5435, 2817, 22329, 6500, 11242, 7768, 4994, 4917, 5266, 22487, -2863, 5099, 7439, 20409, 9082, 15371, 3027, 11324, -3723, 4469, -552, 4506, 14672, 8012, 7595, 5475, -12377, 12562, 8553, 7956, -5384, 17055, 18198, 19644, -27371, 4, -10482, 2560, -25736, 10030, 3921, 11295, 9291, 8032, 14893, -979, -2343, 3021, 1837, -6895, 22514, 31714, 2578, -1999, 10605, 22767, -8279, 6359, 20589, 5827, 3968, -4741, -1444, 1435, 1665, -12307, 13134, 11597, 12006, 17185, 3086, 17768, -5026, -14200, -16654, 8311, 10285, -7415, -815, -12954, 5880, 3402, 10161, -4169, 17869, 8108, 6209, 6538, 22511, -2628, 12514, 6197, 15069, 3081, -471, 17288, 564, 4521, 10750, 1720, 10659, 14208, 10787, -8546, 5895, 12084, 13825, -9637, 15126, 19276, 1468, 23091, -848, 4716, 2033, -892, 2287, -4571, -5989, -8835, -9332, 10582, 8059, 2861, 6131, -6980, 11197, 11190, 4810, 16684, 21408, 10435, 14235, -2578, -11244, 857, -1325, 12114, 8938, 20349, 4835, 6779, -2684, 10173, 5752, 11452, 9893, 5123, -1962, 5121, 26792, 9639, 4330, 9663, 9259, 1657, 18902, 24283, 2068, -3790, 12946, 3198, 7630, -11651, 2158, 5881, 7799, 17144, 9899, 17055, 6459, 6033, 15551, 54, 5965, 7067, -21070, 6809, 9412, -20587, 15542, -1148, -12815, 5175, 6771, 3980, 4002, -2081, -1257, 7702, 2627, -7320, 38581, 14712, -4, 14482, 18631, 3255, 4782, 13145, 5407, -6823, 4063, 3622, 13707, 3945, 8530, 2875, 9850]) # parameters +i50 = Parameter("op50", "TENSOR_QUANT8_ASYMM", "{256, 1, 1, 128}, 0.0108248302713, 123", [120, 125, 125, 122, 108, 113, 130, 130, 106, 127, 170, 131, 135, 138, 125, 89, 121, 112, 98, 135, 121, 134, 130, 110, 135, 93, 126, 125, 115, 132, 125, 103, 116, 120, 119, 108, 118, 108, 125, 150, 124, 125, 125, 127, 124, 129, 111, 91, 136, 109, 120, 102, 116, 132, 132, 129, 135, 116, 122, 111, 124, 118, 138, 117, 111, 123, 128, 130, 115, 120, 121, 120, 131, 131, 123, 132, 122, 132, 136, 115, 119, 147, 131, 117, 130, 131, 130, 125, 109, 120, 129, 127, 116, 119, 119, 126, 157, 119, 122, 119, 126, 122, 104, 121, 115, 118, 132, 138, 135, 124, 121, 136, 114, 98, 128, 126, 125, 128, 116, 116, 117, 137, 138, 118, 123, 127, 96, 127, 144, 117, 80, 135, 122, 136, 117, 114, 125, 121, 116, 122, 129, 118, 113, 116, 127, 124, 126, 129, 131, 118, 117, 117, 124, 123, 119, 130, 112, 122, 132, 135, 117, 128, 127, 137, 123, 124, 131, 122, 132, 99, 135, 128, 119, 131, 127, 120, 135, 132, 119, 122, 121, 137, 116, 111, 120, 119, 121, 118, 150, 118, 115, 131, 124, 139, 141, 113, 112, 159, 115, 118, 144, 125, 134, 139, 131, 133, 138, 129, 126, 120, 122, 113, 92, 126, 126, 118, 126, 162, 106, 112, 131, 136, 121, 143, 110, 123, 124, 112, 124, 122, 122, 122, 121, 134, 133, 121, 116, 123, 116, 125, 128, 107, 95, 130, 126, 124, 115, 128, 151, 127, 119, 122, 119, 120, 124, 122, 118, 123, 130, 122, 121, 121, 120, 121, 128, 123, 113, 117, 120, 118, 122, 126, 123, 122, 121, 138, 120, 127, 109, 120, 123, 133, 115, 122, 119, 122, 123, 119, 119, 118, 127, 119, 117, 118, 122, 124, 122, 123, 125, 123, 119, 117, 118, 141, 125, 116, 124, 132, 130, 124, 123, 122, 117, 118, 125, 122, 120, 127, 122, 126, 125, 125, 124, 120, 126, 121, 123, 117, 123, 104, 121, 132, 124, 116, 122, 123, 123, 120, 114, 116, 119, 128, 119, 125, 118, 121, 118, 121, 119, 123, 123, 120, 116, 123, 117, 121, 120, 123, 120, 125, 126, 117, 119, 102, 125, 119, 117, 122, 119, 125, 124, 124, 122, 118, 125, 120, 120, 122, 109, 122, 131, 125, 121, 121, 140, 116, 130, 133, 120, 132, 127, 133, 119, 118, 122, 107, 129, 110, 114, 126, 118, 123, 128, 104, 137, 123, 116, 110, 129, 123, 118, 118, 104, 136, 130, 110, 127, 123, 100, 120, 123, 134, 108, 124, 113, 125, 138, 137, 126, 133, 119, 118, 145, 115, 124, 132, 120, 134, 124, 124, 124, 112, 117, 119, 138, 121, 116, 115, 121, 109, 139, 115, 121, 119, 119, 131, 123, 106, 139, 112, 127, 138, 141, 130, 132, 117, 130, 106, 89, 123, 119, 126, 124, 185, 110, 127, 128, 117, 117, 130, 128, 130, 128, 122, 122, 121, 118, 123, 119, 119, 121, 120, 115, 116, 129, 121, 120, 124, 116, 120, 125, 123, 122, 114, 116, 126, 125, 131, 122, 127, 126, 132, 122, 121, 127, 124, 125, 126, 120, 125, 112, 116, 126, 124, 130, 122, 118, 117, 122, 128, 128, 92, 128, 114, 126, 128, 122, 118, 123, 124, 128, 121, 127, 125, 121, 120, 121, 125, 132, 125, 130, 121, 129, 123, 125, 126, 121, 116, 126, 136, 121, 115, 118, 132, 123, 124, 124, 121, 126, 116, 116, 123, 122, 126, 112, 116, 123, 123, 126, 122, 116, 119, 119, 118, 115, 129, 123, 112, 123, 124, 124, 120, 124, 122, 126, 126, 125, 124, 130, 130, 111, 124, 115, 125, 124, 121, 116, 123, 130, 124, 119, 122, 123, 123, 122, 115, 125, 120, 123, 134, 117, 122, 118, 121, 121, 129, 122, 125, 116, 119, 115, 121, 119, 121, 113, 123, 121, 123, 127, 120, 122, 122, 125, 136, 125, 122, 121, 122, 121, 116, 122, 121, 131, 124, 120, 120, 120, 123, 126, 114, 127, 124, 122, 122, 123, 123, 122, 120, 122, 126, 123, 123, 122, 117, 121, 123, 120, 128, 128, 124, 124, 121, 130, 126, 120, 122, 124, 126, 119, 111, 118, 131, 126, 124, 122, 120, 125, 119, 122, 119, 122, 121, 119, 124, 126, 124, 120, 111, 120, 120, 120, 124, 125, 124, 124, 116, 125, 125, 128, 126, 125, 121, 125, 123, 126, 128, 128, 126, 120, 125, 105, 123, 122, 128, 125, 123, 123, 125, 134, 123, 122, 125, 117, 123, 123, 118, 123, 124, 128, 122, 121, 125, 123, 121, 125, 122, 121, 127, 120, 121, 122, 121, 121, 121, 122, 123, 124, 120, 123, 115, 103, 125, 117, 122, 117, 133, 115, 132, 119, 117, 120, 117, 117, 125, 126, 116, 118, 117, 112, 116, 123, 122, 112, 124, 114, 131, 88, 125, 125, 112, 129, 122, 123, 111, 133, 126, 129, 123, 139, 123, 115, 115, 121, 117, 120, 124, 113, 145, 128, 126, 121, 128, 121, 123, 111, 131, 158, 152, 125, 113, 113, 122, 124, 135, 125, 120, 127, 153, 120, 121, 125, 124, 124, 122, 120, 136, 109, 126, 113, 117, 125, 136, 125, 124, 135, 121, 135, 103, 126, 125, 124, 121, 140, 121, 122, 116, 125, 117, 115, 126, 112, 143, 114, 113, 140, 121, 131, 120, 126, 133, 114, 121, 121, 120, 119, 125, 128, 119, 118, 160, 126, 132, 135, 128, 122, 100, 124, 122, 130, 120, 121, 120, 125, 124, 116, 123, 125, 121, 142, 118, 121, 126, 123, 124, 122, 130, 107, 126, 127, 101, 126, 123, 125, 128, 128, 119, 109, 122, 129, 126, 122, 123, 128, 125, 109, 124, 129, 120, 127, 134, 119, 116, 127, 115, 124, 124, 126, 126, 122, 122, 116, 120, 121, 126, 120, 125, 124, 121, 109, 115, 125, 124, 111, 125, 128, 129, 119, 120, 126, 123, 124, 124, 122, 124, 125, 119, 124, 124, 122, 124, 125, 125, 124, 128, 122, 128, 127, 131, 123, 123, 127, 126, 120, 117, 127, 125, 123, 124, 128, 126, 121, 123, 123, 127, 124, 125, 106, 130, 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126, 124, 124, 120, 113, 124, 125, 113, 125, 124, 125, 121, 126, 122, 119, 120, 123, 131, 133, 116, 124, 127, 119, 119, 125, 125, 122, 123, 120, 123, 108, 120, 125, 117, 134, 120, 101, 116, 128, 101, 123, 129, 117, 127, 124, 110, 121, 120, 123, 123, 122, 51, 122, 116, 121, 123, 125, 120, 123, 120, 121, 117, 122, 123, 129, 126, 121, 104, 125, 128, 127, 125, 135, 126, 124, 127, 138, 124, 124, 110, 121, 122, 131, 119, 127, 122, 118, 123, 120, 124, 120, 126, 122, 124, 125, 124, 119, 122, 124, 122, 123, 120, 125, 127, 163, 123, 123, 125, 130, 124, 119, 122, 124, 120, 120, 124, 123, 123, 121, 120, 123, 117, 126, 126, 121, 121, 121, 121, 126, 122, 117, 123, 126, 121, 126, 122, 119, 127, 120, 121, 118, 122, 122, 125, 119, 126, 122, 122, 122, 122, 123, 124, 121, 101, 122, 126, 124, 123, 125, 123, 121, 125, 121, 127, 86, 123, 119, 118, 121, 123, 121, 123, 124, 127, 120, 120, 129, 121, 122, 107, 127, 122, 123, 124, 122, 119, 111, 118, 123, 113, 122, 114, 120, 126, 119, 114, 108, 118, 130, 125, 125, 115, 128, 130, 133, 117, 113, 116, 118, 118, 128, 121, 128, 104, 140, 121, 127, 137, 104, 160, 132, 109, 128, 134, 118, 137, 120, 129, 112, 115, 126, 119, 117, 135, 126, 130, 122, 124, 107, 126, 129, 123, 137, 135, 135, 162, 115, 130, 135, 115, 125, 124, 119, 113, 144, 142, 122, 135, 132, 128, 130, 121, 123, 115, 140, 121, 122, 109, 122, 121, 129, 132, 119, 145, 121, 121, 138, 116, 118, 125, 136, 117, 124, 142, 139, 125, 119, 127, 125, 110, 124, 118, 131, 122, 115, 121, 139, 121, 112, 98, 117, 117, 121, 119, 132, 126, 151, 117, 121, 130, 128, 124, 108, 122, 124, 119, 118, 113, 126, 118, 134, 120, 131, 128, 120, 109, 115, 117, 137, 119, 125, 118, 131, 118, 124, 123, 123, 121, 127, 117, 123, 125, 116, 120, 132, 118, 111, 136, 124, 123, 122, 117, 119, 110, 119, 123, 124, 119, 127, 121, 111, 127, 117, 128, 142, 117, 129, 126, 111, 122, 130, 129, 128, 121, 105, 131, 126, 126, 127, 129, 126, 136, 119, 114, 122, 115, 124, 123, 118, 134, 118, 123, 121, 135, 123, 122, 114, 126, 117, 113, 132, 122, 118, 122, 115, 135, 118, 129, 121, 124, 115, 136, 118, 122, 124, 113, 134, 112, 119, 125, 123, 129, 123, 130, 124, 114, 133, 125, 121, 126, 127, 128, 114, 120, 134, 122, 123, 137, 119, 118, 129, 130, 109, 126, 125, 127, 130, 128, 124, 126, 136, 114, 124, 117, 123, 112, 123, 117, 127, 125, 114, 122, 123, 124, 124, 120, 135, 137, 129, 117, 101, 122, 128, 113, 128, 129, 126, 124, 135, 121, 136, 119, 120, 120, 123, 131, 122, 123, 114, 127, 129, 121, 121, 114, 115, 124, 126, 126, 127, 120, 121, 128, 127, 121, 117, 105, 121, 124, 122, 127, 117, 123, 125, 121, 118, 120, 117, 120, 118, 122, 120, 130, 117, 130, 130, 121, 126, 122, 131, 115, 121, 120, 137, 127, 119, 121, 124, 130, 99, 123, 126, 122, 119, 145, 121, 118, 122, 127, 124, 125, 124, 126, 123, 122, 125, 124, 124, 120, 124, 127, 122, 116, 117, 127, 130, 107, 118, 130, 122, 130, 128, 127, 127, 125, 123, 121, 121, 134, 127, 124, 137, 116, 122, 131, 125, 118, 123, 121, 134, 126, 127, 121, 119, 124, 124, 120, 125, 126, 110, 122, 120, 131, 120, 130, 122, 121, 122, 126, 120, 126, 123, 113, 127, 123, 126, 124, 116, 124, 142, 124, 107, 126, 119, 128, 121, 126, 129, 121, 122, 127, 126, 125, 122, 124, 131, 123, 147, 122, 122, 128, 113, 117, 127, 120, 130, 125, 125, 114, 122, 122, 121, 124, 125, 123, 124, 124, 124, 107, 116, 134, 121, 118, 123, 120, 129, 126, 118, 112, 117, 120, 124, 121, 115, 126, 127, 129, 122, 127, 119, 121, 121, 129, 133, 116, 123, 127, 118, 129, 121, 122, 123, 119, 126, 125, 126, 124, 124, 129, 127, 127, 130, 120, 123, 120, 128, 119, 118, 126, 139, 117, 111, 121, 131, 123, 125, 114, 123, 122, 122, 129, 120, 124, 119, 117, 115, 125, 113, 122, 124, 118, 119, 119, 116, 120, 110, 118, 125, 123, 120, 122, 125, 119, 120, 126, 119, 119, 128, 120, 118, 115, 124, 125, 129, 127, 126, 125, 126, 127, 122, 126, 120, 116, 131, 123, 126, 122, 126, 116, 126, 116, 131, 120, 118, 125, 125, 123, 124, 128, 120, 131, 126, 125, 127, 121, 155, 120, 122, 120, 121, 127, 126, 119, 124, 123, 103, 108, 123, 122, 122, 119, 120, 122, 122, 122, 127, 123, 114, 122, 126, 126, 125, 122, 127, 121, 123, 124, 121, 120, 118, 125, 119, 125, 122, 124, 117, 125, 106, 123, 124, 125, 123, 129, 118, 121, 122, 127, 112, 128, 135, 139, 125, 134, 123, 120, 122, 129, 125, 116, 115, 113, 125, 124, 126, 118, 117, 124, 124, 142, 133, 118, 125, 128, 122, 133, 135, 128, 134, 120, 132, 129, 122, 119, 122, 121, 121, 120, 118, 121, 118, 124, 121, 123, 124, 116, 118, 124, 127, 119, 124, 143, 117, 116, 120, 115, 124, 127, 119, 127, 117, 119, 122, 121, 123, 122, 134, 120, 114, 117, 123, 122, 127, 133, 110, 126, 123, 125, 147, 111, 128, 121, 124, 126, 128, 118, 115, 127, 124, 119, 122, 122, 133, 123, 129, 120, 127, 122, 109, 130, 119, 114, 110, 125, 120, 121, 123, 126, 122, 122, 122, 120, 114, 107, 121, 118, 107, 128, 124, 125, 129, 136, 129, 116, 146, 120, 119, 123, 149, 110, 119, 112, 98, 120, 100, 109, 125, 107, 138, 125, 134, 171, 170, 115, 107, 122, 118, 129, 130, 118, 139, 128, 138, 116, 109, 124, 113, 117, 111, 146, 122, 128, 126, 127, 124, 118, 116, 123, 113, 122, 119, 112, 114, 125, 126, 133, 118, 119, 129, 120, 107, 130, 122, 130, 122, 122, 108, 135, 127, 110, 125, 123, 110, 122, 108, 119, 165, 103, 129, 117, 103, 114, 135, 121, 119, 110, 135, 126, 109, 145, 128, 122, 112, 125, 125, 122, 117, 170, 116, 125, 112, 122, 142, 102, 128, 123, 127, 117, 113, 120, 127, 117, 122, 122, 117, 133, 146, 127, 182, 120, 157, 145, 144, 154, 131, 111, 125, 119, 113, 122, 108, 126, 119, 152, 112, 105, 118, 101, 115, 116, 133, 127, 97, 125, 103, 119, 117, 116, 110, 122, 102, 145, 146, 124, 162, 107, 117, 138, 146, 108, 120, 111, 128, 149, 131, 127, 125, 121, 109, 107, 104, 126, 140, 129, 140, 147, 92, 131, 125, 145, 113, 123, 140, 115, 127, 123, 139, 123, 133, 112, 112, 121, 119, 106, 122, 124, 157, 124, 74, 124, 99, 117, 130, 112, 131, 137, 141, 132, 123, 120, 102, 136, 131, 122, 110, 119, 129, 112, 109, 130, 125, 96, 116, 121, 127, 106, 118, 133, 113, 120, 160, 119, 122, 135, 115, 117, 118, 127, 126, 136, 111, 124, 125, 123, 120, 118, 116, 110, 125, 127, 127, 123, 121, 117, 112, 120, 121, 131, 138, 116, 126, 130, 126, 116, 119, 121, 134, 129, 122, 120, 122, 124, 123, 119, 119, 122, 124, 118, 110, 119, 127, 127, 127, 122, 130, 118, 122, 118, 119, 133, 126, 129, 124, 126, 126, 122, 123, 122, 121, 118, 117, 120, 135, 126, 122, 127, 115, 120, 129, 118, 119, 129, 109, 129, 125, 119, 127, 121, 127, 117, 124, 126, 123, 124, 134, 128, 118, 127, 123, 123, 130, 127, 125, 115, 123, 123, 130, 131, 134, 122, 123, 128, 126, 125, 119, 118, 123, 123, 115, 136, 120, 125, 121, 121, 125, 120, 133, 127, 126, 120, 125, 126, 120, 135, 123, 114, 126, 121, 128, 120, 111, 129, 116, 122, 117, 128, 124, 126, 117, 122, 123, 121, 122, 122, 124, 120, 120, 131, 123, 116, 118, 112, 127, 121, 129, 122, 123, 122, 153, 120, 123, 114, 121, 121, 128, 117, 124, 122, 130, 120, 121, 128, 126, 125, 119, 117, 120, 122, 125, 119, 124, 122, 120, 120, 139, 120, 114, 127, 127, 128, 119, 119, 125, 117, 118, 122, 124, 121, 120, 125, 122, 123, 131, 120, 121, 121, 122, 125, 131, 128, 124, 134, 112, 121, 132, 128, 118, 122, 128, 125, 125, 123, 120, 126, 125, 122, 121, 144, 125, 126, 117, 127, 122, 129, 117, 112, 121, 125, 130, 131, 122, 124, 128, 114, 132, 122, 103, 132, 119, 135, 123, 129, 117, 123, 123, 122, 121, 127, 128, 131, 122, 133, 124, 132, 124, 125, 121, 116, 117, 136, 126, 122, 119, 116, 122, 121, 123, 117, 126, 131, 118, 123, 128, 124, 128, 120, 122, 125, 125, 124, 121, 124, 126, 123, 124, 124, 121, 124, 154, 123, 117, 110, 115, 115, 126, 119, 126, 127, 111, 121, 124, 135, 128, 96, 122, 117, 121, 127, 120, 139, 119, 121, 124, 124, 119, 122, 128, 116, 129, 103, 127, 115, 112, 118, 124, 119, 117, 118, 129, 113, 115, 125, 122, 112, 125, 129, 124, 127, 120, 120, 123, 125, 119, 121, 129, 131, 126, 123, 117, 111, 114, 116, 135, 121, 120, 114, 123, 118, 116, 123, 116, 121, 121, 124, 113, 117, 124, 120, 114, 119, 126, 124, 143, 123, 117, 115, 125, 125, 124, 131, 123, 126, 124, 127, 112, 130, 81, 125, 128, 133, 130, 127, 104, 122, 128, 110, 130, 134, 146, 138, 126, 127, 139, 131, 111, 126, 108, 104, 132, 128, 111, 85, 132, 143, 125, 110, 115, 158, 135, 137, 127, 137, 103, 116, 140, 111, 104, 114, 125, 138, 126, 91, 125, 131, 134, 127, 105, 97, 148, 125, 117, 111, 120, 125, 138, 97, 129, 111, 122, 255, 116, 124, 122, 130, 125, 118, 114, 105, 117, 129, 124, 138, 118, 114, 106, 117, 121, 98, 111, 120, 119, 117, 120, 121, 123, 111, 168, 130, 118, 118, 122, 108, 111, 126, 125, 142, 124, 166, 128, 114, 111, 120, 131, 120, 125, 113, 134, 103, 118, 137, 104, 126, 134, 128, 133, 113, 124, 109, 129, 137, 129, 126, 125, 128, 128, 127, 117, 126, 120, 119, 124, 129, 116, 121, 122, 122, 114, 136, 115, 131, 127, 122, 125, 121, 121, 118, 122, 120, 128, 118, 119, 125, 105, 123, 122, 137, 123, 117, 123, 128, 117, 127, 115, 124, 128, 125, 133, 132, 122, 121, 118, 125, 127, 123, 114, 125, 120, 123, 120, 122, 135, 121, 118, 123, 131, 126, 119, 136, 123, 121, 134, 120, 122, 125, 119, 122, 117, 125, 126, 116, 125, 120, 128, 119, 117, 125, 122, 124, 127, 126, 118, 119, 120, 127, 114, 118, 120, 124, 125, 128, 124, 113, 122, 115, 120, 117, 114, 123, 132, 122, 122, 128, 130, 119, 120, 126, 123, 118, 121, 121, 122, 124, 135, 121, 124, 122, 124, 115, 118, 110, 125, 121, 123, 118, 121, 114, 129, 126, 124, 130, 129, 117, 121, 109, 123, 127, 126, 126, 124, 121, 160, 126, 121, 114, 129, 120, 128, 118, 131, 121, 118, 117, 122, 121, 134, 130, 122, 114, 121, 123, 120, 115, 119, 122, 120, 122, 131, 120, 110, 122, 144, 127, 114, 119, 121, 124, 118, 120, 122, 120, 122, 131, 118, 143, 132, 120, 126, 125, 128, 130, 128, 126, 120, 128, 117, 125, 134, 124, 125, 122, 126, 129, 125, 118, 121, 132, 116, 125, 127, 130, 125, 128, 124, 123, 124, 125, 127, 116, 125, 122, 122, 126, 127, 122, 122, 116, 134, 115, 111, 137, 126, 136, 123, 126, 121, 125, 121, 130, 125, 132, 127, 135, 126, 132, 121, 133, 125, 125, 120, 121, 126, 125, 131, 124, 122, 118, 120, 126, 123, 116, 138, 124, 119, 125, 117, 128, 125, 122, 121, 122, 124, 121, 124, 126, 131, 121, 124, 125, 109, 123, 123, 123, 122, 122, 122, 121, 122, 123, 120, 120, 123, 121, 127, 124, 122, 125, 121, 124, 124, 121, 115, 119, 124, 125, 127, 125, 135, 122, 122, 124, 121, 122, 122, 127, 126, 123, 132, 121, 122, 123, 119, 121, 124, 123, 122, 125, 119, 122, 124, 126, 124, 124, 124, 122, 126, 123, 132, 119, 121, 122, 122, 122, 122, 125, 126, 126, 114, 114, 116, 125, 121, 121, 120, 119, 123, 125, 126, 124, 124, 124, 124, 124, 124, 123, 127, 122, 121, 124, 117, 124, 120, 123, 122, 118, 123, 123, 121]) # parameters +i51 = Internal("op51", "TENSOR_QUANT8_ASYMM", "{1, 28, 28, 256}, 0.023528477177, 0") # intermediate result +i52 = Parameter("op52", "TENSOR_INT32", "{256}, 0.000832252670079, 0", [-1884, 2616, -210, 550, -35, -382, -1691, 5683, -100, -539, -2141, -164, 6676, -343, 494, 2084, 827, -61, -825, -1788, -119, 1560, -409, -792, 577, -401, 157, -731, 2754, -50, 4553, 1216, -369, -336, 2904, -595, 4462, -129, -434, -418, -2171, 4857, -144, 1306, -441, -386, 533, -575, 787, 2255, 3091, 3404, 3667, -272, 5095, -370, -103, -1000, 2933, 4342, 4233, -277, -126, -592, -68, -1615, 60, -475, 725, -768, 4874, 2, 1842, -514, 197, -2733, -512, 104, 5692, 1038, 751, 1345, -1439, -441, 1379, 1495, 2301, -1405, -408, 1437, 4501, 2220, -724, -222, 2513, -240, 692, 5183, 1577, 125, 1689, 3981, 4447, -1720, 2478, 3643, 5164, 2865, -759, 1997, 2077, 6366, 1727, -1623, -821, -120, -448, 1712, 500, -288, -300, 2786, -917, 8269, -261, -531, 2269, -421, -1191, 785, -521, -561, -63, -208, -746, -1521, -84, 112, 264, -1404, 4937, 2907, 1315, 393, 10, -598, 7132, 2318, 1271, -1888, -2319, 376, 3824, 464, -1671, 4753, 727, 6596, -752, 2540, 1856, 3008, 4146, -1702, -1343, 3173, 2241, -115, -1630, -159, 1511, -50, 1575, -317, 2710, -364, 3336, -412, -462, -133, -73, 1213, -18, -545, 4880, 1681, 2053, 3955, -97, 402, 3232, 1745, -520, -37, -833, 2292, 300, 3179, 585, 1183, 4481, -1922, -650, -21, 4456, 397, -736, -159, 829, 6986, -700, -1406, 4107, 2184, 299, -3703, 3540, 1565, 5888, 2576, 1245, 440, 7928, 3104, 4737, -253, 2132, 185, 3027, -905, -559, 1685, -561, 855, -93, 3513, 2287, -170, 27, 2200, 1498, -98, 997, 4617, 382, -274, 4951, 2198, 207, 1266, -270, -1587, 1827, 609, -195, -557]) # parameters +i53 = Parameter("op53", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 256}, 0.0353721417487, 71", [69, 67, 94, 72, 99, 6, 55, 72, 59, 83, 72, 72, 73, 75, 81, 68, 68, 60, 68, 67, 70, 64, 68, 46, 70, 63, 81, 66, 67, 73, 70, 118, 62, 68, 73, 76, 78, 75, 88, 91, 81, 77, 75, 89, 70, 72, 90, 72, 48, 64, 71, 64, 68, 84, 71, 72, 65, 78, 74, 75, 67, 61, 75, 63, 42, 68, 91, 62, 65, 70, 75, 71, 63, 69, 82, 79, 71, 75, 65, 78, 69, 57, 69, 66, 62, 64, 73, 56, 60, 85, 70, 73, 80, 95, 64, 64, 84, 69, 64, 85, 62, 62, 78, 81, 67, 75, 76, 63, 70, 59, 30, 86, 67, 65, 99, 69, 69, 75, 89, 66, 75, 62, 67, 60, 64, 65, 70, 86, 86, 74, 69, 73, 57, 67, 60, 89, 78, 94, 75, 57, 69, 67, 68, 76, 79, 87, 72, 74, 78, 50, 75, 73, 64, 66, 73, 70, 71, 71, 109, 51, 62, 57, 70, 71, 70, 75, 67, 74, 73, 66, 94, 102, 63, 83, 76, 66, 69, 56, 77, 46, 67, 71, 60, 74, 75, 67, 65, 70, 85, 74, 61, 64, 67, 72, 75, 62, 77, 74, 84, 65, 76, 71, 83, 74, 77, 53, 75, 64, 66, 56, 67, 66, 72, 60, 65, 72, 73, 78, 72, 73, 80, 80, 71, 68, 69, 59, 67, 60, 72, 68, 71, 60, 89, 75, 61, 24, 70, 85, 78, 72, 70, 65, 33, 64, 46, 62, 76, 71, 62, 104, 83, 83, 63, 106, 84, 136, 77, 63, 97, 80, 91, 106, 85, 55, 73, 52, 81, 79, 46, 52, 40, 57, 121, 71, 40, 68, 73, 66, 80, 90, 78, 125, 50, 85, 63, 52, 67, 26, 82, 49, 81, 38, 74, 81, 132, 118, 76, 60, 77, 41, 76, 76, 57, 72, 97, 71, 88, 69, 64, 89, 61, 70, 54, 79, 54, 69, 56, 71, 77, 28, 100, 79, 97, 71, 66, 79, 52, 55, 65, 72, 47, 84, 87, 61, 66, 27, 58, 72, 76, 58, 65, 65, 49, 80, 72, 81, 63, 76, 65, 50, 66, 101, 91, 70, 62, 66, 62, 76, 64, 74, 86, 61, 70, 72, 80, 65, 100, 55, 62, 116, 72, 41, 80, 54, 52, 77, 78, 66, 79, 65, 78, 32, 64, 55, 98, 113, 84, 49, 58, 37, 48, 42, 89, 112, 89, 55, 67, 66, 83, 67, 102, 54, 81, 63, 80, 79, 70, 67, 56, 82, 78, 60, 75, 62, 30, 60, 62, 114, 69, 79, 81, 73, 74, 79, 81, 81, 79, 118, 68, 119, 52, 51, 66, 87, 105, 76, 72, 72, 32, 79, 47, 58, 67, 61, 96, 59, 72, 65, 40, 73, 80, 69, 122, 55, 98, 71, 73, 82, 75, 78, 70, 59, 125, 55, 69, 57, 61, 52, 69, 60, 79, 87, 69, 87, 68, 69, 48, 111, 66, 70, 64, 53, 64, 78, 66, 50, 36, 62, 57, 83, 60, 102, 54, 54, 83, 60, 68, 72, 86, 58, 60, 75, 60, 60, 72, 72, 62, 61, 63, 61, 110, 1, 67, 71, 70, 70, 63, 101, 74, 77, 69, 74, 67, 69, 81, 69, 91, 74, 66, 66, 72, 70, 70, 67, 66, 77, 60, 68, 78, 61, 67, 68, 73, 72, 75, 63, 70, 66, 72, 68, 81, 83, 64, 75, 72, 74, 66, 70, 67, 66, 65, 64, 77, 68, 69, 78, 68, 70, 89, 60, 73, 75, 75, 67, 70, 80, 74, 68, 70, 75, 75, 68, 69, 67, 66, 70, 79, 71, 71, 67, 73, 69, 72, 56, 68, 73, 67, 68, 71, 72, 87, 68, 73, 72, 67, 67, 69, 73, 76, 68, 71, 65, 66, 78, 79, 56, 64, 74, 73, 64, 65, 70, 79, 67, 69, 75, 60, 67, 69, 63, 68, 64, 72, 65, 63, 65, 69, 71, 71, 68, 78, 80, 71, 72, 69, 65, 67, 78, 45, 67, 57, 76, 71, 69, 68, 75, 73, 68, 66, 76, 76, 71, 75, 74, 73, 76, 69, 66, 69, 73, 69, 72, 66, 62, 69, 71, 66, 70, 72, 69, 69, 65, 38, 67, 65, 75, 70, 72, 72, 68, 84, 89, 60, 71, 67, 69, 75, 72, 67, 74, 79, 69, 63, 66, 75, 69, 64, 71, 72, 77, 75, 59, 75, 69, 76, 70, 77, 69, 65, 73, 72, 58, 73, 67, 73, 70, 77, 68, 72, 72, 73, 72, 79, 79, 71, 66, 80, 72, 72, 66, 66, 70, 60, 64, 66, 74, 63, 77, 71, 67, 70, 69, 69, 69, 90, 82, 99, 78, 75, 71, 64, 41, 63, 69, 69, 68, 81, 76, 78, 73, 99, 76, 99, 138, 84, 55, 79, 112, 81, 79, 57, 70, 90, 58, 43, 45, 78, 67, 75, 66, 76, 84, 46, 56, 110, 87, 65, 63, 60, 45, 82, 90, 83, 108, 58, 59, 56, 45, 72, 59, 77, 86, 78, 77, 109, 41, 86, 69, 58, 64, 56, 48, 52, 67, 57, 81, 46, 81, 57, 43, 76, 61, 102, 42, 58, 74, 66, 80, 63, 84, 63, 71, 105, 81, 57, 92, 50, 67, 68, 65, 82, 66, 61, 62, 57, 44, 39, 47, 60, 71, 48, 133, 66, 42, 52, 72, 62, 124, 63, 51, 65, 70, 66, 61, 30, 73, 81, 58, 105, 46, 65, 45, 69, 71, 76, 74, 112, 76, 80, 67, 83, 62, 83, 68, 66, 107, 66, 61, 79, 100, 65, 92, 95, 112, 44, 68, 50, 82, 66, 64, 31, 83, 56, 116, 67, 67, 40, 65, 67, 33, 56, 50, 78, 53, 73, 64, 51, 73, 74, 44, 61, 82, 82, 73, 66, 76, 79, 77, 76, 51, 69, 67, 69, 79, 68, 47, 48, 91, 67, 73, 88, 78, 53, 62, 65, 65, 55, 38, 68, 67, 38, 76, 80, 61, 57, 66, 61, 66, 72, 75, 62, 78, 72, 54, 64, 54, 46, 58, 64, 77, 72, 66, 60, 70, 73, 48, 72, 70, 84, 77, 64, 69, 59, 46, 66, 77, 74, 86, 71, 63, 122, 52, 69, 97, 71, 124, 85, 62, 70, 52, 96, 69, 85, 15, 60, 65, 69, 59, 111, 112, 64, 90, 65, 7, 92, 56, 42, 92, 25, 44, 96, 5, 100, 28, 94, 96, 32, 99, 24, 57, 37, 48, 148, 108, 95, 73, 107, 94, 131, 47, 26, 89, 119, 117, 42, 86, 97, 92, 21, 58, 22, 91, 29, 41, 105, 27, 88, 40, 93, 88, 31, 134, 57, 130, 59, 117, 52, 40, 48, 102, 35, 102, 63, 22, 51, 129, 98, 126, 60, 122, 41, 90, 71, 101, 43, 78, 65, 105, 36, 101, 78, 60, 29, 146, 94, 76, 102, 109, 103, 59, 127, 138, 64, 30, 51, 51, 118, 7, 70, 66, 38, 65, 52, 32, 70, 61, 42, 120, 96, 40, 46, 119, 99, 63, 0, 20, 59, 42, 22, 109, 88, 46, 34, 107, 93, 77, 103, 60, 98, 77, 73, 36, 55, 22, 98, 52, 89, 91, 89, 33, 113, 25, 102, 120, 54, 70, 100, 62, 43, 33, 23, 39, 47, 129, 255, 53, 54, 70, 95, 47, 92, 45, 119, 80, 124, 62, 50, 98, 98, 51, 62, 95, 90, 102, 22, 11, 68, 47, 52, 115, 47, 92, 40, 70, 117, 100, 92, 96, 126, 81, 87, 55, 38, 118, 116, 75, 72, 96, 97, 65, 20, 55, 49, 121, 26, 93, 92, 81, 27, 95, 48, 96, 101, 56, 101, 99, 35, 61, 79, 87, 56, 35, 41, 46, 48, 41, 8, 58, 33, 79, 63, 126, 62, 102, 106, 68, 17, 47, 61, 73, 52, 39, 59, 108, 115, 106, 53, 42, 32, 108, 42, 63, 105, 64, 46, 51, 69, 49, 40, 112, 72, 67, 49, 67, 63, 35, 61, 70, 70, 75, 74, 68, 74, 63, 102, 64, 73, 56, 63, 76, 68, 67, 61, 48, 34, 88, 81, 82, 63, 66, 59, 67, 61, 62, 90, 43, 74, 80, 64, 55, 68, 73, 70, 88, 71, 70, 70, 48, 71, 56, 79, 54, 66, 57, 70, 66, 90, 72, 69, 87, 66, 56, 67, 78, 56, 57, 56, 76, 80, 70, 78, 63, 70, 68, 92, 71, 85, 65, 77, 45, 68, 65, 71, 66, 78, 66, 57, 50, 111, 71, 73, 70, 49, 72, 67, 99, 63, 68, 65, 56, 62, 83, 73, 70, 63, 77, 60, 59, 71, 70, 81, 76, 67, 103, 97, 72, 68, 127, 68, 71, 68, 65, 70, 68, 65, 66, 67, 81, 66, 60, 69, 48, 78, 58, 68, 83, 86, 66, 82, 71, 72, 69, 80, 81, 66, 74, 71, 75, 52, 60, 41, 126, 67, 86, 70, 68, 67, 74, 55, 65, 58, 88, 70, 72, 73, 63, 73, 68, 71, 64, 100, 73, 70, 67, 83, 69, 73, 74, 74, 62, 66, 64, 50, 68, 52, 75, 64, 70, 62, 65, 64, 72, 92, 66, 69, 68, 62, 69, 62, 57, 83, 69, 75, 74, 80, 80, 65, 77, 81, 64, 69, 73, 70, 71, 79, 69, 69, 74, 80, 73, 88, 45, 73, 69, 66, 86, 69, 55, 54, 70, 79, 63, 77, 57, 66, 61, 72, 61, 71, 67, 62, 59, 65, 71, 98, 92, 67, 71, 64, 87, 57, 64, 63, 55, 64, 97, 69, 70, 71, 69, 69, 64, 73, 70, 70, 70, 70, 68, 75, 68, 67, 70, 83, 103, 66, 69, 70, 65, 63, 80, 68, 85, 76, 60, 66, 71, 73, 49, 76, 64, 69, 82, 73, 57, 66, 69, 63, 76, 71, 60, 70, 69, 78, 65, 85, 65, 74, 68, 70, 80, 69, 69, 81, 64, 75, 73, 74, 70, 69, 72, 72, 70, 63, 77, 76, 68, 72, 71, 68, 69, 75, 75, 61, 80, 77, 57, 71, 59, 66, 69, 67, 69, 70, 73, 65, 64, 77, 70, 69, 74, 69, 70, 75, 70, 71, 79, 66, 83, 78, 61, 70, 72, 85, 64, 66, 72, 83, 71, 70, 80, 64, 70, 71, 74, 80, 68, 68, 63, 65, 64, 71, 77, 72, 78, 66, 68, 70, 85, 74, 69, 64, 77, 62, 72, 59, 68, 70, 69, 71, 71, 72, 81, 59, 75, 85, 72, 75, 74, 74, 68, 69, 71, 69, 74, 50, 72, 63, 96, 72, 67, 66, 70, 61, 69, 67, 65, 38, 66, 64, 62, 61, 67, 70, 62, 74, 69, 63, 71, 76, 69, 72, 75, 66, 71, 74, 66, 63, 64, 78, 69, 64, 75, 73, 76, 64, 64, 76, 67, 66, 70, 77, 69, 68, 72, 69, 58, 71, 77, 71, 69, 66, 70, 71, 85, 73, 72, 76, 51, 71, 66, 82, 77, 71, 63, 70, 64, 75, 65, 79, 76, 87, 76, 73, 79, 73, 69, 68, 70, 84, 78, 78, 67, 72, 66, 63, 47, 87, 79, 69, 70, 64, 66, 78, 74, 44, 68, 64, 77, 61, 74, 72, 74, 72, 67, 65, 68, 66, 67, 69, 96, 33, 75, 69, 69, 72, 62, 69, 38, 63, 79, 63, 52, 70, 101, 66, 75, 90, 91, 81, 60, 54, 69, 70, 73, 73, 64, 72, 70, 61, 69, 58, 56, 67, 62, 70, 86, 67, 69, 81, 65, 73, 78, 67, 66, 68, 68, 57, 73, 75, 77, 78, 69, 61, 81, 67, 71, 58, 66, 63, 78, 67, 47, 77, 66, 71, 78, 69, 62, 66, 63, 63, 125, 72, 67, 69, 72, 70, 47, 77, 68, 64, 52, 64, 77, 73, 64, 65, 73, 77, 62, 71, 71, 79, 79, 67, 49, 99, 70, 68, 50, 60, 70, 68, 67, 71, 70, 67, 107, 64, 63, 69, 77, 68, 88, 77, 87, 76, 65, 43, 60, 46, 63, 73, 68, 60, 73, 72, 65, 56, 77, 79, 71, 50, 66, 70, 61, 70, 69, 66, 74, 83, 83, 58, 50, 76, 74, 73, 61, 64, 68, 71, 61, 98, 82, 71, 57, 73, 50, 72, 82, 69, 66, 68, 64, 88, 68, 59, 81, 67, 69, 80, 76, 65, 72, 94, 66, 71, 65, 81, 58, 67, 62, 83, 76, 71, 76, 80, 80, 71, 78, 63, 63, 79, 81, 70, 64, 67, 75, 71, 103, 78, 73, 51, 70, 74, 68, 67, 85, 68, 57, 71, 67, 70, 64, 60, 87, 93, 70, 72, 63, 67, 70, 63, 69, 70, 64, 69, 72, 71, 72, 65, 83, 64, 70, 66, 64, 63, 102, 69, 72, 70, 70, 63, 76, 69, 64, 70, 74, 69, 70, 78, 71, 69, 75, 67, 89, 74, 76, 71, 67, 67, 66, 73, 74, 68, 59, 69, 70, 68, 67, 66, 77, 67, 74, 72, 71, 68, 67, 72, 74, 72, 75, 68, 71, 68, 72, 70, 67, 74, 70, 71, 78, 73, 70, 81, 68, 79, 71, 76, 67, 71, 59, 74, 68, 76, 66, 81, 68, 77, 69, 71, 70, 71, 76, 74, 72, 72, 75, 72, 63, 66, 73, 69, 71, 70, 70, 79, 65, 69, 71, 74, 67, 70, 69, 73, 65, 71, 72, 68, 67, 76, 71, 69, 73, 74, 68, 65, 69, 54, 77, 73, 73, 71, 69, 68, 75, 69, 64, 69, 64, 66, 66, 71, 77, 72, 70, 68, 73, 69, 75, 71, 71, 79, 68, 71, 75, 74, 62, 71, 70, 72, 71, 69, 69, 56, 73, 80, 60, 82, 70, 76, 71, 70, 72, 70, 71, 78, 73, 64, 65, 70, 66, 65, 68, 70, 69, 67, 68, 72, 67, 65, 67, 71, 69, 70, 69, 64, 72, 66, 72, 76, 70, 68, 75, 69, 70, 71, 68, 65, 60, 79, 72, 70, 73, 65, 78, 68, 71, 72, 69, 74, 67, 74, 73, 68, 68, 71, 58, 75, 75, 69, 70, 72, 70, 71, 64, 70, 68, 76, 76, 71, 65, 75, 78, 72, 65, 70, 68, 70, 68, 74, 76, 76, 61, 75, 64, 71, 73, 70, 70, 54, 70, 62, 70, 76, 71, 68, 79, 64, 65, 68, 69, 68, 48]) # parameters +i54 = Internal("op54", "TENSOR_QUANT8_ASYMM", "{1, 28, 28, 256}, 0.023528477177, 0") # intermediate result +i55 = Parameter("op55", "TENSOR_INT32", "{256}, 0.000161647229106, 0", [13038, 7187, -24298, -18509, -18780, 1558, -12880, 6409, 2493, -614, 3006, 17689, -15305, -15619, -7550, -7451, 6741, -7009, -9807, 4343, 9604, -17478, 17697, 13585, 12043, -10615, -13043, 5678, 603, -19885, 2479, 2669, 10616, -6847, 6035, 6746, -3640, -16645, -1685, -2293, -3217, -12684, 1057, 16536, 11521, 5124, -8610, -8002, -12629, -5272, -5030, 6394, 7465, -2211, -11773, 688, 7272, 6863, 8981, 6999, -74, -7641, 9782, -24887, 8374, -2762, 9621, 4844, -12309, -811, -15184, -1548, -16757, 18301, -14979, -3268, 414, -1826, -17006, -11037, 10889, -8445, 6257, 6089, 9536, -2040, 15106, -716, -1134, -24398, 5140, 17991, 12970, 903, -588, 17261, 334, 19344, -6391, -5587, 9229, -5262, -1242, 6141, 8087, 12221, 11573, -3360, 5190, -3270, -16340, 7408, -9833, -15706, -11246, -1534, 1398, -574, -21277, 9695, 10785, 1425, 1469, 2030, 2195, -10946, -24017, -5205, -4717, 13443, 8551, 16814, 7685, 9186, -11930, -4643, -11006, -8981, -1500, -4608, -11237, -6168, -7115, -16394, -5450, -260, 8360, 16201, 8555, 7904, 6814, 11052, -7812, 5190, -4231, 8700, -7556, -16692, -15109, 1501, -179, -15900, -21630, -840, 78, 12024, -19599, -7008, -1401, 11691, -6062, -2361, -2078, -9851, -12886, -6197, -14323, 10714, -2559, 18021, -3530, -6368, -14301, 16510, -218, 9119, 19707, 9512, 156, -5396, -8165, -10861, -8285, -14774, -1369, 1001, -18740, -4590, -11465, -11136, -12620, -12954, -6689, 5329, -9041, 2334, -11316, 2216, 2525, 3014, 129, -7723, 5379, 5859, -22827, -3197, 222, -598, -4346, -10434, -8591, 7781, 6463, -6531, -11027, 5974, 9465, -10909, 78, 6011, -9447, 10412, -3753, -2977, 17704, -13772, 13510, -4946, -18878, -5365, -9546, -6774, 433, 15195, -9317, 4092, -9579, 3417, 18249, -40, 56, -6738, -494, -7194, -1236, 1385]) # parameters +i56 = Parameter("op56", "TENSOR_QUANT8_ASYMM", "{256, 1, 1, 256}, 0.0068702804856, 124", [128, 122, 133, 119, 116, 124, 117, 128, 124, 127, 107, 176, 132, 123, 125, 117, 128, 124, 120, 127, 109, 130, 103, 119, 137, 106, 114, 115, 126, 132, 124, 128, 118, 125, 125, 109, 151, 129, 159, 113, 110, 129, 92, 113, 137, 146, 121, 114, 122, 124, 117, 146, 123, 130, 125, 120, 122, 113, 143, 128, 120, 135, 146, 124, 119, 119, 106, 115, 106, 119, 134, 130, 104, 99, 106, 131, 122, 111, 119, 162, 115, 130, 130, 118, 122, 112, 108, 130, 138, 144, 136, 120, 127, 137, 124, 115, 125, 128, 108, 108, 116, 125, 154, 123, 102, 114, 124, 134, 127, 108, 106, 118, 104, 121, 120, 145, 122, 124, 111, 120, 116, 109, 114, 138, 98, 117, 130, 118, 119, 117, 133, 115, 129, 125, 124, 116, 131, 111, 132, 138, 132, 139, 118, 114, 122, 123, 127, 120, 109, 123, 116, 109, 124, 121, 116, 123, 126, 95, 124, 127, 122, 136, 124, 104, 121, 131, 113, 133, 132, 137, 110, 131, 129, 138, 118, 124, 139, 115, 104, 115, 109, 77, 130, 131, 112, 133, 107, 118, 116, 123, 140, 119, 113, 137, 110, 134, 119, 121, 120, 116, 151, 117, 126, 129, 101, 124, 112, 128, 121, 133, 117, 121, 118, 117, 117, 124, 118, 114, 101, 121, 130, 122, 88, 130, 113, 115, 121, 129, 113, 131, 124, 100, 140, 125, 130, 144, 123, 115, 99, 138, 138, 122, 124, 134, 119, 113, 118, 123, 115, 112, 126, 120, 107, 108, 120, 117, 126, 109, 99, 126, 95, 94, 115, 126, 131, 128, 126, 143, 136, 139, 144, 121, 112, 126, 122, 110, 118, 126, 124, 114, 131, 125, 131, 124, 122, 122, 131, 105, 113, 131, 136, 143, 128, 126, 124, 128, 129, 132, 124, 112, 135, 117, 130, 121, 139, 154, 146, 119, 141, 114, 116, 123, 122, 139, 113, 113, 118, 122, 119, 110, 113, 112, 113, 113, 115, 126, 128, 136, 115, 120, 111, 116, 149, 146, 131, 130, 114, 118, 122, 110, 126, 124, 124, 118, 142, 123, 119, 128, 127, 119, 138, 141, 124, 137, 126, 126, 118, 118, 94, 136, 127, 116, 145, 112, 176, 139, 106, 101, 119, 117, 132, 113, 110, 131, 125, 130, 129, 122, 130, 131, 133, 119, 124, 105, 127, 110, 93, 123, 102, 137, 126, 142, 139, 111, 129, 117, 128, 110, 111, 121, 135, 129, 131, 120, 132, 117, 113, 129, 121, 146, 135, 130, 116, 119, 128, 124, 122, 112, 133, 131, 130, 122, 106, 122, 124, 119, 97, 129, 127, 122, 113, 120, 124, 125, 141, 122, 147, 121, 135, 133, 125, 111, 124, 111, 134, 102, 142, 113, 111, 129, 140, 112, 112, 135, 123, 104, 121, 120, 138, 121, 129, 118, 123, 99, 124, 144, 117, 123, 127, 133, 129, 141, 124, 118, 119, 132, 123, 125, 112, 130, 169, 90, 111, 121, 132, 140, 126, 124, 112, 132, 141, 147, 127, 101, 112, 131, 138, 120, 149, 134, 139, 112, 86, 126, 128, 126, 126, 119, 139, 112, 132, 124, 141, 121, 118, 124, 117, 122, 127, 126, 126, 137, 147, 137, 162, 112, 126, 127, 133, 120, 133, 127, 108, 88, 160, 122, 134, 123, 118, 148, 152, 112, 123, 121, 114, 116, 153, 110, 141, 133, 142, 110, 118, 170, 127, 128, 120, 116, 127, 118, 123, 130, 119, 132, 116, 123, 128, 117, 113, 165, 120, 101, 129, 124, 142, 131, 122, 118, 114, 123, 109, 142, 109, 127, 113, 111, 113, 133, 128, 116, 121, 142, 124, 130, 187, 129, 129, 116, 115, 127, 117, 135, 122, 118, 123, 132, 128, 117, 110, 129, 139, 120, 129, 131, 109, 116, 137, 126, 137, 118, 133, 119, 129, 157, 136, 119, 123, 135, 121, 135, 123, 117, 122, 122, 173, 102, 129, 123, 123, 129, 119, 124, 161, 118, 135, 116, 122, 131, 125, 124, 130, 123, 139, 126, 128, 126, 121, 126, 119, 126, 113, 140, 117, 131, 119, 131, 135, 116, 122, 92, 128, 137, 108, 121, 107, 148, 146, 114, 125, 134, 124, 122, 125, 132, 127, 131, 129, 118, 124, 112, 109, 126, 132, 86, 119, 134, 123, 128, 120, 142, 112, 126, 136, 132, 115, 105, 174, 121, 131, 130, 133, 122, 134, 138, 113, 134, 159, 143, 110, 130, 125, 115, 123, 117, 123, 108, 123, 108, 127, 125, 131, 115, 122, 116, 138, 129, 138, 123, 134, 117, 116, 123, 117, 129, 124, 109, 117, 128, 116, 120, 124, 122, 157, 131, 129, 121, 126, 138, 140, 112, 124, 124, 122, 127, 111, 123, 124, 120, 126, 136, 140, 130, 114, 125, 119, 127, 128, 124, 141, 114, 129, 107, 120, 119, 107, 138, 114, 120, 165, 121, 148, 124, 113, 119, 122, 121, 126, 109, 130, 121, 116, 121, 150, 124, 107, 129, 140, 118, 118, 150, 125, 124, 121, 128, 128, 121, 117, 120, 113, 128, 131, 120, 132, 122, 128, 157, 113, 100, 114, 120, 125, 104, 119, 123, 118, 111, 103, 128, 138, 131, 141, 166, 126, 111, 131, 120, 123, 124, 124, 126, 141, 125, 135, 130, 118, 113, 127, 115, 137, 134, 114, 122, 122, 126, 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119, 117, 114, 132, 134, 115, 116, 144, 121, 134, 123, 117, 131, 126, 119, 138, 124, 110, 120, 133, 120, 129, 143, 133, 125, 119, 128, 119, 127, 122, 129, 124, 127, 141, 143, 125, 117, 121, 122, 118, 118, 132, 131, 116, 122, 125, 146, 119, 116, 123, 140, 118, 127, 125, 116, 131, 154, 128, 115, 120, 121, 127, 117, 116, 134, 126, 121, 118, 130, 125, 157, 128, 125, 124, 132, 128, 125, 123, 127, 120, 130, 117, 118, 136, 118, 117, 124, 124, 130, 117, 118, 117, 121, 118, 120, 114, 130, 127, 116, 124, 121, 119, 110, 121, 120, 130, 143, 122, 126, 126, 123, 119, 126, 178, 115, 123, 120, 123, 123, 132, 132, 139, 132, 138, 143, 113, 111, 128, 129, 118, 120, 135, 123, 126, 124, 121, 136, 118, 121, 121, 115, 138, 123, 127, 122, 163, 138, 114, 127, 136, 132, 143, 121, 128, 133, 127, 137, 132, 118, 125, 130, 155, 123, 124, 116, 140, 121, 110, 126, 128, 120, 132, 125, 119, 118, 117, 125, 121, 127, 132, 121, 121, 117, 123, 128, 123, 133, 128, 135, 123, 141, 119, 158, 131, 125, 132, 135, 126, 116, 127, 120, 125, 120, 134, 117, 166, 123, 114, 122, 128, 114, 121, 116, 146, 115, 152, 122, 126, 143, 122, 110, 117, 120, 124, 123, 120, 106, 117, 132, 114, 122, 124, 115, 127, 129, 133, 120, 129, 153, 124, 131, 131, 123, 114, 112, 110, 131, 136, 123, 120, 139, 126, 124, 108, 116, 122, 121, 115, 120, 131, 118, 117, 122, 127, 119, 130, 132, 124, 120, 119, 123, 132, 125, 113, 139, 116, 128, 119, 150, 126, 119, 119, 130, 116, 119, 114, 122, 117, 124, 131, 109, 109, 125, 118, 125, 130, 118, 114, 152, 121, 122, 134, 154, 132, 142, 122, 137, 94, 142, 119, 91, 128, 131, 131, 112, 126, 121, 120, 135, 112, 121, 117, 112, 102, 127, 126, 104, 125, 134, 109, 126, 119, 130, 114, 130, 122, 128, 129, 99, 114, 118, 121, 115, 123, 124, 129, 120, 111, 116, 112, 128, 114, 119, 116, 120, 123, 133, 123, 127, 131, 122, 129, 101, 130, 118, 145, 132, 129, 129, 123, 133, 116, 120, 107, 131, 115, 136, 134, 130, 119, 136, 122, 133, 124, 114, 126, 146, 125, 127, 126, 106, 123, 114, 118, 131, 121, 127, 117, 121, 122, 117, 114, 131, 103, 106, 133, 131, 108, 115, 133, 104, 149, 121, 134, 122, 147, 129, 116, 128, 131, 131, 126, 110, 123, 134, 116, 135, 119, 119, 124, 119, 117, 155, 109, 106, 133, 126, 121, 123, 109, 117, 110, 127, 122, 132, 122, 111, 130, 123, 117, 86, 131, 119, 124, 121, 135, 121, 125, 130, 125, 111, 125, 105, 115, 117, 115, 113, 127, 104, 122, 119, 118, 113, 111, 125, 142, 114, 113, 124, 140, 123, 115, 141, 120, 125, 111, 125, 124, 122, 123, 131, 128, 124, 117, 128, 117, 122, 107, 113, 115, 132, 112, 118, 121, 131, 123, 103, 135, 113, 128, 122, 129, 135, 129, 130, 135, 128, 115, 139, 102, 130, 122, 127, 122, 132, 120, 128, 117, 116]) # parameters +i57 = Internal("op57", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 256}, 0.023528477177, 0") # intermediate result +i58 = Parameter("op58", "TENSOR_INT32", "{256}, 0.000237506290432, 0", [8192, 10583, -634, -390, 3031, 18442, 13861, 8686, 3844, -134, -596, 16090, 8189, -439, -1761, 2197, 601, -658, 1692, 13325, 19431, 13409, 28900, 9820, -4456, 73, 564, 10928, 10775, 10520, 21773, 10722, 759, 1081, 2361, 17568, 139, 58, 23, 748, -169, 10246, 36892, -2024, -3657, 23, 16690, 689, 9339, 8827, 8516, 3383, -238, 10715, -128, 11371, 1402, 17076, 7921, 1763, 6428, 8633, -3792, -135, 12191, 971, -4242, 4471, 10561, 409, -7689, 5657, 95, 20772, 2033, -122, -644, 16590, -168, 1749, 11040, 16, 11236, 761, 2884, -540, 10755, 6725, 73, 574, -47, 22319, -1251, 8132, 16944, -2905, -294, 26607, 122, 17473, -3419, 268, 10719, 19680, -285, 1808, -1082, 15089, 8505, 22274, -1285, 9980, 248, 297, -21, 8372, 7912, 20472, 8401, 10274, 97, 705, -3609, 18, 12276, -1326, -1725, 1554, 58, 7482, 29769, 17989, 7137, 83, 9677, 14574, 751, -214, 436, 835, 7954, 36, -245, 353, -189, -1044, 2984, 26780, -1300, 8929, 3639, 1503, 4059, 9479, -852, 15017, 8355, -162, 8954, 9982, 2181, 120, -5145, 6335, -34, 37077, 11, 81, 557, 24335, 7147, -428, 3780, 706, 13473, -230, 15495, -669, -414, 7458, 584, 2840, -1885, -4488, -1361, 16221, 10598, 4656, 12683, -239, 662, 791, 321, 8543, 632, 1288, -1324, 72, 19208, -729, 45, 16619, -175, -2996, 290, 25937, 404, 1592, 1780, 8043, -1192, 1727, -53, 16790, -420, 359, 14036, 302, -1003, 14993, -295, 629, 8419, 8404, -12276, 4780, 5363, 4793, 6723, 16119, 9861, -983, -30, -868, 18024, -146, 17419, 9504, 27, -92, 911, 17520, 12707, -1608, 44, -1222, 3030, 17253, -1654, 120, -208, 7766, 11888, -123, 13024, -428]) # parameters +i59 = Parameter("op59", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 256}, 0.0100944191217, 116", [76, 112, 160, 144, 142, 76, 101, 100, 135, 142, 148, 152, 88, 150, 131, 143, 157, 135, 218, 99, 87, 94, 98, 99, 40, 134, 150, 102, 100, 96, 94, 90, 132, 138, 138, 88, 142, 154, 136, 125, 164, 100, 66, 139, 63, 147, 99, 136, 85, 99, 89, 144, 150, 100, 154, 96, 142, 95, 128, 71, 167, 100, 160, 190, 105, 127, 131, 178, 99, 130, 199, 102, 180, 96, 136, 189, 92, 95, 157, 134, 101, 143, 97, 149, 75, 128, 86, 76, 142, 143, 154, 88, 138, 84, 96, 127, 126, 99, 138, 94, 152, 148, 101, 54, 176, 133, 78, 98, 78, 79, 154, 95, 153, 146, 197, 87, 106, 91, 85, 83, 188, 147, 151, 151, 115, 145, 136, 164, 148, 99, 103, 81, 79, 175, 97, 99, 158, 150, 128, 140, 82, 139, 154, 144, 174, 140, 101, 100, 48, 84, 154, 75, 138, 101, 158, 100, 83, 152, 81, 102, 190, 142, 150, 135, 175, 74, 143, 158, 129, 84, 99, 123, 145, 138, 93, 141, 84, 139, 146, 149, 151, 140, 145, 72, 164, 97, 101, 68, 76, 136, 164, 135, 133, 97, 128, 156, 145, 153, 84, 140, 154, 85, 149, 171, 179, 74, 158, 155, 143, 97, 134, 149, 129, 94, 149, 157, 99, 165, 141, 74, 155, 51, 89, 91, 159, 102, 176, 139, 118, 84, 105, 128, 144, 22, 100, 165, 98, 102, 146, 191, 142, 80, 98, 7, 131, 169, 145, 95, 142, 129, 148, 92, 73, 141, 77, 175, 56, 94, 168, 148, 154, 62, 97, 87, 146, 160, 164, 124, 81, 161, 138, 157, 67, 149, 238, 94, 71, 87, 91, 90, 162, 142, 166, 97, 95, 93, 93, 96, 199, 164, 152, 86, 148, 162, 143, 133, 162, 95, 53, 144, 221, 169, 93, 148, 74, 93, 74, 153, 158, 92, 174, 89, 152, 85, 137, 117, 153, 89, 81, 225, 99, 133, 139, 159, 85, 135, 218, 79, 184, 86, 140, 206, 147, 85, 170, 141, 97, 149, 83, 163, 122, 144, 85, 67, 160, 155, 165, 82, 161, 76, 85, 157, 136, 92, 148, 88, 155, 160, 93, 44, 91, 147, 40, 89, 50, 62, 166, 93, 168, 152, 180, 76, 82, 79, 66, 77, 199, 159, 158, 165, 156, 160, 143, 175, 155, 156, 67, 82, 76, 184, 87, 89, 172, 165, 134, 158, 74, 152, 170, 155, 194, 148, 135, 98, 32, 85, 160, 59, 147, 95, 167, 93, 82, 160, 64, 90, 203, 161, 156, 143, 189, 46, 152, 165, 131, 72, 91, 139, 156, 146, 82, 148, 75, 133, 134, 165, 161, 157, 163, 88, 178, 90, 95, 42, 80, 144, 168, 146, 137, 85, 136, 167, 152, 169, 78, 149, 163, 76, 162, 144, 189, 67, 156, 89, 144, 96, 147, 160, 135, 82, 162, 165, 92, 168, 144, 64, 161, 43, 86, 85, 160, 157, 164, 149, 137, 80, 98, 139, 164, 136, 91, 172, 88, 95, 155, 220, 136, 77, 93, 63, 135, 193, 151, 96, 147, 137, 166, 84, 64, 149, 63, 193, 81, 96, 151, 130, 135, 85, 106, 96, 132, 144, 144, 105, 94, 139, 126, 139, 77, 134, 189, 106, 89, 103, 101, 105, 170, 127, 141, 105, 101, 102, 103, 122, 177, 146, 137, 94, 133, 140, 133, 126, 134, 104, 87, 128, 117, 150, 107, 132, 97, 102, 95, 133, 135, 104, 160, 104, 137, 101, 131, 137, 124, 96, 99, 201, 109, 124, 127, 125, 100, 124, 143, 87, 146, 104, 128, 147, 156, 100, 145, 131, 102, 134, 107, 138, 148, 139, 99, 86, 139, 137, 147, 101, 146, 89, 98, 69, 127, 104, 134, 100, 135, 140, 100, 63, 86, 69, 77, 105, 78, 90, 139, 108, 139, 136, 138, 100, 82, 95, 90, 88, 154, 137, 143, 139, 148, 143, 128, 152, 134, 152, 72, 110, 120, 158, 104, 103, 147, 140, 126, 146, 88, 134, 148, 136, 153, 132, 137, 105, 66, 95, 138, 85, 133, 106, 142, 98, 105, 138, 83, 99, 164, 142, 141, 132, 154, 76, 131, 138, 122, 98, 97, 139, 136, 130, 98, 133, 91, 115, 115, 141, 142, 141, 141, 118, 153, 103, 101, 89, 109, 126, 149, 132, 124, 101, 128, 140, 134, 142, 97, 134, 141, 95, 139, 79, 140, 96, 134, 82, 129, 99, 140, 139, 125, 94, 142, 144, 103, 127, 131, 92, 141, 64, 99, 92, 147, 163, 125, 135, 137, 91, 105, 131, 155, 150, 104, 147, 99, 107, 138, 182, 121, 104, 105, 149, 129, 164, 133, 105, 127, 127, 144, 96, 87, 139, 84, 140, 61, 98, 172, 153, 159, 66, 95, 90, 146, 159, 159, 119, 80, 159, 136, 156, 172, 152, 236, 95, 67, 86, 90, 91, 91, 150, 163, 88, 97, 93, 85, 97, 0, 162, 118, 77, 150, 158, 142, 133, 166, 94, 61, 142, 18, 163, 92, 145, 73, 93, 83, 158, 161, 92, 178, 89, 154, 86, 134, 45, 156, 89, 188, 188, 95, 131, 137, 144, 91, 140, 216, 140, 183, 90, 146, 215, 149, 87, 173, 143, 86, 153, 95, 156, 58, 146, 85, 64, 151, 154, 167, 82, 153, 76, 89, 104, 136, 95, 149, 85, 119, 161, 93, 44, 181, 149, 158, 95, 64, 62, 169, 95, 174, 153, 184, 82, 72, 80, 67, 75, 204, 157, 159, 171, 70, 162, 146, 180, 152, 56, 77, 80, 65, 183, 88, 87, 166, 164, 132, 154, 74, 152, 169, 156, 183, 151, 95, 97, 130, 89, 94, 125, 145, 94, 174, 96, 96, 160, 59, 92, 208, 154, 155, 136, 187, 49, 155, 173, 132, 75, 88, 134, 161, 146, 82, 152, 71, 151, 158, 101, 160, 150, 161, 187, 174, 90, 93, 125, 85, 142, 171, 148, 146, 90, 136, 165, 154, 156, 73, 149, 169, 77, 162, 180, 189, 58, 162, 171, 154, 96, 146, 148, 135, 78, 159, 175, 91, 167, 147, 66, 166, 14, 87, 77, 158, 53, 148, 146, 79, 78, 98, 137, 165, 15, 93, 174, 87, 95, 157, 215, 150, 77, 92, 60, 137, 190, 151, 86, 153, 139, 166, 83, 62, 129, 56, 163, 41, 86, 179, 159, 171, 45, 88, 81, 160, 177, 175, 63, 71, 186, 144, 171, 110, 165, 255, 87, 67, 76, 79, 80, 211, 161, 178, 80, 89, 85, 73, 80, 87, 181, 130, 72, 161, 179, 155, 143, 185, 88, 25, 154, 192, 180, 78, 163, 64, 85, 76, 171, 183, 81, 198, 81, 162, 73, 149, 115, 131, 76, 96, 202, 79, 142, 152, 107, 70, 147, 218, 122, 209, 75, 152, 238, 184, 69, 185, 152, 80, 165, 81, 184, 122, 164, 82, 63, 166, 168, 188, 65, 174, 68, 70, 176, 154, 86, 163, 70, 102, 175, 85, 22, 88, 126, 126, 81, 46, 50, 188, 83, 186, 171, 87, 66, 65, 59, 52, 59, 226, 169, 166, 190, 113, 184, 155, 201, 170, 104, 47, 60, 76, 203, 77, 75, 189, 180, 144, 183, 63, 171, 186, 166, 214, 161, 138, 93, 153, 88, 73, 127, 153, 84, 186, 80, 78, 172, 53, 80, 223, 174, 165, 152, 205, 16, 164, 185, 140, 57, 76, 146, 168, 157, 74, 166, 60, 155, 160, 100, 173, 173, 180, 210, 186, 80, 85, 122, 123, 149, 184, 158, 156, 76, 148, 171, 166, 183, 54, 165, 178, 59, 172, 94, 173, 34, 163, 99, 165, 78, 165, 171, 147, 59, 176, 194, 80, 188, 158, 55, 183, 111, 83, 70, 158, 126, 110, 158, 76, 70, 87, 148, 182, 171, 84, 187, 72, 85, 173, 237, 139, 50, 78, 138, 147, 219, 160, 75, 160, 149, 182, 74, 54, 151, 51, 209, 73, 100, 155, 135, 147, 68, 101, 90, 143, 150, 149, 71, 85, 153, 127, 147, 53, 142, 205, 103, 91, 97, 100, 100, 96, 134, 146, 97, 100, 95, 98, 96, 162, 154, 125, 86, 140, 155, 135, 129, 159, 100, 61, 141, 161, 155, 97, 142, 83, 102, 91, 142, 152, 104, 162, 101, 141, 92, 137, 154, 101, 95, 94, 163, 96, 129, 133, 83, 93, 129, 149, 107, 176, 99, 134, 173, 172, 87, 157, 136, 97, 144, 104, 162, 155, 144, 91, 76, 144, 145, 158, 98, 149, 81, 87, 80, 135, 100, 143, 94, 94, 149, 93, 54, 66, 49, 90, 100, 69, 81, 147, 97, 153, 146, 61, 87, 85, 89, 68, 87, 162, 143, 150, 159, 144, 153, 138, 172, 145, 154, 76, 98, 135, 168, 97, 94, 154, 146, 127, 160, 86, 145, 157, 141, 164, 140, 142, 102, 124, 90, 94, 120, 133, 102, 146, 97, 85, 146, 75, 96, 175, 140, 144, 138, 168, 60, 137, 153, 125, 87, 93, 144, 143, 134, 92, 140, 85, 130, 131, 113, 149, 152, 153, 160, 159, 97, 98, 117, 148, 127, 152, 139, 132, 96, 130, 145, 142, 155, 86, 140, 151, 89, 145, 74, 128, 67, 134, 62, 138, 86, 146, 149, 128, 88, 151, 159, 100, 154, 140, 86, 148, 158, 93, 77, 148, 160, 81, 138, 94, 81, 103, 137, 156, 186, 102, 149, 91, 104, 146, 198, 123, 76, 101, 176, 131, 174, 139, 100, 138, 135, 154, 91, 66, 147, 76, 185, 91, 100, 150, 137, 140, 93, 104, 102, 131, 143, 145, 106, 95, 133, 129, 136, 143, 136, 199, 105, 87, 98, 100, 105, 145, 135, 146, 96, 102, 104, 98, 119, 119, 145, 68, 92, 137, 129, 131, 126, 142, 104, 97, 128, 47, 144, 104, 134, 98, 102, 92, 138, 140, 100, 165, 103, 139, 100, 129, 71, 121, 96, 155, 152, 100, 124, 127, 109, 103, 127, 151, 147, 140, 106, 133, 188, 152, 103, 150, 130, 99, 141, 100, 132, 86, 140, 94, 84, 137, 135, 143, 102, 139, 91, 99, 92, 129, 104, 136, 99, 105, 137, 102, 59, 144, 136, 152, 103, 91, 91, 148, 105, 145, 134, 135, 86, 74, 101, 88, 93, 159, 142, 143, 143, 80, 148, 131, 162, 139, 78, 81, 103, 86, 156, 98, 98, 149, 141, 124, 139, 92, 136, 146, 134, 144, 133, 103, 104, 165, 102, 92, 143, 134, 99, 153, 105, 113, 143, 87, 102, 168, 143, 142, 126, 165, 76, 136, 152, 124, 101, 101, 131, 136, 132, 100, 132, 90, 145, 144, 90, 144, 134, 147, 106, 148, 102, 97, 150, 109, 126, 141, 131, 136, 103, 128, 136, 131, 125, 90, 133, 145, 95, 142, 151, 138, 90, 138, 145, 135, 104, 132, 130, 127, 89, 140, 154, 102, 142, 130, 89, 140, 206, 97, 103, 141, 71, 123, 132, 87, 99, 102, 131, 154, 81, 104, 147, 101, 108, 145, 174, 135, 110, 106, 139, 128, 152, 134, 100, 137, 132, 151, 97, 98, 116, 82, 108, 74, 102, 157, 139, 144, 73, 98, 98, 141, 142, 151, 69, 87, 152, 130, 146, 146, 144, 200, 100, 85, 92, 94, 100, 156, 140, 147, 91, 98, 96, 96, 97, 57, 147, 47, 87, 141, 145, 137, 130, 160, 98, 66, 141, 104, 148, 96, 145, 87, 97, 85, 145, 158, 97, 165, 97, 145, 89, 135, 121, 99, 89, 121, 46, 88, 129, 132, 82, 94, 130, 140, 149, 169, 100, 141, 216, 162, 92, 167, 132, 91, 153, 88, 156, 113, 144, 86, 77, 139, 144, 164, 99, 148, 84, 90, 143, 136, 99, 143, 92, 104, 149, 99, 43, 90, 101, 163, 100, 71, 79, 156, 94, 150, 143, 52, 79, 85, 90, 71, 78, 176, 152, 148, 165, 92, 154, 139, 174, 149, 86, 81, 92, 117, 169, 91, 93, 162, 148, 126, 160, 87, 148, 155, 145, 160, 142, 123, 100, 190, 97, 78, 156, 138, 99, 159, 96, 89, 150, 72, 95, 181, 145, 143, 134, 171, 64, 142, 161, 127, 86, 91, 136, 143, 136, 96, 142, 83, 147, 147, 77, 150, 142, 154, 71, 157, 95, 97, 158, 154, 124, 147, 139, 140, 93, 131, 143, 139, 142, 80, 137, 154, 88, 147, 64, 108, 61, 137, 105, 149, 88, 139, 142, 131, 77, 152, 164, 100, 156, 142, 83, 153, 220, 94, 96, 145, 89, 73, 136, 64, 86, 99, 136, 157, 156, 97, 151, 92, 102, 153, 199, 130, 79, 100, 168, 133, 168, 137, 95, 146, 132, 155, 92, 77, 127, 63, 160, 101, 116, 144, 133, 135, 78, 109, 105, 133, 127, 136, 85, 100, 139, 124, 129, 82, 132, 171, 104, 104, 104, 106, 108, 36, 124, 132, 101, 103, 104, 107, 97, 70, 124, 75, 96, 132, 139, 128, 124, 149, 106, 79, 135, 148, 128, 105, 133, 103, 108, 96, 132, 144, 110, 133, 110, 131, 97, 127, 145, 96, 107, 93, 79, 101, 125, 124, 95, 104, 122, 76, 124, 163, 110, 129, 159, 136, 101, 143, 125, 103, 136, 107, 154, 131, 125, 101, 95, 130, 130, 146, 105, 135, 94, 100, 109, 129, 107, 134, 104, 110, 133, 105, 67, 87, 87, 146, 107, 96, 98, 135, 102, 138, 132, 59, 97, 107, 97, 89, 92, 139, 136, 140, 148, 117, 133, 126, 149, 136, 123, 108, 111, 132, 145, 107, 106, 142, 125, 122, 146, 98, 135, 142, 133, 138, 130, 122, 106, 143, 103, 88, 131, 127, 110, 135, 106, 89, 132, 91, 107, 145, 128, 135, 132, 149, 86, 130, 145, 121, 100, 102, 141, 130, 126, 104, 131, 92, 129, 136, 102, 134, 129, 141, 75, 140, 106, 107, 141, 146, 122, 133, 128, 127, 105, 123, 130, 128, 140, 100, 129, 140, 100, 134, 96, 101, 99, 122, 86, 132, 100, 129, 136, 122, 97, 135, 141, 106, 141, 134, 99, 135, 135, 101, 97, 142, 122, 78, 128, 80, 101, 107, 128, 135, 169, 109, 129, 104, 109, 136, 168, 121, 84, 110, 142, 126, 153, 125, 104, 132, 125, 131, 106, 81, 134, 94, 164]) # parameters +i60 = Internal("op60", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i61 = Parameter("op61", "TENSOR_INT32", "{512}, 0.000187459911103, 0", [8937, 6537, 21884, 10468, 3507, 14032, 4759, -1045, 3965, 15433, -1356, -4865, 8679, -2776, 10542, -1806, 4446, 7307, 5257, 8326, 3394, 5448, 11299, 7848, 7223, 12731, 536, -11115, -3148, 13731, 6134, 4912, 9067, 5639, 3782, -4903, 57, 10165, 12833, -149, 10247, 8892, 2184, 9888, 13967, 5789, 9410, 2778, 11441, 9104, 987, 5302, 4424, 9299, 8594, -8523, 8121, 9473, -5515, 4887, 6729, 6111, 2761, -279, 6953, 5800, 8562, -5045, 1369, 3070, -14741, -6482, -16501, 1323, 28602, 6944, 17244, 4133, 8619, 2298, -2104, 4099, 11631, 6731, 6301, -2814, 19082, 5353, 13335, 1088, 13068, 5905, 14688, 6054, -10109, 27965, -10988, 1433, 7925, -9321, 9117, -6120, -4738, -3975, 6515, 4775, 10850, 8499, 8497, 10522, 5253, 5387, 7205, 14252, 6642, 11033, 654, 6191, 9670, 18442, 8265, 11132, 2898, 3425, -1201, 12747, 10945, 8954, 7663, 8573, 14019, 2349, 6683, 7720, 2377, 7271, 3764, 13685, 3275, -1397, 12473, 9157, 14790, 6429, 10448, 18103, 10124, 10625, 5135, 2469, 6960, -2339, 8602, 19515, 12958, 13660, 7951, 534, 23728, 16329, 7156, 15659, 9277, 8345, 6317, 1668, 3529, 10163, -1691, 16872, 16569, -12046, 23037, 11517, -706, 15458, 7730, 2947, 3825, 18318, 13384, 12361, 3702, -4315, 5480, 13865, 14733, 11594, 9426, 10632, 8869, -2425, 5727, 13603, -938, 8071, 11835, 7208, -2337, 6295, -172, 13667, 1327, 21014, -4853, 19988, 12823, -6207, 7475, 3977, -676, 4884, 8123, 4510, -20520, 12407, 11526, -5909, 12450, 1, 6583, 7299, 20038, 5494, 10090, 3620, 7006, 21643, 8055, 2278, 16831, 5347, -1338, 11789, 5875, 8375, 43367, -2471, 15451, -3498, 8922, -3886, 9147, 25997, 9166, 5346, 1638, 7556, -8368, 14273, 10156, 15340, 16007, 4415, 11825, 18362, 15790, 15566, 9383, 6632, 1464, 14781, 8866, 9078, 1535, 7655, 8892, 15235, 5438, 3692, 12421, -13492, 11857, 12649, 3349, 4317, 7370, -420, 11994, 15352, 7125, 5416, 2919, -4984, 6265, 8901, 10763, 11070, 10206, 15538, 2245, 5535, -9140, 5765, 5817, 11231, -549, -4533, -23493, 9124, 15043, 4110, 2180, 16154, 331, 17082, 1228, 18549, 1549, 6832, 2132, 14838, 6721, -15078, 607, -4037, 5825, 4692, 9928, 9274, 2280, 7861, 3759, 20397, 12272, 10415, 6201, 9703, 1278, 19193, 3336, 13006, 13657, 20229, 9596, 6589, 7008, 4693, 13016, 12715, -2885, 3539, 8366, 18528, 416, 16554, 6379, 6002, 5711, -1527, 13552, 3823, 4331, 8100, 12181, 7226, 16789, 3859, 9394, 14979, 7953, -6742, -4827, 5135, -112, 852, -11103, 13168, -2648, 5323, 9266, 9962, -16716, 6705, 9169, 350, 11698, -3587, 1380, 15088, 13800, -787, 5121, 6692, 13817, 14092, 11734, 11507, 9570, 7402, 12231, 5929, 8801, 23374, 8235, 9069, 1078, 7737, 17523, 10029, 7349, 10543, -654, 12417, 21654, 1116, 6791, 15846, 5110, 13203, 5020, -2780, 11306, 9143, 14691, 881, 3450, 15345, 9787, 13890, -7510, 4895, 8558, 13681, -849, 7602, 6780, -4204, 10001, -4443, 9705, 13936, 12143, 1583, 2776, 16214, 7533, 7641, 16903, 2781, 4473, 4519, -21099, 3466, 21709, 3667, 13076, 9639, 20569, 9159, 8983, 1314, 11778, 6757, 6628, 8284, 19108, 2185, 15044, 5594, 4727, 10253, 6737, 17520, 1434, 974, -11621, 16619, 4242, -1222, -10720, 8169, 7095, 8525, -4675, 10682, -2073, 3077, 18794, -5472, 13116, 13481, 1217, 11946, -2357, 10084, 24698, 19707, 884, 11580, 7002, -5687, -3247, 5673, 16892, 11375, 971, 14552, -919, 6136, 1358, 16805, 5739, 4381, -286, 10285, 16184, 3604, 11058, -10067, 3861, 11507]) # parameters +i62 = Parameter("op62", "TENSOR_QUANT8_ASYMM", "{512, 1, 1, 256}, 0.00796736311167, 146", [138, 118, 138, 127, 131, 155, 141, 160, 156, 149, 129, 148, 149, 138, 150, 139, 153, 143, 138, 139, 177, 150, 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149, 148, 153, 151, 148, 145, 146, 147, 146, 148, 143, 152, 147, 139, 148, 139, 142, 151, 150, 145, 149, 146, 145, 145, 145, 146, 149, 143, 148, 149, 148, 148, 144, 138, 141, 151, 142, 146, 147, 145, 144, 145, 145, 143, 146, 153, 148, 151, 150, 152, 149, 138, 147, 149, 152, 151, 144, 149, 144, 146, 138, 151, 148, 146, 156, 145, 138, 150, 146, 149, 145, 141, 150, 147, 141, 147, 153, 144, 145, 146, 145, 143, 145, 148, 144, 136, 142, 145, 146, 143, 135, 149, 144, 152, 150, 148, 149, 147, 142, 150, 140, 154, 146, 154, 146, 142, 141, 152, 143, 140, 150, 146, 142, 146, 147, 143, 153, 150, 149, 145, 151, 147, 158, 144, 144, 149, 147, 147, 142, 145, 145, 148, 144, 144, 147, 142, 137, 148, 148, 145, 138, 145, 144, 149, 146, 142, 142, 146, 148, 142, 141, 148, 144, 146, 144, 146, 150, 144, 145, 144, 151, 148, 141, 150, 147, 152, 149, 156, 145, 153, 143, 146, 145, 150, 149, 147, 148, 143, 143, 152, 147, 137, 140, 146, 146, 150, 151, 139, 150, 146, 148, 151, 147, 140, 149, 134, 145, 144, 134, 144, 141, 141, 147, 149, 151, 146, 146, 151, 151, 148, 145, 150, 148, 144, 139, 147, 144, 147, 146, 137, 142, 145, 169, 152, 140, 159, 150, 145, 146, 144, 145, 141, 150, 144, 135, 147, 149, 154, 148, 152, 146, 143, 151, 149, 150, 144, 145, 147, 151, 143, 147, 152, 162, 148, 145, 141, 143, 150, 143, 145, 144, 152, 149, 149, 144, 145, 151, 144, 145, 151, 147, 148, 148, 154, 136, 147, 143, 139, 145, 134, 147, 145, 143, 143, 146, 139, 143, 143, 146, 145, 147, 145, 143, 147, 147, 151, 144, 141, 141, 150, 141, 140, 145, 142, 141, 146, 146, 144, 144, 143, 135, 149, 143, 143, 143, 143, 147, 142, 151, 147, 129, 147, 144, 154, 142, 147, 153, 146, 146, 143, 146, 145, 144, 143, 145, 150, 145, 140, 148, 152, 149, 145, 147, 147, 144, 146, 144, 145, 143, 144, 144, 147, 148, 138, 153, 148, 145, 132, 147, 145, 145, 145, 147, 140, 141, 154, 150, 148, 149, 142, 149, 143, 146, 147, 147, 144, 149, 146, 143, 139, 145, 141, 139, 138, 148, 148, 146, 149, 147, 144, 147, 147, 146, 151, 147, 148, 145, 138, 151, 146, 151, 150, 145, 145, 152, 145, 151, 149, 143, 145, 146, 143, 167, 147, 146, 149, 143, 152, 145, 154, 146, 153, 143, 128, 147, 140, 147, 145, 137, 146, 146, 145, 142, 149, 144, 148, 147, 141, 144, 150, 148, 146, 147, 141, 145, 147, 150, 151, 144, 146]) # parameters +i63 = Internal("op63", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i64 = Parameter("op64", "TENSOR_INT32", "{512}, 0.000600085710175, 0", [-1691, 104, 5061, 660, -358, -4683, -10, 2093, -1205, -2391, 2337, -201, 305, 7238, -236, -1849, -224, 287, 8, 204, 45, 326, -725, 1155, -496, 483, -18, -2536, 520, 9077, -3042, -2994, -371, 2295, 635, -320, 3886, 9711, -68, -191, -796, 2127, 156, -3947, 6181, -1980, -510, 11, 548, -1963, -7425, 2544, -4, -93, 1424, 3005, 3725, 1282, -2086, 2705, -1690, 7843, -292, 1799, 6530, 1388, -313, 114, -375, -231, -780, -97, 2216, 345, -2884, 2715, -1881, -15, -689, -550, -1265, -4011, 7570, -86, -1190, -2096, -331, -4118, -1307, -1514, -1589, 3112, 2120, -454, -735, 2960, 2060, -101, 709, -62, -522, -1816, -1989, 2786, 2257, 2769, -1902, 46, 772, 224, -652, 169, -984, -2019, 4028, -1597, 4526, 175, -97, 2404, 2642, -609, 927, -377, 2136, 469, -31, 238, 221, 443, -338, 1162, -3274, 1306, -579, -3590, -3048, 2873, -404, -393, -302, -470, -3632, 282, 694, 2063, -6045, -939, 2961, 2490, 944, 201, 2118, -491, -619, -3895, -1078, 2492, -1160, -617, 641, 2236, -409, -835, 2887, 2521, -206, 4067, 134, 975, 794, 957, 2142, -2947, 1879, -1445, 2117, 779, 591, 397, -2073, -1206, -485, -2624, 8860, 309, 1054, 73, -2736, 2856, -251, 2635, 371, -790, -16, -92, 2485, -1917, -4039, 3404, -7462, 253, 7601, -319, -2339, -2429, -3426, -195, 3219, 8276, 2478, 2583, -174, 26, -2420, -2822, 462, -1668, -3433, -1833, 610, 2547, -1696, 299, 5909, -328, -793, -3788, 13, -110, -112, 2384, -1485, -465, -1296, 338, -783, -2147, -145, 3553, 6731, -67, 4147, 2394, 7356, -57, 1246, -339, -922, 2002, 2260, -682, 2340, -188, 2302, -1017, 561, -938, -1901, -4065, 2554, -1239, 7452, -462, 1995, -65, 5483, 2663, 371, 4160, 833, 2579, -443, 1024, -525, 26, 102, -535, 626, -950, 1721, 405, 2493, 2263, -1226, -2045, -1847, 345, 5392, -162, 197, -268, 2280, -603, 731, -2139, -2126, -1841, 1757, -422, -113, -72, 760, -1065, 2105, -1073, -424, -158, 2083, 3172, -417, -1319, 254, -1597, -528, -253, -397, 375, -235, -253, 5757, -307, 235, -362, -564, -3122, -737, 3081, -2423, 18, -2014, 1369, -47, -1258, -1579, -3709, -1615, 3505, 1859, -288, -379, -280, -290, 681, -37, 3646, 2383, -878, 3904, 924, -45, 1905, -204, 6016, -1108, -501, -431, 2534, -1303, 2120, 511, -572, -2286, 708, -270, -23, -1885, -1594, 2502, 314, 202, 1405, -2249, 577, 1076, 551, -219, -1367, 1629, -72, 1146, -235, 191, -420, 250, -2326, 1506, 3159, -951, 155, 123, 2446, 955, -16752, 224, -797, 100, -1101, -2088, 2933, 1329, -3020, -1524, -766, -1256, 2437, -186, -1357, -278, 20, 55, 3911, -635, -1523, 49, 2646, 777, 1431, 3182, -1536, -2429, 2618, 629, -299, 146, -2333, 367, 3574, 2728, -1657, 1326, -728, 1320, -1567, 329, -86, 1394, -705, 2560, 2253, 2309, 3499, -1464, 371, 219, -586, -116, -1544, -233, 2559, 2267, 1918, 2869, 510, 2208, -328, -1437, -13, -3634, -4065, 1881, -1713, -2674, 1756, 1781, 2368, -1373, 1745, -732, 28, -342, 4734, 7373, -864, 3319, -73, -178, 3220, -532, -898, 3158, 1965, -685, -4094, -2490, 2273, 2126, 295, -2108, 799, -287, -376, -1030, 158, -796, -185, 144, -1768, -78, -4335, -635, 4438, 774, -171, 646, -532, -390, 2223, -759, 2375, -633, 694]) # parameters +i65 = Parameter("op65", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 512}, 0.025504656136, 118", [119, 111, 120, 114, 124, 109, 106, 146, 73, 114, 110, 116, 116, 113, 110, 118, 111, 126, 131, 116, 114, 100, 185, 133, 126, 129, 110, 92, 98, 127, 114, 112, 126, 111, 119, 132, 119, 119, 112, 115, 114, 88, 118, 115, 107, 119, 138, 129, 138, 142, 123, 81, 128, 115, 110, 98, 114, 139, 113, 121, 118, 120, 108, 110, 120, 114, 156, 127, 105, 128, 118, 103, 107, 124, 138, 111, 123, 114, 113, 95, 113, 141, 122, 134, 116, 122, 132, 115, 134, 131, 118, 113, 107, 134, 118, 118, 120, 109, 105, 114, 120, 108, 120, 113, 115, 114, 124, 159, 132, 128, 119, 110, 162, 126, 124, 118, 109, 109, 113, 109, 110, 114, 128, 133, 126, 108, 111, 125, 130, 179, 116, 131, 120, 102, 108, 110, 106, 109, 111, 136, 124, 112, 108, 109, 135, 114, 133, 118, 120, 117, 121, 112, 111, 122, 126, 113, 118, 110, 120, 120, 128, 104, 114, 116, 115, 117, 114, 117, 112, 112, 113, 117, 114, 130, 103, 115, 131, 108, 118, 104, 91, 112, 114, 119, 117, 106, 109, 138, 98, 114, 109, 106, 115, 110, 111, 124, 115, 125, 127, 115, 120, 132, 121, 117, 122, 132, 118, 105, 117, 119, 122, 111, 128, 119, 116, 119, 121, 115, 130, 117, 133, 118, 115, 120, 118, 141, 101, 86, 116, 118, 125, 101, 123, 126, 113, 112, 119, 122, 110, 169, 118, 103, 106, 112, 128, 118, 135, 127, 111, 116, 114, 126, 114, 125, 118, 118, 114, 117, 114, 119, 118, 113, 126, 145, 114, 116, 129, 102, 125, 113, 132, 110, 125, 116, 126, 134, 108, 109, 124, 103, 144, 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156, 129, 104, 54, 166, 187, 72, 195, 174, 106, 107, 87, 161, 163, 115, 160, 175, 104, 42, 90, 99, 109, 66, 95, 66, 112, 89, 192, 190, 102, 130, 167, 44, 59, 105, 153, 152, 158, 174, 24, 110, 132, 156, 148, 80, 90, 83, 104, 154, 124, 76, 104, 91, 114, 99, 64, 186, 85, 90, 95, 152, 164, 94, 158, 159, 110, 97, 108, 150, 77, 35, 88, 78, 80, 154, 79, 87, 154, 111, 160, 101, 90, 80, 107, 132, 117, 202, 114, 89, 82, 153, 125, 197, 101, 80, 172, 111, 105, 81, 154, 156, 27, 72, 201, 116, 168, 172, 111, 184, 165, 84, 97, 111, 116, 120, 201, 79, 105, 80, 183, 184, 98, 163, 88, 95, 148, 159, 182, 51, 90, 85, 183, 31, 161, 177, 153, 103, 85, 67, 194, 181, 94, 87, 91, 144, 82, 196, 162, 94, 102, 116, 93, 95, 108, 90, 113, 120, 161, 168, 57, 148, 170, 189, 164, 186, 113, 187, 96, 178, 161, 167, 117, 152, 138, 46, 92, 96, 84, 146, 98, 156, 183, 80, 102, 41, 164, 170, 27, 186, 78, 170, 101, 61, 109, 171, 47, 183, 125, 57, 164, 145, 151, 101, 119, 133, 129, 80, 109, 91, 61, 163, 109, 53, 92, 123, 112, 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118, 116, 121, 134, 114, 120, 126, 126, 102, 115, 121, 119, 124, 134, 127, 129, 103, 113, 119, 130, 118, 133, 142, 111, 116, 123, 119, 113, 88, 108, 102, 116, 115, 108, 97, 113, 117, 115, 130, 120, 116, 139, 110, 126, 121, 122, 115, 163, 112, 0, 114, 115, 119, 119, 130, 125, 121, 122, 119, 131, 127, 126, 136, 119, 126, 158, 117, 127, 116, 132, 112, 114, 132, 122, 111, 117, 127, 108, 99, 117, 106, 112, 114, 115, 116, 117, 132, 110, 117, 115, 123, 118, 118, 108, 129, 116, 109, 122, 115, 113, 133, 110, 114, 110, 133, 145, 117, 136, 112, 113, 114, 117, 134, 98, 102, 116, 113, 115, 137, 129, 114, 122, 117, 112, 118, 113, 113, 139, 110, 113, 116, 137, 118, 122, 116, 111, 110, 119, 109, 116, 128, 133, 110, 115, 130, 105, 119, 110, 123, 116, 109, 113, 117, 112, 105, 107, 100, 112, 114, 113, 128, 121, 106, 120, 127, 122, 117, 123, 123, 117, 113, 138, 111, 129, 105, 115, 114, 117, 124, 112, 120, 130, 123, 103, 119, 111, 114, 115, 117, 76, 112, 113, 100, 110, 116, 141, 127, 124, 114, 116, 109, 112, 122, 123, 164, 123, 121, 89, 124, 153, 111, 123, 125, 143, 84, 111, 95, 113, 127, 168, 82, 106, 153, 103, 106, 115, 94, 138, 93, 122, 145, 112, 98, 117, 127, 88, 108, 150, 122, 117, 88, 92, 96, 108, 95, 93, 143, 99, 122, 105, 100, 107, 94, 122, 113, 126, 114, 163, 111, 134, 94, 116, 88, 130, 105, 117, 114, 110, 174, 95, 87, 158, 81, 120, 142, 112, 96, 109, 111, 115, 145, 93, 118, 125, 128, 117, 89, 121, 123, 136, 140, 118, 95, 93, 106, 115, 116, 118, 115, 91, 151, 111, 121, 110, 120, 125, 106, 96, 114, 124, 98, 109, 81, 117, 115, 97, 123, 104, 114, 118, 110, 157, 102, 172, 106, 112, 82, 119, 128, 109, 81, 94, 113, 96, 117, 121, 99, 107, 130, 122, 119, 166, 82, 113, 98, 129, 120, 100, 110, 124, 120, 97, 125, 111, 112, 114, 98, 85, 115, 101, 123, 115, 109, 110, 112, 207, 93, 111, 108, 144, 117, 176, 181, 103, 116, 116, 140, 103, 118, 85, 106, 116, 98, 86, 98, 134, 123, 93, 154, 160, 90, 106, 111, 186, 115, 114, 101, 112, 117, 103, 101, 121, 98, 134, 116, 100, 95, 121, 85, 125, 118, 102, 106, 117, 101, 115, 86, 126, 122, 138, 120, 139, 115, 96, 109, 113, 95, 111, 113, 101, 105, 113, 108, 120, 128, 121, 82, 118, 123, 108, 126, 139, 105, 106, 122, 109, 103, 112, 116, 136, 116, 131, 114, 105, 89, 113, 84, 112, 84, 151, 101, 120, 127, 111, 109, 96, 84, 106, 145, 112, 114, 90, 110, 113, 114, 79, 116, 93, 87, 117, 112, 107, 192, 144, 106, 114, 122, 118, 121, 116, 107, 97, 84, 130, 164, 106, 179, 108, 122, 112, 154, 116, 152, 153, 142, 114, 124, 143, 117, 112, 178, 113, 119, 118, 114, 65, 116, 116, 111, 159, 164, 109, 56, 112, 172, 103, 169, 106, 117, 102, 111, 128, 115, 215, 161, 101, 120, 128, 125, 126, 132, 110, 84, 126, 119, 102, 91, 85, 116, 116, 106, 113, 114, 168, 107, 112, 105, 114, 102, 132, 110, 200, 115, 109, 120, 130, 165, 110, 113, 124, 114, 131, 176, 105, 110, 119, 151, 106, 114, 108, 122, 107, 84, 101, 165, 141, 98, 93, 110, 129, 126, 127, 102, 104, 116, 114, 151, 109, 169, 102, 116, 118, 147, 109, 109, 92, 127, 106, 111, 119, 119, 94, 165, 85, 105, 114, 98, 166, 101, 153, 102, 108, 124, 126, 109, 97, 95, 113, 107, 120, 170, 118, 102, 141, 124, 113, 119, 78, 90, 136, 103, 110, 112, 169, 118, 119, 96, 98, 116, 106, 155, 116, 142, 133, 110, 95, 107, 110, 119, 124, 93, 121, 121, 103, 121, 110, 95, 97, 106, 121, 115, 129, 109, 124, 114, 109, 113, 115, 107, 117, 119, 118, 112, 98, 113, 78, 124, 115, 113, 105, 103, 123, 115, 144, 168, 123, 110, 127, 116, 118, 131, 118, 121, 96, 106, 88, 93, 164, 117, 143, 145, 115, 114, 105, 110, 114, 125, 120, 116, 115, 113, 130, 142, 128, 114, 116, 124, 129, 124, 127, 115, 129, 115, 115, 121, 126, 149, 95, 116, 126, 112, 115, 142, 119, 116, 112, 111, 113, 114, 115, 109, 118, 122, 125, 124, 120, 87, 130, 102, 113, 113, 99, 96, 109, 112, 122, 122, 119, 110, 146, 99, 120, 113, 120, 118, 119, 122, 126, 109, 119, 131, 99, 109, 135, 106, 121, 150, 109, 115, 121, 114, 119, 120, 107, 128, 106, 105, 121, 117, 112, 122, 122, 119, 124, 107, 128, 121, 107, 111, 118, 118, 110, 126, 122, 115, 119, 110, 117, 116, 100, 118, 122, 103, 111, 110, 118, 111, 106, 116, 127, 105, 116, 111, 128, 106, 129, 114, 110, 112, 127, 117, 126, 113, 116, 129, 134, 112, 91, 146, 117, 153, 113, 110, 137, 106, 116, 131, 115, 121, 114, 116, 130, 123, 121, 117, 135, 126, 109, 111, 123, 115, 118, 115, 119, 121, 110, 103, 28, 119, 113, 114, 123, 114, 127, 125, 110, 118, 115, 110, 105, 116, 119, 108, 119, 103, 98, 112, 169, 119, 109, 131, 137, 105, 106, 115, 136, 106, 110, 107, 114, 107, 113, 120, 126, 112, 124, 108, 120, 118, 122, 112, 119, 126, 115, 113, 115, 114, 108, 117, 116, 115, 116, 116, 136, 114, 111, 116, 117, 130, 120, 109, 120, 118, 125, 127, 111, 119, 124, 112, 112, 139, 119, 115, 169, 113, 119, 122, 111, 111, 123, 119, 116, 114, 110, 116, 113, 120, 117, 111, 124, 118, 145, 109, 114, 117, 116, 123, 125, 106, 112, 119, 124, 104, 110, 118, 109, 112, 101, 105, 123, 110, 126, 128, 114, 132, 119, 109, 111, 114, 103, 113, 118, 114, 117, 111, 120, 130, 108, 154, 114, 114, 117, 114, 117, 120, 131, 125, 117, 121, 101, 120, 119, 126, 113, 117, 118, 121, 142, 116, 119, 104, 124, 149, 126, 123, 115, 126, 109, 126, 112, 124, 123, 119, 130, 118, 124, 132, 124, 117, 125, 114, 118, 132, 107, 121, 116, 117, 131, 94, 112, 117, 115, 110, 123, 115, 120, 115, 111, 120, 96, 132, 124, 115, 146, 114, 139, 119, 119, 124, 111, 109, 122, 121, 136, 125, 107, 104, 118, 146, 104, 118, 105, 112, 113, 112, 119, 128, 121, 107, 114, 119, 159, 139, 123, 102, 108, 114, 125, 120, 123, 136, 110, 118, 117, 124, 117, 119, 105, 110, 115, 109, 100, 116, 101, 133, 110, 110, 132, 107, 135, 106, 136, 113, 113, 117, 114, 131, 118, 103, 118, 114, 113, 111, 115, 115, 123, 118, 115, 117, 113, 111, 116, 122, 112, 117, 133, 119, 122, 121, 108, 110, 127, 130, 128, 128, 110, 110, 111, 107, 102, 120, 109, 108, 113, 112, 113, 119, 112, 109, 105, 109, 112, 115, 113, 108, 117, 106, 117, 115, 121, 114, 125, 114, 116, 112, 99, 111, 111, 116, 115, 123, 114, 110, 112, 132, 126, 119, 115, 119, 105, 126, 121, 106, 126, 116, 105, 98, 103, 97, 117, 108, 147, 119, 116, 110, 134, 123]) # parameters +i66 = Internal("op66", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i67 = Parameter("op67", "TENSOR_INT32", "{512}, 0.000161869538715, 0", [-4214, 9621, 9177, 13673, -3399, 4623, 1067, 210, 2937, 10176, 2208, -274, 1294, 23553, 7099, 9771, 403, 13543, 8182, 980, 3361, 8910, 6839, -6282, -2942, 5983, 7094, 805, 8640, -7148, 3248, -1032, 4779, -3521, 13360, 2996, 17431, 3380, -6047, -1334, -3578, -863, -7567, 18113, 10831, 21789, -8372, -2748, 15416, 2926, -2322, 2634, -4064, 12928, 2071, -755, 2017, 10921, 3937, 10959, 7032, -1828, 647, 3980, -6764, 5919, 12612, 6857, 6255, -4238, 12544, 3741, 15007, -6258, -1530, 10254, 7278, -1842, 1667, 7091, 2722, -6176, 12104, 3859, 6431, 16235, 31628, 9889, 471, -15, 10309, 15599, -8860, -9604, -2789, 3416, 1893, 12078, -989, 21591, 8362, -7187, -3033, 4972, -5602, 11204, 11500, 4086, 7970, 1197, 4093, -2159, 6313, -4407, 5760, 12772, -1199, -14735, 5800, 12302, 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110, 114, 111, 105, 109, 112, 137, 103, 105, 103, 103, 105, 116, 110, 97, 112, 107, 107, 106, 111, 113, 106, 128, 111, 110, 115, 97, 109, 110, 107, 105, 109, 108, 109, 117, 126, 104, 105, 109, 104, 112, 111, 102, 117, 106, 108, 101, 120, 110, 111, 107, 105, 109, 117, 106, 102, 104, 106, 111, 118, 113, 108, 115, 107, 116, 106, 109, 98, 96, 105, 105, 111, 112, 104, 106, 110, 116, 108, 80, 112, 115, 110, 106, 108, 108, 116, 106, 119, 106, 122, 112, 110, 114, 114, 109, 111, 128, 109, 123, 111, 102, 117, 99, 116, 102, 103, 104, 114, 110, 112, 113, 104, 107, 111, 108, 116, 112, 113, 107, 109, 105, 93, 100, 115, 111, 115, 113, 109, 100, 106, 112, 103, 133, 113, 116, 100, 110, 110, 107, 114, 111, 107, 109, 106, 111, 107, 109, 108, 120, 108, 107, 107, 111, 99, 110, 114, 105, 102, 109, 116, 130, 112, 102, 108, 106, 96, 105, 114, 103, 108, 111, 103, 119, 110, 108, 106, 124, 109, 109, 113, 113, 108, 111, 115, 104, 108, 105, 108, 106, 106, 105, 110, 110, 112, 115, 101, 109, 113, 111, 113, 109, 111, 110, 112, 113, 106, 106, 110, 112, 116, 106, 123, 116, 110, 107, 117, 110, 103, 104, 108, 105, 109, 106, 111, 115, 107, 92, 115, 113, 107, 107, 115, 111, 105, 115, 109, 108, 110, 112, 110, 110, 118, 115, 111, 110, 115, 99, 106, 112, 112, 104, 102, 109, 112, 106, 124, 104, 105, 109, 107, 106, 113, 108, 106, 108, 112, 111, 106, 171, 109, 102, 100, 104, 108, 109, 110, 112, 119, 112, 98, 107, 115, 113, 109, 107, 114, 108, 115, 115, 119, 115, 124, 110, 110, 104, 110, 107, 113, 103, 107, 109, 114, 110, 112, 109, 103, 109, 107, 105, 114, 108, 110, 115, 111, 110, 109, 106, 109, 104, 111, 112, 119, 109, 115, 105, 108, 112, 103, 109, 106, 99, 111, 108, 109, 113, 117, 116, 112, 119, 99, 99, 163, 109, 108, 117, 108, 109, 112, 103, 111, 105, 110, 111, 107, 115, 97, 108, 121, 112, 107, 121, 116, 94, 124, 109, 90, 109, 115, 94, 111, 114, 107, 105, 113, 106, 124, 111, 107, 120, 125, 99, 124, 99, 104, 108, 112, 100, 113, 103, 126, 105, 114, 111, 119, 107, 105, 100, 114, 117, 106, 107, 99, 108, 106, 111, 119, 101, 115, 115, 96, 109, 120, 102, 99, 113, 115, 104, 118, 101, 111, 111, 115, 114, 118, 109, 114, 106, 133, 94, 121, 109, 105, 117, 119, 112, 120, 116, 107, 114, 95, 99, 103, 101, 102, 105, 115, 101, 114, 116, 128, 113, 99, 111, 107, 121, 103, 110, 112, 96, 105, 114, 114, 116, 122, 113, 106, 105, 110, 107, 117, 106, 114, 105, 103, 125, 110, 112, 104, 101, 108, 109, 119, 123, 102, 101, 101, 112, 133, 107, 109, 111, 118, 119, 114, 116, 108, 113, 117, 107, 112, 107, 95, 111, 105, 117, 100, 120, 111, 133, 101, 110, 102, 105, 99, 112, 118, 102, 106, 102, 112, 113, 106, 117, 113, 101, 111, 104, 106, 107, 101, 107, 98, 109, 113, 109, 110, 109, 117, 112, 121, 109, 106, 118, 107, 128, 112, 123, 107, 111, 102, 120, 127, 112, 109, 116, 106, 113, 111, 105, 106, 111, 117, 108, 99, 102, 106, 114, 111, 109, 106, 114, 103, 117, 117, 116, 110, 118, 111, 109, 99, 122, 121, 113, 102, 104, 106, 106, 110, 106, 106, 107, 104, 106, 110, 113, 115, 110, 101, 126, 120, 106, 98, 113, 115, 109, 105, 114, 119, 111, 104, 131, 115, 107, 101, 105, 95, 108, 99, 110, 107, 113, 90, 103, 103, 106, 107, 116, 104, 110, 104, 109, 109, 115, 111, 98, 109, 117, 98, 109, 100, 122, 101, 111, 108, 109, 108, 114, 134, 116, 112, 121, 103, 107, 106, 109, 117, 109, 115, 107, 103, 101, 109, 103, 109, 104, 118, 99, 123, 115, 114, 112, 112, 118, 110, 111, 109, 105, 103, 137, 103, 104, 109, 119, 102, 106, 106, 100, 118, 110, 118, 116, 111, 112, 110, 120, 102, 105, 126, 121, 107, 123, 113, 87, 110, 107, 108, 118, 108, 110, 110, 106, 116, 123, 111, 103, 111, 111, 102, 117, 110, 115, 111, 110, 99, 110, 103, 107, 100, 112, 118, 92, 110, 115, 103, 103, 110, 111, 122, 107, 91, 103, 101, 114, 113, 110, 109, 113, 105, 106, 117, 111, 104, 95, 97, 107, 102, 110, 107, 116, 115, 95, 108, 113, 115, 101, 113, 116, 102, 96, 113, 101, 116, 117, 104, 111, 112, 104, 118, 114, 104, 113, 100, 103, 105, 109, 101, 110, 112, 121, 114, 104, 109, 107, 114, 111, 109, 108, 110, 110, 107, 98, 109, 111, 107, 109, 94, 106, 110, 107, 86, 120, 102, 113, 111, 95, 117, 111, 106, 104, 110, 115, 116, 109, 109, 107, 105, 107, 116, 110, 104, 109, 95, 111, 94, 111, 118, 100, 116, 109, 130, 110, 116, 124, 115, 116, 117, 96, 105, 114, 108, 111, 133, 112, 107, 98, 108, 110, 104, 107, 108, 110, 113, 112, 107, 110]) # parameters +i69 = Internal("op69", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i70 = Parameter("op70", "TENSOR_INT32", "{512}, 0.000628261826932, 0", [-1002, 2029, -402, -2538, 359, 3260, 4062, -527, -1442, -2708, 3413, -1561, -1830, 1039, 5857, 2319, -985, -1426, 3534, -2600, 2851, 302, 2463, 2189, 2217, 1388, -1514, -4014, -9208, -646, -1031, 4827, 6393, 5381, -96, -2002, 5674, -2926, -1615, -1097, -655, -2082, -3443, 2826, -8312, -1880, 2705, 2344, 3624, 5002, 341, -3120, 3803, 1552, -659, -962, 3173, 1193, -1156, -3944, -3222, 3719, 1231, -1338, -595, -3255, 1793, 2499, 4012, -1052, 291, -842, -2754, 1892, -1537, 1067, -914, -3488, -839, -5160, 2393, 1200, 4897, 5760, -1471, 2870, 741, -2419, 2893, 2592, -9724, 5604, -2698, -1457, -6016, -1730, 323, 4004, 1632, -2060, 265, -536, -6005, -2204, -236, -182, 1055, -932, -1544, 2768, -3025, 1096, 2973, 2565, 2333, 2309, 270, -382, 5413, -1687, -1530, -2561, -1611, -1046, 1992, -2155, -829, 1050, -730, -3237, 4027, 2106, 2029, -1108, -711, -701, 4495, -893, 8843, 208, -301, -1729, -335, 2877, -33, 8134, -2733, -2527, 717, 8122, 2287, 1696, -559, 4911, -1255, 650, 4529, 2895, 3613, 3608, -430, -483, -303, 5038, -1174, -543, 2459, -2064, 4289, 6395, 3510, 899, -3070, -148, 2429, 2441, 1175, -1420, 3267, -8558, 3535, 1387, 3226, -1540, 1032, -2378, -513, 7022, -2840, -1529, 2958, 5346, 2491, 1637, 3665, -946, 2463, -674, 5355, 1201, 2489, 3381, -1499, 3679, -1777, 1009, 4690, 5765, -4009, -253, 3704, 4174, -843, -1898, -239, -1874, 7533, 2469, 6266, 4426, -3035, -3421, -881, -1336, 1490, -1490, 1821, 3013, -3368, 3474, 1960, -645, -132, 2275, 2531, -1651, 956, 2764, 5209, -2713, -1162, -367, 1800, 3048, -1283, 2797, -542, 2301, 1925, 7636, 4872, -607, 5379, -3615, -1975, 8650, 2462, 6421, -1921, 5758, 7719, 3790, 3333, -567, 1463, 1183, 1501, -448, -2147, 3707, 3987, 2978, 3207, 5389, -1843, 2689, -2487, -1383, 270, -2958, -568, 7407, 2261, 1978, -2217, 2185, 4539, -2205, 2185, -1633, -596, 5091, 264, -749, 3954, -3120, -575, 3431, -2142, -993, -530, 3571, 954, -596, -2449, -1592, 2117, -1731, -468, 8349, -1686, 429, -428, 5363, 1298, -809, 2343, -2477, 119, -1943, -1717, 600, -1202, 1578, -267, -772, 4473, 877, -1673, 1356, 148, -1181, 3232, 2643, -2289, 2126, -424, 2497, 4394, -4486, -2167, -1536, 1390, -699, 4396, -558, 2445, 1778, -1338, -673, 2304, -546, 260, -3791, -4007, -480, -1387, 4487, -930, 137, -99, 4626, 1415, -2012, -2851, -1379, 1226, -1039, -255, -1344, 2393, 4937, -2735, 4990, -1743, 2479, -2378, 2705, 4332, -1177, 6672, -2527, 800, 6449, -876, 306, 1123, 6236, -405, -326, -2256, -1799, 5133, -2199, -2405, 2961, 4845, -4547, -1576, 8816, -402, 2410, 2505, 1382, 5058, -2387, 4168, -4819, -1992, -1851, 3105, -310, -173, -1424, -289, -1582, -894, 3961, 2165, 3366, -4057, 5008, -2121, -3960, -675, -2262, -2963, -1376, 2899, -518, 904, 722, -1125, -3477, -1230, -1734, 6906, 2392, -822, -4907, 3051, 9294, 3471, -975, 5099, -879, -1189, 815, -3336, 2528, -2517, 4889, -2207, 2745, 2962, 1537, -932, -810, 4907, 4906, 2267, -3058, -1100, 150, -1992, 5509, -558, 4525, -1953, -2992, -784, 3813, -610, -1078, 4770, 6130, -691, 3576, -275, 2869, 6463, -1330, -1388, -3976, 442, 1428, 3364, -1041, -529, -555, -1341, -3156, -837, -1310, 4730, 948, -5021, 3488, 351, -688, -2116, 2909, 3363, -1947, 1706, 3399, -735, 4987, 2035, -3244, -657, -368]) # parameters +i71 = Parameter("op71", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 512}, 0.026702189818, 106", [139, 97, 94, 101, 121, 98, 97, 114, 125, 111, 95, 110, 83, 108, 105, 84, 129, 110, 112, 108, 110, 106, 101, 96, 94, 100, 128, 118, 123, 109, 105, 91, 97, 101, 108, 113, 110, 118, 107, 111, 110, 110, 113, 94, 114, 109, 97, 101, 91, 96, 114, 122, 98, 106, 108, 117, 97, 133, 108, 108, 117, 116, 100, 120, 115, 121, 116, 114, 96, 108, 115, 105, 111, 104, 113, 103, 100, 116, 110, 119, 105, 109, 108, 96, 110, 85, 100, 107, 105, 97, 114, 104, 126, 107, 124, 122, 97, 98, 111, 108, 101, 105, 121, 109, 108, 105, 105, 108, 112, 109, 109, 111, 111, 91, 100, 95, 129, 100, 99, 148, 94, 113, 107, 110, 81, 110, 106, 107, 115, 115, 105, 103, 93, 105, 103, 108, 96, 110, 103, 109, 107, 99, 115, 107, 110, 98, 108, 111, 73, 109, 104, 107, 109, 101, 109, 107, 105, 103, 95, 101, 115, 89, 97, 103, 109, 106, 112, 125, 112, 99, 97, 95, 127, 108, 105, 97, 118, 116, 99, 111, 106, 104, 94, 110, 112, 109, 106, 100, 113, 126, 102, 103, 95, 99, 94, 114, 92, 111, 107, 102, 110, 96, 113, 121, 109, 105, 102, 106, 106, 100, 89, 114, 112, 113, 115, 106, 106, 105, 103, 108, 118, 118, 113, 111, 109, 107, 108, 99, 106, 98, 95, 105, 106, 109, 112, 114, 104, 98, 95, 122, 109, 124, 119, 110, 121, 103, 120, 106, 99, 94, 95, 103, 105, 110, 118, 103, 97, 97, 109, 65, 113, 98, 109, 111, 106, 110, 105, 109, 113, 95, 101, 85, 104, 105, 112, 97, 126, 86, 104, 99, 119, 101, 97, 123, 114, 94, 109, 109, 101, 108, 117, 105, 118, 108, 94, 114, 106, 102, 113, 114, 91, 113, 107, 123, 113, 115, 96, 114, 91, 104, 124, 101, 131, 96, 104, 111, 97, 122, 110, 118, 124, 138, 75, 104, 103, 102, 101, 100, 93, 105, 96, 117, 94, 70, 112, 99, 121, 87, 109, 111, 113, 107, 103, 116, 101, 57, 102, 97, 116, 142, 114, 113, 129, 97, 113, 137, 113, 108, 108, 106, 114, 95, 109, 105, 108, 85, 94, 109, 115, 113, 105, 97, 115, 104, 111, 105, 131, 108, 104, 118, 99, 113, 116, 109, 109, 116, 106, 108, 104, 109, 128, 115, 107, 113, 106, 94, 101, 100, 115, 107, 115, 109, 104, 100, 92, 113, 104, 124, 97, 109, 99, 119, 146, 113, 116, 111, 102, 97, 88, 95, 110, 105, 107, 111, 106, 120, 114, 110, 117, 109, 99, 101, 103, 117, 117, 109, 102, 98, 122, 113, 105, 108, 101, 116, 100, 116, 103, 106, 107, 107, 109, 97, 105, 110, 94, 115, 120, 108, 97, 94, 96, 110, 107, 119, 121, 98, 130, 99, 111, 114, 110, 108, 107, 119, 115, 104, 255, 105, 122, 105, 95, 110, 112, 111, 108, 123, 104, 109, 114, 104, 112, 111, 109, 111, 104, 95, 113, 111, 101, 105, 124, 104, 101, 109, 98, 104, 107, 94, 99, 128, 110, 125, 27, 97, 87, 82, 123, 108, 85, 111, 122, 103, 102, 119, 132, 100, 95, 103, 125, 113, 115, 122, 86, 128, 88, 94, 98, 101, 164, 118, 116, 105, 102, 94, 101, 105, 94, 110, 100, 113, 116, 107, 79, 116, 118, 95, 136, 108, 98, 96, 97, 100, 108, 112, 109, 102, 111, 120, 91, 101, 142, 113, 119, 98, 99, 136, 120, 111, 137, 96, 96, 103, 140, 103, 113, 98, 114, 143, 100, 145, 109, 127, 106, 116, 97, 93, 111, 102, 95, 100, 92, 88, 106, 104, 75, 113, 145, 129, 78, 90, 127, 103, 98, 74, 118, 114, 114, 97, 101, 118, 112, 105, 111, 101, 107, 112, 97, 93, 108, 108, 97, 165, 100, 109, 103, 110, 91, 107, 96, 102, 132, 72, 102, 97, 94, 90, 146, 108, 102, 113, 90, 102, 114, 107, 113, 105, 134, 93, 107, 137, 142, 95, 100, 101, 98, 109, 106, 105, 121, 98, 86, 102, 106, 87, 81, 103, 112, 94, 133, 107, 116, 92, 108, 102, 151, 148, 128, 105, 97, 115, 106, 127, 110, 123, 97, 116, 136, 107, 109, 100, 112, 158, 101, 106, 91, 94, 95, 126, 99, 130, 125, 100, 132, 105, 132, 97, 98, 105, 87, 111, 89, 100, 91, 111, 118, 105, 118, 116, 88, 98, 87, 107, 121, 121, 113, 104, 100, 104, 98, 103, 115, 95, 102, 113, 103, 97, 107, 111, 88, 103, 92, 99, 105, 144, 110, 89, 132, 104, 138, 97, 104, 96, 99, 103, 100, 106, 104, 99, 98, 100, 98, 74, 73, 95, 106, 113, 99, 103, 103, 103, 112, 98, 85, 163, 93, 104, 111, 101, 153, 114, 101, 94, 107, 107, 97, 142, 108, 99, 104, 109, 96, 135, 116, 103, 160, 137, 80, 122, 119, 108, 113, 122, 91, 100, 105, 118, 154, 118, 113, 76, 84, 113, 135, 76, 118, 94, 96, 113, 93, 114, 120, 120, 94, 123, 137, 150, 106, 107, 82, 103, 87, 79, 106, 109, 91, 107, 113, 100, 120, 92, 135, 104, 122, 114, 97, 134, 119, 138, 100, 89, 146, 111, 102, 105, 100, 109, 117, 90, 109, 113, 107, 106, 110, 96, 104, 115, 97, 122, 74, 96, 139, 133, 95, 104, 122, 99, 108, 98, 101, 124, 120, 110, 100, 108, 113, 100, 104, 128, 122, 117, 110, 103, 107, 116, 99, 58, 103, 97, 106, 138, 119, 85, 141, 114, 99, 106, 105, 114, 93, 115, 118, 111, 104, 65, 122, 119, 137, 119, 91, 101, 96, 92, 113, 115, 117, 110, 93, 123, 114, 100, 121, 107, 138, 104, 111, 115, 107, 129, 94, 103, 98, 116, 92, 71, 94, 141, 101, 114, 111, 107, 113, 102, 112, 87, 119, 148, 93, 99, 118, 118, 98, 96, 92, 100, 103, 104, 117, 99, 126, 88, 118, 112, 104, 113, 146, 110, 100, 86, 184, 101, 125, 91, 86, 109, 109, 116, 93, 100, 106, 98, 102, 115, 109, 113, 132, 116, 99, 74, 117, 102, 100, 101, 120, 93, 110, 108, 111, 102, 107, 92, 96, 116, 130, 94, 101, 100, 97, 107, 114, 112, 96, 114, 123, 114, 99, 104, 122, 109, 102, 109, 129, 110, 108, 116, 92, 111, 106, 101, 114, 115, 118, 116, 117, 111, 103, 91, 96, 100, 109, 109, 108, 115, 118, 108, 113, 107, 112, 94, 114, 112, 103, 100, 90, 96, 93, 119, 98, 105, 111, 116, 98, 102, 116, 108, 116, 96, 99, 117, 124, 122, 112, 104, 95, 108, 108, 106, 109, 111, 108, 101, 114, 132, 108, 113, 113, 127, 107, 89, 110, 97, 101, 117, 107, 98, 115, 103, 113, 107, 118, 133, 100, 101, 120, 109, 92, 101, 119, 104, 127, 107, 105, 97, 109, 108, 109, 110, 105, 91, 100, 103, 105, 121, 102, 119, 123, 111, 108, 109, 85, 112, 106, 106, 113, 90, 121, 103, 100, 108, 113, 108, 97, 109, 110, 111, 107, 110, 104, 111, 108, 107, 108, 110, 120, 107, 99, 104, 112, 100, 109, 106, 112, 107, 98, 111, 115, 104, 97, 104, 110, 107, 110, 93, 111, 101, 105, 111, 116, 106, 105, 98, 107, 113, 98, 109, 105, 102, 95, 106, 115, 109, 118, 102, 112, 104, 104, 103, 100, 96, 109, 112, 92, 109, 104, 103, 111, 111, 74, 79, 108, 104, 101, 105, 115, 109, 89, 97, 110, 114, 120, 120, 103, 103, 105, 111, 121, 112, 114, 110, 110, 121, 117, 98, 107, 97, 109, 110, 104, 96, 90, 102, 100, 97, 95, 102, 107, 118, 108, 91, 125, 99, 114, 104, 123, 92, 97, 106, 107, 110, 114, 100, 98, 100, 110, 129, 99, 98, 103, 110, 107, 103, 106, 108, 109, 97, 100, 86, 106, 101, 110, 99, 114, 111, 104, 112, 120, 98, 102, 125, 123, 97, 103, 114, 105, 108, 102, 104, 116, 107, 100, 113, 111, 102, 112, 110, 117, 93, 105, 104, 110, 109, 109, 102, 80, 98, 118, 98, 118, 97, 108, 109, 98, 99, 109, 116, 103, 131, 112, 103, 138, 102, 102, 105, 117, 107, 115, 115, 94, 133, 108, 101, 108, 107, 108, 100, 109, 109, 107, 116, 99, 111, 99, 131, 110, 102, 102, 107, 97, 111, 111, 95, 112, 108, 109, 106, 99, 92, 110, 101, 111, 123, 97, 112, 112, 111, 93, 98, 111, 103, 108, 106, 103, 107, 104, 120, 96, 100, 122, 109, 110, 112, 106, 107, 106, 113, 112, 116, 105, 132, 105, 93, 99, 98, 114, 106, 110, 108, 110, 129, 101, 110, 106, 124, 108, 108, 112, 122, 106, 116, 112, 109, 98, 98, 91, 95, 105, 105, 108, 110, 105, 115, 111, 108, 115, 106, 129, 124, 112, 118, 106, 118, 104, 98, 107, 114, 106, 109, 99, 112, 99, 111, 117, 105, 116, 95, 109, 98, 104, 100, 95, 103, 117, 107, 94, 95, 97, 100, 107, 104, 105, 96, 110, 103, 108, 109, 109, 109, 105, 116, 108, 106, 196, 106, 120, 104, 96, 108, 112, 109, 96, 99, 106, 108, 105, 103, 104, 113, 124, 109, 106, 93, 112, 112, 112, 106, 124, 104, 110, 109, 120, 110, 106, 95, 97, 121, 119, 115, 125, 98, 111, 131, 115, 86, 101, 115, 111, 110, 83, 92, 128, 102, 93, 146, 103, 113, 126, 113, 106, 82, 99, 97, 75, 91, 114, 106, 111, 98, 107, 94, 82, 103, 91, 111, 103, 114, 103, 110, 123, 118, 118, 103, 107, 112, 102, 97, 98, 86, 139, 105, 95, 101, 110, 118, 97, 114, 115, 59, 112, 138, 110, 124, 98, 119, 108, 137, 104, 99, 95, 108, 109, 113, 108, 107, 117, 114, 108, 116, 95, 95, 94, 86, 110, 103, 92, 102, 89, 98, 126, 102, 113, 113, 114, 116, 91, 92, 91, 109, 122, 150, 117, 110, 90, 107, 104, 101, 114, 100, 114, 142, 113, 111, 97, 101, 147, 107, 91, 68, 121, 115, 109, 106, 96, 121, 109, 103, 123, 149, 91, 99, 97, 110, 109, 110, 88, 109, 97, 102, 105, 92, 106, 90, 109, 95, 111, 102, 99, 98, 120, 132, 112, 103, 109, 107, 91, 87, 103, 102, 107, 94, 100, 107, 110, 105, 108, 102, 93, 88, 151, 109, 118, 106, 102, 101, 144, 112, 115, 105, 103, 106, 108, 115, 99, 116, 100, 99, 111, 139, 100, 104, 100, 99, 89, 99, 96, 107, 124, 90, 107, 103, 102, 106, 93, 105, 96, 102, 96, 118, 91, 104, 109, 120, 105, 104, 78, 121, 91, 74, 117, 108, 103, 113, 154, 89, 87, 100, 118, 101, 146, 114, 102, 103, 115, 109, 99, 99, 96, 188, 119, 127, 118, 127, 0, 89, 114, 105, 96, 79, 82, 104, 98, 109, 141, 95, 94, 85, 110, 91, 98, 99, 132, 117, 102, 95, 104, 107, 125, 94, 98, 95, 93, 95, 109, 98, 130, 123, 103, 123, 100, 69, 95, 128, 111, 99, 142, 118, 100, 108, 110, 102, 94, 106, 107, 110, 96, 104, 111, 114, 92, 135, 105, 138, 106, 110, 84, 121, 120, 77, 124, 91, 121, 94, 109, 110, 96, 136, 93, 104, 86, 93, 143, 106, 97, 86, 99, 118, 124, 92, 65, 137, 96, 119, 115, 99, 95, 89, 114, 86, 119, 115, 141, 118, 107, 124, 96, 86, 107, 155, 126, 138, 133, 118, 112, 162, 118, 105, 109, 107, 105, 93, 106, 97, 114, 181, 108, 142, 104, 120, 104, 98, 114, 97, 109, 100, 111, 106, 101, 119, 90, 116, 97, 106, 104, 109, 102, 103, 112, 101, 107, 118, 102, 120, 119, 96, 99, 108, 113, 87, 111, 110, 91, 95, 95, 113, 106, 112, 86, 108, 90, 99, 128, 120, 97, 115, 115, 101, 96, 100, 117, 101, 109, 115, 107, 114, 113, 123, 106, 110, 97, 106, 119, 120, 114, 89, 86, 105, 143, 113, 96, 107, 93, 101, 89, 105, 95, 107, 115, 95, 110, 98, 125, 98, 93, 155, 124, 108, 91, 94, 101, 105, 105, 109, 115, 89, 116, 105, 112, 116, 127, 99, 109, 111, 91, 94, 143, 92, 103, 105, 99, 116, 114, 111, 89, 144, 147, 109, 136, 109, 128, 116, 94, 107, 100, 106, 123, 102, 109, 109, 120, 92, 87, 111, 93, 103, 108, 102, 92, 127, 114, 111, 164, 97, 142, 184, 98, 91, 93, 143, 111, 154, 110, 138, 136, 147, 74, 95, 131, 137, 85, 129, 97, 98, 85, 101, 107, 97, 118, 145, 116, 141, 96, 100, 93, 82, 137, 143, 54, 135, 147, 144, 129, 146, 138, 96, 128, 150, 88, 99, 115, 89, 108, 137, 130, 152, 147, 142, 98, 96, 120, 185, 122, 78, 85, 94, 112, 154, 90, 88, 100, 122, 87, 150, 151, 82, 138, 113, 147, 124, 138, 126, 95, 112, 74, 94, 146, 112, 184, 89, 84, 101, 142, 69, 141, 143, 123, 145, 106, 73, 83, 108, 108, 107, 144, 140, 154, 147, 150, 151, 145, 77, 139, 118, 135, 105, 91, 105, 98, 112, 89, 55, 148, 134, 144, 106, 99, 153, 147, 150, 107, 105, 81, 96, 101, 133, 117, 133, 93, 139, 28, 108, 148, 126, 146, 84, 95, 69, 142, 140, 65, 40, 132, 95, 142, 81, 139, 146, 79, 134, 96, 82, 124, 76, 102, 73, 145, 151, 83, 127, 74, 91, 79, 59, 127, 101, 119, 95, 93, 143, 99, 127, 61, 66, 98, 138, 107, 140, 104, 47, 143, 154, 90, 68, 86, 73, 112, 120, 105, 106, 34, 61, 89, 73, 119, 99, 153, 146, 86, 78, 135, 162, 116, 106, 139, 120, 100, 143, 73, 136, 65, 101, 153, 131, 90, 141, 88, 144, 98, 95, 123, 100, 100, 146, 146, 107, 70, 146, 131, 105, 80, 35, 149, 88, 109, 82, 139, 88, 142, 150, 84, 90, 90, 143, 82, 123, 109, 28, 97, 94, 107, 83, 71, 90, 104, 134, 156, 112, 147, 139, 142, 119, 87, 91, 92, 67, 134, 99, 120, 143, 102, 167, 140, 64, 95, 37, 137, 99, 91, 147, 90, 106, 144, 64, 78, 109, 82, 142, 122, 101, 139, 124, 153, 107, 142, 155, 106, 140, 106, 141, 89, 48, 119, 83, 116, 129, 91, 147, 94, 110, 70, 140, 149, 92, 132, 94, 96, 177, 92, 71, 136, 176, 111, 129, 105, 106, 149, 94, 150, 93, 66, 185, 140, 143, 95, 154, 106, 143, 88, 77, 104, 141, 90, 145, 108, 136, 155, 82, 151, 69, 137, 143, 148, 95, 46, 151, 160, 74, 115, 120, 131, 116, 88, 96, 146, 80, 141, 154, 140, 99, 108, 137, 83, 140, 114, 54, 148, 130, 133, 59, 106, 104, 139, 121, 65, 146, 152, 102, 77, 130, 143, 53, 112, 127, 132, 95, 109, 149, 68, 138, 157, 151, 106, 46, 64, 139, 30, 136, 171, 76, 99, 96, 158, 69, 138, 150, 146, 161, 139, 114, 79, 148, 117, 97, 142, 142, 143, 116, 72, 100, 113, 158, 151, 44, 88, 105, 87, 143, 128, 140, 125, 86, 147, 93, 148, 90, 93, 90, 142, 141, 92, 101, 101, 162, 154, 97, 139, 90, 123, 84, 137, 145, 35, 63, 107, 151, 80, 78, 184, 86, 114, 98, 84, 137, 142, 144, 148, 75, 115, 143, 122, 107, 150, 142, 79, 143, 69, 141, 159, 92, 108, 126, 161, 163, 96, 135, 97, 94, 141, 91, 93, 140, 146, 141, 125, 99, 108, 92, 105, 123, 99, 111, 111, 104, 109, 81, 116, 100, 99, 103, 152, 106, 98, 106, 90, 126, 102, 96, 142, 140, 114, 102, 126, 122, 108, 96, 86, 103, 95, 112, 110, 112, 108, 101, 119, 110, 114, 108, 106, 108, 92, 99, 96, 83, 66, 135, 96, 92, 108, 109, 100, 100, 62, 93, 109, 90, 109, 121, 115, 113, 111, 100, 103, 133, 98, 104, 105, 120, 108, 102, 101, 135, 104, 113, 127, 134, 100, 90, 108, 106, 90, 135, 91, 98, 132, 103, 104, 106, 116, 21, 139, 95, 131, 110, 94, 96, 113, 110, 138, 104, 101, 70, 111, 108, 111, 100, 91, 113, 98, 113, 103, 149, 87, 94, 94, 115, 109, 105, 91, 114, 102, 97, 124, 73, 123, 102, 106, 103, 120, 108, 94, 105, 100, 121, 107, 130, 109, 98, 108, 93, 113, 100, 102, 103, 66, 95, 105, 106, 105, 102, 127, 110, 103, 128, 107, 124, 102, 110, 105, 104, 115, 139, 121, 89, 96, 144, 114, 106, 102, 100, 84, 107, 86, 103, 109, 110, 109, 109, 97, 110, 149, 111, 106, 122, 103, 106, 104, 100, 114, 126, 100, 105, 129, 97, 108, 120, 120, 107, 104, 103, 97, 105, 138, 101, 92, 88, 103, 121, 122, 114, 85, 88, 95, 108, 99, 111, 123, 106, 111, 124, 149, 101, 118, 102, 105, 109, 105, 154, 155, 117, 99, 97, 98, 122, 108, 115, 95, 98, 122, 89, 106, 93, 114, 82, 85, 118, 100, 107, 109, 104, 94, 82, 113, 79, 102, 101, 84, 111, 98, 115, 101, 103, 119, 95, 100, 104, 96, 97, 105, 99, 112, 103, 105, 100, 111, 72, 101, 113, 111, 99, 83, 118, 103, 106, 106, 105, 93, 106, 113, 104, 130, 105, 110, 112, 133, 80, 103, 108, 106, 110, 112, 112, 81, 82, 121, 92, 89, 91, 114, 107, 97, 100, 100, 104, 140, 96, 95, 105, 145, 82, 100, 131, 118, 88, 139, 109, 94, 93, 103, 101, 107, 104, 111, 92, 113, 112, 100, 105, 108, 97, 99, 143, 110, 79, 97, 88, 83, 118, 106, 85, 111, 107, 109, 104, 109, 93, 107, 94, 107, 76, 110, 92, 104, 120, 91, 97, 114, 100, 107, 96, 100, 108, 104, 115, 92, 116, 113, 111, 101, 102, 100, 112, 147, 114, 114, 112, 106, 114, 113, 97, 105, 108, 110, 94, 110, 108, 107, 120, 109, 111, 114, 107, 91, 104, 122, 175, 86, 116, 104, 111, 78, 104, 99, 100, 109, 103, 108, 109, 100, 109, 110, 103, 109, 103, 109, 122, 120, 113, 119, 124, 90, 90, 106, 111, 97, 113, 97, 102, 88, 106, 143, 102, 110, 98, 105, 100, 123, 98, 95, 75, 113, 109, 90, 95, 103, 111, 98, 107, 103, 89, 103, 114, 111, 110, 130, 106, 109, 100, 110, 99, 149, 102, 102, 102, 97, 108, 106, 111, 109, 85, 63, 104, 99, 108, 120, 112, 146, 107, 105, 92, 110, 108, 99, 108, 135, 96, 130, 108, 125, 91, 104, 104, 94, 108, 90, 117, 111, 99, 110, 88, 111, 103, 98, 110, 102, 112, 104, 109, 116, 107, 98, 116, 122, 108, 108, 124, 100, 91, 103, 94, 101, 100, 110, 109, 125, 110, 116, 97, 97, 106, 98, 113, 109, 114, 111, 110, 123, 112, 119, 125, 115, 108, 98, 100, 91, 99, 113, 117, 96, 104, 114, 118, 98, 122, 113, 105, 117, 105, 122, 119, 110, 119, 101, 97, 91, 114, 102, 105, 109, 119, 111, 100, 110, 123, 108, 124, 100, 109, 106, 88, 107, 99, 101, 119, 97, 92, 119, 104, 127, 108, 115, 124, 107, 97, 94, 109, 119, 117, 118, 106, 98, 106, 106, 109, 110, 102, 111, 114, 105, 92, 99, 103, 107, 98, 97, 103, 109, 118, 109, 113, 86, 119, 109, 107, 109, 119, 109, 103, 99, 110, 110, 107, 98, 106, 104, 107, 117, 107, 107, 103, 105, 110, 111, 105, 134, 103, 102, 127, 108, 111, 108, 105, 95, 102, 99, 104, 114, 102, 115, 111, 111, 105, 102, 111, 99, 98, 101, 88, 118, 107, 99, 101, 104, 114, 100, 113, 111, 109, 101, 111, 104, 111, 105, 102, 112, 101, 105, 105, 105, 117, 102, 111, 89, 110, 104, 108, 105, 113, 108, 107, 104, 106, 99, 104, 114, 116, 93, 84, 110, 112, 110, 113, 106, 109, 109, 87, 112, 114, 109, 111, 115, 110, 111, 101, 111, 101, 97, 115, 106, 111, 112, 103, 112, 95, 104, 105, 112, 115, 114, 121, 142, 104, 106, 108, 99, 92, 95, 108, 106, 114, 112, 107, 96, 98, 115, 100, 86, 101, 108, 109, 104, 93, 105, 109, 110, 96, 99, 116, 103, 104, 111, 99, 117, 114, 120, 109, 95, 102, 96, 112, 113, 95, 106, 112, 96, 107, 105, 104, 101, 108, 122, 112, 107, 98, 112, 112, 113, 119, 104, 93, 109, 112, 96, 97, 131, 105, 116, 119, 116, 96, 120, 108, 99, 116, 111, 116, 105, 95, 124, 106, 108, 106, 99, 108, 129, 104, 95, 110, 101, 123, 111, 99, 116, 107, 107, 110, 113, 109, 99, 99, 95, 108, 103, 116, 107, 109, 110, 105, 112, 113, 116, 96, 112, 103, 108, 106, 107, 98, 114, 105, 106, 115, 107, 66, 101, 111, 106, 103, 107, 101, 108, 105, 94, 103, 99, 114, 99, 113, 108, 108, 106, 107, 98, 106, 103, 113, 115, 126, 104, 115, 102, 94, 100, 99, 115, 111, 108, 87, 110, 101, 92, 106, 112, 119, 97, 112, 103, 105, 110, 108, 112, 111, 107, 99, 94, 96, 112, 97, 109, 113, 109, 117, 113, 111, 106, 105, 109, 103, 114, 117, 105, 93, 104, 100, 106, 120, 104, 103, 97, 102, 98, 111, 105, 105, 120, 98, 110, 99, 104, 104, 95, 103, 113, 111, 92, 99, 93, 106, 107, 134, 112, 95, 118, 108, 114, 111, 116, 107, 110, 120, 97, 104, 193, 104, 116, 96, 93, 113, 112, 110, 99, 132, 108, 109, 101, 110, 117, 112, 96, 106, 103, 109, 118, 84, 139, 112, 110, 104, 101, 112, 91, 103, 109, 97, 96, 115, 107, 107, 125, 98, 107, 65, 98, 115, 101, 104, 105, 102, 107, 108, 116, 100, 88, 99, 129, 110, 100, 114, 102, 89, 91, 100, 107, 101, 93, 108, 118, 108, 147, 90, 102, 112, 120, 114, 106, 109, 108, 102, 116, 100, 118, 117, 131, 113, 108, 98, 98, 102, 107, 118, 94, 95, 116, 114, 97, 103, 87, 116, 108, 119, 123, 116, 99, 114, 94, 107, 96, 137, 109, 104, 106, 147, 105, 84, 118, 105, 109, 111, 105, 105, 103, 96, 117, 113, 92, 128, 96, 86, 110, 104, 126, 109, 112, 134, 119, 112, 104, 133, 117, 119, 120, 109, 113, 108, 102, 109, 111, 86, 113, 99, 99, 109, 97, 118, 101, 114, 98, 104, 107, 108, 111, 134, 93, 128, 109, 98, 104, 142, 109, 99, 131, 119, 102, 111, 98, 102, 107, 111, 116, 119, 109, 104, 108, 91, 115, 105, 90, 93, 98, 114, 116, 102, 104, 103, 99, 100, 106, 113, 121, 132, 141, 115, 104, 102, 97, 101, 105, 88, 106, 100, 110, 109, 86, 96, 110, 109, 104, 123, 127, 143, 108, 108, 104, 102, 99, 106, 107, 80, 102, 107, 103, 133, 110, 103, 96, 104, 123, 168, 100, 121, 110, 118, 114, 100, 91, 106, 129, 123, 88, 71, 104, 153, 111, 119, 94, 101, 97, 81, 129, 115, 112, 106, 97, 124, 98, 100, 122, 95, 100, 106, 102, 98, 107, 110, 146, 97, 101, 112, 112, 103, 101, 126, 137, 104, 83, 100, 103, 100, 101, 99, 100, 124, 108, 102, 94, 101, 125, 94, 82, 87, 105, 112, 100, 111, 101, 107, 107, 93, 95, 109, 97, 92, 105, 100, 95, 107, 128, 83, 129, 120, 98, 85, 111, 96, 107, 107, 86, 106, 111, 110, 79, 95, 135, 113, 101, 94, 114, 104, 105, 106, 103, 128, 109, 124, 88, 98, 135, 104, 91, 151, 107, 93, 141, 107, 94, 119, 132, 116, 149, 106, 93, 102, 105, 97, 93, 96, 86, 96, 106, 99, 95, 109, 106, 95, 121, 104, 99, 116, 104, 117, 96, 84, 89, 100, 103, 142, 110, 87, 101, 103, 98, 108, 106, 106, 107, 94, 105, 105, 110, 96, 142, 118, 80, 95, 130, 136, 82, 96, 107, 102, 105, 97, 109, 99, 120, 88, 90, 99, 97, 108, 100, 111, 104, 98, 90, 106, 108, 120, 115, 109, 108, 113, 102, 89, 92, 134, 108, 76, 103, 82, 100, 101, 100, 113, 123, 116, 118, 108, 108, 114, 88, 110, 135, 109, 99, 101, 101, 94, 114, 97, 103, 113, 114, 114, 112, 107, 101, 112, 96, 110, 104, 124, 105, 91, 93, 98, 115, 119, 98, 78, 102, 102, 101, 90, 102, 103, 111, 93, 105, 93, 115, 112, 97, 101, 120, 126, 102, 98, 100, 105, 95, 108, 128, 98, 101, 124, 114, 117, 118, 106, 101, 98, 116, 92, 153, 97, 111, 102, 94, 108, 110, 107, 119, 122, 101, 107, 109, 158, 125, 112, 115, 100, 102, 111, 112, 169, 114, 133, 112, 99, 107, 107, 105, 93, 104, 104, 97, 108, 125, 91, 119, 99, 111, 126, 109, 113, 96, 113, 102, 114, 100, 120, 110, 106, 98, 101, 113, 107, 97, 115, 108, 107, 106, 97, 119, 112, 109, 109, 119, 124, 107, 98, 98, 105, 102, 110, 110, 114, 105, 107, 117, 114, 117, 123, 116, 109, 103, 101, 89, 96, 99, 117, 97, 106, 106, 120, 97, 95, 99, 107, 115, 107, 120, 118, 114, 117, 103, 106, 91, 128, 103, 104, 108, 118, 110, 99, 101, 111, 107, 121, 115, 111, 106, 98, 103, 110, 103, 121, 99, 95, 116, 102, 115, 108, 117, 126, 129, 93, 125, 108, 105, 106, 120, 104, 112, 106, 105, 98, 110, 103, 108, 109, 102, 91, 100, 110, 108, 117, 99, 109, 106, 117, 108, 112, 91, 117, 107, 105, 108, 112, 116, 103, 129, 107, 106, 106, 98, 107, 110, 131, 105, 109, 110, 103, 104, 95, 109, 106, 97, 103, 101, 93, 106, 110, 109, 106, 115, 109, 99, 106, 114, 130, 114, 109, 111, 107, 106, 115, 110, 100, 108, 119, 115, 106, 99, 102, 106, 114, 96, 115, 109, 104, 101, 111, 104, 109, 103, 101, 111, 101, 104, 106, 107, 113, 104, 111, 91, 109, 105, 95, 105, 107, 111, 109, 97, 106, 96, 105, 95, 101, 93, 95, 109, 107, 115, 111, 106, 99, 108, 102, 113, 121, 112, 112, 105, 122, 111, 102, 111, 100, 110, 108, 107, 91, 88, 116, 108, 97, 102, 101, 110, 108, 103, 108, 119, 103, 109, 105, 105, 95, 101, 113, 107, 117, 109, 103, 98, 98, 114, 102, 112, 100, 102, 102, 105, 130, 105, 108, 108, 97, 101, 111, 107, 105, 109, 99, 106, 109, 119, 105, 120, 104, 99, 107, 112, 96, 104, 105, 97, 109, 113, 104, 102, 109, 116, 110, 111, 99, 111, 110, 106, 103, 106, 112, 107, 109, 90, 122, 114, 107, 114, 118, 110, 96, 119, 106, 100, 107, 108, 116, 131, 93, 103, 105, 97, 107, 102, 113, 100, 105, 116, 111, 102, 89, 111, 101, 106, 102, 105, 99, 112, 110, 103, 101, 96, 107, 100, 121, 106, 106, 105, 104, 91, 109, 114, 111, 111, 103, 107, 105, 116, 90, 108, 97, 108, 101, 109, 113, 101, 112, 108, 103, 106, 102, 109, 105, 117, 105, 101, 114, 96, 113, 111, 108, 109, 109, 101, 105, 104, 126, 113, 123, 104, 120, 102, 97, 102, 100, 113, 108, 109, 88, 101, 118, 100, 116, 110, 117, 102, 112, 112, 98, 91, 108, 109, 109, 104, 100, 95, 96, 109, 98, 109, 113, 107, 114, 112, 110, 106, 110, 107, 116, 104, 113, 110, 107, 102, 102, 112, 115, 106, 104, 98, 102, 99, 109, 104, 106, 107, 130, 108, 96, 103, 102, 97, 111, 108, 105, 94, 99, 94, 109, 107, 103, 114, 97, 110, 107, 112, 105, 115, 105, 108, 88, 105, 102, 211, 106, 115, 98, 97, 107, 112, 110, 118, 105, 104, 108, 108, 106, 117, 108, 130, 106, 103, 107, 114, 80, 104, 105, 121, 104, 106, 112, 114, 95, 108, 95, 96, 118, 119, 106]) # parameters +i72 = Internal("op72", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i73 = Parameter("op73", "TENSOR_INT32", "{512}, 0.000229732482694, 0", [-8724, -7778, 3602, -5385, 9757, 1571, 5128, 5593, 6144, 5765, -1400, 6352, -5574, -7150, -5543, -4901, 8204, -10049, -1065, -7468, 11801, 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158, 156, 151, 154, 154, 161, 160, 161, 155, 161, 151, 157, 170, 164, 156, 159, 165, 151, 157, 163, 157, 160, 162, 159, 163, 160, 157, 155, 165, 150, 172, 125, 159, 167, 154, 164, 157, 161, 159, 168, 165, 152, 162, 164, 142, 154, 164, 162, 157, 171, 153, 156, 158, 152, 160, 155, 160, 160, 159, 160, 155, 165, 155, 153, 161, 161, 165, 167, 159, 158, 147, 164, 156, 165, 157, 168, 176, 169, 159, 155, 157, 161, 164, 159, 150, 153, 153, 161, 159, 170, 153, 159, 157, 165, 162, 160, 160, 160, 160, 158, 157, 156, 156, 158, 158, 155, 159, 176, 162, 154, 158, 137, 162, 190, 163, 169, 164, 154, 160, 154, 162, 140, 166, 158, 136, 164, 153, 147, 161, 158, 161, 173, 155, 163, 195, 157, 162, 159, 158, 166, 161, 158, 159, 169, 153, 160, 162, 158, 167, 156, 155, 155, 158, 163, 153, 163, 168, 161, 158, 158, 163, 159, 162, 158, 163, 172, 162, 163, 162, 161, 164, 157, 161, 159, 158, 158, 161, 159, 158, 164, 170, 167, 159, 156, 171, 164, 163, 158, 160, 165, 153]) # parameters +i75 = Internal("op75", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i76 = Parameter("op76", "TENSOR_INT32", "{512}, 0.000396122573875, 0", [-8479, -155, 11608, -2458, -2250, 3044, 3977, 4855, -3856, -5367, -1644, 7265, -1950, -3111, -4913, -1482, -1486, 978, 3582, 3887, -6453, -2470, 3345, -4158, 5835, 3560, 2549, -2600, -1940, 266, -567, 5359, -3347, 5558, 2029, 3921, 5215, 3025, -1615, 102, 3858, 6653, -2858, -1730, -1087, 5062, 1052, -299, 5044, -3934, 4063, 3088, -6040, 717, 5949, 6378, -1194, 5709, 75, -1205, -1460, -264, -5829, 3679, 6647, 2240, 5713, -1337, -2175, -2752, 8586, -1550, -4258, -3778, 3633, -1029, 556, -1214, -5447, -5487, 5284, 6770, 3308, 3096, -1575, -2747, 4871, 884, 5398, 4935, 231, -1612, -6543, 6353, 6411, -6364, -201, -2122, -2004, 3710, -2986, -2016, -2259, -933, 5367, -339, -886, 3327, 14295, 3076, 5733, 3889, 5147, -985, 10917, 5678, 4298, 1294, 3875, -1284, -2148, -1466, -3996, 2993, -2964, 3693, 5099, -406, 7315, 3654, 9654, -1077, 829, -3493, -5970, -605, 4949, 5971, 5707, -2364, 4284, -1188, 3850, 5937, 2720, 8587, 3980, 6813, 7638, 3935, 4789, -8064, -1579, 4672, -2225, 781, 6470, -3627, -543, 4431, 9024, 3807, -2522, 4096, 1102, -3183, 9254, 5615, 8757, 4787, -128, 5317, -1904, -2535, -302, -2241, 1622, 3869, -6468, 2016, -1618, -2332, -5187, -230, -3998, 6458, 3903, 4129, 5301, 12468, -782, 7409, -705, -3791, -1631, -2731, 4767, 6324, 6746, 4246, 4744, 7140, 1597, -1969, -6537, -1359, -504, 398, 3733, -2357, -516, 4124, 4745, -3489, 4154, 4780, 4588, -1697, 3876, 1908, 5912, -4167, 3829, -999, -80, -6562, 15736, 7352, -29, 9854, -677, -50, 15826, -1972, 2924, 4579, -10103, 4903, 3587, 5217, 3994, 4679, 4650, -1820, 432, -3026, 3362, -3376, 10626, -1476, -2404, 6563, 5721, -1936, 3509, 5221, 6899, 7501, 3928, -552, -7163, -7441, -2939, -945, 10156, -3352, 3804, 3431, 2851, 3604, -1825, -3603, 5615, 6795, -2058, 3289, 3420, 5861, 3270, 4028, 2549, -964, -2602, 1247, 5559, 5002, 3435, 543, -4442, 5583, 4872, 7151, 4377, 4410, -844, 5375, -957, 5890, -621, -313, 1289, 750, 945, 5084, -2914, 4641, -992, 3269, -2032, 132, 5724, 123, 4044, -1537, 4195, -1650, 3734, 9663, 5687, 8850, 1581, -1946, 5127, 3651, -4002, -497, -5026, 1466, -1153, -1183, 5432, -649, -8948, 4266, -1017, -1179, 4479, 45, 4066, -2254, 5609, 5726, 13045, 6018, 6281, 4681, -1547, 1169, -3227, -1542, 5964, 2669, 1208, 4710, -508, -3483, 2681, 4381, 2457, 3564, -778, -1460, 3689, 3281, 596, 4746, 1847, 9955, -1017, 6163, -1736, 3780, 2559, -234, 4047, -265, -920, 860, 3427, 4728, -1409, -950, -5040, -2623, -2261, 3159, 4478, -3951, 7484, -1248, 2436, -4901, -2672, 5248, 5730, 7760, 9232, 4805, 3348, -787, 8691, 6410, -1213, -2339, 1081, -3089, -761, -354, -1815, -775, -2310, -3415, 622, -665, -5640, -1858, -616, -1949, 5385, 3026, 8023, 4657, -1528, 4145, -890, -2765, 6168, 3809, -1156, -877, -995, -2336, 2590, -5893, -69, 6382, -3156, -19, 6887, 1783, 4670, -7374, -1851, -2257, 8090, -4856, 6253, -2493, -3278, -1536, 3759, -1758, -1354, 970, 3711, -2009, 6858, 5465, 8384, -6167, -8303, 3432, 2034, 132, -915, 10668, 9122, -2651, 3437, 3646, 3977, 3457, -1251, -272, 4728, -1021, -1037, -5393, -198, -4374, 3572, 2338, 3276, -6031, -5252, -1170, -1178, -2096, -1822, 1366, 5964, -2077, 7373, -4051, 5743, 7732, -5841, 2883, 7882, -155, -1130, 5697, 4918, 204, -1854, -4629, 4240, -905, 5480, -357, 10978, -2732]) # parameters +i77 = Parameter("op77", "TENSOR_QUANT8_ASYMM", "{1, 3, 3, 512}, 0.0168358776718, 132", [140, 158, 104, 137, 131, 113, 139, 144, 128, 142, 134, 127, 133, 137, 155, 132, 128, 127, 119, 129, 138, 155, 124, 137, 117, 125, 128, 137, 145, 143, 146, 113, 129, 112, 126, 117, 129, 116, 127, 102, 118, 121, 133, 132, 91, 129, 128, 143, 132, 134, 122, 115, 136, 141, 140, 113, 135, 161, 110, 134, 135, 136, 113, 123, 154, 144, 139, 147, 183, 168, 127, 120, 147, 143, 120, 116, 132, 139, 131, 133, 117, 119, 123, 122, 142, 144, 119, 108, 123, 126, 129, 136, 143, 116, 119, 122, 140, 189, 136, 127, 138, 160, 132, 138, 138, 141, 118, 129, 130, 134, 126, 127, 127, 139, 135, 116, 108, 154, 125, 147, 120, 128, 134, 157, 139, 127, 121, 147, 137, 165, 133, 166, 185, 152, 157, 184, 115, 146, 108, 135, 131, 127, 141, 112, 140, 129, 112, 117, 132, 129, 106, 131, 133, 123, 129, 130, 124, 124, 128, 123, 136, 122, 142, 116, 133, 131, 131, 120, 135, 162, 114, 143, 134, 149, 152, 141, 125, 135, 134, 131, 147, 134, 169, 164, 149, 123, 121, 110, 121, 127, 130, 134, 137, 139, 136, 65, 133, 115, 133, 159, 123, 130, 152, 170, 154, 111, 139, 133, 116, 138, 164, 158, 127, 133, 134, 119, 148, 105, 129, 129, 125, 152, 130, 147, 131, 148, 122, 131, 135, 139, 155, 193, 127, 134, 121, 129, 150, 131, 157, 139, 101, 120, 133, 148, 119, 133, 131, 150, 133, 152, 139, 131, 117, 161, 118, 126, 129, 121, 125, 135, 140, 134, 138, 145, 135, 143, 136, 106, 127, 130, 135, 147, 133, 103, 133, 90, 116, 124, 124, 140, 130, 143, 133, 151, 129, 142, 119, 165, 127, 109, 112, 132, 124, 137, 108, 154, 176, 101, 134, 126, 181, 132, 145, 167, 154, 112, 136, 120, 134, 108, 123, 140, 127, 149, 127, 152, 132, 138, 132, 126, 161, 142, 145, 119, 142, 126, 140, 142, 93, 124, 158, 148, 152, 103, 148, 133, 125, 130, 129, 137, 120, 104, 125, 136, 130, 118, 182, 148, 170, 137, 120, 129, 156, 125, 149, 135, 180, 141, 130, 129, 134, 180, 144, 130, 150, 114, 90, 128, 134, 128, 133, 130, 111, 135, 109, 129, 119, 144, 115, 126, 139, 131, 140, 125, 151, 118, 115, 137, 129, 133, 183, 149, 136, 134, 107, 133, 136, 123, 117, 131, 133, 103, 127, 150, 171, 164, 133, 132, 137, 153, 147, 139, 130, 131, 157, 130, 137, 126, 131, 119, 132, 145, 145, 126, 132, 131, 118, 127, 97, 141, 136, 126, 129, 130, 143, 132, 136, 139, 134, 154, 122, 145, 112, 68, 114, 149, 117, 139, 136, 137, 127, 131, 137, 140, 124, 140, 121, 120, 131, 144, 149, 123, 128, 132, 130, 131, 125, 146, 127, 113, 129, 115, 139, 131, 152, 139, 120, 133, 160, 133, 94, 138, 130, 136, 138, 135, 155, 95, 124, 111, 119, 139, 117, 128, 126, 135, 140, 138, 129, 128, 134, 118, 114, 170, 136, 112, 120, 135, 123, 129, 124, 137, 148, 117, 102, 126, 122, 116, 151, 148, 146, 167, 161, 120, 142, 137, 179, 130, 129, 120, 113, 125, 153, 179, 142, 149, 109, 120, 121, 137, 162, 206, 161, 130, 124, 127, 115, 124, 112, 120, 125, 112, 106, 87, 131, 94, 143, 127, 114, 144, 139, 132, 126, 118, 130, 125, 150, 113, 148, 105, 118, 105, 156, 130, 203, 114, 128, 182, 125, 178, 140, 151, 132, 128, 141, 169, 124, 136, 136, 100, 140, 151, 117, 131, 123, 94, 115, 120, 131, 93, 138, 117, 117, 136, 148, 108, 139, 182, 148, 102, 137, 119, 137, 127, 155, 165, 133, 132, 129, 127, 107, 115, 129, 119, 140, 143, 102, 127, 117, 163, 118, 157, 131, 137, 158, 189, 144, 117, 120, 138, 136, 131, 136, 159, 155, 132, 142, 129, 125, 110, 120, 133, 148, 128, 150, 115, 137, 110, 131, 79, 119, 109, 113, 158, 119, 117, 111, 199, 120, 154, 147, 125, 134, 129, 123, 107, 130, 137, 123, 118, 110, 184, 81, 142, 126, 141, 164, 143, 122, 140, 163, 126, 139, 159, 164, 130, 146, 126, 120, 104, 122, 119, 121, 111, 169, 158, 140, 171, 108, 110, 141, 126, 100, 107, 154, 154, 130, 116, 137, 131, 114, 139, 145, 130, 128, 137, 129, 135, 160, 181, 121, 125, 140, 133, 92, 166, 132, 185, 106, 112, 104, 145, 154, 175, 97, 148, 121, 119, 118, 126, 128, 159, 121, 121, 134, 183, 112, 149, 113, 153, 101, 156, 156, 130, 103, 176, 120, 137, 128, 108, 129, 195, 185, 122, 141, 139, 108, 149, 157, 68, 133, 133, 137, 146, 135, 101, 175, 120, 117, 135, 121, 129, 134, 169, 125, 123, 135, 153, 119, 108, 162, 129, 107, 122, 122, 124, 107, 165, 130, 98, 142, 123, 167, 130, 174, 137, 133, 144, 150, 116, 149, 118, 115, 133, 114, 113, 117, 182, 127, 141, 142, 108, 104, 131, 140, 116, 126, 111, 127, 172, 186, 151, 116, 118, 144, 140, 134, 140, 125, 151, 147, 138, 111, 128, 133, 132, 138, 104, 164, 125, 213, 131, 103, 117, 144, 94, 149, 141, 123, 112, 151, 114, 133, 195, 127, 187, 146, 200, 118, 118, 127, 142, 121, 89, 114, 140, 123, 141, 162, 137, 108, 131, 126, 124, 141, 139, 204, 128, 124, 141, 122, 132, 128, 170, 138, 122, 136, 136, 131, 109, 117, 156, 129, 136, 124, 127, 169, 54, 120, 125, 142, 120, 134, 136, 125, 128, 137, 153, 140, 103, 154, 114, 146, 135, 201, 112, 138, 123, 128, 107, 122, 169, 169, 128, 125, 142, 184, 140, 133, 136, 141, 146, 122, 131, 143, 168, 101, 166, 117, 144, 140, 143, 118, 127, 147, 177, 108, 139, 124, 115, 101, 136, 138, 121, 110, 155, 125, 95, 97, 123, 125, 128, 113, 112, 127, 131, 128, 150, 108, 163, 195, 151, 88, 133, 135, 138, 168, 136, 147, 113, 89, 90, 121, 146, 109, 138, 135, 135, 149, 104, 110, 113, 137, 148, 123, 193, 114, 176, 115, 145, 128, 125, 89, 131, 145, 152, 106, 137, 129, 111, 143, 143, 148, 137, 133, 130, 130, 137, 146, 130, 127, 117, 115, 129, 131, 150, 123, 132, 118, 128, 128, 136, 158, 145, 146, 113, 128, 114, 126, 114, 129, 117, 144, 101, 117, 115, 134, 129, 141, 130, 129, 139, 153, 142, 123, 113, 150, 132, 139, 113, 132, 101, 138, 138, 130, 132, 126, 124, 123, 101, 126, 143, 129, 148, 130, 122, 147, 142, 121, 132, 118, 134, 129, 136, 117, 134, 125, 121, 122, 134, 120, 117, 145, 142, 175, 134, 133, 127, 126, 108, 136, 125, 136, 123, 108, 158, 177, 136, 123, 134, 141, 129, 125, 133, 128, 128, 139, 137, 133, 122, 108, 156, 124, 146, 126, 132, 141, 157, 139, 127, 119, 145, 138, 130, 135, 130, 121, 130, 154, 135, 116, 146, 102, 135, 131, 129, 148, 111, 131, 125, 154, 116, 133, 128, 106, 133, 132, 127, 131, 150, 125, 131, 146, 122, 136, 122, 142, 115, 132, 126, 132, 117, 135, 163, 117, 116, 134, 145, 150, 138, 135, 125, 132, 130, 144, 135, 161, 134, 123, 122, 119, 109, 121, 128, 128, 128, 160, 138, 135, 148, 134, 118, 133, 130, 121, 129, 150, 148, 154, 98, 141, 133, 114, 137, 137, 122, 126, 143, 134, 119, 150, 203, 129, 129, 143, 115, 130, 137, 158, 147, 131, 131, 133, 140, 121, 191, 132, 132, 119, 129, 155, 131, 123, 141, 117, 163, 119, 150, 132, 132, 133, 149, 123, 168, 133, 106, 115, 134, 117, 147, 129, 116, 124, 138, 137, 131, 134, 141, 136, 145, 136, 100, 128, 129, 135, 144, 101, 103, 143, 137, 117, 125, 127, 140, 130, 145, 130, 125, 131, 141, 123, 117, 137, 178, 113, 135, 126, 133, 115, 151, 90, 106, 134, 126, 127, 133, 155, 119, 132, 115, 131, 120, 134, 167, 124, 110, 128, 140, 127, 147, 129, 138, 129, 129, 165, 138, 124, 123, 154, 98, 138, 144, 170, 120, 124, 120, 145, 167, 150, 131, 126, 175, 129, 136, 120, 137, 128, 134, 130, 118, 171, 99, 163, 136, 117, 130, 165, 121, 134, 144, 123, 141, 132, 129, 134, 176, 128, 132, 131, 118, 152, 127, 138, 128, 135, 133, 111, 134, 120, 131, 157, 137, 118, 129, 137, 134, 139, 128, 149, 120, 115, 134, 131, 133, 89, 154, 135, 134, 146, 131, 138, 122, 120, 179, 134, 148, 141, 136, 136, 155, 132, 132, 132, 157, 142, 142, 130, 140, 142, 129, 137, 124, 135, 117, 130, 101, 149, 126, 132, 136, 120, 129, 129, 138, 140, 128, 129, 134, 146, 135, 132, 138, 131, 169, 123, 142, 140, 135, 114, 147, 120, 136, 134, 139, 138, 131, 137, 137, 126, 139, 124, 118, 128, 142, 154, 122, 127, 134, 98, 126, 131, 141, 128, 113, 131, 116, 139, 130, 127, 139, 115, 136, 156, 134, 170, 129, 130, 152, 139, 137, 115, 130, 126, 111, 121, 138, 110, 123, 152, 114, 134, 138, 131, 129, 133, 118, 116, 165, 133, 127, 119, 134, 124, 128, 126, 137, 146, 197, 114, 137, 156, 119, 146, 135, 149, 128, 155, 118, 144, 132, 175, 127, 133, 170, 109, 124, 116, 145, 114, 129, 122, 127, 127, 131, 123, 109, 139, 134, 138, 113, 131, 131, 128, 117, 125, 126, 108, 127, 133, 127, 164, 128, 114, 152, 118, 154, 117, 119, 144, 125, 154, 134, 144, 122, 110, 150, 147, 129, 201, 117, 157, 95, 174, 144, 158, 166, 136, 142, 146, 152, 126, 162, 107, 152, 139, 143, 139, 106, 126, 127, 182, 138, 119, 162, 113, 121, 128, 135, 142, 126, 113, 127, 138, 190, 133, 123, 116, 170, 117, 138, 174, 134, 71, 121, 85, 139, 118, 122, 107, 127, 121, 114, 121, 126, 124, 150, 146, 154, 132, 148, 136, 127, 121, 132, 150, 146, 136, 185, 136, 147, 152, 184, 130, 129, 100, 136, 127, 126, 144, 127, 146, 114, 100, 159, 156, 143, 108, 140, 126, 117, 150, 139, 121, 137, 131, 109, 136, 131, 113, 109, 133, 97, 128, 117, 141, 137, 117, 150, 148, 144, 130, 137, 123, 142, 146, 121, 135, 139, 156, 178, 141, 125, 115, 108, 134, 114, 141, 101, 118, 137, 150, 173, 124, 116, 146, 159, 126, 107, 141, 165, 128, 141, 153, 129, 108, 139, 185, 138, 126, 163, 123, 110, 137, 131, 121, 130, 109, 110, 124, 129, 129, 154, 122, 135, 126, 144, 172, 178, 109, 142, 120, 131, 171, 114, 151, 132, 119, 93, 161, 143, 141, 149, 121, 143, 113, 90, 142, 143, 127, 174, 120, 118, 130, 113, 125, 135, 130, 123, 139, 140, 120, 145, 137, 114, 130, 120, 134, 142, 137, 132, 178, 110, 110, 133, 122, 107, 127, 147, 127, 178, 112, 134, 114, 182, 166, 104, 126, 137, 122, 88, 126, 129, 171, 112, 122, 127, 140, 135, 121, 183, 185, 119, 150, 135, 135, 80, 117, 158, 127, 188, 120, 150, 117, 139, 142, 119, 158, 135, 156, 121, 122, 121, 148, 130, 170, 158, 168, 179, 179, 88, 142, 134, 118, 116, 123, 148, 121, 110, 125, 152, 147, 121, 160, 177, 166, 133, 135, 119, 122, 139, 144, 147, 156, 143, 123, 117, 133, 144, 189, 121, 169, 118, 94, 111, 131, 122, 131, 140, 119, 137, 117, 134, 109, 160, 112, 124, 122, 124, 132, 141, 115, 125, 121, 142, 113, 134, 124, 148, 132, 125, 95, 109, 135, 117, 116, 136, 130, 89, 116, 145, 155, 153, 135, 128, 138, 171, 142, 136, 131, 129, 138, 135, 135, 122, 154, 116, 127, 148, 130, 131, 132, 177, 124, 145, 181, 135, 166, 105, 122, 144, 129, 154, 132, 133, 140, 127, 124, 133, 139, 169, 120, 151, 133, 142, 135, 150, 127, 137, 136, 122, 113, 132, 108, 120, 118, 134, 130, 121, 142, 135, 115, 107, 109, 175, 125, 130, 120, 112, 132, 132, 172, 134, 117, 139, 162, 117, 167, 185, 123, 147, 127, 150, 97, 126, 117, 108, 120, 142, 114, 144, 117, 143, 151, 115, 140, 132, 141, 110, 115, 107, 133, 114, 119, 138, 122, 143, 116, 153, 212, 41, 102, 182, 155, 117, 86, 73, 168, 145, 188, 88, 185, 197, 188, 197, 159, 135, 104, 179, 200, 76, 194, 186, 104, 108, 202, 193, 145, 114, 199, 138, 202, 149, 180, 132, 99, 132, 156, 96, 110, 120, 192, 227, 168, 107, 221, 170, 103, 184, 119, 123, 148, 111, 33, 127, 195, 67, 98, 151, 206, 196, 170, 110, 91, 206, 139, 174, 159, 102, 69, 203, 177, 156, 134, 173, 198, 202, 200, 208, 84, 160, 121, 159, 162, 200, 117, 178, 106, 93, 124, 196, 176, 115, 131, 181, 187, 144, 193, 107, 205, 167, 141, 164, 124, 82, 140, 194, 87, 87, 116, 185, 135, 195, 35, 124, 120, 83, 119, 197, 203, 182, 194, 79, 186, 182, 128, 169, 129, 84, 82, 167, 143, 170, 189, 173, 131, 79, 122, 187, 174, 183, 122, 161, 148, 189, 135, 117, 60, 86, 130, 202, 116, 108, 142, 50, 115, 184, 193, 108, 68, 118, 158, 117, 121, 157, 59, 120, 77, 80, 141, 108, 176, 186, 178, 179, 121, 137, 171, 131, 156, 180, 60, 163, 176, 117, 119, 103, 127, 46, 167, 94, 174, 186, 158, 177, 206, 109, 109, 122, 146, 217, 171, 45, 149, 245, 177, 192, 114, 162, 152, 117, 110, 157, 107, 111, 95, 230, 204, 187, 100, 199, 113, 205, 128, 204, 12, 92, 202, 66, 190, 0, 44, 181, 123, 109, 162, 103, 118, 133, 124, 140, 135, 85, 146, 197, 114, 196, 97, 56, 198, 135, 129, 161, 123, 114, 99, 181, 110, 119, 134, 246, 205, 191, 46, 173, 146, 178, 187, 110, 190, 194, 129, 118, 255, 96, 123, 133, 115, 102, 196, 108, 200, 117, 151, 123, 121, 137, 190, 142, 147, 67, 113, 94, 103, 114, 119, 118, 195, 154, 122, 187, 124, 90, 141, 107, 195, 132, 193, 139, 122, 169, 102, 134, 120, 201, 118, 57, 144, 72, 174, 182, 115, 119, 158, 128, 119, 134, 163, 210, 101, 129, 138, 105, 204, 185, 113, 116, 144, 182, 110, 155, 13, 68, 72, 113, 204, 117, 205, 144, 87, 211, 118, 132, 196, 153, 110, 99, 185, 109, 186, 75, 105, 71, 136, 114, 135, 79, 193, 158, 188, 81, 114, 180, 128, 193, 191, 127, 114, 122, 147, 147, 204, 200, 138, 113, 128, 206, 95, 188, 76, 177, 193, 110, 137, 105, 79, 127, 112, 141, 61, 128, 149, 133, 142, 179, 163, 192, 125, 177, 166, 195, 137, 178, 175, 195, 178, 218, 62, 128, 97, 143, 115, 126, 197, 217, 97, 103, 178, 185, 198, 249, 195, 165, 131, 90, 211, 178, 51, 121, 113, 204, 190, 165, 106, 177, 117, 188, 192, 193, 119, 198, 183, 122, 112, 180, 93, 121, 77, 198, 134, 120, 96, 183, 190, 60, 115, 183, 186, 131, 108, 116, 164, 188, 97, 182, 235, 165, 77, 165, 61, 124, 201, 173, 157, 181, 196, 108, 202, 103, 102, 181, 108, 189, 101, 133, 181, 160, 76, 182, 183, 124, 117, 135, 196, 162, 110, 186, 138, 169, 89, 160, 153, 190, 110, 140, 158, 120, 147, 136, 141, 127, 160, 124, 142, 132, 173, 130, 132, 113, 103, 125, 155, 160, 114, 129, 121, 127, 126, 134, 156, 116, 144, 133, 137, 113, 130, 131, 127, 120, 175, 124, 109, 126, 140, 132, 123, 126, 119, 151, 161, 149, 119, 115, 159, 140, 152, 134, 145, 140, 125, 151, 149, 130, 196, 117, 111, 157, 93, 142, 132, 129, 135, 142, 145, 152, 124, 121, 191, 153, 145, 141, 139, 139, 124, 129, 122, 144, 120, 151, 151, 150, 176, 134, 148, 105, 131, 109, 136, 94, 134, 122, 116, 164, 174, 136, 103, 131, 195, 125, 84, 180, 117, 125, 149, 131, 118, 116, 121, 125, 127, 153, 145, 151, 135, 140, 138, 124, 122, 134, 149, 101, 136, 116, 115, 149, 153, 119, 130, 128, 96, 134, 129, 126, 127, 127, 91, 110, 163, 149, 159, 140, 112, 146, 127, 118, 151, 69, 123, 134, 140, 108, 134, 129, 110, 107, 130, 180, 127, 117, 137, 144, 123, 121, 144, 147, 131, 134, 171, 110, 145, 120, 135, 137, 145, 111, 151, 128, 115, 113, 134, 118, 141, 102, 181, 143, 144, 133, 123, 117, 145, 117, 128, 108, 146, 114, 127, 63, 155, 131, 110, 140, 108, 127, 128, 138, 123, 112, 136, 178, 120, 132, 171, 131, 124, 141, 139, 155, 125, 133, 125, 140, 111, 182, 102, 146, 120, 131, 162, 114, 123, 131, 129, 185, 107, 131, 132, 148, 121, 142, 100, 171, 137, 117, 120, 122, 121, 155, 130, 119, 125, 134, 129, 118, 146, 139, 121, 144, 134, 118, 132, 123, 135, 141, 117, 129, 177, 137, 115, 132, 125, 110, 128, 146, 129, 107, 138, 133, 116, 91, 115, 163, 126, 137, 124, 92, 133, 130, 96, 112, 124, 125, 115, 131, 139, 106, 128, 113, 108, 135, 138, 175, 116, 79, 129, 127, 121, 136, 117, 134, 118, 119, 161, 133, 116, 117, 172, 140, 150, 129, 79, 162, 107, 89, 131, 187, 142, 135, 121, 132, 123, 145, 117, 133, 124, 148, 140, 118, 167, 98, 160, 132, 141, 123, 128, 139, 124, 129, 119, 142, 126, 119, 136, 151, 124, 123, 123, 118, 167, 105, 134, 125, 132, 143, 116, 137, 135, 133, 172, 124, 112, 130, 117, 183, 135, 145, 125, 124, 123, 145, 116, 136, 124, 146, 138, 124, 152, 113, 141, 117, 120, 198, 129, 159, 173, 137, 110, 150, 130, 130, 132, 167, 138, 138, 133, 135, 141, 136, 136, 126, 155, 118, 129, 91, 131, 130, 132, 170, 123, 145, 108, 140, 153, 101, 125, 139, 129, 104, 129, 135, 137, 123, 125, 134, 130, 101, 119, 151, 132, 144, 139, 149, 137, 138, 137, 120, 117, 132, 120, 120, 118, 136, 174, 121, 143, 133, 173, 114, 106, 157, 130, 133, 120, 113, 135, 134, 111, 134, 131, 136, 153, 120, 121, 118, 124, 138, 122, 145, 129, 134, 138, 109, 126, 143, 119, 145, 164, 104, 150, 119, 138, 133, 141, 113, 115, 111, 132, 120, 118, 133, 118, 146, 106, 153, 146, 173, 103, 135, 134, 118, 128, 134, 151, 131, 132, 127, 127, 144, 152, 136, 144, 175, 113, 127, 115, 128, 122, 137, 118, 136, 130, 139, 130, 116, 124, 125, 130, 118, 136, 129, 129, 113, 171, 152, 122, 127, 146, 125, 142, 133, 131, 141, 133, 154, 124, 120, 143, 132, 143, 132, 139, 80, 201, 157, 134, 134, 134, 125, 147, 123, 133, 130, 142, 157, 138, 137, 140, 140, 116, 147, 129, 137, 136, 147, 142, 125, 124, 134, 85, 139, 120, 191, 123, 138, 132, 138, 132, 122, 100, 127, 131, 110, 138, 127, 125, 134, 130, 133, 145, 176, 105, 129, 134, 137, 118, 130, 110, 134, 141, 118, 117, 122, 127, 167, 134, 137, 143, 134, 140, 130, 118, 151, 124, 160, 133, 120, 132, 132, 156, 139, 107, 129, 118, 140, 125, 145, 127, 131, 144, 132, 129, 139, 134, 143, 112, 140, 162, 128, 145, 127, 125, 153, 133, 127, 134, 122, 157, 115, 157, 129, 134, 128, 138, 139, 154, 139, 141, 137, 138, 135, 122, 120, 135, 141, 149, 134, 149, 133, 129, 129, 122, 109, 118, 132, 137, 130, 130, 137, 136, 156, 126, 127, 119, 148, 120, 130, 135, 162, 151, 124, 130, 133, 117, 136, 165, 161, 131, 143, 130, 127, 133, 122, 126, 130, 127, 120, 157, 127, 134, 126, 130, 139, 131, 138, 112, 157, 128, 138, 123, 141, 136, 121, 149, 133, 113, 128, 141, 134, 211, 127, 130, 132, 112, 85, 138, 126, 129, 132, 119, 121, 130, 131, 128, 127, 147, 143, 128, 127, 144, 141, 113, 146, 127, 117, 134, 141, 127, 119, 141, 145, 112, 112, 124, 125, 127, 132, 131, 154, 102, 121, 113, 163, 150, 132, 114, 138, 131, 137, 149, 124, 132, 122, 131, 148, 136, 134, 130, 128, 158, 115, 138, 118, 133, 115, 127, 137, 136, 147, 127, 121, 122, 134, 145, 129, 123, 139, 145, 120, 153, 130, 146, 117, 161, 135, 146, 161, 183, 135, 132, 135, 122, 131, 105, 135, 118, 124, 128, 137, 141, 116, 174, 138, 141, 147, 154, 128, 129, 139, 118, 145, 140, 153, 132, 127, 134, 126, 137, 141, 144, 143, 114, 123, 133, 123, 134, 136, 116, 134, 108, 132, 137, 140, 124, 116, 148, 135, 134, 129, 147, 130, 120, 143, 124, 133, 97, 131, 135, 123, 126, 124, 134, 137, 120, 130, 132, 131, 134, 155, 138, 153, 142, 134, 147, 161, 139, 144, 146, 143, 138, 140, 133, 135, 129, 116, 125, 139, 125, 120, 131, 130, 124, 148, 187, 140, 131, 130, 132, 135, 119, 143, 131, 138, 134, 119, 124, 142, 138, 156, 129, 137, 131, 140, 138, 134, 147, 146, 134, 126, 125, 141, 135, 116, 138, 137, 129, 127, 148, 129, 124, 117, 119, 85, 128, 113, 128, 123, 137, 130, 150, 131, 124, 126, 136, 136, 163, 137, 129, 142, 148, 139, 111, 195, 127, 142, 124, 139, 130, 150, 126, 134, 136, 130, 140, 134, 135, 132, 122, 112, 131, 114, 130, 136, 122, 143, 111, 130, 146, 184, 106, 144, 132, 115, 100, 122, 136, 162, 151, 127, 127, 146, 169, 133, 175, 143, 108, 124, 128, 106, 85, 151, 120, 135, 123, 130, 132, 106, 114, 119, 135, 108, 151, 112, 144, 117, 198, 181, 114, 143, 133, 112, 107, 129, 116, 140, 140, 154, 119, 116, 128, 127, 134, 134, 140, 122, 154, 153, 137, 127, 187, 116, 137, 103, 127, 115, 118, 142, 126, 144, 131, 124, 126, 151, 96, 88, 141, 150, 166, 116, 122, 152, 178, 149, 123, 207, 129, 147, 117, 127, 129, 122, 137, 182, 126, 174, 132, 121, 146, 104, 116, 116, 133, 216, 132, 132, 118, 122, 112, 134, 131, 126, 129, 119, 115, 114, 126, 159, 143, 139, 149, 111, 140, 139, 118, 164, 88, 150, 141, 120, 120, 126, 123, 114, 125, 143, 128, 135, 108, 160, 98, 149, 136, 111, 131, 145, 153, 158, 110, 144, 214, 124, 176, 168, 120, 162, 134, 120, 142, 130, 175, 114, 135, 145, 125, 117, 152, 128, 176, 138, 128, 136, 95, 133, 120, 104, 157, 175, 137, 119, 117, 121, 139, 120, 117, 113, 124, 109, 158, 119, 113, 135, 154, 132, 120, 120, 105, 126, 125, 100, 114, 119, 153, 143, 134, 130, 113, 137, 104, 131, 128, 131, 128, 115, 114, 115, 125, 132, 141, 156, 182, 137, 136, 144, 120, 153, 136, 132, 118, 132, 122, 136, 123, 163, 124, 124, 129, 71, 123, 134, 124, 108, 131, 131, 119, 121, 126, 116, 130, 136, 125, 120, 119, 134, 136, 131, 120, 109, 143, 116, 122, 120, 116, 143, 92, 137, 119, 118, 135, 137, 133, 100, 191, 139, 116, 116, 122, 120, 121, 119, 129, 122, 126, 107, 111, 110, 127, 122, 155, 143, 127, 131, 178, 115, 127, 138, 121, 173, 130, 137, 125, 131, 165, 120, 132, 118, 135, 117, 123, 135, 132, 112, 118, 108, 113, 130, 130, 120, 132, 140, 137, 128, 170, 150, 183, 97, 108, 152, 140, 124, 160, 126, 128, 133, 122, 127, 109, 140, 119, 128, 126, 160, 132, 125, 142, 113, 112, 167, 176, 128, 131, 153, 133, 151, 133, 167, 125, 121, 131, 112, 128, 133, 128, 125, 118, 121, 140, 107, 145, 85, 116, 136, 119, 130, 128, 138, 115, 119, 190, 142, 133, 155, 131, 120, 111, 145, 128, 138, 126, 149, 135, 120, 141, 122, 145, 180, 121, 110, 133, 142, 123, 134, 107, 157, 158, 136, 171, 136, 151, 137, 150, 175, 133, 122, 124, 125, 171, 121, 117, 144, 137, 126, 133, 206, 121, 149, 127, 114, 131, 126, 128, 143, 87, 136, 118, 129, 139, 130, 121, 132, 133, 134, 104, 155, 145, 116, 143, 163, 158, 133, 129, 130, 105, 147, 115, 122, 132, 137, 155, 124, 154, 120, 147, 122, 103, 160, 122, 135, 114, 120, 141, 129, 152, 119, 118, 155, 109, 170, 137, 135, 110, 132, 142, 135, 137, 160, 197, 187, 123, 142, 134, 155, 133, 137, 141, 183, 147, 140, 140, 119, 111, 96, 135, 182, 126, 135, 117, 137, 127, 131, 147, 179, 106, 133, 137, 118, 129, 134, 130, 132, 133, 124, 128, 143, 147, 135, 144, 125, 117, 128, 146, 142, 123, 138, 117, 135, 129, 138, 144, 117, 123, 127, 131, 116, 135, 129, 130, 111, 71, 155, 121, 125, 142, 127, 136, 133, 130, 141, 148, 154, 124, 117, 145, 177, 141, 131, 139, 163, 124, 154, 129, 133, 148, 126, 136, 136, 131, 133, 126, 131, 140, 135, 140, 140, 117, 144, 131, 138, 134, 145, 139, 128, 125, 133, 158, 143, 124, 178, 140, 140, 128, 136, 147, 106, 131, 113, 127, 162, 135, 129, 141, 135, 130, 132, 121, 166, 140, 129, 128, 134, 119, 132, 140, 133, 142, 118, 115, 119, 124, 164, 135, 139, 143, 134, 141, 131, 116, 149, 121, 134, 133, 131, 134, 147, 155, 135, 112, 129, 118, 140, 127, 143, 119, 132, 123, 129, 132, 142, 135, 144, 112, 135, 161, 126, 142, 155, 126, 154, 122, 125, 134, 121, 152, 120, 155, 175, 131, 127, 142, 140, 151, 114, 140, 137, 140, 137, 167, 104, 135, 140, 149, 137, 138, 129, 146, 129, 124, 107, 119, 130, 138, 133, 132, 140, 136, 127, 128, 129, 120, 131, 117, 127, 133, 80, 154, 118, 130, 130, 113, 135, 143, 126, 128, 145, 131, 131, 132, 104, 128, 130, 142, 143, 156, 122, 157, 130, 126, 140, 135, 137, 135, 161, 134, 138, 124, 143, 142, 123, 126, 124, 130, 143, 112, 130, 94, 126, 129, 130, 129, 165, 136, 120, 132, 146, 118, 149, 130, 134, 127, 127, 149, 137, 126, 131, 142, 140, 117, 144, 128, 120, 131, 138, 111, 118, 127, 129, 115, 112, 124, 125, 128, 135, 130, 114, 126, 124, 116, 119, 116, 122, 117, 142, 130, 136, 144, 123, 131, 121, 129, 148, 132, 135, 134, 132, 148, 117, 129, 116, 136, 158, 128, 114, 137, 143, 126, 120, 119, 135, 85, 133, 124, 135, 122, 118, 133, 179, 147, 115, 125, 131, 134, 100, 135, 122, 130, 133, 122, 134, 105, 137, 115, 134, 136, 145, 141, 116, 162, 111, 138, 148, 155, 128, 130, 140, 131, 146, 129, 155, 133, 128, 133, 128, 126, 141, 137, 141, 136, 121, 136, 121, 138, 141, 116, 133, 118, 130, 103, 136, 124, 119, 147, 148, 135, 132, 146, 127, 118, 139, 127, 134, 177, 130, 135, 125, 135, 123, 136, 139, 120, 111, 134, 141, 150, 146, 138, 152, 137, 135, 144, 156, 134, 140, 145, 148, 153, 138, 131, 133, 128, 116, 125, 129, 127, 120, 131, 125, 123, 150, 128, 133, 132, 130, 131, 134, 122, 126, 129, 137, 134, 120, 124, 142, 130, 134, 126, 134, 129, 145, 140, 139, 149, 144, 132, 128, 123, 139, 131, 115, 136, 133, 179, 129, 148, 128, 165, 120, 119, 152, 130, 112, 130, 126, 137, 130, 131, 132, 125, 125, 135, 140, 63, 132, 129, 141, 147, 136, 130, 128, 155, 145, 126, 137, 129, 147, 159, 122, 133, 129, 140, 134, 142, 135, 123, 111, 132, 129, 129, 133, 123, 143, 115, 129]) # parameters +i78 = Internal("op78", "TENSOR_QUANT8_ASYMM", "{1, 14, 14, 512}, 0.023528477177, 0") # intermediate result +i79 = Parameter("op79", "TENSOR_INT32", "{512}, 0.000138872928801, 0", [-15709, 4131, -4227, -5060, 2469, 12246, -19310, -8550, -9589, 12285, -7295, -15468, 11009, -7912, 5778, -20369, -3115, -18818, -3064, 2549, -12244, 28189, -771, 11366, 10671, 1860, 6985, -17783, -8928, -14702, -4247, -19396, -2501, 10280, 2728, -14644, 13925, 2380, -6508, -6569, 695, -12303, -362, -3622, -26612, 7296, -712, 3120, -573, 5385, 7673, -10656, 9944, 4715, -2813, 14568, -20969, 18686, -10451, -11382, -19825, -10149, -6873, 17940, -1107, 8045, -3687, 9594, -24737, 3873, 1520, -13797, -6282, -5740, 15157, 15136, 14698, -15312, -1085, -10619, 553, -4692, -8701, 17841, -17061, 3846, -19712, 251, -9151, 2983, -1555, 6642, -2927, -4289, 8981, -14765, 18048, -22482, -5925, 8598, 221, -13452, 8187, 14091, -14916, -12484, 12265, 1094, 11626, -14723, -14811, -3572, -5172, 5325, -25788, -7053, 8015, 5654, 4936, 11112, -1846, -17838, -2018, 6719, -9349, 2825, 7283, 14865, 6798, -5312, -601, -13297, 4397, -11312, 2146, 9295, -6071, 5773, -21407, -8507, -23790, 10532, 2137, -2871, 1030, -693, 23772, 18374, -17991, -3732, 3438, 2846, 11278, -3337, 8266, -11105, 7936, 11428, 6500, -6636, -22631, -5567, 5003, 15060, -8927, 18526, 8434, 3600, 12771, 5914, -29740, -4939, 8408, -13006, 8024, -10686, 3498, 4919, 14427, -2665, -10006, 25887, -31827, 28376, 5430, -293, 9483, 16461, -8344, 2527, 13569, -176, 16371, 8827, 16757, -8652, 15813, -12070, 2613, -1607, 5296, -32302, -7878, -12248, -15939, 17740, 12075, 15927, 14608, 2832, 12405, 14022, 5738, -4134, -22407, -13522, -2698, -10719, 11108, -5238, 14045, -3512, -20879, 10529, 8586, -7680, -6382, -9137, 9572, 1048, -3262, 10972, 2059, 19554, 12647, -28701, -17721, -19013, -1563, -5998, -1815, -10005, -14449, -16462, 30240, -3446, 15076, -1551, -2160, -11720, 13836, 12902, 16321, -11785, -9941, 126, -5831, -13604, -13463, -18182, 3920, -5227, -23801, -22028, 5987, -9911, 7162, 5850, -12745, 6060, 33703, 4533, 1699, -13885, -12335, -6369, 15926, -9638, 19855, -8524, -39, -9352, 1021, -6630, 3875, -6846, -134, -2620, 19, -14629, -1484, 9025, 12694, 16409, 8964, 9614, -32362, 3036, -9107, -13590, 20788, -6593, 16806, 2325, -5755, -31367, -5682, 1950, 9876, -4913, 2061, 14208, -1988, 11241, 9114, 14270, -4746, -3943, 2455, 4810, 3148, 5044, -1212, -1350, -14076, -15664, -4032, 1575, 1386, 16482, 6230, 14366, -29026, -4054, 4768, -788, -11222, 17241, -20631, 10649, -610, -5172, -5640, -13145, -7901, 1909, -5276, 17840, -14676, -3130, 8765, -7049, 2887, 4771, -5342, -8374, 4959, -1487, -2564, -13403, 10136, 13499, -7934, 6443, 2967, -8260, -7565, -18021, 5570, 8064, -10804, -3881, 18203, -7242, 1886, -12058, -4871, 895, 10453, 29461, 12491, -1507, 12237, 10251, 14659, 18957, -5478, -12698, -14890, -12834, 8764, 2284, 1618, 10989, -27920, -6622, -2389, -21486, 1788, -13233, -10561, -10419, -21887, 25949, -14537, 12799, -10535, -10532, 4729, 10402, 507, 2919, 12062, -5174, 2022, -9594, 20526, -6706, -18210, 3738, 3938, 2633, 13965, 300, -16966, -8638, 1281, 7235, -2840, 5671, 19536, 9603, -26095, 4173, 11441, -15425, -9934, -11685, 11459, 12218, -16117, -6083, 7361, 10819, 12725, -29310, -1634, 13373, -548, 14769, 1649, 38, 13320, -5953, -8049, 12228, 8733, 1225, 10642, 3554, 17369, -4237, 28871, -5764, 7381, 6123, -8698, -11423, -14187, 1342, -5802, -1008, 11484, 5197, -23915, -22464, 17764, 2070, 8901, 4514, -3589, -1151, 15309, -16064, -876, 3226, 1276, 9193, 927, 1615, -18942, -13356, 9804, 5069, -8493, -18616, -969, 6259, -17856, 27312, 2379, 14479, -8654, 12897, -3924, -8140, 254, 6570, -14154, 7708, -10344, 3417]) # parameters +i80 = Parameter("op80", "TENSOR_QUANT8_ASYMM", "{512, 1, 1, 512}, 0.0059023341164, 116", [99, 128, 95, 117, 120, 113, 108, 111, 125, 93, 131, 109, 119, 107, 90, 120, 128, 123, 121, 130, 121, 105, 106, 117, 121, 107, 120, 106, 88, 117, 129, 99, 116, 131, 120, 107, 122, 91, 101, 119, 98, 92, 125, 123, 136, 113, 115, 105, 117, 84, 104, 112, 101, 116, 120, 130, 119, 123, 120, 107, 117, 114, 106, 111, 138, 113, 131, 122, 96, 122, 123, 128, 105, 120, 124, 115, 127, 96, 97, 109, 120, 118, 115, 121, 111, 135, 117, 108, 111, 114, 109, 111, 115, 113, 123, 112, 115, 106, 118, 110, 130, 117, 116, 107, 114, 118, 104, 123, 116, 114, 102, 100, 118, 112, 104, 109, 120, 109, 124, 108, 143, 125, 117, 135, 114, 108, 125, 104, 130, 132, 126, 128, 112, 112, 116, 124, 121, 128, 107, 114, 108, 105, 123, 123, 133, 126, 108, 124, 111, 117, 104, 104, 123, 108, 94, 110, 130, 112, 117, 111, 122, 99, 112, 107, 135, 116, 108, 115, 110, 121, 114, 110, 110, 103, 109, 121, 116, 131, 109, 112, 111, 99, 138, 97, 116, 120, 114, 115, 106, 107, 118, 118, 129, 130, 112, 151, 124, 101, 109, 105, 115, 88, 113, 110, 89, 129, 110, 115, 116, 106, 107, 130, 117, 104, 118, 116, 100, 131, 123, 125, 112, 105, 122, 126, 119, 97, 116, 110, 129, 117, 129, 118, 119, 119, 113, 118, 132, 111, 113, 102, 114, 128, 114, 124, 128, 105, 101, 116, 105, 116, 120, 115, 100, 108, 112, 115, 107, 128, 117, 126, 114, 124, 110, 101, 103, 122, 98, 123, 125, 127, 110, 113, 126, 100, 128, 136, 114, 133, 104, 124, 112, 119, 118, 113, 126, 119, 117, 114, 120, 113, 130, 119, 116, 116, 147, 135, 130, 89, 123, 108, 108, 108, 119, 102, 103, 106, 121, 108, 109, 110, 116, 139, 131, 127, 111, 109, 118, 110, 113, 107, 128, 115, 122, 110, 105, 137, 127, 128, 100, 124, 109, 112, 121, 121, 88, 122, 101, 99, 106, 103, 109, 123, 117, 111, 108, 114, 117, 101, 135, 117, 96, 118, 98, 114, 116, 108, 93, 105, 134, 106, 112, 98, 120, 107, 113, 119, 143, 118, 118, 120, 119, 93, 113, 129, 114, 124, 122, 116, 113, 123, 108, 118, 122, 119, 100, 114, 113, 126, 140, 102, 124, 101, 121, 117, 138, 119, 109, 122, 106, 120, 123, 129, 102, 104, 98, 125, 107, 108, 104, 117, 103, 115, 105, 112, 103, 109, 107, 125, 112, 116, 123, 133, 107, 114, 111, 116, 116, 107, 116, 113, 121, 128, 116, 122, 123, 119, 115, 108, 109, 148, 121, 115, 131, 125, 122, 114, 125, 106, 114, 115, 117, 128, 103, 90, 110, 113, 112, 122, 119, 130, 132, 96, 117, 114, 111, 118, 121, 103, 97, 108, 125, 120, 117, 109, 115, 121, 134, 108, 118, 113, 105, 115, 124, 106, 137, 122, 110, 131, 110, 118, 113, 113, 116, 110, 112, 119, 117, 121, 115, 116, 122, 97, 121, 116, 128, 114, 125, 121, 133, 126, 117, 125, 122, 133, 126, 117, 116, 114, 115, 126, 98, 106, 104, 133, 105, 105, 95, 110, 127, 107, 106, 120, 109, 121, 115, 106, 120, 103, 123, 118, 118, 126, 116, 123, 112, 126, 111, 133, 120, 112, 117, 108, 107, 124, 111, 116, 121, 96, 110, 102, 112, 135, 104, 97, 115, 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109, 115, 116, 123, 101, 125, 98, 102, 104, 118, 112, 113, 99, 104, 131, 120, 118, 120, 112, 118, 119, 136, 114, 122, 121, 121, 115, 110, 104, 112, 118, 97, 119, 112, 126, 105, 93, 115, 104, 127, 107, 127, 108, 109, 113, 110, 128, 109, 117, 120, 163, 117, 98, 109, 91, 131, 130, 91, 126, 111, 122, 119, 107, 120, 102, 108, 117, 101, 128, 116, 120, 115, 111, 123, 122, 139, 120, 125, 120, 118, 124, 112, 113, 107, 125, 111, 109, 131, 137, 122, 102, 127, 122, 130, 127, 116, 114, 128, 94, 123, 115, 111, 117, 98, 112, 116, 129, 102, 89, 125, 123, 131, 141, 126, 112, 119, 129, 128, 123, 120, 136, 126, 109, 114, 116, 141, 108, 118, 118, 114, 119, 87, 116, 117, 112, 116, 121, 109, 115, 119, 122, 121, 106, 116, 139, 120, 131, 117, 133, 103, 103, 133, 122, 101, 116, 124, 127, 114, 121, 119, 85, 133, 107, 118, 142, 113, 109, 155, 120, 94, 119, 120, 112, 99, 99, 109, 118, 127, 112, 116, 130, 105, 112, 129, 116, 119, 107, 117, 102, 107, 114, 126, 136, 117, 128, 114, 106, 113, 119, 98, 104, 124, 110, 119, 107, 137, 122, 99, 124, 117, 118, 120, 118, 93, 110, 111, 130, 111, 95, 113, 125, 122, 101, 127, 111, 131, 106]) # parameters +i81 = Internal("op81", "TENSOR_QUANT8_ASYMM", "{1, 1, 1, 1024}, 0.023528477177, 0") # intermediate result +i82 = Internal("op82", "TENSOR_QUANT8_ASYMM", "{1, 1, 1, 1001}, 0.14927123487, 69") # intermediate result +i83 = Parameter("op83", "TENSOR_INT32", "{1001}, 0.000139550233143, 0", [-4628, -2934, 1194, -4381, -7082, 2581, -2454, -471, -2961, -6593, -7812, -3592, -7396, -2142, -1082, -625, -696, -4648, -5302, -1783, -5261, -1369, 2343, -2216, 426, -2891, -594, -476, 1138, 277, -3851, 548, -720, 2505, -5856, -595, -6603, 1293, -2881, -676, 1556, 624, 2128, 981, -4575, 3327, 2164, 3142, 354, -6065, -673, 3220, -9618, 7095, 4169, 4332, 2419, 1777, -2618, 6553, 6394, 2998, 4845, 769, -817, 3180, 1109, -1080, 2713, 1365, -3032, -3135, -1297, -1483, -1523, -841, 155, -1295, 972, 4761, 2553, -8008, -2033, 368, -14412, -6709, -2727, -3975, -1662, -3303, 1786, -3532, -3764, -1591, -2645, -3037, -5524, -1286, -8199, -8220, -5688, -7443, -5917, -899, 3561, 1799, -1877, 129, 248, 633, -2704, -4421, 2452, 2015, -1323, 5102, -3120, -42, -5990, 2163, 1832, -1115, -1634, -1324, -5337, 2440, -3066, -4100, -1675, -4275, -1555, -6653, -6817, -5934, 1841, -9346, -5108, -3929, -8298, -5621, -5565, -7759, -4927, -6129, -5658, -6660, -6747, -1909, -3746, -5484, -4428, 149, 2149, -6093, 3139, -2266, -364, -1559, -5926, -789, -1709, -2984, 901, 5180, 285, 689, 1407, -2742, -2092, 2991, -2354, 1410, 5182, 1087, 1137, 1963, -237, -4070, 1529, 5108, -1070, -630, -2106, 1742, -3862, 4631, 2674, -774, 2865, -2089, 2484, -3221, 1109, 2732, -2720, -1492, -13, -277, -1679, -4892, 744, -3213, -2327, 1325, 3471, 3833, -326, -1649, 1459, 1805, 5115, -4089, 4642, -1139, -375, 1255, 760, -4348, 3026, -1436, 3728, -2445, -4350, -2613, 7480, -4343, 1558, -1419, 1276, -6539, 1541, -2500, -828, 4065, 1681, 2120, -1594, 174, 4120, 3266, 5460, -2129, -4539, 103, -3697, -1739, 4185, -3470, -4220, -405, -3243, 1093, -1283, -1216, -3982, 183, -2578, 1444, 1412, -5310, -1748, -3865, -2207, -2921, 3103, 1148, 134, 326, -1563, -3368, 212, 2771, -2784, 1302, 4833, -2714, -1732, -161, -1573, -5530, -743, -748, 4240, -1342, -5356, -557, 3763, 0, 1804, -4147, -638, -1155, -4285, 232, -5059, 117, -85, -2531, -1693, -25, 1938, -5379, -760, -4641, -2126, -5250, 2623, -1039, -1343, -6315, -3250, 6247, -1335, 3844, 8668, 4997, 1579, -3666, -1888, -66, -1243, -1456, -10765, -9411, -6241, -2920, -6872, -6192, 1873, -1491, -2567, 1205, -1347, -5835, 1312, -3710, -2957, 3766, -3941, -4340, -2821, -3463, 962, -3650, -991, -3576, -4251, -1285, -3281, -2752, -1639, -2349, -6385, -7520, -2894, -3905, -8652, 1889, -1136, 684, -668, 487, 209, -1428, 3776, 4030, 33, -2997, 1669, -3163, 567, -1325, -2684, -1096, 3456, -2150, -3314, -3629, -149, 1375, -139, -3991, -183, 1288, -221, -5312, -2684, -965, -4344, -1873, -5710, -1367, 2062, -8691, -6561, -5459, -3561, -7031, -4874, -103, 2030, -3070, 2275, 1083, -5497, -7414, -875, 214, -998, -9100, 714, 662, -1542, 5503, 380, 3351, 2744, 3908, -3264, 5720, 11648, -2728, 4997, -4761, 4220, 6026, -62, -6441, 2359, 1593, -105, -1919, -534, -1455, 3262, 1643, 1533, 2747, -4187, 1812, -5331, 3473, 2109, -2289, -216, -2436, 7393, 4863, 163, 6070, 1800, -635, 245, -92, 3470, 3668, 5685, 1101, 3601, 820, 5039, 2243, 1235, 2374, 4984, 11643, -175, -3471, 562, 6748, -6998, 1575, -1606, -2922, 2210, -615, -239, -9301, 1507, 5768, 2501, 5403, 1765, 1585, -872, -2896, -441, -2565, 9615, 2026, 7678, -3265, 100, 1980, 1185, -2288, -834, -857, -3410, -2018, 1286, -759, 2900, 1294, -2892, 4258, 263, 5384, -749, 4332, 1843, -4352, 1829, -880, 1625, -1803, 7728, 783, -3608, -1169, 6987, -4352, -2128, 1544, 8367, -6268, -3862, 335, -2077, -3999, 7192, 4464, -2705, 257, 1538, 4067, -1275, -3142, -5383, 1376, 8806, -7403, 3991, 4207, -546, -942, -1073, -3538, -7994, -3799, 1262, -3924, 4095, -646, 1013, -792, 489, -1076, 5157, 1227, 542, -6553, -2320, -1655, 2036, -7147, -3887, -1888, 411, -431, 1168, -2954, -1473, 875, -4270, 2946, -742, -2362, -2453, -3769, 2362, 2081, -1418, 2864, 2993, 6031, 987, -5105, 5313, -175, 1052, -897, 3656, 101, 6243, -2955, -7454, 3244, 4479, -4730, 8389, 4786, -2210, -2546, -2636, -3527, 1338, 3897, -2014, 9878, 53, 7162, 1357, -5736, -1142, -1897, 2024, 5122, 4395, 2222, 265, 4302, -815, 1218, 4243, 2595, -4602, 3364, -1637, -3995, 3730, 2835, 3566, 3337, 7738, 110, 404, 1488, 1557, 2036, -5284, -2206, -900, -1125, 1520, 3653, -4431, 8567, -1824, 3462, 2695, 3036, -717, 2351, 3431, 2790, 3224, 1877, 192, 3264, 2206, 3505, -5151, 4243, 1824, 2988, 747, 1683, -1113, -7211, -2843, -2055, 1264, 40, 4565, -197, -2416, -2154, 9502, 6065, -280, 4539, 5038, 3120, 4896, -1543, -5570, 2686, -4039, -3007, -6612, -8415, -169, 7424, -2924, -3417, 2988, 6615, -3214, 1711, -2518, 5112, -4165, -956, 6409, 707, -1172, 2915, -3869, -866, -1753, 1310, 5660, 2729, 2062, 4785, -6511, 7187, -958, 4346, 3431, 3234, 2887, 8839, -1736, -5764, -1007, -3370, -7742, 4920, 1921, -2891, 7142, -1985, 3954, -5282, -186, 1036, 2830, 4441, -411, 359, 3677, -1326, 8244, 1162, 2649, 1072, -1234, 1258, 2506, 3138, 3671, 1695, 2645, 1418, -2893, 1453, -3968, -143, -23, 5791, 5162, 1999, 184, 4527, 2905, -4165, 3505, 687, 7384, 446, 2027, 4122, 1851, 2726, -1071, 288, 1770, -3483, -3478, -3251, -3578, 3312, 1885, 3437, 3908, 529, -2020, 2644, 634, -6579, 3714, 3184, 975, 5794, -2631, -1078, 4390, -1247, 6716, -5793, 332, -5787, -2474, 630, 3999, 28, -2157, 3522, 2511, -2710, -952, 1193, 1954, -4560, 5154, 409, -4706, 2393, -53, -7592, -2070, 1445, 7151, 6877, 6615, 2066, 884, 8126, -4531, 2274, 131, -4773, -4713, 5844, -3936, 7323, 10151, 7921, -691, 1488, 7411, 818, 1451, 4508, 10638, -1999, -2475, 3971, -193, 3565, 3371, 4528, -3569, -2711, 4687, -6700, -6017, 4296, 4158, -1190, 1108, -2640, 1533, -1879, 1047, -2490, -1554, 8773, -257, 1229, -4238, 2964, 14, -10224, -2028, 777, 1006, -3939, 6428, 4139, 1799, 2747, 2312, 636, 9735, -3070, -5282, 104, -914, -1612, -2058, 3302, 4238, 655, -469, 2834, -244, 6558, 1260, -4228, -1588, 4197, 7835, 9766, 7238, 3974, 5035, -5768, -1770, 3435, 7952, -515, 13, -5245, -1036, -199, -797, -576, 6356, 4743, 5163, 2549, 2080, -1068, -5, -5517, -2960, -616, 7591, 4146, 2780, 2665, -5790, 1727, -1257, 2844, 1848, -910, -185, -916, -3648, -833, 1329, -4269, 1616, -3497, 1107, 3807, 3039, 3702, 1039, 468, 2160, 3104, -71, -1102, 918, -997, -1922, 3350, 2401, -2955, -58, -429, 819, 4478, 3886, 631, 1391, 5752, 5937, 4683, 3843, 508, 10267, 4684, 11635, 5454, 5185, 2818, 2977, 2906, -2776, 3943, 361, -2178, 5216, 849, 1668, 4607, 590, -7587, -8202, -3721, -1972, -1450, -1112, 3620, 3713]) # parameters +i84 = Parameter("op84", "TENSOR_QUANT8_ASYMM", "{1001, 1, 1, 1024}, 0.00593112036586, 66", [65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 66, 65, 65, 65, 66, 66, 65, 65, 65, 66, 66, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 66, 65, 66, 65, 65, 65, 65, 65, 66, 66, 65, 65, 66, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 66, 65, 65, 65, 65, 66, 65, 65, 66, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 66, 66, 65, 65, 65, 66, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 66, 66, 65, 65, 66, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 66, 65, 66, 65, 65, 66, 65, 65, 66, 65, 65, 66, 66, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 66, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 65, 66, 66, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 65, 66, 65, 66, 65, 65, 66, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 66, 65, 66, 65, 65, 65, 65, 65, 65, 65, 66, 66, 66, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 66, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 66, 65, 66, 65, 65, 66, 65, 65, 66, 66, 65, 66, 65, 66, 65, 65, 65, 65, 65, 65, 66, 66, 65, 65, 65, 66, 65, 65, 65, 66, 66, 66, 65, 65, 65, 65, 66, 65, 65, 66, 65, 65, 66, 66, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 66, 66, 65, 65, 65, 66, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 66, 65, 65, 66, 65, 66, 66, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 66, 65, 66, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 66, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 66, 65, 65, 66, 65, 65, 66, 66, 66, 65, 66, 66, 65, 65, 65, 65, 65, 66, 65, 65, 65, 66, 65, 65, 66, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 66, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 66, 66, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 66, 65, 66, 65, 65, 66, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 66, 66, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 66, 66, 65, 65, 65, 65, 65, 66, 65, 66, 65, 65, 65, 65, 65, 65, 66, 66, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 65, 65, 66, 65, 65, 66, 66, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 66, 65, 66, 66, 66, 65, 65, 65, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 66, 65, 66, 65, 66, 65, 66, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 66, 66, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 66, 66, 65, 66, 65, 66, 66, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 66, 65, 66, 65, 65, 65, 65, 66, 66, 65, 65, 66, 65, 65, 66, 65, 65, 65, 65, 65, 66, 66, 65, 65, 65, 66, 65, 66, 66, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 66, 65, 65, 65, 66, 65, 66, 65, 65, 65, 65, 65, 65, 65, 66, 66, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 65, 66, 65, 66, 65, 65, 65, 65, 66, 65, 66, 65, 65, 65, 65, 65, 66, 65, 65, 65, 66, 65, 66, 65, 65, 65, 65, 65, 65, 65, 66, 65, 65, 65, 54, 62, 53, 66, 54, 50, 59, 72, 57, 50, 75, 65, 55, 72, 73, 57, 72, 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70, 66, 63, 74, 68, 86, 57, 72, 84, 66, 87, 60, 80, 42, 69, 71, 58, 68, 61, 56, 50, 54, 71, 62, 59, 44, 69, 73, 64, 72, 104, 81, 55, 60, 77, 64, 82, 92, 54, 75, 70, 68, 59, 59, 69, 61, 54, 78, 83, 66, 62, 50, 80, 72, 52, 81, 61, 68, 75, 78, 58, 49, 57, 49, 78, 49, 51, 69, 44, 48, 57, 106, 66, 68, 79, 77, 63, 64, 61, 82, 68, 55, 50, 55, 79, 69, 71, 71, 49, 42, 77, 86, 90, 74, 64, 77, 63, 74, 85, 52, 75, 85, 67, 115, 51, 55, 55, 53, 80, 61, 60, 48, 69, 49, 74, 76, 44, 44, 79, 64, 83, 57, 60, 57, 65, 60, 54, 59, 56, 70, 73, 46, 71, 82, 58, 77, 98, 60, 72, 69, 85, 88, 47, 141, 54, 78, 63, 75, 75, 66, 64, 50, 61, 72, 59, 49, 65, 49, 55, 63, 69, 59, 65, 66, 71, 66, 59, 58, 69, 83, 71, 61, 63, 58, 59, 72, 77, 66, 64, 57, 81, 59, 52, 76, 77, 65, 81, 61, 52, 68, 87, 67, 61, 63, 81, 61, 56, 64, 84, 67, 63, 68, 57, 69, 66, 78, 63, 58, 70, 57, 80, 82, 75, 66, 75, 60, 69, 64, 67, 77, 59, 64, 60, 58, 69, 59, 90, 55, 76, 61, 70, 61, 76, 60, 59, 65, 62, 75, 65, 66, 54, 56, 68, 59, 80, 78, 52, 135, 58, 63, 73, 114, 67, 62, 47, 63, 67, 54, 58, 59, 81, 55, 72, 76, 43, 73, 74, 61, 49, 68, 67, 92, 69, 57, 39, 54, 52, 78, 85, 77, 55, 57, 67, 53, 57, 86, 78, 108, 76, 70, 65, 52, 81, 55, 68, 49, 57, 66, 64, 62, 68, 86, 65, 83, 73, 56, 96, 45, 73, 59, 66, 60, 86, 57, 61, 56, 63, 57, 72, 51, 52, 44, 61, 76, 48, 53, 57, 83, 47, 76, 76, 75, 53, 67, 56, 54, 62, 60, 72, 50, 87, 56, 64, 64, 35, 60, 56, 74, 44, 71, 67, 68, 67, 55, 92, 73, 62, 57, 71, 71, 47, 65, 64, 67, 63, 44, 67, 86, 59, 66, 82, 54, 61, 77, 62, 64, 72, 28, 107, 64, 54, 62, 72, 48, 61, 90, 52, 80, 48, 73, 66, 69, 86, 71, 68, 71, 69, 66, 98, 54, 82, 73, 86, 73, 67, 79, 93, 84, 66, 73, 40, 58, 50, 63, 39, 35, 63, 76, 73, 114, 45, 44, 86, 73, 61, 38, 60, 49, 79, 135, 59, 54, 60, 75, 69, 74, 56, 52, 59, 65, 74, 58, 74, 70, 60, 86, 67, 67, 57, 57, 76, 60, 54, 52, 77, 62, 65, 51, 53, 58, 73, 57, 56, 71, 56, 88, 78, 68, 96, 55, 77, 65, 55, 65, 66, 80, 67, 69, 58, 52, 72, 43, 66, 71, 59, 69, 71, 64, 67, 96, 67, 69, 78, 55, 101, 50, 88, 51, 55, 80, 70, 69, 67, 75, 96, 50, 49, 58, 69, 65, 53, 67, 66, 70, 93, 68, 79, 60, 68, 103, 76, 69, 54, 56, 71, 72, 55, 55, 55, 54, 60, 83, 57, 58, 52, 68, 50, 76, 65, 71, 57, 78, 78, 39, 72, 74, 74, 74, 61, 120, 81, 70, 61, 55, 77, 63, 60, 60, 55, 64, 63, 74, 65, 67, 56, 67, 76, 64, 67, 41, 50, 74, 84, 77, 54, 69, 54, 90, 55, 58, 62, 66, 46, 66, 63, 84, 74, 60, 52, 58, 78, 73, 68, 115, 55, 75, 56, 71, 46, 48, 44, 91, 52, 70, 69, 77, 83, 82, 61, 50, 36, 72, 64, 74, 67, 52, 65, 67, 60, 74, 49, 54, 43, 76, 68, 79, 56, 55, 74, 86, 103, 78, 50, 69, 69, 60, 59, 57, 67, 84, 84, 68, 35, 70, 72, 61, 62, 61, 62, 68, 79, 69, 49, 69, 78, 85, 67, 57, 65, 67, 128, 70, 80, 61, 87, 44, 45, 62, 49, 59, 77, 84, 62, 53, 61, 58, 79, 78, 103, 117, 85, 121, 55, 61, 87, 67, 68, 89, 76, 62, 44, 56, 65, 66, 57, 83, 70, 53, 75, 51, 73, 58, 59, 102, 75, 76, 60, 68, 83, 68, 59, 53, 30, 82, 62, 47, 57, 58, 74, 102, 49, 67, 54, 91, 54, 59, 66, 49, 77, 71, 50, 105, 60, 65, 57, 84, 69, 95, 56, 76, 67, 46, 74, 64, 66, 59, 74, 59, 116, 67, 85, 45, 68, 61, 77, 68, 55, 85, 91, 64, 86, 45, 58, 62, 60, 57, 58, 79, 55, 64, 60, 68, 74, 72, 97, 57, 65, 69, 56, 64, 58, 44, 43, 42, 59, 57, 78, 53, 51, 61, 73, 104, 76, 69, 80, 45, 87, 71, 62, 57, 64, 66, 113, 54, 77, 90, 76, 62, 70, 76, 72, 95, 51, 43, 94, 76, 60, 57, 62, 53, 49, 68, 76, 68, 57, 49, 55, 51, 71, 70, 76, 56, 55, 62, 62, 82, 70, 67, 77, 48, 64, 33, 49, 53, 52, 65, 64, 56, 53, 56, 90, 64, 86, 79, 54, 58, 63, 69, 46, 65, 149, 84, 65, 53, 55, 50, 50, 67, 73, 44, 49, 82, 60, 84, 51, 80, 61, 76, 60, 64, 78, 53, 43, 72, 95, 77, 64, 69, 43, 75, 59, 109, 72, 62, 71, 65, 72, 69, 66, 65, 75, 60, 93, 63, 73, 56, 54, 52, 67, 68, 92, 75, 90, 70, 67, 51, 56, 65, 109, 70, 101, 88, 67, 66, 56, 61, 71, 65, 69, 38, 65, 70, 80, 78, 64, 75, 46, 66, 39, 66, 70, 63, 70, 53, 59, 44, 45, 54, 79, 84, 102, 64, 87, 66, 58, 49, 74, 47, 61, 69, 62, 75, 62, 90, 59, 43, 60, 40, 55, 79, 66, 61, 51, 69, 54, 107, 46, 51, 69, 54, 67, 51, 57, 55, 62, 61, 61, 75, 63, 59, 62, 77, 78, 87, 56, 94, 64, 61, 57, 80, 64, 69, 58, 82, 64, 47, 93, 39, 53, 47, 74, 56, 72, 58, 68, 43, 55, 60, 72, 63, 85, 66, 54, 71, 61, 55, 65, 65, 103, 61, 68, 80, 103, 81, 60, 56, 66, 93, 80, 77, 53, 55, 107, 52, 47, 56, 65, 99, 56, 54, 80, 65, 43, 74, 54, 62, 50, 35, 50, 72, 100, 50, 69, 42, 50, 69, 38, 60, 52, 63, 83, 63, 41, 57, 63, 66, 63, 74, 54, 66, 66, 54, 54, 65, 68, 65, 59, 64, 109, 58, 67, 38, 72, 68, 59, 67, 48, 94, 79, 86, 122, 82, 83, 60, 55, 96, 58, 60, 57, 52, 65, 69, 29, 61, 64, 57, 73, 87, 42, 81, 68, 62, 52, 54, 71, 42, 63, 55, 57, 52, 46, 72, 44, 52, 64, 65, 73, 70, 52, 57, 42, 55, 50, 49, 52, 55, 45, 126, 43, 68, 54, 58, 56, 53, 62, 64, 53, 61, 43, 71, 54, 85, 79, 68, 69, 88, 59, 52, 91, 54, 75, 64, 63, 51, 72, 79, 85, 67, 84, 66, 63, 63, 75, 57, 64, 78, 93, 80, 81, 68, 56, 54, 60, 84, 43, 79, 105, 61, 44, 47, 55, 78, 85, 68, 87, 69, 49, 66, 52, 72, 40, 104, 77, 59, 64, 87, 60, 56, 67, 53, 56, 84, 78, 90, 61, 55, 58, 63, 74, 58, 40, 55, 50, 51, 50, 66, 42, 91, 73, 48, 87, 76, 88, 83, 19, 61, 66, 69, 42, 79, 68, 43, 70, 62, 73, 63, 34, 66, 87, 67, 81, 74, 86, 64, 61, 59, 60, 93, 65, 70, 54, 48, 56, 55, 55, 62, 59, 52, 55, 69, 81, 61, 54, 66, 70, 92, 51, 61, 67, 118, 53, 55, 85, 75, 79, 53, 73, 58, 54, 89, 52, 37, 85, 86, 61, 66, 57, 80, 53, 62, 57, 56, 70, 87, 65, 54, 50, 47, 84, 58, 50, 102, 61, 47, 71, 61, 46, 59, 72, 76, 63, 58, 49, 60, 57, 92, 52, 85, 76, 57, 68, 75, 75, 71, 70, 67, 69, 48, 59, 56, 58, 76, 52, 50, 29, 66, 63, 68, 78, 62, 22, 93, 59, 50, 53, 71, 60, 44, 48, 66, 85, 120, 61, 88, 113, 79, 137, 67, 77, 52, 54, 111, 54, 73, 55, 47, 66, 71, 69, 69, 61]) # parameters +i86 = Internal("op86", "TENSOR_QUANT8_ASYMM", "{1, 1001}, 0.14927123487, 69") # intermediate result +i87 = Parameter("op87", "TENSOR_INT32", "{2}, 0, 0", [1, 1001]) # parameters +model = model.Conv(i88, i2, i1, i104, i105, i106, i107).To(i0) +model = model.DepthWiseConv(i0, i29, i28, i108, i109, i110, i111, i112).To(i27) +model = model.Conv(i27, i32, i31, i113, i114, i115, i116).To(i30) +model = model.DepthWiseConv(i30, i35, i34, i117, i118, i119, i120, i121).To(i33) +model = model.Conv(i33, i38, i37, i122, i123, i124, i125).To(i36) +model = model.DepthWiseConv(i36, i41, i40, i126, i127, i128, i129, i130).To(i39) +model = model.Conv(i39, i44, i43, i131, i132, i133, i134).To(i42) +model = model.DepthWiseConv(i42, i47, i46, i135, i136, i137, i138, i139).To(i45) +model = model.Conv(i45, i50, i49, i140, i141, i142, i143).To(i48) +model = model.DepthWiseConv(i48, i53, i52, i144, i145, i146, i147, i148).To(i51) +model = model.Conv(i51, i56, i55, i149, i150, i151, i152).To(i54) +model = model.DepthWiseConv(i54, i59, i58, i153, i154, i155, i156, i157).To(i57) +model = model.Conv(i57, i62, i61, i158, i159, i160, i161).To(i60) +model = model.DepthWiseConv(i60, i65, i64, i162, i163, i164, i165, i166).To(i63) +model = model.Conv(i63, i68, i67, i167, i168, i169, i170).To(i66) +model = model.DepthWiseConv(i66, i71, i70, i171, i172, i173, i174, i175).To(i69) +model = model.Conv(i69, i74, i73, i176, i177, i178, i179).To(i72) +model = model.DepthWiseConv(i72, i77, i76, i180, i181, i182, i183, i184).To(i75) +model = model.Conv(i75, i80, i79, i185, i186, i187, i188).To(i78) +model = model.DepthWiseConv(i78, i5, i4, i189, i190, i191, i192, i193).To(i3) +model = model.Conv(i3, i8, i7, i194, i195, i196, i197).To(i6) +model = model.DepthWiseConv(i6, i11, i10, i198, i199, i200, i201, i202).To(i9) +model = model.Conv(i9, i14, i13, i203, i204, i205, i206).To(i12) +model = model.DepthWiseConv(i12, i17, i16, i207, i208, i209, i210, i211).To(i15) +model = model.Conv(i15, i20, i19, i212, i213, i214, i215).To(i18) +model = model.DepthWiseConv(i18, i23, i22, i216, i217, i218, i219, i220).To(i21) +model = model.Conv(i21, i26, i25, i221, i222, i223, i224).To(i24) +model = model.AveragePool(i24, i225, i226, i227, i228, i229, i230).To(i81) +model = model.Conv(i81, i84, i83, i231, i232, i233, i234).To(i82) +model = model.Reshape(i82, i87).To(i86) +model = model.SoftMax(i86, i235).To(i85) +input0 = {i88: [132, 137, 131, 144, 155, 144, 119, 126, 110, 128, 137, 121, 110, 120, 103, 105, 114, 99, 133, 145, 129, 124, 136, 118, 124, 136, 120, 112, 124, 111, 121, 132, 119, 125, 137, 121, 133, 140, 126, 133, 139, 128, 124, 129, 112, 117, 123, 110, 88, 95, 79, 96, 103, 87, 105, 113, 101, 83, 90, 74, 99, 106, 92, 103, 109, 100, 88, 94, 83, 86, 93, 80, 73, 76, 68, 59, 64, 56, 17, 19, 9, 17, 19, 9, 0, 0, 0, 20, 21, 12, 55, 56, 49, 105, 106, 97, 99, 99, 86, 116, 113, 103, 129, 126, 116, 135, 132, 121, 121, 118, 107, 120, 120, 109, 111, 108, 100, 117, 114, 106, 101, 96, 89, 110, 107, 99, 92, 86, 79, 96, 95, 86, 96, 93, 83, 94, 89, 80, 109, 106, 96, 140, 134, 125, 130, 125, 116, 126, 121, 111, 146, 138, 129, 163, 156, 145, 159, 152, 140, 181, 175, 166, 175, 167, 159, 181, 173, 164, 174, 171, 161, 151, 148, 138, 167, 164, 154, 153, 152, 141, 148, 141, 132, 162, 157, 147, 153, 148, 136, 161, 156, 144, 156, 153, 140, 138, 136, 123, 131, 135, 123, 115, 112, 100, 123, 128, 112, 118, 117, 106, 104, 106, 94, 120, 121, 112, 112, 112, 100, 120, 122, 110, 112, 114, 100, 102, 105, 90, 109, 112, 97, 106, 107, 91, 127, 129, 115, 130, 128, 113, 110, 108, 93, 121, 119, 103, 99, 96, 81, 87, 85, 70, 112, 113, 95, 118, 119, 100, 106, 107, 89, 131, 129, 114, 113, 111, 93, 129, 120, 107, 122, 120, 105, 111, 111, 95, 96, 95, 84, 90, 90, 76, 96, 98, 72, 85, 87, 75, 80, 82, 72, 13, 13, 0, 24, 23, 12, 6, 6, 0, 52, 51, 40, 104, 103, 94, 118, 120, 107, 125, 124, 115, 133, 135, 123, 120, 121, 114, 136, 139, 131, 150, 153, 145, 144, 145, 138, 148, 151, 143, 154, 155, 148, 130, 133, 126, 138, 142, 134, 149, 152, 144, 150, 153, 145, 156, 159, 151, 159, 165, 156, 151, 157, 148, 145, 151, 142, 149, 155, 147, 161, 167, 158, 159, 165, 156, 146, 152, 143, 150, 153, 147, 166, 165, 154, 227, 223, 206, 249, 245, 226, 255, 251, 234, 255, 253, 236, 255, 255, 239, 255, 255, 250, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 253, 240, 238, 236, 221, 206, 207, 191, 114, 111, 98, 143, 140, 129, 230, 228, 215, 245, 243, 230, 216, 216, 202, 158, 158, 144, 103, 103, 89, 115, 118, 103, 222, 221, 208, 255, 255, 247, 255, 255, 255, 255, 255, 254, 255, 255, 254, 255, 255, 254, 255, 255, 251, 250, 248, 235, 240, 237, 222, 251, 249, 234, 255, 255, 243, 255, 255, 246, 255, 255, 247, 255, 255, 246, 245, 241, 224, 49, 45, 28, 12, 7, 0, 227, 223, 206, 255, 255, 243, 255, 251, 236, 236, 232, 218, 235, 231, 216, 239, 234, 220, 243, 239, 224, 255, 255, 242, 255, 255, 246, 255, 255, 245, 255, 255, 245, 255, 255, 245, 255, 255, 245, 255, 255, 245, 255, 255, 245, 255, 255, 244, 255, 255, 245, 255, 255, 245, 255, 255, 244, 255, 255, 247, 255, 255, 248, 255, 255, 247, 255, 255, 247, 255, 255, 247, 255, 255, 247, 255, 255, 245, 255, 255, 244, 255, 255, 244, 255, 255, 245, 255, 255, 244, 255, 255, 244, 255, 255, 244, 255, 255, 247, 255, 255, 245, 255, 255, 244, 255, 255, 244, 255, 255, 244, 255, 255, 241, 255, 255, 241, 255, 255, 241, 255, 255, 240, 255, 255, 241, 255, 255, 241, 255, 255, 241, 255, 255, 241, 254, 251, 236, 242, 240, 224, 210, 208, 193, 219, 216, 201, 234, 232, 216, 255, 255, 244, 255, 255, 247, 255, 255, 251, 255, 255, 251, 255, 255, 250, 255, 255, 255, 19, 19, 3, 25, 25, 11, 101, 104, 87, 134, 147, 127, 146, 158, 140, 165, 175, 158, 167, 177, 160, 159, 168, 154, 151, 160, 146, 140, 152, 136, 146, 157, 145, 146, 157, 145, 147, 158, 148, 155, 163, 152, 169, 177, 165, 166, 172, 161, 163, 170, 159, 156, 163, 149, 153, 160, 146, 139, 146, 132, 128, 135, 124, 135, 142, 130, 155, 162, 148, 152, 158, 145, 128, 135, 124, 127, 134, 122, 130, 134, 124, 121, 125, 114, 40, 46, 35, 41, 40, 32, 0, 0, 0, 12, 13, 6, 90, 91, 82, 105, 106, 97, 133, 132, 124, 148, 148, 136, 153, 152, 141, 158, 155, 145, 149, 146, 135, 153, 151, 140, 154, 154, 142, 153, 151, 140, 145, 142, 134, 146, 143, 135, 136, 133, 125, 135, 131, 124, 135, 131, 124, 158, 155, 145, 138, 135, 125, 151, 148, 138, 158, 155, 145, 158, 155, 145, 182, 176, 167, 174, 168, 159, 174, 169, 157, 172, 167, 158, 167, 161, 152, 179, 174, 164, 171, 168, 158, 178, 175, 164, 181, 178, 168, 158, 155, 145, 168, 168, 156, 167, 161, 152, 156, 153, 142, 153, 151, 138, 160, 158, 145, 157, 154, 142, 147, 145, 132, 138, 141, 126, 135, 135, 122, 138, 141, 126, 135, 135, 122, 134, 136, 124, 127, 129, 117, 125, 127, 114, 135, 137, 125, 142, 144, 130, 145, 148, 133, 140, 140, 126, 137, 137, 121, 145, 145, 129, 147, 145, 130, 148, 148, 132, 147, 145, 130, 137, 137, 121, 152, 152, 136, 146, 146, 130, 135, 136, 120, 138, 136, 119, 130, 130, 114, 139, 137, 122, 139, 139, 123, 141, 141, 126, 151, 151, 135, 137, 136, 123, 127, 128, 112, 114, 115, 97, 108, 110, 98, 77, 79, 67, 12, 10, 0, 41, 41, 27, 0, 0, 0, 84, 86, 74, 102, 104, 92, 138, 140, 128, 156, 158, 146, 142, 144, 132, 141, 142, 133, 147, 148, 141, 138, 142, 134, 145, 147, 139, 151, 155, 147, 146, 150, 142, 152, 156, 148, 141, 147, 138, 145, 151, 142, 144, 147, 141, 153, 159, 150, 161, 167, 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76, 76, 60, 68, 68, 52, 16, 18, 6, 74, 76, 66, 35, 37, 23, 38, 42, 29, 36, 38, 26, 56, 55, 47, 54, 52, 41, 41, 41, 29, 55, 54, 46, 31, 30, 19, 19, 24, 11, 29, 31, 19, 30, 29, 18, 35, 37, 25, 34, 34, 22, 19, 21, 8, 38, 37, 26, 22, 26, 13, 30, 32, 20, 29, 31, 21, 54, 51, 43, 28, 35, 21, 57, 57, 46, 35, 31, 23, 33, 30, 22, 35, 31, 23, 31, 30, 21, 32, 29, 19, 38, 35, 27, 35, 29, 22, 21, 23, 13, 24, 26, 16, 35, 38, 28, 25, 24, 15, 18, 22, 10, 35, 32, 21, 29, 31, 17, 22, 30, 13, 35, 32, 19, 12, 14, 2, 36, 36, 25, 19, 21, 8, 39, 43, 31, 30, 34, 21, 29, 31, 17, 39, 43, 31, 42, 44, 32, 32, 31, 20, 23, 27, 14, 33, 35, 22, 37, 39, 27, 36, 40, 29, 33, 37, 29, 43, 51, 42, 33, 39, 30, 14, 32, 20, 20, 28, 18, 41, 47, 40, 40, 43, 38, 42, 43, 36, 42, 45, 39, 41, 42, 37, 38, 41, 34, 44, 45, 42, 54, 52, 48, 44, 45, 40, 56, 57, 52, 47, 45, 41, 55, 54, 48, 69, 70, 63, 80, 79, 70, 66, 65, 56, 109, 108, 99, 73, 72, 63, 84, 83, 75, 103, 100, 92, 95, 94, 83, 105, 105, 94, 96, 95, 84, 97, 95, 84, 152, 151, 140, 223, 220, 210, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 89, 84, 68, 76, 76, 62, 76, 76, 62, 78, 80, 66, 79, 76, 64, 77, 74, 59, 62, 62, 46, 77, 74, 61, 76, 76, 64, 74, 72, 57, 80, 80, 64, 9, 12, 0, 59, 68, 54, 46, 46, 32, 54, 41, 34, 19, 21, 8, 40, 42, 27, 48, 48, 36, 33, 35, 22, 28, 31, 21, 17, 21, 11, 24, 28, 15, 28, 28, 17, 39, 38, 27, 38, 37, 26, 31, 28, 18, 27, 27, 15, 39, 36, 26, 42, 39, 28, 21, 23, 11, 24, 26, 14, 17, 19, 7, 25, 29, 17, 20, 22, 10, 30, 29, 20, 36, 36, 27, 32, 31, 22, 28, 27, 19, 19, 18, 9, 31, 30, 21, 24, 23, 14, 28, 30, 18, 23, 25, 15, 31, 30, 21, 26, 26, 14, 24, 28, 15, 12, 21, 6, 25, 30, 15, 25, 35, 18, 38, 41, 26, 37, 40, 25, 38, 37, 26, 30, 32, 20, 17, 27, 10, 34, 41, 25, 38, 41, 26, 20, 29, 12, 33, 40, 24, 31, 33, 21, 35, 39, 24, 30, 32, 20, 33, 35, 22, 32, 36, 24, 35, 36, 27, 50, 47, 39, 39, 36, 28, 46, 45, 38, 39, 38, 31, 50, 51, 44, 42, 45, 37, 53, 55, 48, 40, 41, 34, 56, 57, 50, 70, 69, 61, 67, 64, 58, 87, 84, 76, 83, 80, 72, 88, 85, 75, 100, 97, 89, 105, 104, 96, 103, 102, 93, 96, 93, 83, 106, 103, 92, 121, 118, 107, 138, 135, 125, 222, 219, 209, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, ]} + +output0 = {i85: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 245, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/mul.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/mul.mod.py new file mode 100644 index 000000000..d5ea1e036 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/mul.mod.py @@ -0,0 +1,19 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +i2 = Input("op2", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +act = Int32Scalar("act", 0) # an int32_t scalar fuse_activation +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +model = model.Operation("MUL", i1, i2, act).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [2, -4, 8, -16], + i2: # input 1 + [32, -16, -8, 4]} + +output0 = {i3: # output 0 + [64, 64, -64, -64]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/mul_broadcast_3D_1D_1_nnfw.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/mul_broadcast_3D_1D_1_nnfw.mod.py new file mode 100644 index 000000000..49729eb8c --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/mul_broadcast_3D_1D_1_nnfw.mod.py @@ -0,0 +1,42 @@ +# ------ file: report/tensor_mul_1.log ------ +tensor_shape_gen = [] +tensor_value_gen = [] + +# input tensors +# tensor name: left +# tflite::interpreter.tensor(1) -> tensor_value_gen[0] +tensor_shape_gen.append('{3, 1, 4}') +tensor_value_gen.append([0.8364028931, 0.6620308161, 1.1811592579, 0.4827561378, -0.3846270740, -1.7236120701, 3.5318591595, 0.2959995866, 1.6260499954, -0.7885181308, -0.8246002197, -1.1367146969, ]) + +# input tensors +# tensor name: right +# tflite::interpreter.tensor(2) -> tensor_value_gen[1] +tensor_shape_gen.append('{4}') +tensor_value_gen.append([0.8364028931, -0.3846270740, 1.6260499954, 0.6620308161, ]) + +# output tensors +# tensor name: output +# tflite::interpreter.tensor(0) -> tensor_value_gen[2] +tensor_shape_gen.append('{3, 1, 4}') +tensor_value_gen.append([0.6995698214, -0.2546349764, 1.9206240177, 0.3195994496, -0.3217031956, 0.6629478931, 5.7429795265, 0.1959608495, 1.3600329161, 0.3032854199, -1.3408411741, -0.7525401711, ]) + +# --------- tensor shape and value defined above --------- +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", tensor_shape_gen[0]) +i2 = Input("op2", "TENSOR_FLOAT32", tensor_shape_gen[1]) +act = Int32Scalar("act", 0) # an int32_t scalar fuse_activation +i3 = Output("op3", "TENSOR_FLOAT32", tensor_shape_gen[2]) +model = model.Operation("MUL", i1, i2, act).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + tensor_value_gen[0], + i2: # input 1 + tensor_value_gen[1]} + +output0 = {i3: # output 0 + tensor_value_gen[2]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/mul_broadcast_3D_1D_2_nnfw.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/mul_broadcast_3D_1D_2_nnfw.mod.py new file mode 100644 index 000000000..a24ad5889 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/mul_broadcast_3D_1D_2_nnfw.mod.py @@ -0,0 +1,43 @@ +# ------ broadcast test when dim is not 1 ------- +tensor_shape_gen = [] +tensor_value_gen = [] + +# input tensors +# tensor name: left +# tflite::interpreter.tensor(1) -> tensor_value_gen[0] +tensor_shape_gen.append('{3, 2, 4}') +tensor_value_gen.append([2.2774236202, -2.4773113728, -0.4044751823, -0.8101355433, -1.9691983461, 2.2676842213, -2.2757787704, -0.8289190531, 0.0121828541, -1.7484937906, -0.5269883871, -0.6346995831, 2.4886128902, -1.5107979774, -0.7372134924, -0.5374289751, -1.2039715052, 1.5278364420, 0.8248311877, -2.4172706604, 0.6997106671, -0.8929677606, 0.3650484681, 1.3652951717, ]) + +# input tensors +# tensor name: right +# tflite::interpreter.tensor(2) -> tensor_value_gen[1] +tensor_shape_gen.append('{4}') +tensor_value_gen.append([2.2774236202, 0.0121828541, -1.2039715052, -1.9691983461, ]) + +# output tensors +# tensor name: output +# tflite::interpreter.tensor(0) -> tensor_value_gen[2] +tensor_shape_gen.append('{3, 2, 4}') +tensor_value_gen.append([5.1866583824, -0.0301807225, 0.4869765937, 1.5953176022, -4.4846987724, 0.0276268665, 2.7399728298, 1.6323059797, 0.0277455188, -0.0213016439, 0.6344789863, 1.2498493195, 5.6676259041, -0.0184058305, 0.8875840306, 1.0583041906, -2.7419531345, 0.0186134093, -0.9930732250, 4.7600855827, 1.5935375690, -0.0108788963, -0.4395079613, -2.6885368824, ]) + +# --------- tensor shape and value defined above --------- + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", tensor_shape_gen[0]) +i2 = Input("op2", "TENSOR_FLOAT32", tensor_shape_gen[1]) +act = Int32Scalar("act", 0) # an int32_t scalar fuse_activation +i3 = Output("op3", "TENSOR_FLOAT32", tensor_shape_gen[2]) +model = model.Operation("MUL", i1, i2, act).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + tensor_value_gen[0], + i2: # input 1 + tensor_value_gen[1]} + +output0 = {i3: # output 0 + tensor_value_gen[2]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/mul_broadcast_quant8.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/mul_broadcast_quant8.mod.py new file mode 100644 index 000000000..b1b620864 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/mul_broadcast_quant8.mod.py @@ -0,0 +1,19 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2}, 1.0, 0") +i2 = Input("op2", "TENSOR_QUANT8_ASYMM", "{2, 2}, 1.0, 0") +act = Int32Scalar("act", 0) +i3 = Output("op3", "TENSOR_QUANT8_ASYMM", "{2, 2}, 2.0, 0") +model = model.Operation("MUL", i1, i2, act).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [2, 4], + i2: # input 1 + [1, 2, 4, 8]} + +output0 = {i3: # output 0 + [1, 4, 4, 16]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/mul_quant8.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/mul_quant8.mod.py new file mode 100644 index 000000000..c9df6e265 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/mul_quant8.mod.py @@ -0,0 +1,19 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{2}, 1.0, 0") +i2 = Input("op2", "TENSOR_QUANT8_ASYMM", "{2}, 1.0, 0") +act = Int32Scalar("act", 0) +i3 = Output("op3", "TENSOR_QUANT8_ASYMM", "{2}, 2.0, 0") +model = model.Operation("MUL", i1, i2, act).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2], + i2: # input 1 + [2, 4]} + +output0 = {i3: # output 0 + [1, 4]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/mul_relu.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/mul_relu.mod.py new file mode 100644 index 000000000..9ee2e714a --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/mul_relu.mod.py @@ -0,0 +1,19 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +i2 = Input("op2", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +act = Int32Scalar("act", 1) # an int32_t scalar fuse_activation +i3 = Output("op3", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +model = model.Operation("MUL", i1, i2, act).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [2, -4, 8, -16], + i2: # input 1 + [32, -16, -8, 4]} + +output0 = {i3: # output 0 + [64, 64, 0, 0]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu1_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu1_float_1.mod.py new file mode 100644 index 000000000..83505645d --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu1_float_1.mod.py @@ -0,0 +1,28 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # input 0 +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # output 0 +model = model.Operation("RELU1", i1).To(i2) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [-10.0, -0.5, 0.5, 10.0]} +output0 = {i2: # output 0 + [-1.0, -0.5, 0.5, 1.0]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu1_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu1_float_2.mod.py new file mode 100644 index 000000000..29b698fbb --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu1_float_2.mod.py @@ -0,0 +1,39 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +d0 = 2 +d1 = 30 +d2 = 24 +d3 = 2 + +i0 = Input("input", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (d0, d1, d2, d3)) + +output = Output("output", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (d0, d1, d2, d3)) + +model = model.Operation("RELU1", i0).To(output) + +# Example 1. Input in operand 0, +rng = d0 * d1 * d2 * d3 +input_values = (lambda r = rng: [x * (x % 2 - .5) * .002 for x in range(r)])() +input0 = {i0: input_values} +output_values = [-1 if x < -1 else 1 if x > 1 else x for x in input_values] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu1_quant8_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu1_quant8_1.mod.py new file mode 100644 index 000000000..d98101257 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu1_quant8_1.mod.py @@ -0,0 +1,39 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0") # input 0 +o = Output("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0") # output 0 +model = model.Operation("RELU1", i1).To(o) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 1, 2, 3]} +output0 = {o: # output 0 + [0, 1, 2, 2]} + +# Instantiate one example +Example((input0, output0)) + +# Example 2. Input in operand 0, +input1 = {i1: # input 0 + [4, 10, 100, 255]} +output1 = {o: # output 0 + [2, 2, 2, 2]} + +# Instantiate another example +Example((input1, output1)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu1_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu1_quant8_2.mod.py new file mode 100644 index 000000000..f4804101a --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu1_quant8_2.mod.py @@ -0,0 +1,39 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +d0 = 2 +d1 = 64 +d2 = 64 +d3 = 2 + +i0 = Input("input", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 1.f, 128" % (d0, d1, d2, d3)) + +output = Output("output", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 1.f, 128" % (d0, d1, d2, d3)) + +model = model.Operation("RELU1", i0).To(output) + +# Example 1. Input in operand 0, +rng = d0 * d1 * d2 * d3 +input_values = (lambda r = rng: [x % 256 for x in range(r)])() +input0 = {i0: input_values} +output_values = [127 if x < 127 else 129 if x > 129 else x for x in input_values] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu6_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu6_float_1.mod.py new file mode 100644 index 000000000..2b10552f2 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu6_float_1.mod.py @@ -0,0 +1,28 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # input 0 +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # output 0 +model = model.Operation("RELU6", i1).To(i2) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [-10.0, -0.5, 0.5, 10.0]} +output0 = {i2: # output 0 + [0.0, 0.0, 0.5, 6.0]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu6_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu6_float_2.mod.py new file mode 100644 index 000000000..c068eab3c --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu6_float_2.mod.py @@ -0,0 +1,39 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +d0 = 2 +d1 = 26 +d2 = 40 +d3 = 2 + +i0 = Input("input", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (d0, d1, d2, d3)) + +output = Output("output", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (d0, d1, d2, d3)) + +model = model.Operation("RELU6", i0).To(output) + +# Example 1. Input in operand 0, +rng = d0 * d1 * d2 * d3 +input_values = (lambda r = rng: [x * (x % 2 - .5) * .002 for x in range(r)])() +input0 = {i0: input_values} +output_values = [0 if x < 0 else 6 if x > 6 else x for x in input_values] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu6_quant8_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu6_quant8_1.mod.py new file mode 100644 index 000000000..a5a6d9a10 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu6_quant8_1.mod.py @@ -0,0 +1,37 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0") # input 0 +i2 = Output("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 0.5f, 0") # output 0 +model = model.Operation("RELU6", i1).To(i2) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 1, 11, 12]} +output0 = {i2: # output 0 + [0, 1, 11, 12]} +# Instantiate an example +Example((input0, output0)) + +# Example 2. Input in operand 0, +input1 = {i1: # input 0 + [13, 14, 254, 255]} +output1 = {i2: # output 0 + [12, 12, 12, 12]} +# Instantiate an example +Example((input1, output1)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu6_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu6_quant8_2.mod.py new file mode 100644 index 000000000..41dd148b8 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu6_quant8_2.mod.py @@ -0,0 +1,39 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +d0 = 2 +d1 = 128 +d2 = 20 +d3 = 2 + +i0 = Input("input", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 1.f, 128" % (d0, d1, d2, d3)) + +output = Output("output", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 1.f, 128" % (d0, d1, d2, d3)) + +model = model.Operation("RELU6", i0).To(output) + +# Example 1. Input in operand 0, +rng = d0 * d1 * d2 * d3 +input_values = (lambda r = rng: [x % 256 for x in range(r)])() +input0 = {i0: input_values} +output_values = [128 if x < 128 else 134 if x > 134 else x for x in input_values] +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu_float_1.mod.py new file mode 100644 index 000000000..d24ee40f7 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu_float_1.mod.py @@ -0,0 +1,28 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # input 0 +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 2, 2, 1}") # output 0 +model = model.Operation("RELU", i1).To(i2) +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [-10.0, -0.5, 0.5, 10.0]} +output0 = {i2: # output 0 + [0.0, 0.0, 0.5, 10.0]} +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu_float_2.mod.py new file mode 100644 index 000000000..daa46a032 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu_float_2.mod.py @@ -0,0 +1,39 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +d0 = 2 +d1 = 64 +d2 = 40 +d3 = 2 + +i0 = Input("input", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (d0, d1, d2, d3)) + +output = Output("output", "TENSOR_FLOAT32", "{%d, %d, %d, %d}" % (d0, d1, d2, d3)) + +model = model.Operation("RELU", i0).To(output) + +# Example 1. Input in operand 0, +rng = d0 * d1 * d2 * d3 +input_values = (lambda r = rng: [x * (x % 2 - .5) * 2 for x in range(r)])() +input0 = {i0: input_values} +output_values = (lambda r = rng: [x * (x % 2) for x in range(r)])() +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu_quant8_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu_quant8_1.mod.py new file mode 100644 index 000000000..acaf87d2e --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu_quant8_1.mod.py @@ -0,0 +1,41 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +# input 0 +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 1.f, 128") +# output 0 +o = Output("op2", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 1}, 1.f, 128") +model = model.Operation("RELU", i1).To(o) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 1, 126, 127]} +output0 = {o: # output 0 + [128, 128, 128, 128]} + +# Instantiate an example +Example((input0, output0)) + +# Example 2. Input in operand 0, +input1 = {i1: # input 0 + [128, 129, 254, 255]} +output1 = {o: # output 0 + [128, 129, 254, 255]} + +# Instantiate another example +Example((input1, output1)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/relu_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/relu_quant8_2.mod.py new file mode 100644 index 000000000..f90aa0cb6 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/relu_quant8_2.mod.py @@ -0,0 +1,39 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() + +d0 = 2 +d1 = 32 +d2 = 60 +d3 = 2 + +i0 = Input("input", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 1.f, 128" % (d0, d1, d2, d3)) + +output = Output("output", "TENSOR_QUANT8_ASYMM", "{%d, %d, %d, %d}, 1.f, 128" % (d0, d1, d2, d3)) + +model = model.Operation("RELU", i0).To(output) + +# Example 1. Input in operand 0, +rng = d0 * d1 * d2 * d3 +input_values = (lambda r = rng: [x % 256 for x in range(r)])() +input0 = {i0: input_values} +output_values = (lambda r = rng: [x % 256 if x % 256 > 128 else 128 for x in range(r)])() +output0 = {output: output_values} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/reshape.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/reshape.mod.py new file mode 100644 index 000000000..2a6cfc976 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/reshape.mod.py @@ -0,0 +1,18 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 1, 3, 3}") # a line of 3 pixels, 3 components/pixel +i2 = Parameter("op2", "TENSOR_INT32", "{1}", [-1]) # another vector of 2 float32s +i3 = Output("op3", "TENSOR_FLOAT32", "{9}") +model = model.Operation("RESHAPE", i1, i2).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2, 3, + 4, 5, 6, + 7, 8, 9]} + +output0 = {i3: # output 0 + [1, 2, 3, 4, 5, 6, 7, 8, 9]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/reshape_quant8.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/reshape_quant8.mod.py new file mode 100644 index 000000000..a9586418a --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/reshape_quant8.mod.py @@ -0,0 +1,19 @@ +# model +model = Model() +# a line of 3 pixels, 3 components/pixel +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 1, 3, 3}, 1.f, 0") +i2 = Parameter("op2", "TENSOR_INT32", "{1}", [-1]) +i3 = Output("op3", "TENSOR_QUANT8_ASYMM", "{9}, 1.f, 0") +model = model.Operation("RESHAPE", i1, i2).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2, 3, + 4, 5, 6, + 7, 8, 9]} + +output0 = {i3: # output 0 + [1, 2, 3, 4, 5, 6, 7, 8, 9]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/reshape_quant8_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/reshape_quant8_weights_as_inputs.mod.py new file mode 100644 index 000000000..f1f6814ea --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/reshape_quant8_weights_as_inputs.mod.py @@ -0,0 +1,21 @@ +# model +model = Model() +# a line of 3 pixels, 3 components/pixel +i1 = Input("op1", "TENSOR_QUANT8_ASYMM", "{1, 1, 3, 3}, 1.f, 0") +i2 = Input("op2", "TENSOR_INT32", "{1}") +i3 = Output("op3", "TENSOR_QUANT8_ASYMM", "{9}, 1.f, 0") +model = model.Operation("RESHAPE", i1, i2).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2, 3, + 4, 5, 6, + 7, 8, 9], + i2: # input 1 + [-1]} + +output0 = {i3: # output 0 + [1, 2, 3, 4, 5, 6, 7, 8, 9]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/reshape_weights_as_inputs.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/reshape_weights_as_inputs.mod.py new file mode 100644 index 000000000..c64ac5798 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/reshape_weights_as_inputs.mod.py @@ -0,0 +1,20 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 1, 3, 3}") # a line of 3 pixels, 3 components/pixel +i2 = Input("op2", "TENSOR_INT32", "{1}") # another vector of 2 float32s +i3 = Output("op3", "TENSOR_FLOAT32", "{9}") +model = model.Operation("RESHAPE", i1, i2).To(i3) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2, 3, + 4, 5, 6, + 7, 8, 9], + i2: # input 1 + [-1]} + +output0 = {i3: # output 0 + [1, 2, 3, 4, 5, 6, 7, 8, 9]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/resize_bilinear.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/resize_bilinear.mod.py new file mode 100644 index 000000000..c596407ac --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/resize_bilinear.mod.py @@ -0,0 +1,18 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 3, 3, 1}") +h = Int32Scalar("height", 3) # an int32_t scalar bias +w = Int32Scalar("width", 3) +model = model.Operation("RESIZE_BILINEAR", i1, h, w).To(i2) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.0, 1.0, 2.0, 2.0]} +output0 = {i2: # output 0 + [1.0, 1.0, 1.0, + 1.666666667, 1.666666667, 1.666666667, + 2.0, 2.0, 2.0]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/resize_bilinear_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/resize_bilinear_2.mod.py new file mode 100644 index 000000000..06a33b865 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/resize_bilinear_2.mod.py @@ -0,0 +1,34 @@ +# +# Copyright (C) 2018 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 2}") +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 3, 3, 2}") +h = Int32Scalar("height", 3) # an int32_t scalar bias +w = Int32Scalar("width", 3) +model = model.Operation("RESIZE_BILINEAR", i1, h, w).To(i2) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [3, 4, 6, 10, 9, 10, 12, 16]} +output0 = {i2: # output 0 + [3, 4, 5, 8, 6, 10, + 7, 8, 9, 12, 10, 14, + 9, 10, 11, 14, 12, 16,]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/rnn.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/rnn.mod.py new file mode 100644 index 000000000..7d34cbcbf --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/rnn.mod.py @@ -0,0 +1,201 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +batches = 2 +units = 16 +input_size = 8 + +model = Model() + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (batches, input_size)) +weights = Input("weights", "TENSOR_FLOAT32", "{%d, %d}" % (units, input_size)) +recurrent_weights = Input("recurrent_weights", "TENSOR_FLOAT32", "{%d, %d}" % (units, units)) +bias = Input("bias", "TENSOR_FLOAT32", "{%d}" % (units)) +hidden_state_in = Input("hidden_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (batches, units)) + +activation_param = Int32Scalar("activation_param", 1) # Relu + +hidden_state_out = IgnoredOutput("hidden_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (batches, units)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (batches, units)) + +model = model.Operation("RNN", input, weights, recurrent_weights, bias, hidden_state_in, + activation_param).To([hidden_state_out, output]) + +input0 = { + weights: [ + 0.461459, 0.153381, 0.529743, -0.00371218, 0.676267, -0.211346, + 0.317493, 0.969689, -0.343251, 0.186423, 0.398151, 0.152399, + 0.448504, 0.317662, 0.523556, -0.323514, 0.480877, 0.333113, + -0.757714, -0.674487, -0.643585, 0.217766, -0.0251462, 0.79512, + -0.595574, -0.422444, 0.371572, -0.452178, -0.556069, -0.482188, + -0.685456, -0.727851, 0.841829, 0.551535, -0.232336, 0.729158, + -0.00294906, -0.69754, 0.766073, -0.178424, 0.369513, -0.423241, + 0.548547, -0.0152023, -0.757482, -0.85491, 0.251331, -0.989183, + 0.306261, -0.340716, 0.886103, -0.0726757, -0.723523, -0.784303, + 0.0354295, 0.566564, -0.485469, -0.620498, 0.832546, 0.697884, + -0.279115, 0.294415, -0.584313, 0.548772, 0.0648819, 0.968726, + 0.723834, -0.0080452, -0.350386, -0.272803, 0.115121, -0.412644, + -0.824713, -0.992843, -0.592904, -0.417893, 0.863791, -0.423461, + -0.147601, -0.770664, -0.479006, 0.654782, 0.587314, -0.639158, + 0.816969, -0.337228, 0.659878, 0.73107, 0.754768, -0.337042, + 0.0960841, 0.368357, 0.244191, -0.817703, -0.211223, 0.442012, + 0.37225, -0.623598, -0.405423, 0.455101, 0.673656, -0.145345, + -0.511346, -0.901675, -0.81252, -0.127006, 0.809865, -0.721884, + 0.636255, 0.868989, -0.347973, -0.10179, -0.777449, 0.917274, + 0.819286, 0.206218, -0.00785118, 0.167141, 0.45872, 0.972934, + -0.276798, 0.837861, 0.747958, -0.0151566, -0.330057, -0.469077, + 0.277308, 0.415818 + ], + recurrent_weights: [ + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1 + ], + bias: [ + 0.065691948, -0.69055247, 0.1107955, -0.97084129, -0.23957068, + -0.23566568, -0.389184, 0.47481549, -0.4791103, 0.29931796, + 0.10463274, 0.83918178, 0.37197268, 0.61957061, 0.3956964, + -0.37609905 + ], +} + + +test_inputs = [ + 0.23689353, 0.285385, 0.037029743, -0.19858193, -0.27569133, + 0.43773448, 0.60379338, 0.35562468, -0.69424844, -0.93421471, + -0.87287879, 0.37144363, -0.62476718, 0.23791671, 0.40060222, + 0.1356622, -0.99774903, -0.98858172, -0.38952237, -0.47685933, + 0.31073618, 0.71511042, -0.63767755, -0.31729108, 0.33468103, + 0.75801885, 0.30660987, -0.37354088, 0.77002847, -0.62747043, + -0.68572164, 0.0069220066, 0.65791464, 0.35130811, 0.80834007, + -0.61777675, -0.21095741, 0.41213346, 0.73784804, 0.094794154, + 0.47791874, 0.86496925, -0.53376222, 0.85315156, 0.10288584, + 0.86684, -0.011186242, 0.10513687, 0.87825835, 0.59929144, + 0.62827742, 0.18899453, 0.31440187, 0.99059987, 0.87170351, + -0.35091716, 0.74861872, 0.17831337, 0.2755419, 0.51864719, + 0.55084288, 0.58982027, -0.47443086, 0.20875752, -0.058871567, + -0.66609079, 0.59098077, 0.73017097, 0.74604273, 0.32882881, + -0.17503482, 0.22396147, 0.19379807, 0.29120302, 0.077113032, + -0.70331609, 0.15804303, -0.93407321, 0.40182066, 0.036301374, + 0.66521823, 0.0300982, -0.7747041, -0.02038002, 0.020698071, + -0.90300065, 0.62870288, -0.23068321, 0.27531278, -0.095755219, + -0.712036, -0.17384434, -0.50593495, -0.18646687, -0.96508682, + 0.43519354, 0.14744234, 0.62589407, 0.1653645, -0.10651493, + -0.045277178, 0.99032974, -0.88255352, -0.85147917, 0.28153265, + 0.19455957, -0.55479527, -0.56042433, 0.26048636, 0.84702539, + 0.47587705, -0.074295521, -0.12287641, 0.70117295, 0.90532446, + 0.89782166, 0.79817224, 0.53402734, -0.33286154, 0.073485017, + -0.56172788, -0.044897556, 0.89964068, -0.067662835, 0.76863563, + 0.93455386, -0.6324693, -0.083922029 +] + +golden_outputs = [ + 0.496726, 0, 0.965996, 0, 0.0584254, 0, + 0, 0.12315, 0, 0, 0.612266, 0.456601, + 0, 0.52286, 1.16099, 0.0291232, + + 0, 0, 0.524901, 0, 0, 0, + 0, 1.02116, 0, 1.35762, 0, 0.356909, + 0.436415, 0.0355727, 0, 0, + + 0, 0, 0, 0.262335, 0, 0, + 0, 1.33992, 0, 2.9739, 0, 0, + 1.31914, 2.66147, 0, 0, + + 0.942568, 0, 0, 0, 0.025507, 0, + 0, 0, 0.321429, 0.569141, 1.25274, 1.57719, + 0.8158, 1.21805, 0.586239, 0.25427, + + 1.04436, 0, 0.630725, 0, 0.133801, 0.210693, + 0.363026, 0, 0.533426, 0, 1.25926, 0.722707, + 0, 1.22031, 1.30117, 0.495867, + + 0.222187, 0, 0.72725, 0, 0.767003, 0, + 0, 0.147835, 0, 0, 0, 0.608758, + 0.469394, 0.00720298, 0.927537, 0, + + 0.856974, 0.424257, 0, 0, 0.937329, 0, + 0, 0, 0.476425, 0, 0.566017, 0.418462, + 0.141911, 0.996214, 1.13063, 0, + + 0.967899, 0, 0, 0, 0.0831304, 0, + 0, 1.00378, 0, 0, 0, 1.44818, + 1.01768, 0.943891, 0.502745, 0, + + 0.940135, 0, 0, 0, 0, 0, + 0, 2.13243, 0, 0.71208, 0.123918, 1.53907, + 1.30225, 1.59644, 0.70222, 0, + + 0.804329, 0, 0.430576, 0, 0.505872, 0.509603, + 0.343448, 0, 0.107756, 0.614544, 1.44549, 1.52311, + 0.0454298, 0.300267, 0.562784, 0.395095, + + 0.228154, 0, 0.675323, 0, 1.70536, 0.766217, + 0, 0, 0, 0.735363, 0.0759267, 1.91017, + 0.941888, 0, 0, 0, + + 0, 0, 1.5909, 0, 0, 0, + 0, 0.5755, 0, 0.184687, 0, 1.56296, + 0.625285, 0, 0, 0, + + 0, 0, 0.0857888, 0, 0, 0, + 0, 0.488383, 0.252786, 0, 0, 0, + 1.02817, 1.85665, 0, 0, + + 0.00981836, 0, 1.06371, 0, 0, 0, + 0, 0, 0, 0.290445, 0.316406, 0, + 0.304161, 1.25079, 0.0707152, 0, + + 0.986264, 0.309201, 0, 0, 0, 0, + 0, 1.64896, 0.346248, 0, 0.918175, 0.78884, + 0.524981, 1.92076, 2.07013, 0.333244, + + 0.415153, 0.210318, 0, 0, 0, 0, + 0, 2.02616, 0, 0.728256, 0.84183, 0.0907453, + 0.628881, 3.58099, 1.49974, 0 +] + +input_sequence_size = int(len(test_inputs) / input_size / batches) + +# TODO: enable the other data points after fixing reference issues +#for i in range(input_sequence_size): +for i in range(1): + input_begin = i * input_size + input_end = input_begin + input_size + input0[input] = test_inputs[input_begin:input_end] + input0[input].extend(input0[input]) + input0[hidden_state_in] = [0 for x in range(batches * units)] + output0 = { + hidden_state_out: [0 for x in range(batches * units)], + } + golden_start = i * units + golden_end = golden_start + units + output0[output] = golden_outputs[golden_start:golden_end] + output0[output].extend(output0[output]) + Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/rnn_state.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/rnn_state.mod.py new file mode 100644 index 000000000..49a73b737 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/rnn_state.mod.py @@ -0,0 +1,126 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +batches = 2 +units = 16 +input_size = 8 + +model = Model() + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (batches, input_size)) +weights = Input("weights", "TENSOR_FLOAT32", "{%d, %d}" % (units, input_size)) +recurrent_weights = Input("recurrent_weights", "TENSOR_FLOAT32", "{%d, %d}" % (units, units)) +bias = Input("bias", "TENSOR_FLOAT32", "{%d}" % (units)) +hidden_state_in = Input("hidden_state_in", "TENSOR_FLOAT32", "{%d, %d}" % (batches, units)) + +activation_param = Int32Scalar("activation_param", 1) # Relu + +hidden_state_out = IgnoredOutput("hidden_state_out", "TENSOR_FLOAT32", "{%d, %d}" % (batches, units)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (batches, units)) + +model = model.Operation("RNN", input, weights, recurrent_weights, bias, hidden_state_in, + activation_param).To([hidden_state_out, output]) + +input0 = { + weights: [ + 0.461459, 0.153381, 0.529743, -0.00371218, 0.676267, -0.211346, + 0.317493, 0.969689, -0.343251, 0.186423, 0.398151, 0.152399, + 0.448504, 0.317662, 0.523556, -0.323514, 0.480877, 0.333113, + -0.757714, -0.674487, -0.643585, 0.217766, -0.0251462, 0.79512, + -0.595574, -0.422444, 0.371572, -0.452178, -0.556069, -0.482188, + -0.685456, -0.727851, 0.841829, 0.551535, -0.232336, 0.729158, + -0.00294906, -0.69754, 0.766073, -0.178424, 0.369513, -0.423241, + 0.548547, -0.0152023, -0.757482, -0.85491, 0.251331, -0.989183, + 0.306261, -0.340716, 0.886103, -0.0726757, -0.723523, -0.784303, + 0.0354295, 0.566564, -0.485469, -0.620498, 0.832546, 0.697884, + -0.279115, 0.294415, -0.584313, 0.548772, 0.0648819, 0.968726, + 0.723834, -0.0080452, -0.350386, -0.272803, 0.115121, -0.412644, + -0.824713, -0.992843, -0.592904, -0.417893, 0.863791, -0.423461, + -0.147601, -0.770664, -0.479006, 0.654782, 0.587314, -0.639158, + 0.816969, -0.337228, 0.659878, 0.73107, 0.754768, -0.337042, + 0.0960841, 0.368357, 0.244191, -0.817703, -0.211223, 0.442012, + 0.37225, -0.623598, -0.405423, 0.455101, 0.673656, -0.145345, + -0.511346, -0.901675, -0.81252, -0.127006, 0.809865, -0.721884, + 0.636255, 0.868989, -0.347973, -0.10179, -0.777449, 0.917274, + 0.819286, 0.206218, -0.00785118, 0.167141, 0.45872, 0.972934, + -0.276798, 0.837861, 0.747958, -0.0151566, -0.330057, -0.469077, + 0.277308, 0.415818 + ], + recurrent_weights: [ + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0.1 + ], + bias: [ + 0.065691948, -0.69055247, 0.1107955, -0.97084129, -0.23957068, + -0.23566568, -0.389184, 0.47481549, -0.4791103, 0.29931796, + 0.10463274, 0.83918178, 0.37197268, 0.61957061, 0.3956964, + -0.37609905 + ], +} + +input0[input] = [ + -0.69424844, -0.93421471, -0.87287879, 0.37144363, + -0.62476718, 0.23791671, 0.40060222, 0.1356622, + -0.69424844, -0.93421471, -0.87287879, 0.37144363, + -0.62476718, 0.23791671, 0.40060222, 0.1356622, +] +input0[hidden_state_in] = [ + 0.496726, 0, 0.965996, 0, + 0.0584256, 0, 0, 0.12315, + 0, 0, 0.612267, 0.456601, + 0, 0.52286, 1.16099, 0.0291233, + 0.496726, 0, 0.965996, 0, + 0.0584256, 0, 0, 0.12315, + 0, 0, 0.612267, 0.456601, + 0, 0.52286, 1.16099, 0.0291233, +] +output0 = { + hidden_state_out : [ + 0, 0, 0.524902, 0, + 0, 0, 0, 1.02116, + 0, 1.35762, 0, 0.356909, + 0.436415, 0.0355731, 0, 0, + 0, 0, 0.524902, 0, + 0, 0, 0, 1.02116, + 0, 1.35762, 0, 0.356909, + 0.436415, 0.0355731, 0, 0, + ] +} +output0[output] = [ + 0, 0, 0.524901, 0, 0, 0, + 0, 1.02116, 0, 1.35762, 0, 0.356909, + 0.436415, 0.0355727, 0, 0, + + 0, 0, 0.524901, 0, 0, 0, + 0, 1.02116, 0, 1.35762, 0, 0.356909, + 0.436415, 0.0355727, 0, 0, +] + +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/softmax_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/softmax_float_1.mod.py new file mode 100644 index 000000000..9f62bad96 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/softmax_float_1.mod.py @@ -0,0 +1,17 @@ +# model +model = Model() + +i1 = Input("input", "TENSOR_FLOAT32", "{1, 4}") # batch = 1, depth = 1 +beta = Float32Scalar("beta", 0.000001) +output = Output("output", "TENSOR_FLOAT32", "{1, 4}") + +# model 1 +model = model.Operation("SOFTMAX", i1, beta).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: [1., 2., 10., 20.]} + +output0 = {output: [.25, .25, .25, .25]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/softmax_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/softmax_float_2.mod.py new file mode 100644 index 000000000..c63fa56bf --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/softmax_float_2.mod.py @@ -0,0 +1,21 @@ +# model +model = Model() + +i1 = Input("input", "TENSOR_FLOAT32", "{2, 5}") # batch = 2, depth = 5 +beta = Float32Scalar("beta", 1.) +output = Output("output", "TENSOR_FLOAT32", "{2, 5}") + +# model 1 +model = model.Operation("SOFTMAX", i1, beta).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: + [1., 2., 3., 4., 5., + -1., -2., -3., -4., -5.]} + +output0 = {output: + [0.011656231, 0.031684921, 0.086128544, 0.234121657, 0.636408647, + 0.636408647, 0.234121657, 0.086128544, 0.031684921, 0.011656231]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/softmax_quant8_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/softmax_quant8_1.mod.py new file mode 100644 index 000000000..4fd50de91 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/softmax_quant8_1.mod.py @@ -0,0 +1,17 @@ +# model +model = Model() + +i1 = Input("input", "TENSOR_QUANT8_ASYMM", "{1, 4}, 0.5f, 0") # batch = 1, depth = 1 +beta = Float32Scalar("beta", 0.00001) # close to 0 +output = Output("output", "TENSOR_QUANT8_ASYMM", "{1, 4}, 0.00390625f, 0") + +# model 1 +model = model.Operation("SOFTMAX", i1, beta).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: [1, 2, 10, 20]} + +output0 = {output: [64, 64, 64, 64]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/softmax_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/softmax_quant8_2.mod.py new file mode 100644 index 000000000..e4caa0055 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/softmax_quant8_2.mod.py @@ -0,0 +1,21 @@ +# model +model = Model() + +i1 = Input("input", "TENSOR_QUANT8_ASYMM", "{2, 5}, 0.5f, 0") # batch = 2, depth = 5 +beta = Float32Scalar("beta", 1.) +output = Output("output", "TENSOR_QUANT8_ASYMM", "{2, 5}, 0.00390625f, 0") + +# model 1 +model = model.Operation("SOFTMAX", i1, beta).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: + [1, 2, 3, 4, 5, + 255, 254, 253, 252, 251]} + +output0 = {output: + [15, 24, 40, 67, 110, + 110, 67, 40, 24, 15]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_float_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_float_1.mod.py new file mode 100644 index 000000000..d11d8de9c --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_float_1.mod.py @@ -0,0 +1,16 @@ +model = Model() +i1 = Input("input", "TENSOR_FLOAT32", "{1, 2, 2, 2}") +block = Int32Scalar("block_size", 2) +output = Output("output", "TENSOR_FLOAT32", "{1, 1, 1, 8}") + +model = model.Operation("SPACE_TO_DEPTH", i1, block).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1.4, 2.3, 3.2, 4.1, 5.4, 6.3, 7.2, 8.1]} + +output0 = {output: # output 0 + [1.4, 2.3, 3.2, 4.1, 5.4, 6.3, 7.2, 8.1]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_float_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_float_2.mod.py new file mode 100644 index 000000000..df557f6dc --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_float_2.mod.py @@ -0,0 +1,16 @@ +model = Model() +i1 = Input("input", "TENSOR_FLOAT32", "{1, 4, 4, 1}") +block = Int32Scalar("block_size", 2) +output = Output("output", "TENSOR_FLOAT32", "{1, 2, 2, 4}") + +model = model.Operation("SPACE_TO_DEPTH", i1, block).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13., 14., 15., 16.]} + +output0 = {output: # output 0 + [1., 2., 5., 6., 3., 4., 7., 8., 9., 10., 13., 14., 11., 12., 15., 16.]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_float_3.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_float_3.mod.py new file mode 100644 index 000000000..e5298dff1 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_float_3.mod.py @@ -0,0 +1,22 @@ +model = Model() +i1 = Input("input", "TENSOR_FLOAT32", "{1, 4, 4, 2}") +block = Int32Scalar("block_size", 2) +output = Output("output", "TENSOR_FLOAT32", "{1, 2, 2, 8}") + +model = model.Operation("SPACE_TO_DEPTH", i1, block).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [10, 20, 11, 21, 12, 22, 13, 23, + 14, 24, 15, 25, 16, 26, 17, 27, + 18, 28, 19, 29, 110, 210, 111, 211, + 112, 212, 113, 213, 114, 214, 115, 215]} + +output0 = {output: # output 0 + [10, 20, 11, 21, 14, 24, 15, 25, + 12, 22, 13, 23, 16, 26, 17, 27, + 18, 28, 19, 29, 112, 212, 113, 213, + 110, 210, 111, 211, 114, 214, 115, 215]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_quant8_1.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_quant8_1.mod.py new file mode 100644 index 000000000..844a77f80 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_quant8_1.mod.py @@ -0,0 +1,16 @@ +model = Model() +i1 = Input("input", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 2}, 0.5f, 0") +block = Int32Scalar("radius", 2) +output = Output("output", "TENSOR_QUANT8_ASYMM", "{1, 1, 1, 8}, 0.5f, 0") + +model = model.Operation("SPACE_TO_DEPTH", i1, block).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [1, 2, 3, 4, 252, 253, 254, 255]} + +output0 = {output: # output 0 + [1, 2, 3, 4, 252, 253, 254, 255]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_quant8_2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_quant8_2.mod.py new file mode 100644 index 000000000..b8f0d5f81 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/space_to_depth_quant8_2.mod.py @@ -0,0 +1,16 @@ +model = Model() +i1 = Input("input", "TENSOR_QUANT8_ASYMM", "{1, 4, 4, 1}, 0.5f, 0") +block = Int32Scalar("radius", 2) +output = Output("output", "TENSOR_QUANT8_ASYMM", "{1, 2, 2, 4}, 0.5f, 0") + +model = model.Operation("SPACE_TO_DEPTH", i1, block).To(output) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [0, 1, 2, 3, 4, 5, 6, 7, 248, 249, 250, 251, 252, 253, 254, 255]} + +output0 = {output: # output 0 + [0, 1, 4, 5, 2, 3, 6, 7, 248, 249, 252, 253, 250, 251, 254, 255]} + +# Instantiate an example +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/svdf.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/svdf.mod.py new file mode 100644 index 000000000..4f3e42c20 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/svdf.mod.py @@ -0,0 +1,138 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +batches = 2 +features = 4 +rank = 1 +units = int(features / rank) +input_size = 3 +memory_size = 10 + +model = Model() + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (batches, input_size)) +weights_feature = Input("weights_feature", "TENSOR_FLOAT32", "{%d, %d}" % (features, input_size)) +weights_time = Input("weights_time", "TENSOR_FLOAT32", "{%d, %d}" % (features, memory_size)) +bias = Input("bias", "TENSOR_FLOAT32", "{%d}" % (units)) +state_in = Input("state_in", "TENSOR_FLOAT32", "{%d, %d}" % (batches, memory_size*features)) +rank_param = Int32Scalar("rank_param", rank) +activation_param = Int32Scalar("activation_param", 0) +state_out = IgnoredOutput("state_out", "TENSOR_FLOAT32", "{%d, %d}" % (batches, memory_size*features)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (batches, units)) + +model = model.Operation("SVDF", input, weights_feature, weights_time, bias, state_in, + rank_param, activation_param).To([state_out, output]) + +input0 = { + input: [], + weights_feature: [ + -0.31930989, -0.36118156, 0.0079667, 0.37613347, + 0.22197971, 0.12416199, 0.27901134, 0.27557442, + 0.3905206, -0.36137494, -0.06634006, -0.10640851 + ], + weights_time: [ + -0.31930989, 0.37613347, 0.27901134, -0.36137494, -0.36118156, + 0.22197971, 0.27557442, -0.06634006, 0.0079667, 0.12416199, + + 0.3905206, -0.10640851, -0.0976817, 0.15294972, 0.39635518, + -0.02702999, 0.39296314, 0.15785322, 0.21931258, 0.31053296, + + -0.36916667, 0.38031587, -0.21580373, 0.27072677, 0.23622236, + 0.34936687, 0.18174365, 0.35907319, -0.17493086, 0.324846, + + -0.10781813, 0.27201805, 0.14324132, -0.23681851, -0.27115166, + -0.01580888, -0.14943552, 0.15465137, 0.09784451, -0.0337657 + ], + bias: [], + state_in: [0 for _ in range(batches * memory_size * features)], +} + +test_inputs = [ + 0.12609188, -0.46347019, -0.89598465, + 0.12609188, -0.46347019, -0.89598465, + + 0.14278367, -1.64410412, -0.75222826, + 0.14278367, -1.64410412, -0.75222826, + + 0.49837467, 0.19278903, 0.26584083, + 0.49837467, 0.19278903, 0.26584083, + + -0.11186574, 0.13164264, -0.05349274, + -0.11186574, 0.13164264, -0.05349274, + + -0.68892461, 0.37783599, 0.18263303, + -0.68892461, 0.37783599, 0.18263303, + + -0.81299269, -0.86831826, 1.43940818, + -0.81299269, -0.86831826, 1.43940818, + + -1.45006323, -0.82251364, -1.69082689, + -1.45006323, -0.82251364, -1.69082689, + + 0.03966608, -0.24936394, -0.77526885, + 0.03966608, -0.24936394, -0.77526885, + + 0.11771342, -0.23761693, -0.65898693, + 0.11771342, -0.23761693, -0.65898693, + + -0.89477462, 1.67204106, -0.53235275, + -0.89477462, 1.67204106, -0.53235275 +] + +golden_outputs = [ + 0.014899, -0.0517661, -0.143725, -0.00271883, + 0.014899, -0.0517661, -0.143725, -0.00271883, + + 0.068281, -0.162217, -0.152268, 0.00323521, + 0.068281, -0.162217, -0.152268, 0.00323521, + + -0.0317821, -0.0333089, 0.0609602, 0.0333759, + -0.0317821, -0.0333089, 0.0609602, 0.0333759, + + -0.00623099, -0.077701, -0.391193, -0.0136691, + -0.00623099, -0.077701, -0.391193, -0.0136691, + + 0.201551, -0.164607, -0.179462, -0.0592739, + 0.201551, -0.164607, -0.179462, -0.0592739, + + 0.0886511, -0.0875401, -0.269283, 0.0281379, + 0.0886511, -0.0875401, -0.269283, 0.0281379, + + -0.201174, -0.586145, -0.628624, -0.0330412, + -0.201174, -0.586145, -0.628624, -0.0330412, + + -0.0839096, -0.299329, 0.108746, 0.109808, + -0.0839096, -0.299329, 0.108746, 0.109808, + + 0.419114, -0.237824, -0.422627, 0.175115, + 0.419114, -0.237824, -0.422627, 0.175115, + + 0.36726, -0.522303, -0.456502, -0.175475, + 0.36726, -0.522303, -0.456502, -0.175475 +] + +output0 = {state_out: [0 for _ in range(batches * memory_size * features)], + output: []} + +# TODO: enable more data points after fixing the reference issue +for i in range(1): + batch_start = i * input_size * batches + batch_end = batch_start + input_size * batches + input0[input] = test_inputs[batch_start:batch_end] + golden_start = i * units * batches + golden_end = golden_start + units * batches + output0[output] = golden_outputs[golden_start:golden_end] + Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/svdf2.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/svdf2.mod.py new file mode 100644 index 000000000..c34926bc3 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/svdf2.mod.py @@ -0,0 +1,153 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +batches = 2 +features = 8 +rank = 2 +units = int(features / rank) +input_size = 3 +memory_size = 10 + +model = Model() + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (batches, input_size)) +weights_feature = Input("weights_feature", "TENSOR_FLOAT32", "{%d, %d}" % (features, input_size)) +weights_time = Input("weights_time", "TENSOR_FLOAT32", "{%d, %d}" % (features, memory_size)) +bias = Input("bias", "TENSOR_FLOAT32", "{%d}" % (units)) +state_in = Input("state_in", "TENSOR_FLOAT32", "{%d, %d}" % (batches, memory_size*features)) +rank_param = Int32Scalar("rank_param", rank) +activation_param = Int32Scalar("activation_param", 0) +state_out = IgnoredOutput("state_out", "TENSOR_FLOAT32", "{%d, %d}" % (batches, memory_size*features)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (batches, units)) + +model = model.Operation("SVDF", input, weights_feature, weights_time, bias, state_in, + rank_param, activation_param).To([state_out, output]) + +input0 = { + input: [], + weights_feature: [ + -0.31930989, 0.0079667, 0.39296314, 0.37613347, + 0.12416199, 0.15785322, 0.27901134, 0.3905206, + 0.21931258, -0.36137494, -0.10640851, 0.31053296, + -0.36118156, -0.0976817, -0.36916667, 0.22197971, + 0.15294972, 0.38031587, 0.27557442, 0.39635518, + -0.21580373, -0.06634006, -0.02702999, 0.27072677 + ], + weights_time: [ + -0.31930989, 0.37613347, 0.27901134, -0.36137494, -0.36118156, + 0.22197971, 0.27557442, -0.06634006, 0.0079667, 0.12416199, + + 0.3905206, -0.10640851, -0.0976817, 0.15294972, 0.39635518, + -0.02702999, 0.39296314, 0.15785322, 0.21931258, 0.31053296, + + -0.36916667, 0.38031587, -0.21580373, 0.27072677, 0.23622236, + 0.34936687, 0.18174365, 0.35907319, -0.17493086, 0.324846, + + -0.10781813, 0.27201805, 0.14324132, -0.23681851, -0.27115166, + -0.01580888, -0.14943552, 0.15465137, 0.09784451, -0.0337657, + + -0.14884081, 0.19931212, -0.36002168, 0.34663299, -0.11405486, + 0.12672701, 0.39463779, -0.07886535, -0.06384811, 0.08249187, + + -0.26816407, -0.19905911, 0.29211238, 0.31264046, -0.28664589, + 0.05698794, 0.11613581, 0.14078894, 0.02187902, -0.21781836, + + -0.15567942, 0.08693647, -0.38256618, 0.36580828, -0.22922277, + -0.0226903, 0.12878349, -0.28122205, -0.10850525, -0.11955214, + + 0.27179423, -0.04710215, 0.31069002, 0.22672787, 0.09580326, + 0.08682203, 0.1258215, 0.1851041, 0.29228821, 0.12366763 + ], + bias: [], + state_in: [0 for _ in range(batches * memory_size * features)], +} + +test_inputs = [ + 0.12609188, -0.46347019, -0.89598465, + 0.35867718, 0.36897406, 0.73463392, + + 0.14278367, -1.64410412, -0.75222826, + -0.57290924, 0.12729003, 0.7567004, + + 0.49837467, 0.19278903, 0.26584083, + 0.17660543, 0.52949083, -0.77931279, + + -0.11186574, 0.13164264, -0.05349274, + -0.72674477, -0.5683046, 0.55900657, + + -0.68892461, 0.37783599, 0.18263303, + -0.63690937, 0.44483393, -0.71817774, + + -0.81299269, -0.86831826, 1.43940818, + -0.95760226, 1.82078898, 0.71135032, + + -1.45006323, -0.82251364, -1.69082689, + -1.65087092, -1.89238167, 1.54172635, + + 0.03966608, -0.24936394, -0.77526885, + 2.06740379, -1.51439476, 1.43768692, + + 0.11771342, -0.23761693, -0.65898693, + 0.31088525, -1.55601168, -0.87661445, + + -0.89477462, 1.67204106, -0.53235275, + -0.6230064, 0.29819036, 1.06939757, +] + +golden_outputs = [ + -0.09623547, -0.10193135, 0.11083051, -0.0347917, + 0.1141196, 0.12965347, -0.12652366, 0.01007236, + + -0.16396809, -0.21247184, 0.11259045, -0.04156673, + 0.10132131, -0.06143532, -0.00924693, 0.10084561, + + 0.01257364, 0.0506071, -0.19287863, -0.07162561, + -0.02033747, 0.22673416, 0.15487903, 0.02525555, + + -0.1411963, -0.37054959, 0.01774767, 0.05867489, + 0.09607603, -0.0141301, -0.08995658, 0.12867066, + + -0.27142537, -0.16955489, 0.18521598, -0.12528358, + 0.00331409, 0.11167502, 0.02218599, -0.07309391, + + 0.09593632, -0.28361851, -0.0773851, 0.17199151, + -0.00075242, 0.33691186, -0.1536046, 0.16572715, + + -0.27916506, -0.27626723, 0.42615682, 0.3225764, + -0.37472126, -0.55655634, -0.05013514, 0.289112, + + -0.24418658, 0.07540751, -0.1940318, -0.08911639, + 0.00732617, 0.46737891, 0.26449674, 0.24888524, + + -0.17225097, -0.54660404, -0.38795233, 0.08389944, + 0.07736043, -0.28260678, 0.15666828, 1.14949894, + + -0.57454878, -0.64704704, 0.73235172, -0.34616736, + 0.21120001, -0.22927976, 0.02455296, -0.35906726, +] + +output0 = {state_out: [0 for _ in range(batches * memory_size * features)], + output: []} + +# TODO: enable more data points after fixing the reference issue +for i in range(1): + batch_start = i * input_size * batches + batch_end = batch_start + input_size * batches + input0[input] = test_inputs[batch_start:batch_end] + golden_start = i * units * batches + golden_end = golden_start + units * batches + output0[output] = golden_outputs[golden_start:golden_end] + Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/svdf_state.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/svdf_state.mod.py new file mode 100644 index 000000000..dc3e4f420 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/svdf_state.mod.py @@ -0,0 +1,114 @@ +# +# Copyright (C) 2017 The Android Open Source Project +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +batches = 2 +units = 4 +input_size = 3 +memory_size = 10 + +model = Model() + +input = Input("input", "TENSOR_FLOAT32", "{%d, %d}" % (batches, input_size)) +weights_feature = Input("weights_feature", "TENSOR_FLOAT32", "{%d, %d}" % (units, input_size)) +weights_time = Input("weights_time", "TENSOR_FLOAT32", "{%d, %d}" % (units, memory_size)) +bias = Input("bias", "TENSOR_FLOAT32", "{%d}" % (units)) +state_in = Input("state_in", "TENSOR_FLOAT32", "{%d, %d}" % (batches, memory_size*units)) +rank_param = Int32Scalar("rank_param", 1) +activation_param = Int32Scalar("activation_param", 0) +state_out = Output("state_out", "TENSOR_FLOAT32", "{%d, %d}" % (batches, memory_size*units)) +output = Output("output", "TENSOR_FLOAT32", "{%d, %d}" % (batches, units)) + +model = model.Operation("SVDF", input, weights_feature, weights_time, bias, state_in, + rank_param, activation_param).To([state_out, output]) + +input0 = { + weights_feature: [ + -0.31930989, -0.36118156, 0.0079667, 0.37613347, + 0.22197971, 0.12416199, 0.27901134, 0.27557442, + 0.3905206, -0.36137494, -0.06634006, -0.10640851 + ], + weights_time: [ + -0.31930989, 0.37613347, 0.27901134, -0.36137494, -0.36118156, + 0.22197971, 0.27557442, -0.06634006, 0.0079667, 0.12416199, + + 0.3905206, -0.10640851, -0.0976817, 0.15294972, 0.39635518, + -0.02702999, 0.39296314, 0.15785322, 0.21931258, 0.31053296, + + -0.36916667, 0.38031587, -0.21580373, 0.27072677, 0.23622236, + 0.34936687, 0.18174365, 0.35907319, -0.17493086, 0.324846, + + -0.10781813, 0.27201805, 0.14324132, -0.23681851, -0.27115166, + -0.01580888, -0.14943552, 0.15465137, 0.09784451, -0.0337657 + ], + bias: [], +} + +input0[input] = [ + 0.14278367, -1.64410412, -0.75222826, + 0.14278367, -1.64410412, -0.75222826, +] +input0[state_in] = [ + 0, 0, 0, 0, + 0, 0, 0, 0, + 0.119996, 0, 0, 0, + 0, 0, 0, 0, + 0, 0, -0.166701, 0, + 0, 0, 0, 0, + 0, 0, 0, 0, + -0.44244, 0, 0, 0, + 0, 0, 0, 0, + 0, 0, 0.0805206, 0, + 0, 0, 0, 0, + 0, 0, 0, 0, + 0.119996, 0, 0, 0, + 0, 0, 0, 0, + 0, 0, -0.166701, 0, + 0, 0, 0, 0, + 0, 0, 0, 0, + -0.44244, 0, 0, 0, + 0, 0, 0, 0, + 0, 0, 0.0805206, 0, +] +output0 = { + state_out : [ + 0, 0, 0, 0, + 0, 0, 0, 0.119996, + 0.542235, 0, 0, 0, + 0, 0, 0, 0, + 0, -0.166701, -0.40465, 0, + 0, 0, 0, 0, + 0, 0, 0, -0.44244, + -0.706995, 0, 0, 0, + 0, 0, 0, 0, + 0, 0.0805206, 0.137515, 0, + 0, 0, 0, 0, + 0, 0, 0, 0.119996, + 0.542235, 0, 0, 0, + 0, 0, 0, 0, + 0, -0.166701, -0.40465, 0, + 0, 0, 0, 0, + 0, 0, 0, -0.44244, + -0.706995, 0, 0, 0, + 0, 0, 0, 0, + 0, 0.0805206, 0.137515, 0, + ], + output : [ + 0.068281, -0.162217, -0.152268, 0.00323521, + 0.068281, -0.162217, -0.152268, 0.00323521, + ] +} + +Example((input0, output0)) diff --git a/runtimes/tests/neural_networks_test/specs/V1_0/tanh_.mod.py b/runtimes/tests/neural_networks_test/specs/V1_0/tanh_.mod.py new file mode 100644 index 000000000..daff31687 --- /dev/null +++ b/runtimes/tests/neural_networks_test/specs/V1_0/tanh_.mod.py @@ -0,0 +1,16 @@ +# model +model = Model() +i1 = Input("op1", "TENSOR_FLOAT32", "{1, 2, 2, 1}") + +i2 = Output("op2", "TENSOR_FLOAT32", "{1, 2, 2, 1}") +model = model.Operation("TANH", i1).To(i2) + +# Example 1. Input in operand 0, +input0 = {i1: # input 0 + [-1, 0, 1, 10]} + +output0 = {i2: # output 0 + [-.761594156, 0, .761594156, 0.999999996]} + +# Instantiate an example +Example((input0, output0)) |