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Diffstat (limited to 'compiler/moco-tf/src/Canonicalization/SoftmaxCanonicalizer.cpp')
-rw-r--r-- | compiler/moco-tf/src/Canonicalization/SoftmaxCanonicalizer.cpp | 78 |
1 files changed, 78 insertions, 0 deletions
diff --git a/compiler/moco-tf/src/Canonicalization/SoftmaxCanonicalizer.cpp b/compiler/moco-tf/src/Canonicalization/SoftmaxCanonicalizer.cpp new file mode 100644 index 000000000..98af7b693 --- /dev/null +++ b/compiler/moco-tf/src/Canonicalization/SoftmaxCanonicalizer.cpp @@ -0,0 +1,78 @@ +/* + * Copyright (c) 2019 Samsung Electronics Co., Ltd. All Rights Reserved + * + * 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. + */ + +#include "SoftmaxCanonicalizer.h" + +#include <moco/IR/TFDialect.h> +#include <moco/Support/TFShapeInferenceHelper.h> + +#include <moco/Log.h> + +namespace +{ + +bool canonicalize_softmax(loco::Graph *graph, moco::TFSoftmax *node) +{ + LOGGER(l); + + INFO(l) << "TFNodeCanonicalize TFSoftmax begin"; + + /** + * This will replace shape inferred TFSoftmax node into canonical TensorSoftmax + * + * Before + * In ---- TFSoftmax ---- Out(s) + * + * After + * ------ TFSoftmax + * / + * In ---- TensorSoftmax ----- Out(s) + */ + + auto nodeshape = moco::node_shape(node); + // Canonicalization into TensorSoftmax is valid when softmax has shape info + assert(nodeshape.domain() != loco::Domain::Unknown); + + auto softmax_tensor_shape = nodeshape.as<loco::TensorShape>(); + + // Create loco node to replace + auto softmax = graph->nodes()->create<loco::TensorSoftmax>(); + + // replace + auto in = node->logits(); + softmax->input(in); + softmax->axis(softmax_tensor_shape.rank() - 1); + replace(node).with(softmax); + + INFO(l) << "TFNodeCanonicalize TFSoftmax done"; + + return true; +} + +} // namespace + +namespace moco +{ +namespace tf +{ + +bool SoftmaxCanonicalizer::transform(TFSoftmax *node) const +{ + return canonicalize_softmax(node->graph(), node); +} + +} // namespace tf +} // namespace moco |