diff options
Diffstat (limited to 'compiler/luci/pass/src/RemoveRedundantDequantizePass.cpp')
-rw-r--r-- | compiler/luci/pass/src/RemoveRedundantDequantizePass.cpp | 80 |
1 files changed, 80 insertions, 0 deletions
diff --git a/compiler/luci/pass/src/RemoveRedundantDequantizePass.cpp b/compiler/luci/pass/src/RemoveRedundantDequantizePass.cpp new file mode 100644 index 000000000..66cd9d791 --- /dev/null +++ b/compiler/luci/pass/src/RemoveRedundantDequantizePass.cpp @@ -0,0 +1,80 @@ +/* + * Copyright (c) 2022 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 "luci/Pass/RemoveRedundantDequantizePass.h" + +#include <luci/IR/CircleNodes.h> + +namespace +{ + +bool remove_redundant_dequant(luci::CircleDequantize *dequant) +{ + assert(dequant != nullptr); + + auto prev = loco::must_cast<luci::CircleNode *>(dequant->input()); + if (prev->dtype() != loco::DataType::FLOAT32) + return false; + + replace(dequant).with(prev); + + return true; +} + +} // namespace + +namespace luci +{ +/** + * Dequantize Op does the below things on the ifm. + * 1. Element-wise update of quantized values (u8/s16) to fp32 values + * 2. Update dtype to fp32 + * If the previous node is not quantized, dequantize Op is redundant. + * + * BEFORE + * + * [CircleNode (A)] + * | + * [CircleNode (B)] (fp32) + * | + * [CircleDequantize] + * | + * [CircleNode] + * + * AFTER + * + * [CircleNode (A)] + * | + * [CircleNode (B)] (fp32) + * | + * [CircleNode] + */ +bool RemoveRedundantDequantizePass::run(loco::Graph *g) +{ + bool changed = false; + for (auto node : loco::active_nodes(loco::output_nodes(g))) + { + auto target_node = dynamic_cast<luci::CircleDequantize *>(node); + if (target_node != nullptr) + { + if (remove_redundant_dequant(target_node)) + changed = true; + } + } + return changed; +} + +} // namespace luci |