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paddlepaddle--paddle/paddle/fluid/operators/quantize_op.cc
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2026-07-13 12:40:42 +08:00

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/* Copyright (c) 2016 PaddlePaddle Authors. 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 "paddle/fluid/operators/quantize_op.h"
#include "paddle/fluid/framework/op_version_registry.h"
namespace paddle {
namespace operators {
phi::KernelKey QuantOp::GetExpectedKernelType(
const framework::ExecutionContext& ctx) const {
return phi::KernelKey(
phi::Backend::ONEDNN,
phi::DataLayout::ONEDNN,
phi::TransToPhiDataType(
OperatorWithKernel::IndicateVarDataType(ctx, "Input")));
}
void QuantOpMaker::Make() {
AddInput("Input", "Input data");
AddOutput("Output", "Output data");
AddAttr<bool>("is_negative_input",
"(bool, default false) Only used in mkldnn INT8 kernel")
.SetDefault(false);
AddAttr<float>("Scale", "Scale data").SetDefault({1.0f});
AddAttr<float>(
"Shift",
"Shift data. When Shift is non-zero, data is quantized to unsigned int8.")
.SetDefault({0.0f});
AddAttr<std::string>("output_format",
"Convert format to NHWC or NCHW during quantization.")
.SetDefault("NHWC");
AddAttr<bool>("bfloat16", "(bool, default false) Convert to bfloat16")
.SetDefault(false);
AddComment(R"DOC(This op will quantize data from FP32 to INT8)DOC");
}
} // namespace operators
} // namespace paddle
namespace ops = paddle::operators;
REGISTER_OPERATOR(quantize, ops::QuantOp, ops::QuantOpMaker);
REGISTER_OP_VERSION(quantize)
.AddCheckpoint(R"ROC( Add a new attribute [bfloat16])ROC",
paddle::framework::compatible::OpVersionDesc().NewAttr(
"bfloat16",
"If true, float32 input is converted to bfloat16",
false))
.AddCheckpoint(R"ROC( Add a new attribute [Shift])ROC",
paddle::framework::compatible::OpVersionDesc().NewAttr(
"Shift",
"Quantize data to uint8 if provided non-zero value.",
0.0f));