-
Notifications
You must be signed in to change notification settings - Fork 5.6k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
softmax mask fuse upper triangle (#33981)
* softmax mask fuse upper triangle * cover not implemented cpu code
- Loading branch information
Showing
8 changed files
with
860 additions
and
1 deletion.
There are no files selected for viewing
107 changes: 107 additions & 0 deletions
107
paddle/fluid/operators/softmax_mask_fuse_upper_triangle_op.cc
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,107 @@ | ||
/* Copyright (c) 2021 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/softmax_mask_fuse_upper_triangle_op.h" | ||
#include "paddle/fluid/framework/generator.h" | ||
#include "paddle/fluid/framework/op_registry.h" | ||
namespace paddle { | ||
namespace operators { | ||
|
||
using framework::Tensor; | ||
|
||
class SoftmaxMaskFuseUpperTriangleOp : public framework::OperatorWithKernel { | ||
public: | ||
using framework::OperatorWithKernel::OperatorWithKernel; | ||
|
||
void InferShape(framework::InferShapeContext* ctx) const override { | ||
OP_INOUT_CHECK(ctx->HasInput("X"), "Input", "X", | ||
"SoftmaxMaskFuseUpperTriangle"); | ||
OP_INOUT_CHECK(ctx->HasOutput("Out"), "Output", "Out", | ||
"SoftmaxMaskFuseUpperTriangle"); | ||
|
||
auto x_dims = ctx->GetInputDim("X"); | ||
PADDLE_ENFORCE_EQ( | ||
x_dims.size(), 4, | ||
platform::errors::InvalidArgument("Input x must be in 4D dimension but " | ||
"received the dimension of X is %d", | ||
x_dims.size())); | ||
|
||
ctx->SetOutputDim("Out", x_dims); | ||
ctx->ShareLoD("X", "Out"); | ||
} | ||
}; | ||
|
||
class SoftmaxMaskFuseUpperTriangleOpMaker | ||
: public framework::OpProtoAndCheckerMaker { | ||
public: | ||
void Make() override { | ||
AddInput("X", | ||
"The input of softmax_mask_fuse_upper_triangle op, " | ||
"which is the result of matmul(QK)/sqrt(dk)."); | ||
AddOutput("Out", "The result of softmax_mask_fuse_upper_triangle op."); | ||
|
||
AddComment(R"DOC( | ||
Softmax Mask Fuse Operator. | ||
product = matmul(QK)/sqrt(dk) | ||
output = softmax_mask_fuse_upper_triangle(product) | ||
to get the final output. | ||
)DOC"); | ||
} | ||
}; | ||
|
||
class SoftmaxMaskFuseUpperTriangleOpGrad | ||
: public framework::OperatorWithKernel { | ||
public: | ||
using framework::OperatorWithKernel::OperatorWithKernel; | ||
|
||
void InferShape(framework::InferShapeContext* ctx) const override { | ||
OP_INOUT_CHECK(ctx->HasInput(framework::GradVarName("Out")), "Input", | ||
framework::GradVarName("Out"), | ||
"SoftmaxMaskFuseUpperTriangleGrad"); | ||
|
||
auto out_dims = ctx->GetInputDim(framework::GradVarName("Out")); | ||
ctx->SetOutputDim(framework::GradVarName("X"), out_dims); | ||
ctx->ShareLoD(framework::GradVarName("Out"), framework::GradVarName("X")); | ||
} | ||
}; | ||
|
||
template <typename T> | ||
class SoftmaxMaskFuseUpperTriangleGradOpMaker | ||
: public framework::SingleGradOpMaker<T> { | ||
public: | ||
using framework::SingleGradOpMaker<T>::SingleGradOpMaker; | ||
|
||
protected: | ||
void Apply(GradOpPtr<T> op) const override { | ||
op->SetType("softmax_mask_fuse_upper_triangle_grad"); | ||
op->SetInput("Softmax", this->Output("Out")); | ||
op->SetInput(framework::GradVarName("Out"), this->OutputGrad("Out")); | ||
op->SetOutput(framework::GradVarName("X"), this->InputGrad("X")); | ||
} | ||
}; | ||
|
||
} // namespace operators | ||
} // namespace paddle | ||
|
||
namespace ops = paddle::operators; | ||
REGISTER_OPERATOR( | ||
softmax_mask_fuse_upper_triangle, ops::SoftmaxMaskFuseUpperTriangleOp, | ||
ops::SoftmaxMaskFuseUpperTriangleOpMaker, | ||
ops::SoftmaxMaskFuseUpperTriangleGradOpMaker<paddle::framework::OpDesc>, | ||
ops::SoftmaxMaskFuseUpperTriangleGradOpMaker<paddle::imperative::OpBase>); | ||
REGISTER_OPERATOR(softmax_mask_fuse_upper_triangle_grad, | ||
ops::SoftmaxMaskFuseUpperTriangleOpGrad); | ||
REGISTER_OP_CPU_KERNEL(softmax_mask_fuse_upper_triangle, | ||
ops::SoftmaxMaskFuseUpperTriangleCPUKernel< | ||
paddle::platform::CPUDeviceContext, float>, | ||
ops::SoftmaxMaskFuseUpperTriangleCPUKernel< | ||
paddle::platform::CPUDeviceContext, double>); |
Oops, something went wrong.