From 3d789d9feb98ba188b90965c17e9ad54449ac86d Mon Sep 17 00:00:00 2001 From: Travis CI Date: Sat, 30 Sep 2017 18:06:48 +0000 Subject: [PATCH] Deploy to GitHub Pages: f76b38c285c9396f6cd1e99242f580c64d2b0878 --- .../_sources/design/register_grad_op.md.txt | 67 ++++ develop/doc/design/register_grad_op.html | 292 +++++++++++++++++ develop/doc/objects.inv | Bin 2776 -> 2800 bytes develop/doc/searchindex.js | 2 +- .../_sources/design/register_grad_op.md.txt | 67 ++++ develop/doc_cn/design/register_grad_op.html | 307 ++++++++++++++++++ develop/doc_cn/objects.inv | Bin 3347 -> 3372 bytes develop/doc_cn/searchindex.js | 2 +- 8 files changed, 735 insertions(+), 2 deletions(-) create mode 100644 develop/doc/_sources/design/register_grad_op.md.txt create mode 100644 develop/doc/design/register_grad_op.html create mode 100644 develop/doc_cn/_sources/design/register_grad_op.md.txt create mode 100644 develop/doc_cn/design/register_grad_op.html diff --git a/develop/doc/_sources/design/register_grad_op.md.txt b/develop/doc/_sources/design/register_grad_op.md.txt new file mode 100644 index 0000000000..12b04fb271 --- /dev/null +++ b/develop/doc/_sources/design/register_grad_op.md.txt @@ -0,0 +1,67 @@ +# Design Doc: Gradient Operators Registration + + +## The Problem Posed + +In our current operator registration mechanism, for each operator, the programmer should register a *gradient operator creator* function, which takes a C++ operator instance, and returns the corresponding gradient instance. + +However, as we decided to separate the *compilation* and *execution* of DL models, we need to reshape the creator to take a protobuf `OpDesc` message, and returns a corresponding message. + +More than that, the new registration mechanism need to support the fact that an operators' gradient computation might be a composition of operators. + +## Current Implementation + +OpInfos store in a association map which key is the operator type. The `grad_op_type` indicate associated gradient operator type. Operator can create gradient operator by `OpInfo::creator_` of gradient. The pseudo code is + +```cpp +struct OpInfo { + std::function creator_; + std::string grad_op_type_; + ... +}; + +map OpInfoMap; + +OperatorBase* CreateGradientOperator(const OperatorBase& op) { + return OpInfoMap.at(op.Type()).creator_(...); +} +``` + +## Proposed Solution + +The mapping relationship between an operator and its gradient operators is a function. The interface of that function is: + +```cpp +// (OpDesc) --> vector +using GradOpDescMaker = std::function(const OpDesc&)>; +``` + +The function take a `OpDesc` of the forward operator and return one or many gradient operator descriptions. + +The `GradOpDescMaker` will be registered in `OpInfo`, to replace `grad_op_type_` field. The `OpInfo` should be + +```cpp +struct OpInfo { + GradOpDescMaker grad_op_maker_; + ... +}; +``` + +The `grad_op_maker_ ` is `nullptr` if the operator does not have associated gradient operators. + +We should chagne register macros at the same time. In the current solution, there is no difference between forwarding operators and backward operators. So `REGISTER_OP` just register one operator. If the `REGISTER_OPERATOR ` contains `OpProtoAndCheckerMaker` and `GradOpDescMaker`, we just list them in the same macro. It can be done by a macro contains `__VA_ARGS__`. + +The user interface should be + +```cpp +vector MinusOpGradMaker(OpDesc) {...} +REGISTER_OPERATOR(minus, MinusOp, MinusOpProtoAndCheckerMaker, SumOpGradMaker); +// Developers can still manually implement gradient operator. +REGISTER_OPERATOR(minus_grad, MinusGradOp); +``` + +The interface of current `REGISTER_OP` macro could not be changed. In `REGISTER_OP`, it will invoke `REGISTER_OPERATOR` two times and generate GradOpDescMaker inside. + +```cpp +REGISTER_OP(minus, MinusOp, MinusOpProtoAndCheckerMaker, minus_grad, MinusGradOp); +``` diff --git a/develop/doc/design/register_grad_op.html b/develop/doc/design/register_grad_op.html new file mode 100644 index 0000000000..46cd5c87d4 --- /dev/null +++ b/develop/doc/design/register_grad_op.html @@ -0,0 +1,292 @@ + + + + + + + + + + + Design Doc: Gradient Operators Registration — PaddlePaddle documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ +
+
+ Fork me on Github +
+ + English + + + + +
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  • Design Doc: Gradient Operators Registration
    • +
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+ +
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+ +
+

Design Doc: Gradient Operators Registration

+
+

The Problem Posed

+

In our current operator registration mechanism, for each operator, the programmer should register a gradient operator creator function, which takes a C++ operator instance, and returns the corresponding gradient instance.

+

However, as we decided to separate the compilation and execution of DL models, we need to reshape the creator to take a protobuf OpDesc message, and returns a corresponding message.

+

More than that, the new registration mechanism need to support the fact that an operators’ gradient computation might be a composition of operators.

+
+
+

Current Implementation

+

OpInfos store in a association map which key is the operator type. The grad_op_type indicate associated gradient operator type. Operator can create gradient operator by OpInfo::creator_ of gradient. The pseudo code is

+
struct OpInfo {
+  std::function<OperatorBase*(...)> creator_;
+  std::string grad_op_type_;
+  ...
+};
+
+map<string, OpInfo> OpInfoMap;
+
+OperatorBase* CreateGradientOperator(const OperatorBase& op) {
+  return OpInfoMap.at(op.Type()).creator_(...);
+}
+
+
+
+
+

Proposed Solution

+

The mapping relationship between an operator and its gradient operators is a function. The interface of that function is:

+
// (OpDesc) --> vector<OpDesc>
+using GradOpDescMaker = std::function<std::vector<OpDesc>(const OpDesc&)>;
+
+
+

The function take a OpDesc of the forward operator and return one or many gradient operator descriptions.

+

The GradOpDescMaker will be registered in OpInfo, to replace grad_op_type_ field. The OpInfo should be

+
struct OpInfo {
+  GradOpDescMaker grad_op_maker_;
+  ...
+};
+
+
+

The grad_op_maker_ is nullptr if the operator does not have associated gradient operators.

+

We should chagne register macros at the same time. In the current solution, there is no difference between forwarding operators and backward operators. So REGISTER_OP just register one operator. If the REGISTER_OPERATOR contains OpProtoAndCheckerMaker and GradOpDescMaker, we just list them in the same macro. It can be done by a macro contains __VA_ARGS__.

+

The user interface should be

+
vector<OpDesc> MinusOpGradMaker(OpDesc) {...}
+REGISTER_OPERATOR(minus, MinusOp, MinusOpProtoAndCheckerMaker, SumOpGradMaker);
+// Developers can still manually implement gradient operator.
+REGISTER_OPERATOR(minus_grad, MinusGradOp);
+
+
+

The interface of current REGISTER_OP macro could not be changed. In REGISTER_OP, it will invoke REGISTER_OPERATOR two times and generate GradOpDescMaker inside.

+
REGISTER_OP(minus, MinusOp, MinusOpProtoAndCheckerMaker, minus_grad, MinusGradOp);
+
+
+
+
+ + +
+
+
+ + +
+ +
+

+ © Copyright 2016, PaddlePaddle developers. + +

+
+ Built with Sphinx using a theme provided by Read the Docs. + +
+ +
+
+ +
+ +
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\ No newline at end of file diff --git a/develop/doc_cn/_sources/design/register_grad_op.md.txt b/develop/doc_cn/_sources/design/register_grad_op.md.txt new file mode 100644 index 0000000000..12b04fb271 --- /dev/null +++ b/develop/doc_cn/_sources/design/register_grad_op.md.txt @@ -0,0 +1,67 @@ +# Design Doc: Gradient Operators Registration + + +## The Problem Posed + +In our current operator registration mechanism, for each operator, the programmer should register a *gradient operator creator* function, which takes a C++ operator instance, and returns the corresponding gradient instance. + +However, as we decided to separate the *compilation* and *execution* of DL models, we need to reshape the creator to take a protobuf `OpDesc` message, and returns a corresponding message. + +More than that, the new registration mechanism need to support the fact that an operators' gradient computation might be a composition of operators. + +## Current Implementation + +OpInfos store in a association map which key is the operator type. The `grad_op_type` indicate associated gradient operator type. Operator can create gradient operator by `OpInfo::creator_` of gradient. The pseudo code is + +```cpp +struct OpInfo { + std::function creator_; + std::string grad_op_type_; + ... +}; + +map OpInfoMap; + +OperatorBase* CreateGradientOperator(const OperatorBase& op) { + return OpInfoMap.at(op.Type()).creator_(...); +} +``` + +## Proposed Solution + +The mapping relationship between an operator and its gradient operators is a function. The interface of that function is: + +```cpp +// (OpDesc) --> vector +using GradOpDescMaker = std::function(const OpDesc&)>; +``` + +The function take a `OpDesc` of the forward operator and return one or many gradient operator descriptions. + +The `GradOpDescMaker` will be registered in `OpInfo`, to replace `grad_op_type_` field. The `OpInfo` should be + +```cpp +struct OpInfo { + GradOpDescMaker grad_op_maker_; + ... +}; +``` + +The `grad_op_maker_ ` is `nullptr` if the operator does not have associated gradient operators. + +We should chagne register macros at the same time. In the current solution, there is no difference between forwarding operators and backward operators. So `REGISTER_OP` just register one operator. If the `REGISTER_OPERATOR ` contains `OpProtoAndCheckerMaker` and `GradOpDescMaker`, we just list them in the same macro. It can be done by a macro contains `__VA_ARGS__`. + +The user interface should be + +```cpp +vector MinusOpGradMaker(OpDesc) {...} +REGISTER_OPERATOR(minus, MinusOp, MinusOpProtoAndCheckerMaker, SumOpGradMaker); +// Developers can still manually implement gradient operator. +REGISTER_OPERATOR(minus_grad, MinusGradOp); +``` + +The interface of current `REGISTER_OP` macro could not be changed. In `REGISTER_OP`, it will invoke `REGISTER_OPERATOR` two times and generate GradOpDescMaker inside. + +```cpp +REGISTER_OP(minus, MinusOp, MinusOpProtoAndCheckerMaker, minus_grad, MinusGradOp); +``` diff --git a/develop/doc_cn/design/register_grad_op.html b/develop/doc_cn/design/register_grad_op.html new file mode 100644 index 0000000000..cd03dc9051 --- /dev/null +++ b/develop/doc_cn/design/register_grad_op.html @@ -0,0 +1,307 @@ + + + + + + + + + + + Design Doc: Gradient Operators Registration — PaddlePaddle 文档 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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+ Fork me on Github +
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+
+ +
+

Design Doc: Gradient Operators Registration

+
+

The Problem Posed

+

In our current operator registration mechanism, for each operator, the programmer should register a gradient operator creator function, which takes a C++ operator instance, and returns the corresponding gradient instance.

+

However, as we decided to separate the compilation and execution of DL models, we need to reshape the creator to take a protobuf OpDesc message, and returns a corresponding message.

+

More than that, the new registration mechanism need to support the fact that an operators’ gradient computation might be a composition of operators.

+
+
+

Current Implementation

+

OpInfos store in a association map which key is the operator type. The grad_op_type indicate associated gradient operator type. Operator can create gradient operator by OpInfo::creator_ of gradient. The pseudo code is

+
struct OpInfo {
+  std::function<OperatorBase*(...)> creator_;
+  std::string grad_op_type_;
+  ...
+};
+
+map<string, OpInfo> OpInfoMap;
+
+OperatorBase* CreateGradientOperator(const OperatorBase& op) {
+  return OpInfoMap.at(op.Type()).creator_(...);
+}
+
+
+
+
+

Proposed Solution

+

The mapping relationship between an operator and its gradient operators is a function. The interface of that function is:

+
// (OpDesc) --> vector<OpDesc>
+using GradOpDescMaker = std::function<std::vector<OpDesc>(const OpDesc&)>;
+
+
+

The function take a OpDesc of the forward operator and return one or many gradient operator descriptions.

+

The GradOpDescMaker will be registered in OpInfo, to replace grad_op_type_ field. The OpInfo should be

+
struct OpInfo {
+  GradOpDescMaker grad_op_maker_;
+  ...
+};
+
+
+

The grad_op_maker_ is nullptr if the operator does not have associated gradient operators.

+

We should chagne register macros at the same time. In the current solution, there is no difference between forwarding operators and backward operators. So REGISTER_OP just register one operator. If the REGISTER_OPERATOR contains OpProtoAndCheckerMaker and GradOpDescMaker, we just list them in the same macro. It can be done by a macro contains __VA_ARGS__.

+

The user interface should be

+
vector<OpDesc> MinusOpGradMaker(OpDesc) {...}
+REGISTER_OPERATOR(minus, MinusOp, MinusOpProtoAndCheckerMaker, SumOpGradMaker);
+// Developers can still manually implement gradient operator.
+REGISTER_OPERATOR(minus_grad, MinusGradOp);
+
+
+

The interface of current REGISTER_OP macro could not be changed. In REGISTER_OP, it will invoke REGISTER_OPERATOR two times and generate GradOpDescMaker inside.

+
REGISTER_OP(minus, MinusOp, MinusOpProtoAndCheckerMaker, minus_grad, MinusGradOp);
+
+
+
+
+ + +
+
+
+ + +
+ +
+

+ © Copyright 2016, PaddlePaddle developers. + +

+
+ Built with Sphinx using a theme provided by Read the Docs. + +
+ +
+
+ +
+ +
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