From 1ad0aad5300c32074bdefef6fa22c28caef8bb85 Mon Sep 17 00:00:00 2001 From: chengduozh Date: Tue, 4 Dec 2018 17:26:38 +0800 Subject: [PATCH] doc refine --- .../development}/op_notes.md | 64 +++++++----------- doc/fluid/advanced_usage/index.rst | 3 +- .../pics/op_inheritance_relation_diagram.png | Bin 0 -> 90534 bytes 3 files changed, 28 insertions(+), 39 deletions(-) rename doc/fluid/{dev => advanced_usage/development}/op_notes.md (87%) create mode 100644 doc/fluid/advanced_usage/pics/op_inheritance_relation_diagram.png diff --git a/doc/fluid/dev/op_notes.md b/doc/fluid/advanced_usage/development/op_notes.md similarity index 87% rename from doc/fluid/dev/op_notes.md rename to doc/fluid/advanced_usage/development/op_notes.md index e450ea760..09c8bc008 100644 --- a/doc/fluid/dev/op_notes.md +++ b/doc/fluid/advanced_usage/development/op_notes.md @@ -9,15 +9,9 @@ Op的核心方法是Run,Run方法需要两方面的资源:数据资源和计 Fluid框架的设计理念是可以在多种设备及第三方库上运行,有些Op的实现可能会因为设备或者第三方库的不同而不同。为此,Fluid引入了OpKernel的方式,即一个Op可以有多个OpKernel,这类Op继承自`OperatorWithKernel`,这类Op的代表是conv,conv_op的OpKerne有:`GemmConvKernel`、`CUDNNConvOpKernel`、`ConvMKLDNNOpKernel`,且每个OpKernel都有double和float两种数据类型。不需要OpKernel的代表有`WhileOp`等。 Operator继承关系图: -

- -

+![op_inheritance_relation_diagram](../pics/op_inheritance_relation_diagram.png) -进一步了解可参考: - -- [multi_devices](https://github.com/PaddlePaddle/FluidDoc/tree/develop/doc/fluid/design/multi_devices) -- [scope](https://github.com/PaddlePaddle/FluidDoc/blob/develop/doc/fluid/design/concepts/scope.md) -- [Developer's_Guide_to_Paddle_Fluid](https://github.com/PaddlePaddle/FluidDoc/blob/develop/doc/fluid/getstarted/Developer's_Guide_to_Paddle_Fluid.md) +进一步了解可参考:[multi_devices](https://github.com/PaddlePaddle/FluidDoc/tree/develop/doc/fluid/design/multi_devices),[scope](https://github.com/PaddlePaddle/FluidDoc/blob/develop/doc/fluid/design/concepts/scope.md),[Developer's_Guide_to_Paddle_Fluid](https://github.com/PaddlePaddle/FluidDoc/blob/develop/doc/fluid/getstarted/Developer's_Guide_to_Paddle_Fluid.md) ### 2.Op的注册逻辑 每个Operator的注册项包括: @@ -98,12 +92,10 @@ Operator继承关系图: 5. 框架没有提供默认的op_infer_var_type方法,用户需要根据实际情况添加op_infer_var_shape。严格来说每个Op都应该注册一个InferVarType,op_infer_var_type根据输入的Var的type和dtype推断输出Var的type和dtype。**注意:**在Python端的LayerHelper中create_variable_for_type_inference操作返回的Variable里面是LoDTensor,C++端的InferVarType可以修改`Variable`的type和dtype。 -更多内容请参考: - -- [如何写新的Op](http://paddlepaddle.org/documentation/docs/zh/1.1/advanced_usage/development/new_op.html) +更多内容请参考: [如何写新的Op](./new_op.html) ## 写Op注意事项 -### 3.关于Op可以支持输入输出类型 +### 1.Op可以支持输入输出类型 Fluid的Op的输入输出都是`Variable`,从设计上讲,`Variable`中可以存放任意类型,Op的输入输出`Variable`可能是是任意类型,通常情况下`Variable`中存放的是`LoDTensor`、`SlelecteRows`。 **注意:** @@ -111,25 +103,25 @@ Fluid的Op的输入输出都是`Variable`,从设计上讲,`Variable`中可 - 代码中经常出现`context.Input("Input")`,并不表示"Input"的`Variable`是`Tensor`,而是从"Input"的`Variable`的`LoDTensor`中获取`Tensor`。如果"Input"的`Variable`是`SelecetedRows`,则会报错。 - 如果”Input”是`SelectedRows`,`context->GetInputDim("Input")`返回的是`var->Get().GetCompleteDims()`,而不是`SelectedRows`中`Tensor`的Dim。 -### 4.关于ShareDataWith的调用 -ShareDataWith的功能是使两个Tensor共享底层buffer,在调用这个操作的时候需要特别注意,在Op内部不能将ShareDataWith作用在Op的输出上,即Op输出的Tensor必须是Malloc出来的。 - -### 5.在Op内部不能对输入的数据做任何的改写 +### 2.在Op内部不能对输入的数据做任何的改写 在Op内部绝不允许对输入数据做任何改写,因为可能存在其他Op需要读这个数据。 -### 6.关于显存优化 -如果Op的反向不需要将前向op的所有输入输出作为其输入,则不要用`DefaultGradOpDescMaker`,这将会导致无法对没有用到的变量做内存/显存优化。 - -### 7.关于OpKernel需要注册的数据类型 +### 3.OpKernel需要注册的数据类型 目前要求所有OpKernel都要注册double和float数据类型。 -### 8.关于稀疏梯度参数更新方法 +### 4.Op兼容性问题 +对Op的修改需要考虑兼容性问题,要保证Op修改之后,之前的模型都能够正常加载及运行。**所以现在不允许对已有的Op新增输入或者输出,不允许减去Op的已有属性及修改默认值** 。 + +### 5.ShareDataWith的调用 +ShareDataWith的功能是使两个Tensor共享底层buffer,在调用这个操作的时候需要特别注意,在Op内部不能将ShareDataWith作用在Op的输出上,即Op输出的Tensor必须是Malloc出来的。 + +### 6.稀疏梯度参数更新方法 目前稀疏梯度在做更新更新的时候会先对梯度做merge,即对相同参数的梯度做累加,然后做参数以及附加参数(如velocity)的更新。 -### 9.Op兼容性问题 -对Op的修改需要考虑兼容性问题,要保证Op修改之后,之前的模型都能够正常加载及运行。**所以现在不允许对已有的Op新增输入或者输出,不允许减去Op的已有属性及修改默认值** 。 +### 7.显存优化 +如果Op的反向不需要将前向op的所有输入输出作为其输入,则不要用`DefaultGradOpDescMaker`,这将会导致无法对没有用到的变量做内存/显存优化。 -### 10.关于混合设备调用 +### 8.混合设备调用 由于GPU是异步执行的,当CPU调用返回之后,GPU端可能还没有真正的执行,所以如果在Op中创建了GPU运行时需要用到的临时变量,当GPU开始运行的时候,该临时变量可能在CPU端已经被释放,这样可能会导致GPU计算出错。 关于GPU中的一些同步和异步操作: @@ -147,17 +139,13 @@ The following device operations are asynchronous with respect to the host: - 如果数据传输是从GPU端到非页锁定的CPU端,数据传输将是同步,即使调用的是异步拷贝操作。 - 如果数据传输时从CPU端到CPU端,数据传输将是同步的,即使调用的是异步拷贝操作。 -更多内容可参考: - -- [Asynchronous Concurrent Execution](https://docs.nvidia.com/cuda/cuda-c-programming-guide/#asynchronous-concurrent-execution) -- [API synchronization behavior](https://docs.nvidia.com/cuda/cuda-runtime-api/api-sync-behavior.html#api-sync-behavior) - +更多内容可参考:[Asynchronous Concurrent Execution](https://docs.nvidia.com/cuda/cuda-c-programming-guide/#asynchronous-concurrent-execution),[API synchronization behavior](https://docs.nvidia.com/cuda/cuda-runtime-api/api-sync-behavior.html#api-sync-behavior) -### 11.关于第三方库的选择 +## Op性能优化 +### 1.第三方库的选择 在写Op过程中优先使用高性能(如cudnn、mkldnn、mklml、eigen等)中提供的操作,但是一定要做benchmark,有些库中的操作在深度学习任务中可能会比较慢。因为高性能库(如eigen等)中提供的操作为了更为通用,在性能方面可能并不是很好,通常深度学习模型中数据量较小,所以有些情况下可能高性能库中提供的某些操作速度较慢。比如Elementwise系列的所有Op(前向和反向),Elementwise操作在模型中调用的次数比较多,尤其是Elementwise_add,在很多操作之后都需要添加偏置项。在之前的实现中Elementwise_op直接调用Eigen库,由于Elementwise操作在很多情况下需要对数据做Broadcast,而实验发现Eigen库做Broadcast的速度比较慢,慢的原因在这个PR[#6229](https://github.com/PaddlePaddle/Paddle/pull/6229)中有描述。 -## Op性能优化注意事项 -### 12.关于Op优化 +### 2.Op性能优化 Op的计算速度与输入的数据量有关,对于某些Op可以根据输入数据的Shape和Op的属性参数来选择不同的计算方式。比如concat_op,当axis>=1时,在对多个tensor做拼接过程中需要对每个tensor做很多次拷贝,如果是在GPU上,需要调用cudaMemCopy。相对CPU而言,GPU属于外部设备,所以每次调用GPU的操作都会有一定的额外开销,并且当需要拷贝的次数较多时,这种开销就更为凸现。目前concat_op的实现会根据输入数据的Shape以及axis值来选择不同的调用方式,如果输入的tensor较多,且axis不等于0,则将多次拷贝操作转换成一个CUDA Kernel来完成;如果输入tensor较少,且axis等于0,使用直接进行拷贝。相关实验过程在该PR([#8669](https://github.com/PaddlePaddle/Paddle/pull/8669))中有介绍。 由于CUDA Kernel的调用有一定的额外开销,所以如果Op中出现多次调用CUDA Kernel,可能会影响Op的执行速度。比如之前的sequence_expand_op中包含很多CUDA Kernel,通常这些CUDA Kernel处理的数据量较小,所以频繁调用这样的Kernel会影响Op的计算速度,这种情况下最好将这些小的CUDA Kernel合并成一个。在优化sequence_expand_op过程(相关PR[#9289](https://github.com/PaddlePaddle/Paddle/pull/9289))中就是采用这种思路,优化后的sequence_expand_op比之前的实现平均快出约1倍左右,相关实验细节在该PR([#9289](https://github.com/PaddlePaddle/Paddle/pull/9289))中有介绍。 @@ -165,26 +153,26 @@ Op的计算速度与输入的数据量有关,对于某些Op可以根据输入 减少CPU与GPU之间的拷贝和同步操作的次数。比如fetch操作,在每个迭代之后都会对模型参数进行更新并得到一个loss,并且数据从GPU端到没有页锁定的CPU端的拷贝是同步的,所以频繁的fetch多个参数会导致模型训练速度变慢。 ## Op数值稳定性问题 -### 13.有些Op存在数值稳定性问题 +### 1.有些Op存在数值稳定性问题 出现数值稳定性的主要原因程序在多次运行时,对浮点型数据施加操作的顺序可能不同,进而导致最终计算结果不同。而GPU是通过多线程并行计算的方式来加速计算的,所以很容易出现对浮点数施加操作的顺序不固定现象。 目前发现cudnn中的卷积操作、cudnn中的MaxPooling、CUDA中CudaAtomicXX、ParallelExecutor的Reduce模式下参数梯度的聚合等操作运行结果是非确定的。 为此Fluid中添加了一些FLAGS,比如使用FLAGS_cudnn_deterministic来强制cudnn使用确定性算法、FLAGS_cpu_deterministic强制CPU端的计算使用确定性方法。 -### 14.关于WITH_FAST_MATH的开与关 +### 2.WITH_FAST_MATH的开与关 如果WITH_FAST_MATH是ON,NVCC在编译Paddle和Egien的时候会使用--use_fast_math,这样可能会使CUDA中的一些操作在损失一定精度的情况下变快,比如log、exp、tanh等,但也会使一些操作的计算结果是错的,比如pow操作,具体原因请查看[torch/DEPRECEATED-torch7-distro#132](https://github.com/torch/DEPRECEATED-torch7-distro/issues/132)。 ## 其他 -### 15.关于报错信息 +### 1.报错信息 Enforce提示信息不能为空,并且需要写明,因为报错信息可以更快更方便地分析出错误的原因。 -### 16.关于Op的数学公式 +### 2.Op的数学公式 如果Op有数学公式,一定要在代码中将数学公式写明,并在Python API的Doc中显示,因为用户在对比不同框架的计算结果时可能需要了解Paddle对Op是怎么实现的。 -**注意:**在merge到develop分支之前一定进行公式预览。比如[dynamic_lstmp](http://paddlepaddle.org/documentation/docs/zh/1.1/api/layers.html#dynamic-lstmp)。 +**注意:**在merge到develop分支之前一定进行公式预览。可参考[dynamic_lstmp](http://paddlepaddle.org/documentation/docs/zh/1.1/api/layers.html#dynamic-lstmp)。 -### 17.关于Python端Op接口中参数的顺序 +### 3.Python端Op接口中参数的顺序 Python API中参数的顺序一般按照重要性来排,以fc为例: ``` def fc(input, diff --git a/doc/fluid/advanced_usage/index.rst b/doc/fluid/advanced_usage/index.rst index 6330751b6..817cd7633 100644 --- a/doc/fluid/advanced_usage/index.rst +++ b/doc/fluid/advanced_usage/index.rst @@ -20,7 +20,7 @@ - `如何写新的Operator <../advanced_usage/development/new_op.html>`_ :介绍如何在 Fluid 中添加新的 Operator - `Op相关的一些注意事项 <../advanced_usage/development/op_notes.html>`_ :介绍Op相关的一些注意事项 - + - `性能调优 <../advanced_usage/development/profiling/index.html>`_ :介绍 Fluid 使用过程中的调优方法,包括: - `如何进行基准测试 <../advanced_usage/development/profiling/benchmark.html>`_:介绍如何选择基准模型,从而验证模型的精度和性能 @@ -48,4 +48,5 @@ development/contribute_to_paddle/index_cn.rst development/write_docs_cn.md development/new_op.md + development/op_notes.md development/profiling/index.rst diff --git a/doc/fluid/advanced_usage/pics/op_inheritance_relation_diagram.png b/doc/fluid/advanced_usage/pics/op_inheritance_relation_diagram.png new file mode 100644 index 0000000000000000000000000000000000000000..ab8926b486986be7c1981d50096827ae24978a00 GIT binary patch literal 90534 zcmeFZRajix(gljUCb$y<1b24`kl+M&0wlOgV61b270#v!=7yF1*@wzJQFa-Z+Z 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