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PaddlePaddle Fluid documentation master file, created by + sphinx-quickstart on Thu Jun 7 17:04:53 2018. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +############## +欢迎使用 Fluid +############## .. toctree:: - :maxdepth: 1 - - getstarted/index_cn.rst - build_and_install/index_cn.rst - design/index_cn.rst - howto/index_cn.rst - dev/index_cn.rst - faq/index_cn.rst + :maxdepth: 1 + + new_docs/beginners_guide/index.rst + new_docs/user_guides/index.rst + new_docs/advanced_usage/index.rst + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` + diff --git a/doc/fluid/new_docs/advanced_usage/benchmark.rst b/doc/fluid/new_docs/advanced_usage/benchmark.rst new file mode 100644 index 00000000000..7854263bf8f --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/benchmark.rst @@ -0,0 +1,120 @@ +################# +如何进行基准测试 +################# + +本文介绍如何给深度学习框架做基准测试。基准测试主要包含验证模型的精度和性能两方面,下文包含搭建测试环境,选择基准测试模型,验证测试结果等几方面内容。 + +验证深度学习框架,可分为训练和测试两个阶段, 验证指标略有不同,本文只介绍训练阶段的指标验证。训练阶段关注的是模型训练集上的精度,训练集是完备的,因此关注大batch\_size下的训练速度,关注吞吐量,例如图像模型常用的batch\_size=128, 多卡情况下会加大;预测阶段关注的是在测试集上的精度,线上服务测试数据不能提前收集,因此关注小batch\_size下的预测速度,关注延迟,例如预测服务常用的batch\_size=1, 4等。 + +`Fluid `__ 是PaddlePaddle从0.11.0版本开始引入的设计,本文的基准测试在该版本上完成。 + + +环境搭建 +"""""""""""" + +基准测试中模型精度和硬件、框架无关,由模型结构和数据共同决定;性能方面由测试硬件和框架性能决定。框架基准测试为了对比框架之间的差异,控制硬件环境,系统库等版本一致。下文中的对比实验都在相同的硬件条件和系统环境条件下进行. + + +不同架构的GPU卡性能差异巨大,在验证模型在GPU上训练性能时,可使用NVIDIA提供的工具:code `nvidia-smi` 检验当前使用的GPU型号,如果测试多卡训练性能,需确认硬件连接是 `nvlink `__ 或 `PCIe `__ 。 同样地,CPU型号会极大影响模型在CPU上的训练性能。可读取`/proc/cpuinfo`中的参数,确认当前正在使用的CPU型号。 + +下载GPU对应的Cuda Tool Kit和 Cudnn,或者使用NVIDIA官方发布的nvidia-docker镜像 `nvidia-docker `__, 镜像内包含了Cuda和Cudnn,本文采用这种方式。 Cuda Tool Kit包含了GPU代码使用到的基础库,影响在此基础上编译出的Fluid二进制运行性能。 + +准备好Cuda环境后,从github上的下载Paddle并源码编译,会生成对应的最适合当前GPU的sm\_arch二进制\ `sm\_arch `__\ 。另外,cudnn对卷积类任务影响巨大,在基准测试中需要小版本一致,例如Cudnn7.0.2与Cudnn7.1.4在Resnet上有5%以上差异。 + + +选择基准模型 +"""""""""""" + +对框架做基准测试,需要覆盖不同训练任务和不同大小的模型,本文中选取了图像和NLP的最为常用的5个模型。 + +============ ============ ================= ============ +任务种类 模型名称 网络结构 数据集 +============ ============ ================= ============ +图像分类 mnist Lenet mnist +图像分类 VGG VGG-16 Flowers102 +图像分类 Resnet Resnet-50 Flowers102 +文本分类 Stacked-LSTM Stacked-LSTM IMDB +机器翻译 seq-seq Stacked-LSTM wmt14 +============ ============ ================= ============ + +其中mnist, VGG, Resnet属于CNN模型, stacked-lstm, seq2seq代表RNN模型。 +`benchmark `__ +基准模型测试脚本中,均跳过了前几个batch的训练过程,原因是加载数据和分配显存受系统当前运行情况影响,会导致统计性能不准确。运行完若干个轮次后,统计对应指标。 + + +基准模型的数据的选择方面,数据量大且验证效果多的公开数据集为首选。图像模型VGG和resnet, 本文选择了 `flowers102 `__ ,图像大小预处理为和Imagenet相同大小,因此性能可直接对比 +NLP模型的公开且影响力大数据集较少,seq2seq模型选择了wmt14数据,stacked-lstm模型中选择了 `imdb `__ 数据。 + + +注意,图像模型每条样本大小相同,图像经过变换后大小一致,因此经过的计算路径基本相同,计算速度和显存占用波动较小,可以从若干个batch的数据中采样得到当前的训练性能数据。而NLP模型由于样本长度不定,计算路径和显存占用也不相同,因此只能完整运行若干个轮次后,统计速度和显存消耗。 +显存分配是特别耗时的操作,因此Fluid默认会占用所有可用显存空间形成显存池,用以加速计算过程中的显存分配。如果需要统计模型真实显存消耗,可设置环境变量`FLAGS_fraction_of_gpu_memory_to_use=0.0`,观察最大显存开销。 + + +测试过程 +"""""""""""" + +- CPU 单机单线程测试 + +测试CPU上单线程的性能,先设置CUDA的环境变量为空,``CUDA_VISIBLE_DEVICES=``,并通过环境变量关闭OpenMP和MKL的多线程 ``OMP_NUM_THREADS=1``, ``MKL_NUM_THREADS=1;``。 +然后代码中设置为使用CPUPlace,如果使用Paddle代码库中的脚本,只需要命令行参数传入 use_gpu=False即可。 + +.. code-block:: python + + >>> import paddle.fluid as fluid + >>> place = fluid.CPUPlace() + +.. code:: bash + + docker run -it --name CASE_NAME --security-opt seccomp=unconfined -v $PWD/benchmark:/benchmark paddlepaddle/paddle:latest-dev /bin/bash + + +- GPU 单机单卡测试 + +本教程使用了Cuda8, Cudnn7.0.1。来源为:code `nvidia/cuda:8.0-cudnn7-devel-ubuntu16.04` + +.. code:: bash + + nvidia-docker run -it --name CASE_NAME --security-opt seccomp=unconfined -v $PWD/benchmark:/benchmark -v /usr/lib/x86_64-linux-gnu:/usr/lib/x86_64-linux-gnu paddlepaddle/paddle:latest-dev /bin/bash +在单卡上测试,设置CUDA的环境变量使用一块GPU,``CUDA_VISIBLE_DEVICES=0`` +然后代码中设置为使用CUDAPlace,如果使用Paddle代码库中的脚本,只需要命令行参数传入 use_gpu=True即可。 + +.. code-block:: python + + >>> import paddle.fluid as fluid + >>> place = fluid.CUDAPlace(0) // 0 指第0块GPU + + +测试结果 +"""""""""""" + +本教程对比相同环境下的Fluid0.12.0和TensorFlow1.4.0的性能表现。 +硬件环境为 CPU: Intel(R) Xeon(R) CPU E5-2660 v4 @ 2.00GHz, GPU: TITAN X(Pascal) 12G x 1, Nvidia-Driver 384.90。 +系统环境为Ubuntu 16.04.3 LTS, 本文中采用了docker环境,系统版本为nvidia-docker17.05.0-ce。 +测试的Fluid版本为\ `v.0.12.0 `__ 。 +TensorFlow版本为\ `v.1.4.0-rc1 `__ 。 +使用的脚本和配置见\ `benchmark `__ 。 +图表中统计单位为samples/秒。 + +- CPU 单机单线程测试结果 + + ================ ==================== =================== + Speed Fluid CPU TensorFlow CPU + ================ ==================== =================== + mnist 1298.75 samples/s 637.57 samples/s + VGG-16 0.4147 images/s 0.1229 images/s + Resnet-50 1.6935 images/s 0.3657 images/s + Stacked-LSTM 472.3225 words/s 48.2293words/s + Seq2Seq 217.1655 words/s 28.6164 words/s + ================ ==================== =================== + +- GPU 单机单卡测试结果 + + =============== ===================== ================= + Speed Fluid GPU TensorFlow GPU + =============== ===================== ================= + mnist 19710.90 samples/s 15576.3 samples/s + VGG-16 59.83327 images/s 40.9967 images/s + Resnet-50 105.84412 97.8923 images/s + Stacked-LSTM 1319.99315 1608.2526 words/s + Seq2Seq 7147.89081 6845.1161 words/s + =============== ===================== ================= diff --git a/doc/fluid/new_docs/advanced_usage/deploy/anakin_arm_benchmark.md b/doc/fluid/new_docs/advanced_usage/deploy/anakin_arm_benchmark.md new file mode 100644 index 00000000000..08ea379f81d --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/anakin_arm_benchmark.md @@ -0,0 +1,56 @@ +# Anakin ARM 性能测试 + +## 测试环境和参数: ++ 测试模型Mobilenetv1, mobilenetv2, mobilenet-ssd ++ 采用android ndk交叉编译,gcc 4.9,enable neon, ABI: armveabi-v7a with neon -mfloat-abi=softfp ++ 测试平台 + - 荣耀v9(root): 处理器:麒麟960, 4 big cores in 2.36GHz, 4 little cores in 1.8GHz + - nubia z17:处理器:高通835, 4 big cores in 2.36GHz, 4 little cores in 1.9GHz + - 360 N5:处理器:高通653, 4 big cores in 1.8GHz, 4 little cores in 1.4GHz ++ 多线程:openmp ++ 时间:warmup10次,运行10次取均值 ++ ncnn版本:来源于github的master branch中commits ID:307a77f04be29875f40d337cfff6df747df09de6(msg:convert LogisticRegressionOutput)版本 ++ TFlite版本:来源于github的master branch中commits ID:65c05bc2ac19f51f7027e66350bc71652662125c(msg:Removed unneeded file copy that was causing failure in Pi builds)版本 + +在BenchMark中本文将使用**`ncnn`**、**`TFlite`**和**`Anakin`**进行性能对比分析 + +## BenchMark model + +> 注意在性能测试之前,请先将测试model通过[External Converter](#10003)转换为Anakin model +> 对这些model,本文在ARM上进行多线程的单batch size测试。 + +- [Mobilenet v1](#11) *caffe model 可以在[这儿](https://github.com/shicai/MobileNet-Caffe)下载* +- [Mobilenet v2](#22) *caffe model 可以在[这儿](https://github.com/shicai/MobileNet-Caffe)下载* +- [mobilenet-ssd](#33) *caffe model 可以在[这儿](https://github.com/chuanqi305/MobileNet-SSD)下载* + +### mobilenetv1 + + |platform | Anakin (1) | Anakin (2) | Anakin (4) | ncnn (1) | ncnn (2) | ncnn (4) | TFlite (1) | TFlite (2) | TFlite (4)| + |:---: | :---: | :---: | :---:| :---:| :---:| :---:| :---:| :---:| :---:| + |麒麟960|107.7ms|61.1ms|38.2ms|152.8ms|85.2ms|51.9ms|152.6ms|nan|nan| + |高通835|105.7ms|63.1ms|~~46.8ms~~|152.7ms|87.0ms|~~92.7ms~~|146.9ms|nan|nan| + |高通653|120.3ms|64.2ms|46.6ms|202.5ms|117.6ms|84.8ms|158.6ms|nan|nan| + +### mobilenetv2 + + |platform | Anakin (1) | Anakin (2) | Anakin (4) | ncnn (1) | ncnn (2) | ncnn (4) | TFlite (1) | TFlite (2) | TFlite (4)| + |:---: | :---: | :---: | :---:| :---:| :---:| :---:| :---:| :---:| :---:| + |麒麟960|93.1ms|53.9ms|34.8ms|144.4ms|84.3ms|55.3ms|100.6ms|nan|nan| + |高通835|93.0ms|55.6ms|41.1ms|139.1ms|88.4ms|58.1ms|95.2ms|nan|nan| + |高通653|106.6ms|64.2ms|48.0ms|199.9ms|125.1ms|98.9ms|108.5ms|nan|nan| + +### mobilenet-ssd + + |platform | Anakin (1) | Anakin (2) | Anakin (4) | ncnn (1) | ncnn (2) | ncnn (4) | TFlite (1) | TFlite (2) | TFlite (4)| + |:---: | :---: | :---: | :---:| :---:| :---:| :---:| :---:| :---:| :---:| + |麒麟960|213.9ms|120.5ms|74.5ms|307.9ms|166.5ms|104.2ms|nan|nan|nan| + |高通835|213.0ms|125.7ms|~~98.4ms~~|292.9ms|177.9ms|~~167.8ms~~|nan|nan|nan| + |高通653|236.0ms|129.6ms|96.0ms|377.7ms|228.9ms|165.0ms|nan|nan|nan + +## How to run those Benchmark models? + +1. 首先, 使用[External Converter](../docs/Manual/Converter_en.md)对caffe model 进行转换 +2. 然后将转换后的Anakin model和编译好的benchmark_arm 二进制文件通过'adb push'命令上传至测试机 +3. 接着在测试机含有Anakin model的目录中运行'./benchmark_arm ./ anakin_model.anakin.bin 1 10 10 1' 命令 +4. 最后,终端显示器上将会打印该模型的运行时间 +5. 其中运行命令的参数个数和含义可以通过运行'./benchmark_arm'看到 diff --git a/doc/fluid/new_docs/advanced_usage/deploy/anakin_example.md b/doc/fluid/new_docs/advanced_usage/deploy/anakin_example.md new file mode 100644 index 00000000000..e6b9e18fe2d --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/anakin_example.md @@ -0,0 +1,28 @@ +# Example +Anakin目前只支持NCHW的格式 +示例文件在test/framework/net下 + +## 在NV的GPU上运行CNN模型 +示例文件为打开example_nv_cnn_net.cpp,整体流程如下: +- 将模型的的path设置为anakin模型的路径,初始化NV平台的图对象。 anakin模型可以通过转换器转化caffe或fluid的模型得到 +- 根据模型设置网络图的输入尺寸,进行图优化 +- 根据优化后的网络图初始化网络执行器 +- 取出网络的输入tensor,将数据拷贝到输入tensor +- 运行推导 +- 取出网络的输出tensor + +以NV平台为例演示Anakin框架的使用方法,注意编译时需要打开GPU编译开关 + +## 在X86上运行RNN模型 +示例文件为example_x86_rnn_net.cpp +整体流程与在NV的GPU上运行CNN模型相似,不同之处如下: +- 使用X86标识初始化图对象和网络执行器对象 +- rnn模型的输入尺寸是可变的,初始化图时的输入维度是维度的最大值,输入维度N代表总的词的个数。还需要设置输入tensor的seq_offset来标示这些词是如何划分为句子的,如{0,5,12}表示共有12个词,其中第0到第4个词是第一句话,第5到第11个词是第二句话 + +以X86平台为例演示Anakin框架的使用方法,注意编译时需要打开X86编译开关 + +## 在NV的GPU上使用Anakin的线程池运行CNN模型 +示例文件为example_nv_cnn_net_multi_thread.cpp ,示例使用worker的同步预测接口 +整体流程与在NV的GPU上运行CNN模型相似,不同之处如下: +- 用模型地址和线程池大小初始化worker对象 +- 将输入tensor注入任务队列,获得输出tensor diff --git a/doc/fluid/new_docs/advanced_usage/deploy/anakin_gpu_benchmark.md b/doc/fluid/new_docs/advanced_usage/deploy/anakin_gpu_benchmark.md new file mode 100644 index 00000000000..667f9396f11 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/anakin_gpu_benchmark.md @@ -0,0 +1,170 @@ +# Anakin GPU Benchmark + +## Machine: + +> CPU: `12-core Intel(R) Xeon(R) CPU E5-2620 v2 @2.10GHz` +> GPU: `Tesla P4` +> cuDNN: `v7` + + +## Counterpart of anakin : + +The counterpart of **`Anakin`** is the acknowledged high performance inference engine **`NVIDIA TensorRT 3`** , The models which TensorRT 3 doesn't support we use the custom plugins to support. + +## Benchmark Model + +The following convolutional neural networks are tested with both `Anakin` and `TenorRT3`. + You can use pretrained caffe model or the model trained by youself. + +> Please note that you should transform caffe model or others into anakin model with the help of [`external converter ->`](../docs/Manual/Converter_en.md) + + +- [Vgg16](#1) *caffe model can be found [here->](https://gist.github.com/jimmie33/27c1c0a7736ba66c2395)* +- [Yolo](#2) *caffe model can be found [here->](https://github.com/hojel/caffe-yolo-model)* +- [Resnet50](#3) *caffe model can be found [here->](https://github.com/KaimingHe/deep-residual-networks#models)* +- [Resnet101](#4) *caffe model can be found [here->](https://github.com/KaimingHe/deep-residual-networks#models)* +- [Mobilenet v1](#5) *caffe model can be found [here->](https://github.com/shicai/MobileNet-Caffe)* +- [Mobilenet v2](#6) *caffe model can be found [here->](https://github.com/shicai/MobileNet-Caffe)* +- [RNN](#7) *not support yet* + +We tested them on single-GPU with single-thread. + +### VGG16 + +- Latency (`ms`) of different batch + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 8.8690 | 8.2815 | +| 2 | 15.5344 | 13.9116 | +| 4 | 26.6000 | 21.8747 | +| 8 | 49.8279 | 40.4076 | +| 32 | 188.6270 | 163.7660 | + +- GPU Memory Used (`MB`) + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 963 | 997 | +| 2 | 965 | 1039 | +| 4 | 991 | 1115 | +| 8 | 1067 | 1269 | +| 32 | 1715 | 2193 | + + +### Yolo + +- Latency (`ms`) of different batch + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 16.4596| 15.2124 | +| 2 | 26.6347| 25.0442 | +| 4 | 43.3695| 43.5017 | +| 8 | 80.9139 | 80.9880 | +| 32 | 293.8080| 310.8810 | + +- GPU Memory Used (`MB`) + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 1569 | 1775 | +| 2 | 1649 | 1815 | +| 4 | 1709 | 1887 | +| 8 | 1731 | 2031 | +| 32 | 2253 | 2907 | + +### Resnet50 + +- Latency (`ms`) of different batch + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 4.2459 | 4.1061 | +| 2 | 6.2627 | 6.5159 | +| 4 | 10.1277 | 11.3327 | +| 8 | 17.8209 | 20.6680 | +| 32 | 65.8582 | 77.8858 | + +- GPU Memory Used (`MB`) + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 531 | 503 | +| 2 | 543 | 517 | +| 4 | 583 | 541 | +| 8 | 611 | 589 | +| 32 | 809 | 879 | + +### Resnet101 + +- Latency (`ms`) of different batch + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 7.5562 | 7.0837 | +| 2 | 11.6023 | 11.4079 | +| 4 | 18.3650 | 20.0493 | +| 8 | 32.7632 | 36.0648 | +| 32 | 123.2550 | 135.4880 | + +- GPU Memory Used (`MB)` + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 701 | 683 | +| 2 | 713 | 697 | +| 4 | 793 | 721 | +| 8 | 819 | 769 | +| 32 | 1043 | 1059 | + +### MobileNet V1 + +- Latency (`ms`) of different batch + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 45.5156 | 1.3947 | +| 2 | 46.5585 | 2.5483 | +| 4 | 48.4242 | 4.3404 | +| 8 | 52.7957 | 8.1513 | +| 32 | 83.2519 | 31.3178 | + +- GPU Memory Used (`MB`) + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 329 | 283 | +| 2 | 345 | 289 | +| 4 | 371 | 299 | +| 8 | 393 | 319 | +| 32 | 531 | 433 | + +### MobileNet V2 + +- Latency (`ms`) of different batch + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 65.6861 | 2.9842 | +| 2 | 66.6814 | 4.7472 | +| 4 | 69.7114 | 7.4163 | +| 8 | 76.1092 | 12.8779 | +| 32 | 124.9810 | 47.2142 | + +- GPU Memory Used (`MB`) + +| BatchSize | TensorRT | Anakin | +| --- | --- | --- | +| 1 | 341 | 293 | +| 2 | 353 | 301 | +| 4 | 385 | 319 | +| 8 | 421 | 351 | +| 32 | 637 | 551 | + +## How to run those Benchmark models? + +> 1. At first, you should parse the caffe model with [`external converter`](https://github.com/PaddlePaddle/Anakin/blob/b95f31e19993a192e7428b4fcf852b9fe9860e5f/docs/Manual/Converter_en.md). +> 2. Switch to *source_root/benchmark/CNN* directory. Use 'mkdir ./models' to create ./models and put anakin models into this file. +> 3. Use command 'sh run.sh', we will create files in logs to save model log with different batch size. Finally, model latency summary will be displayed on the screen. +> 4. If you want to get more detailed information with op time, you can modify CMakeLists.txt with setting `ENABLE_OP_TIMER` to `YES`, then recompile and run. You will find detailed information in model log file. diff --git a/doc/fluid/new_docs/advanced_usage/deploy/anakin_tutorial.md b/doc/fluid/new_docs/advanced_usage/deploy/anakin_tutorial.md new file mode 100644 index 00000000000..e416c692398 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/anakin_tutorial.md @@ -0,0 +1,639 @@ +# Anakin 使用教程 ## + +本教程将会简略的介绍Anakin的工作原理,一些基本的Anakin API,以及如何调用这些API。 + +## 内容 ### + +- [Anakin的工作原理](#principle) +- [Anakin APIs](#api) +- [示例代码](#example) + +## Anakin的工作原理 ### + +![Anakin_principle](pics/anakin_fm_ch.png) + +用Anakin来进行前向计算主要分为三个步骤: + +- 将外部模型通过[Anakin Parser](Converter_ch.md)解析为Anakin模型 + 在使用Anakin之前,用户必须将所有其他模型转换成Anakin模型,我们提供了转换脚本,用户可通过[Anakin Parser](Converter_ch.md)进行模型转换。 +- 生成Anakin计算图 + 加载Anakin模型生成原始计算图,然后需要对原始计算图进行优化。你只需要调用相应的API优化即可。 +- 执行计算图 + Anakin会选择不同硬件平台执行计算图。 + + +## Anakin APIs ### +### Tensor #### + +`Tensor`提供基础的数据操作和管理,为ops提供统一的数据接口。`Tensor`包含以下几个属性: + +- Buffer + 数据存储区 +- Shape + 数据的维度信息 +- Event + 用于异步计算的同步 + + `Tensor` 类包含三个`Shape`对象, 分别是`_shape`, `_valid_shape`和 `offset`。 `_shape`为`tensor`真正空间信息,`_valid_shape`表示当前`tensor`使用的空间信息, `_offset`表示当前`tensor`数据指针相对于真正数据空间的信息。 `Tensor`不同维度与分别与数学中的向量、矩阵等相对应如下表所示。 + + +Dimentions | Math entity | + :----: | :----: +1 | vector +2 | matrix +3 | 3-tensor +n | n-tensor + +#### 声明tensor对象 + +`Tensor`接受三个模板参数: + + +```c++ + template + class Tensor .../* Inherit other class */{ + //some implements + ... + }; +``` + +TargetType是平台类型,如X86,GPU等等,在Anakin内部有相应的标识与之对应;datatype是普通的数据类型,在Anakin内部也有相应的标志与之对应;[LayOutType](#layout)是数据分布类型,如batch x channel x height x width [NxCxHxW], 在Anakin内部用一个struct来标识。 Anakin中数据类型与基本数据类型的对应如下: + +1. TargetType + + Anakin TargetType | platform + :----: | :----:| + NV | NVIDIA GPU + ARM | ARM + AMD | AMD GPU + X86 | X86 + NVHX86 | NVIDIA GPU with Pinned Memory + +2. DataType + +Anakin DataType | C++ | Description +:---: | :---: | :---: | +AK_HALF | short | fp16 +AK_FLOAT | float | fp32 +AK_DOUBLE | double | fp64 +AK_INT8 | char | int8 +AK_INT16 | short | int16 +AK_INT32 | int | int32 +AK_INT64 | long | int64 +AK_UINT8 | unsigned char | uint8 +AK_UINT16 | unsigned short | uint8 +AK_UINT32 | unsigned int | uint32 +AK_STRING | std::string | / +AK_BOOL | bool | / +AK_SHAPE | / | Anakin Shape +AK_TENSOR | / | Anakin Tensor + + +3. LayOutType + +Anakin LayOutType ( Tensor LayOut ) | Tensor Dimention | Tensor Support | Op Support +:---: | :---: | :---: | :---: | +W | 1-D | YES | NO +HW | 2-D | YES | NO +WH | 2-D | YES | NO +NW | 2-D | YES | YES +NHW | 3-D | YES |YES +NCHW ( default ) | 4-D | YES | YES +NHWC | 4-D | YES | NO +NCHW_C4 | 5-D | YES | YES + + +理论上,Anakin支持申明1维以上的tensor,但是对于Anakin中的Op来说,只支持NW、NHW、NCHW、NCHW_C4这四种LayOut,其中NCHW是默认的LayOutType,NCHW_C4是专门针对于int8这种数据类型的。 + + +例子 + +> 下面的代码将展示如何使用tensor, 我们建议先看看这些示例。 + +> 要想获得更多关于tensor的信息, 请参考 *soure_path/core/tensor.h* + +> 1. 使用shape对象初始化tensor +``` c++ + //create a null tensor. A null tensor holds for nothing. + //tensor's buffer is resident at CPU and its datatype is AK_FLOAT. + //tensor's Layout is NCHW(default) + Tensor mytensor; + + //1. using shape object to create a tensor. + Shape shape1(NUM); //1-D shape. NUM is the number of dimention. + Tensor mytensor1(shape1); //1-D tensor. + + // A 4-D shape + Shape shape2(N, C, H, W); // batch x channel x height x width +``` + +>`注意:Shape的维度必须和tensor的`[LayoutType](#layout)`相同,比如Shape(N,C,H,W), 那么Tensor的 LayoutType必须是NCHW,否则会出错。如下列代码所示` + + +```c++ + // A 4-D tensor. + Tensor mytensor2(shape2); //right + + //A 4-D tensor which is resident at GPU and its datatype is AK_INT8 + Tensor mytensor3(shape2); //right + + Tensor mytensor4(shape2); //wrong!! shape's dimetion must be equal to tensor's Layout. + Tensor mytensor5(shape2); //wrong!!!! + +``` + +> 2. 使用现有的数据和shape初始化tensor + +```c++ + + /** + * A construtor of Tensor. + * data_ptr is a pointer to any data type of data + * TargetType is type of a platform [Anakin TargetType] + * id : device id + * shape: a Anakin shape + */ + Tensor(Dtype* data_ptr, TargetType_t target, int id, Shape shape); + + //using existing data feed to a tensor + Tensor mytensor(data_ptr, TargetType, device_id, shape); //shape must has dimention (N, C, H, W). + +``` + +> 3. 使用tensor初始化tensor + +```c++ + Tensor tensor(exist_tensor); +``` + + +> 提示: 你可以用` typedef Tensor Tensor4d_X86 `方便定义tensor + + +#### 填充tensor数据区 + + +填充数据区得看你申明tensor的方式, 下面展示了如何填充tensor的数据区。 + +```c++ +首先来看看tensor的四种声明方式: + +1. Tensor mytensor; +2. Tensor mytensor1(shape1); +3. Tensor mytensor(data_ptr, TargetType, device_id, shape); +4. Tensor tensor(exist_tensor); + + +相关的声明方式的数据填充方法如下: + +1:声明一个空的tensor,此时没有为其分配内存,所以,我们需要手动的为其分配内存。 + + //parama shape + mytensor.re_alloc(Shape shape); + + //Get writable pointer to mytensor. + //parama index (int): where you start to write. + //Dtype is your data type such int, float or double. + Dtype *p = mytensor.mutable_data(index/*=0*/); + //write data to mytensor + for(int i = 0; i < mytensor.size(); i++){ + p[i] = 1.0f; + } + //do something ... + +2: 这种声明方式会自动分配内存 + + //Get writable pointer to mytensor. + //parama index (int): where you start to write. + //Dtype is your data type such int, float or double. + Dtype *p = mytensor1.mutable_data(index/*=0*/); + //write data to mytensor + for(int i = 0; i < mytensor.size(); i++){ + p[i] = 1.0f; + } + //do something ... + + +3:在该种声明方式中,我们仍不需要手动为其分配内存。但在构造函数内部是否为其分配内存,得依情况而定。如果data_ptr和申明的 +tensor都在都一个目标平台上,那么该tensor就会与data_ptr共享内存空间,相反,如果他们不在同一个平台上(如data_ptr在X86上,而 +tensor在GPU上),那么此时tensor就会开辟一个新的内存空间,并将data_ptr所指向的数据拷贝到tensor的buffer中。 + + //Get writable pointer to mytensor. + //parama index (int): where you start to write. + //Dtype is your data type such int, float or double. + Dtype *p = mytensor.mutable_data(index/*=0*/); + //write data to mytensor + for(int i = 0; i < mytensor.size(); i++){ + p[i] = 1.0f; + } + //do something ... + +4:该种方式仍不需要手动分配内存 + + //Get writable pointer to mytensor. + //parama index (int): where you start to write. + //Dtype is your data type such int, float or double. + Dtype *p = mytensor.mutable_data(index/*=0*/); + //write data to mytensor + for(int i = 0; i < mytensor.size(); i++){ + p[i] = 1.0f; + } + //do something ... + + +另外,你还可以获取一个tensor的可读指针,示例如下: + //Get read-only pointer to mytensor. + //parama index (int): where you start to read. + //Dtype is your data type such int, float or double. + Dtype *p = mytensor.data(index/*=0*/); + //do something ... +``` + +如果想更详细的了解tensor,请查阅*soure_path/saber/core/tensor.h* + +#### 获取tensor的shape + +```c++ +//some declarations +// ... +Shape shape = mytensor.shape(); + +//Get a first dimetion size of tesor, if it has. +int d1 = shape[0]; + +//Get a second dimention size of tensor, if it has. +int d2 = shape[1]; + +... + +//Get a n-th dimention size of tensor, if it has. +int dn = shape[n-1]; + + +//Get a tensor's dimention +int dims = mytensor.dims(); + +//Get the size of tensor. +//size = d1 x d2 x ... x dn. +int size = mytensor.size(); + +//Get the size of tensor at interval [Di, Dj) +// form i-th dimention to j-th dimention, but not including the j-th dimention. +// which means di x (di+1) x ... x (dj -1) +int size = mytensor.count(start, end); +``` + +#### 设置tensor的shape + +我们可以用tensor的成员函数set_shape来设置tensor的shape。 下面是set_shape的定义 + + +```c++ +/** + * \brief set a tensor's shape + * \param valid_shape [a Shape object] + * \param shape [a Shape object] + * \param offset [a Shape object] + * \return the status of this operation, that means whether it success * or not. + */ +SaberStatus set_shape(Shape valid_shape, Shape shape = Shape::zero(TensorAPI::layout_dims::value), Shape offset = Shape::minusone(TensorAPI::layout_dims::value)); +``` + +这个成员函数只设置tensor的shape。这些shape对象(valid_shape, shape, offset)的[LayOutType](#layout)必须和当前的tensor的相应三个shape对象的LayOutType相同,如果不同就会出错,返回SaberInvalidValue。 如果相同,那么将成功设置tensor的shape。 + +```c++ + +// some declarations +// ... +//valid_shape, shape , offset are Shape object; +//All these Shape object's LayOutType must be equal to mytensor's. +mytensor.set_shape(valid_shape, shape, offset); + +``` + +#### 重置 tensor的shape + +```c++ +//some declarations +Shape shape, valid_shape, offset; + +//do some initializations +... +mytensor.reshape(valid_shape, shape, offset); +``` + +注意: Reshape操作仍然需要shape的[LayOutType](#layout) 与tensor的相同 + + +### Graph ### + +`Graph`类负责加载Anakin模型生成计算图、对图进行优化、存储模型等操作。 + +#### 图的声明 + +与`Tensor`一样,graph也接受三个模板参数。 + +```c++ + +template +class Graph ... /* inherit other class*/{ + + //some implements + ... + +}; +``` + +前面已经介绍过[TargetType](#target)和[DataType](#datatype)是Anakin内部自定义数据类型。[TargetType](#target)表示平台类型 (如NV、X86), [DataType](#datatype)是Anakin基本数据类型与C++/C中的基本数据类型相对应。 [Precision](#precision)为op所支持的精度类型, 稍后我们在介绍它。 + + +```c++ + +//Create a empty graph object. +Graph graph = Graph tmp(); + +//Create a pointer to a empty graph. +Graph *graph = new Graph(); + +//Create a pointer to a empty graph. +auto graph = new Graph(); + +``` + +#### 加载 Anakin 模型 + +```c++ +//some declarations +... +auto graph = new Graph(); +std::string model_path = "the/path/to/where/your/models/are"; +const char *model_path1 = "the/path/to/where/your/models/are"; + +//Loading Anakin model to generate a compute graph. +auto status = graph->load(model_path); + +//Or this way. +auto status = graph->load(model_path1); +//Check whether load operation success. +if(!status){ + std::cout << "error" << endl; + //do something... +} + +``` + +#### 优化计算图 + +```c++ +//some declarations +... +//Load graph. +... +//According to the ops of loaded graph, optimize compute graph. +graph->Optimize(); + +``` + +> 注意: 第一次加载原始图,必须要优化。 + +#### 保存模型 + +你可以在任何时候保存模型, 特别的, 你可以保存一个优化的模型,这样,下次再加载模型时,就不必进行优化操作。 + + +```c++ +//some declarations +... +//Load graph. +... +// save a model +//save_model_path: the path to where your model is. +auto status = graph->save(save_model_path); + +//Checking +if(!status){ + cout << "error" << endl; + //do somethin... +} +``` + +#### 重新设置计算图里的tensor的shape + +```c++ +//some declarations +... +//Load graph. +... +vector shape{10, 256, 256, 10}; +//input_name : std::string. +//Reshape a tensor named input_name. +graph->Reshape(input_name, shape);//Note: shape is a vector, not a Shape object. +``` + +#### 设置 batch size + +`Graph` 支持重新设置batch size的大小。 + +```c++ +//some declarations +... +//Load graph. +... +//input_name : std::string. +//Reset a tensor named input_name. +int new_batch_size = 4; +graph->ResetBatchSize(input_name, new_batch_size); +``` + +### Net ### + + +`Net` 是计算图的执行器。你可以通过Net对象获得输入和输出 +#### Creating a graph executor + +`Net`接受四个模板参数。 + + +```c++ +template +class Net{ + //some implements + ... + +}; +``` +由于有些Op可能支持多种精度,我们可以通过Precision来指定。OpRunType表示同步或异步类型,异步是默认类型。OpRunType::SYNC表示同步,在GPU上只有单个流;OpRunType::ASYNC表示异步,在GPU上有多个流并以异步方式执行。实际上,Precision和OpRunType都是enum class, 详细设计请参考*source_root/framework/core/types.h*. + + +1. Precision + +Precision | Op support +:---: | :---: +Precision::INT4 | NO +Precision::INT8 | NO +Precision::FP16 | NO +Precision::FP32 | YES +Precision::FP64 | NO + +现在Op的精度只支持FP32, 但在将来我们会支持剩下的Precision. + + + +2. OpRunType + +OpRunType | Sync/Aync |Description +:---: | :---: | :---: +OpRunType::SYNC | Synchronization | single-stream on GPU +OpRunType::ASYNC | Asynchronization | multi-stream on GPU + +用graph对象创建一个执行器。 +```c++ +//some declarations +... +//Create a pointer to a graph. +auto graph = new Graph(); +//do something... +... + +//create a executor +Net executor(*graph); + +``` + +#### 获取输入输出tensor + + +获取输入输出tensor,并填充输入tensor的buffer。如果想要获取输入和输出tensor,那么必须指定输入的名字,如"input_0", "input_1", "input_2", ..., 必须传入如上字符串才能够获得输入tensor。另外,如果想知道input_i对应哪个输入,你需要去dash board查看,如何使用dash board请看[Anakin Parser](Converter_ch.md)。请看如下示例代码 + +```c++ +//some declaratinos +... + +//create a executor +//TargetType is NV [NVIDIA GPU] +Net executor(*graph); + +//Get the first input tensor. +//The following tensors(tensor_in0, tensor_in2 ...) are resident at GPU. +//Note: Member function get_in returns an pointer to tensor. +Tensor* tensor_in0 = executor.get_in("input_0"); + +//If you have multiple input tensors +//You just type this code below. +Tensor* tensor_in1 = executor.get_in("input_1"); +... +auto tensor_inn = executor.get_in("input_n"); +``` + +当得到输入tensor之后,就可以填充它的数据区了。 + +```c++ +//This tensor is resident at GPU. +auto tensor_d_in = executor.get_in("input_0"); + +//If we want to feed above tensor, we must feed the tensor which is resident at host. And then copy the host tensor to the device's one. + +//using Tensor4d = Tensor; +Tensor4d tensor_h_in; //host tensor; +//Tensor tensor_h_in; + +//Allocate memory for host tensor. +tensor_h_in.re_alloc(tensor_d_in->valid_shape()); +//Get a writable pointer to tensor. +float *h_data = tensor_h_in.mutable_data(); + +//Feed your tensor. +/** example +for(int i = 0; i < tensor_h_in.size(); i++){ + h_data[i] = 1.0f; +} +*/ +//Copy host tensor's data to device tensor. +tensor_d_in->copy_from(tensor_h_in); + +// And then +``` + + +类似的,我们可以利用成员函数get_out来获得输出tensor。但与获得输入tensor不同的是, 我们需要指定输入tensor结点的名字,这个可以从dash board中看到,请从[Anakin Parser](Converter_ch.md)中查看dash board的使用方法。假如有个输出结点叫pred_out, 那么我们可以通过如下代码获得相应的输出tensor: +```c++ +//Note: this tensor are resident at GPU. +Tensor* tensor_out_d = executor.get_out("pred_out"); + +``` + + +#### Executing graph + + +当一切准备就绪后,我们就可以执行真正的计算了! +```c++ +executor.prediction(); +``` + +## 示例代码 ## + +下面的例子展示了如何调用Anakin。 + +在这儿之前, 请确保你已经有了Anakin模型。如果还没有,那么请使用[Anakin Parser](Converter_ch.md)转换你的模型。 + +### Single-thread + +单线程例子在 *source_root/test/framework/net/net_exec_test.cpp`* + +```c++ + +std::string model_path = "your_Anakin_models/xxxxx.anakin.bin"; +// Create an empty graph object. +auto graph = new Graph(); +// Load Anakin model. +auto status = graph->load(model_path); +if(!status ) { + LOG(FATAL) << " [ERROR] " << status.info(); +} +// Reshape +graph->Reshape("input_0", {10, 384, 960, 10}); +// You must optimize graph for the first time. +graph->Optimize(); +// Create a executer. +Net net_executer(*graph); + +//Get your input tensors through some specific string such as "input_0", "input_1", and +//so on. +//And then, feed the input tensor. +//If you don't know Which input do these specific string ("input_0", "input_1") correspond with, you can launch dash board to find out. +auto d_tensor_in_p = net_executer.get_in("input_0"); +Tensor4d h_tensor_in; +auto valid_shape_in = d_tensor_in_p->valid_shape(); +for (int i=0; icopy_from(h_tensor_in); + +//Do inference. +net_executer.prediction(); + +//Get result tensor through the name of output node. +//And also, you need to see the dash board again to find out how many output nodes are and remember their name. + +//For example, you've got a output node named obj_pre_out +//Then, you can get an output tensor. +auto d_tensor_out_0_p = net_executer.get_out("obj_pred_out"); //get_out returns a pointer to output tensor. +auto d_tensor_out_1_p = net_executer.get_out("lc_pred_out"); //get_out returns a pointer to output tensor. +//...... +// do something else ... +//... +//save model. +//You might not optimize the graph when you load the saved model again. +std::string save_model_path = model_path + std::string(".saved"); +auto status = graph->save(save_model_path); +if (!status ) { + LOG(FATAL) << " [ERROR] " << status.info(); +} + +``` diff --git a/doc/fluid/new_docs/advanced_usage/deploy/build_and_install_lib_cn.rst b/doc/fluid/new_docs/advanced_usage/deploy/build_and_install_lib_cn.rst new file mode 100644 index 00000000000..3884284ea02 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/build_and_install_lib_cn.rst @@ -0,0 +1,99 @@ +.. _install_or_build_cpp_inference_lib: + +安装与编译C++预测库 +=========================== + +直接下载安装 +------------- + +====================== ======================================== +版本说明 C++预测库 +====================== ======================================== +cpu_avx_mkl `fluid.tgz `_ +cpu_avx_openblas `fluid.tgz `_ +cpu_noavx_openblas `fluid.tgz `_ +cuda7.5_cudnn5_avx_mkl `fluid.tgz `_ +cuda8.0_cudnn5_avx_mkl `fluid.tgz `_ +cuda8.0_cudnn7_avx_mkl `fluid.tgz `_ +cuda9.0_cudnn7_avx_mkl `fluid.tgz `_ +====================== ======================================== + +从源码编译 +---------- +用户也可以从 PaddlePaddle 核心代码编译C++预测库,只需在编译时配制下面这些编译选项: + +================= ========= +选项 值 +================= ========= +CMAKE_BUILD_TYPE Release +FLUID_INSTALL_DIR 安装路径 +WITH_FLUID_ONLY ON(推荐) +WITH_SWIG_PY OFF(推荐 +WITH_PYTHON OFF(推荐) +WITH_GPU ON/OFF +WITH_MKL ON/OFF +================= ========= + +建议按照推荐值设置,以避免链接不必要的库。其它可选编译选项按需进行设定。 + +下面的代码片段从github拉取最新代码,配制编译选项(需要将PADDLE_ROOT替换为PaddlePaddle预测库的安装路径): + + .. code-block:: bash + + pip install paddlepaddle-gpu + PADDLE_ROOT=/path/of/capi + git clone https://github.com/PaddlePaddle/Paddle.git + cd Paddle + mkdir build + cd build + cmake -DFLUID_INSTALL_DIR=$PADDLE_ROOT \ + -DCMAKE_BUILD_TYPE=Release \ + -DWITH_FLUID_ONLY=ON \ + -DWITH_SWIG_PY=OFF \ + -DWITH_PYTHON=OFF \ + -DWITH_MKL=OFF \ + -DWITH_GPU=OFF \ + .. + make + make inference_lib_dist + +成功编译后,使用C++预测库所需的依赖(包括:(1)编译出的PaddlePaddle预测库和头文件;(2)第三方链接库和头文件;(3)版本信息与编译选项信息) +均会存放于PADDLE_ROOT目录中。目录结构如下: + + .. code-block:: text + + PaddleRoot/ + ├── CMakeCache.txt + ├── paddle + │   └── fluid + │   ├── framework + │   ├── inference + │   ├── memory + │   ├── platform + │   ├── pybind + │   └── string + ├── third_party + │   ├── boost + │   │   └── boost + │   ├── eigen3 + │   │   ├── Eigen + │   │   └── unsupported + │   └── install + │   ├── gflags + │   ├── glog + │   ├── mklml + │   ├── protobuf + │   ├── snappy + │   ├── snappystream + │   └── zlib + └── version.txt + +version.txt 中记录了该预测库的版本信息,包括Git Commit ID、使用OpenBlas或MKL数学库、CUDA/CUDNN版本号,如: + + .. code-block:: text + + GIT COMMIT ID: c95cd4742f02bb009e651a00b07b21c979637dc8 + WITH_MKL: ON + WITH_GPU: ON + CUDA version: 8.0 + CUDNN version: v5 diff --git a/doc/fluid/new_docs/advanced_usage/deploy/convert_paddle_to_anakin.md b/doc/fluid/new_docs/advanced_usage/deploy/convert_paddle_to_anakin.md new file mode 100644 index 00000000000..56ca582b2b4 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/convert_paddle_to_anakin.md @@ -0,0 +1,73 @@ +# 模型转换指南 + +Anakin 支持不同框架的模型预测。但由于格式的差别,Anakin 需要您预先转换模型。本文档介绍如何转换模型。 + +## 简介 + +Anakin 模型转换器输入支持 Caffe 和 Fluid 两种格式的预测模型,模型包含网络结构(model 或 prototxt)和权重参数(param 或 caffemodel)。 + +模型转换的输出是一个 bin 文件,它作为 Anakin 框架的 graph 参数导入。 + +您还可以使用模型转换器的 launch board 功能生成网络结构的 HTML 预览。 + + +## 系统要求 + +- python 2.7+ +- pyyaml +- flask +- protobuf 3.5+ + + +## 用法 + +### 1、环境 +转换器所需的依赖标注于 *系统要求* 一节。 + +### 2、配置 +您需要对 *config.yaml* 文件进行修改以告知您的需求。工程中给出了 *config.yaml* 示例,下面作进一步说明。 + +#### config.yaml +```bash +OPTIONS: + Framework: CAFFE # 依框架类型填写 CAFFE 或 FLUID + SavePath: ./output # 转换结束后模型的保存位置 + ResultName: googlenet # 输出模型的名字 + Config: + LaunchBoard: ON # 是否生成网络结构预览页面 + Server: + ip: 0.0.0.0 + port: 8888 # 从一个可用端口访问预览页面 + OptimizedGraph: # 当您使用了 Anakin 框架的 Optimized 功能时,才应该打开此项 + enable: OFF + path: /path/to/anakin_optimized_anakin_model/googlenet.anakin.bin.saved + LOGGER: + LogToPath: ./log/ # 生成日志的路径 + WithColor: ON + +TARGET: + CAFFE: + # 当 Framework 为 CAFFE 时需填写 + ProtoPaths: + - /path/to/caffe/src/caffe/proto/caffe.proto + PrototxtPath: /path/to/your/googlenet.prototxt + ModelPath: /path/to/your/googlenet.caffemodel + + FLUID: + # 当 Framework 为 FLUID 时需填写 + Debug: NULL + ProtoPaths: + - / + PrototxtPath: /path/to/fluid/inference_model + ModelPath: /path/to/fluid/inference_model + # ... +``` + +### 3、转换 +在完成配置文件的修改后,您只需执行 ```python converter.py``` 就可以进行模型转换了。 + + +### 4、预览 +最后一步,就是在浏览器中查看令人振奋的转换结果!网址是在 *config.yaml* 中配置的,例如 http://0.0.0.0:8888 。 + +> 注意:若您使用了默认的 IP 地址 0.0.0.0,请在预览时使用真实的服务器地址 real_ip:port 替代它。 diff --git a/doc/fluid/new_docs/advanced_usage/deploy/how_to_add_anakin_op.md b/doc/fluid/new_docs/advanced_usage/deploy/how_to_add_anakin_op.md new file mode 100644 index 00000000000..f2783eb9f59 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/how_to_add_anakin_op.md @@ -0,0 +1,405 @@ +# 如何增加新的Operator + +## 基本概念 + +简单介绍下几个同Operator相关的基本概念,详情请参考设计文档。 + +```framework```: 上层的逻辑代码,负责从parser中获取参数及weights,添加op时主要修改framework/operator目录下的内容。 + +```saber```: 底层的实现代码,Anakin通过saber封装了不同的backends,不同的实现(impl)分别特化出自己的实现,外层framework通过不同的template进入各自的impl完成调用。各个op的parameter放在saber/saber_funcs_param.h文件中,增加op主要修改saber/funcs下的内容。 + +saber的文件结构: +* saber/funcs下的是各个funcs的外部接口,这一层的op与具体的设备实现无关,只与各op完成的功能有关。由于跟实现(impl)无关,本层文件明均不带impl。 +* saber/funcs/impl下是各个op的impl声明,特定设备需要完成该层声明的特化版本,如saber/funcs/impl/x86实现了上一层impl声明的x86特化版本,saber/funcs/impl/cuda实现了上一层impl声明的NV特化版本。当增加新的backends时需要特化出新的实现。本层代码同实现相关,均带有```impl_```前缀。 +* saber/funcs/impl/cuda/base/cuda_c内有cuda```.cu```扩展名的文件,添加cuda的kernel需要在该文件目录下添加。 +* saber/funcs/impl/cuda/base/sass 内有不同架构的汇编代码编译的静态库。 + +### 涉及到的基类及各个类之前的关系 + +简单介绍相关的基类 + +* ```anakin::Operator```: framework的operator基类,位于framework/core/operator/operator.h + +* ```anakin::saber::BaseFunc```: saber对外的op接口基类,提供统一的对外接口,位于saber/funcs/base.h。BaseFunc的```compute_output_shape```接口只根据input的shape和param的参数计算输出的shape,并通过```tensor```的```set_shape```接口(只设置shape,不分配空间)设置到output中。```operator()```接口为各个op的计算接口。 + +* ```ankain::saber::ImplBase```: saber设备实现的op的接口,所有设备相关实现的基类。位于saber/funcs/impl/impl_base.h。实现版本中这里分为两类,一类以```vender_```为前缀,带有```vender_```代码意为使用第三方库来实现该op,如cudnn的conv,或mkl的conv等等,这类op的性能我们难以调优,因此单独列为一类。另一类是带有源码的saber实现,这些实现都带有```saber_```为前缀,此类实现带有源码,能够通过后续优化不断提升性能,实现起名时需要注意这一点。 + +## 添加operator + +添加一个新的op需要以下几步: + +1. 添加saber的param +2. 定义saber的Operator类 +3. 定义新的impl声明 +3. 完成新的impl实现 +4. 增加framework的实现或特化 + +接下来就针对这几步,以一个简单例子为例介绍实现。 + +例如我们要添加新的Mul op。给出计算公式如下:$$Out = alpha \dot X * Y$$ + +### 为operator增加param + +涉及到的文件:```saber/saber_funcs_param.h```。如果之前已经存在需要添加的op的param,这一步可以跳过。 +这里```XXXParam```是一个```struct```。包含一个无参数的构造函数,含参数的构造函数,复制构造函数,```operator=()```及```operator==()```。 +``` +template // 能够获得target, datatype, layout +struct MulParam{ + MulParam() + : alpha(0) + {} + MulParam(float alpha_in) + : alpha(alpha_in) + {} + MulParam(const MulParam& right) + : alpha(right.alpha) + {} + MulParam &operator=(const MulParam &right) { + alpha = right.alpha; + } + bool operator==(const MulParam &right) { + return alpha == right.alpha; + } + float alpha; +}; +``` + +### 定义Operator类 +涉及到的文件:```saber/funcs/mul.h```。如果之前定义过该op的类,这里需要修改输入的impl定义头文件。 +下面给出一个相对完整的定义结构供参考。 +``` +//不同的设备需要包含对应的operator实现.[详见](#impl) +#ifdef NVIDIA_GPU +#include "saber/funcs/impl/cuda/saber_mul.h" +#include "saber/funcs/impl/cuda/vender_mul.h" +#endif +//如果一个设备现在还没有对应的operator实现,需要包含声明。[详见](#declare) +#ifdef USE_X86_PLACE +#include "saber/funcs/impl/impl_mul.h" +#endif +namespace anakin { +namespace saber { +template +class Mul : public BaseFunc< + Tensor, + Tensor, + Tensor, + ImplBase, MulParam> { +public: + using BaseFunc< + Tensor, + Tensor, + Tensor, + ImplBase, MulParam>::BaseFunc; + Mul() = default; + typedef Tensor InDataTensor; + typedef Tensor OutDataTensor; + typedef Tensor OpTensor; + typedef MulParam Param_t; + typedef std::vector Input_v; + typedef std::vector Output_v; + typedef std::vector Shape_v; + + virtual SaberStatus compute_output_shape(const Input_v &input, + Output_v &output, Param_t ¶m) override { + //计算输出的shape, + Shape output_shape = (input[0]->valid_shape()); + /* code */ + return output[0]->set_shape(output_shape); + } + virtual SaberStatus init_impl(ImplEnum implenum) override { + // 不同设备均使用此init_impl, 此接口创建对应impl的实现。 + switch (implenum) { + case VENDER_IMPL: + this->_impl.push_back(new VenderMul ); + return SaberSuccess; + case SABER_IMPL: + this->_impl.push_back(new SaberMul ); + return SaberSuccess; + default: + return SaberUnImplError; + } + } +private: + virtual void pick_best_static() override { + if (true) // some condition? + this->_best_impl = this->_impl[0]; + } + virtual void pick_best_specify(ImplEnum implenum) override { + this->_best_impl = this->_impl[0]; + } +}; +} // namespace saber +} // namespace anakin +``` + +### 为operator增加新的impl声明 + +涉及的文件:```saber/funcs/impl/impl_mul.h```。不同的设备都特化同一个声明,特化版本放在对应的文件夹下,这里的声明就是给出所有设备的统一声明。下面给出一个参考。 +``` +#include "saber/funcs/impl/impl_macro.h" +namespace anakin{ +namespace saber{ +DEFINE_OP_CLASS(Mul, MulParam); // 第一个参数是op的名字,第二个是对应param的名字 +} +} +``` + +### 完成新的operator特定后端实现 + +涉及的文件:```saber/funcs/impl/xxx/vender_mul.h```或```saber/funcs/impl/xxx/saber_mul.h``` +这里```xxx```指代特定的一种设备。```vender```是指的使用第三方库实现的op,```saber```指的源码实现的op。这里以cuda的vender实现为例,简单介绍一下特化出的函数的几个基本接口。 + +``` +// include 对应的声明 +#include "saber/funcs/impl/impl_mul.h" + +namespace anakin{ +namespace saber{ +template +class VenderMul : + public ImplBase< + Tensor, + Tensor, + Tensor, + MulParam > > +{ +public: + typedef Tensor DataTensor_in; + typedef Tensor DataTensor_out; + typedef Tensor OpTensor; + typedef typename DataTensor_in::Dtype InDataType; + typedef typename DataTensor_out::Dtype OutDataType; + typedef typename OpTensor::Dtype OpDataType; + VenderMul(){} + ~VenderMul() {} + + virtual SaberStatus init(const std::vector& inputs, + std::vector& outputs, + MulParam& param, Context& ctx) { + this->_ctx = ctx; + create(inputs, outputs, param, ctx); + } + + virtual SaberStatus create(const std::vector& inputs, + std::vector& outputs, + MulParam& param, Context& ctx) { + // set内部参数 + } + + virtual SaberStatus dispatch(const std::vector& inputs, + std::vector& outputs, + MulParam& param) { + // dispatch kernel. + } + +private: +}; +} +} +``` +```init```和```create```的区别:```init```接口是第一次初始化op的时候进入的接口,此函数只在第一次初始化op时调用,这个接口一般放一些只需要执行一次的代码,如malloc或者create之类的函数。```create```函数除了第一次init执行外,在输入发生变化或者param发生变化时会再次触发,create一般放置set函数,设置内部变量,当input发生变化时这里执行一些同input或weights直接相关的代码。但create因为触发位置在网络内,如果```create```函数执行了一些严重耗时的操作,这里会拖慢整个op的执行时间,需要慎重选择操作放置的位置。 +### 添加framework的特化 + +涉及的文件:```framework/operators/mul.h```和```framework/operators/mul.cpp```。 +这里简单介绍下如果添加或修改framework内的operator + +``` +#include "framework/core/base.h" +#include "framework/core/data_types.h" +#include "framework/core/operator/operator.h" +#include "utils/logger/logger.h" +#include "saber/funcs/mul.h" // 需要包对应的saber头文件 +namespace anakin { +namespace ops { +template +class MulHelper; + +template +class Mul : public Operator { +public: + Mul() {} + /// forward impl + virtual void operator() (OpContext &ctx, + const std::vector >& ins, + std::vector >& outs) { + LOG(ERROR) << "Not Impl Yet Operator power::type>().type_info()<<">"; + } + friend class MulHelper; +}; +template +class MulHelper : public OperatorHelper { +public: + MulHelper() = default; + ~MulHelper(); + Status InitParam() override; + + Status Init(OpContext &ctx, + const std::vector >& ins, + std::vector >& outs) override; + Status InferShape(const std::vector >& ins, + std::vector >& outs) override; + +public: + saber::MulParam> _param_mul; + saber::Mul _funcs_mul; +}; +} +} /* namespace anakin */ +``` +对应的```.cpp```文件如下: +``` +#include "framework/operators/mul.h" + +namespace anakin { +namespace ops { + +#ifdef USE_CUDA +template<> +void Mul::operator()( + OpContext& ctx, + const std::vector >& ins, + std::vector >& outs) { + auto* impl = + static_cast*>(this->_helper); + auto& param = + static_cast*>(this->_helper)->_param_mul; + impl->_funcs_mul(ins, outs, param, ctx); +} +#endif + +template +Status MulHelper::InitParam() { + auto alpha = GET_PARAMETER(float, alpha); + MulParam> param_mul(alpha); + _param_mul = param_mul; + return Status::OK(); +} + +template +Status MulHelper::Init(OpContext& ctx, + const std::vector >& ins, + std::vector >& outs) { + + SABER_CHECK(_funcs_mul.init(ins, outs, _param_mul, SPECIFY, VENDER_IMPL, ctx)); + return Status::OK(); +} + +template +Status MulHelper::InferShape(const + std::vector >& ins, + std::vector >& outs) { + SABER_CHECK(_funcs_mul.compute_output_shape(ins, outs, _param_mul)); + return Status::OK(); +} + +#ifdef USE_CUDA +template class MulHelper; +#endif +#ifdef USE_ARM_PLACE +template class MulHelper; +#endif +// register helper +#ifdef USE_CUDA +ANAKIN_REGISTER_OP_HELPER(Mul, MulHelper, NV, AK_FLOAT, Precision::FP32); +#endif +#ifdef USE_ARM_PLACE +ANAKIN_REGISTER_OP_HELPER(Mul, MulHelper, ARM, AK_FLOAT, Precision::FP32); +#endif +//! register op +ANAKIN_REGISTER_OP(Mul) +.Doc("Mul operator") +#ifdef USE_CUDA +.__alias__("mul") +#endif +#ifdef USE_ARM_PLACE +.__alias__("mul") +#endif +.num_in(1) +.num_out(1) +.Args("alpha", " alpha of Mul "); //注册 + +} /* namespace ops */ + +} /* namespace anakin */ +``` + +## 实现单元测试 +涉及的文件:```test/saber/xxx/test_saber_funcs_mul_xxx.cpp``` +在对应的test下需要添加新的单元测试 + +``` +TEST(TestSaberFuncNV, test_depthwise_conv) { + + // init tensors and some param. + + // start Reshape & doInfer + Context ctx1(0, 1, 1); + + // create param + MulParam > param(alpha); + + std::vector*> input; + std::vector*> output; + + // create saber op + Mul mul; + + // compute output shape + mul.compute_output_shape(input, output, param); + + // re_alloc output tensors memory based on output shape + output[0]->re_alloc(output[0]->shape()); + + // init saber op(calling init and create) + mul.init(input, output, param, SPECIFY, VENDER_IMPL, ctx1); + + // call operator() + mul(input, output, param, ctx1); + + // cuda specified, record events + cudaStream_t cuda_stream = ctx1.get_compute_stream(); + output[0]->record_event(cuda_stream); + output_dev.sync(); + + // param changed + param.alpha = 2.0; + // auto calling saber op(create and dispatch) + mul(input, output, param, ctx1); + + cudaDeviceSynchronize(); + CUDA_CHECK(cudaPeekAtLastError()); +} + +int main(int argc, const char** argv){ + anakin::saber::Env::env_init(); + + // initial logger + //logger::init(argv[0]); + InitTest(); + RUN_ALL_TESTS(argv[0]); + return 0; +} + +``` +## 调试及注意事项 + +一个op需要有对外的op接口和内部实现,由于存在saber/funcs/impl的非特化版本声明,当有op在某种设备下没有对应实现时,也能够编译,但此时是没有任何实现的空实现, diff --git a/doc/fluid/new_docs/advanced_usage/deploy/how_to_support_new_device_in_anakin.md b/doc/fluid/new_docs/advanced_usage/deploy/how_to_support_new_device_in_anakin.md new file mode 100644 index 00000000000..a1f75f5e95c --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/how_to_support_new_device_in_anakin.md @@ -0,0 +1,459 @@ +# 如何支持一个新的设备 + +## 概览 + +添加一个新的设备需要以下3个步骤: + +* [在`CMakeList`中添加设备的支持](#0001) +* [在`saber`中添加设备的实现](#0002) +* [在`framework`中添加设备的具体化或实例化](#0003) + +假设新设备的名称为`TNEW`, 以下将以这个设备名称进行演示。 + +## 在`CMakeList`中添加设备的支持 ## + +* 修改根目录`CMakeList.txt` +```cmake +#select the plantform to build +anakin_option(USE_GPU_PLACE "Select the build mode for GPU place." NO) +anakin_option(USE_X86_PLACE "Select the build mode for X86 place." NO) +anakin_option(USE_ARM_PLACE "Select the build mode for ARM place." NO) +anakin_option(USE_TNEW_PLACE "Select the build mode for ARM place." YES) +``` + +* 修改`saber/CMakeList.txt` + +根据新增设备的目录完善`saber`目录下的`CMakeList.txt`。 +```cmake +if(USE_TNEW_PLACE) + anakin_fetch_files_with_suffix(${ANAKIN_SABER}/core/impl/tnew "cpp" ANAKIN_SABER_BASE_SRC) + anakin_fetch_files_with_suffix(${ANAKIN_SABER}/funcs/impl/tnew "cpp" ANAKIN_SABER_BASE_SRC) +endif() +``` + +* 修改`test/CMakeList.txt` + +新增设备的单测文件放在`test/saber/tnew`目录下,修改`test`目录下的`CMakeList.txt`。 +```cmake +if(USE_TNEW_PLACE) + anakin_fetch_files_with_suffix(${ANAKIN_UNIT_TEST}/saber/tnew "cpp" ANAKIN_TEST_CASE_SRC) +endif() +``` + +* 修改`cmake/anakin_config.h.in` +```c++ +// plantform to use +#cmakedefine USE_GPU_PLACE + +#cmakedefine USE_X86_PLACE + +#cmakedefine USE_ARM_PLACE + +#cmakedefine USE_TNEW_PLACE +``` + +* 其他依赖和编译选项 +修改`cmake`目录下的`compiler_options.cmake`和`find_modules.cmake` + + +## 在`saber`中添加设备的实现 ## +`saber`是`Anakin`的基础计算库,对外提供设备无关的统一的API,设备相关的实现都会封装到`TargetWrapper`中。 + +### 在`saber/saber_types.h`中添加设备 + +```c++ +enum TargetTypeEnum { + eINVALID = -1, + eNV = 1, + eAMD = 2, + eARM = 3, + eX86 = 4, + eNVHX86 = 5, + eTNEW = 6 +}; + +typedef TargetType NV; +typedef TargetType ARM; +typedef TargetType AMD; +typedef TargetType X86; +typedef TargetType TNEW; + +``` + +### 在`saber/core`中添加设备的实现 + +1. 在`target_traits.h`中添加新设备 + +* 增加设备类型 +```c++ +struct __cuda_device{}; +struct __arm_device{}; +struct __amd_device{}; +struct __x86_device{}; +struct __tnew_device{}; +``` + +* `TargetTypeTraits`模板具体化 +```c++ +template <> +struct TargetTypeTraits { + typedef __xxx_target target_category;//根据实际设备是host端还是device端进行选择 + typedef __tnew_device target_type; +}; +``` + +2. 在`data_traits.h`中特化`DataTrait`模板类 + +如果设备需要特殊的数据类型,则特化出设备的`DataTrait`类的实现,例如opencl数据类型的实现如下: +```c++ +#ifdef USE_OPENCL +struct ClMem{ + ClMem(){ + dmem = nullptr; + offset = 0; + } + + ClMem(cl_mem* mem_in, int offset_in = 0) { + dmem = mem_in; + offset = offset_in; + } + + ClMem(ClMem& right) { + dmem = right.dmem; + offset = right.offset; + } + + ClMem& operator=(ClMem& right) { + this->dmem = right.dmem; + this->offset = right.offset; + return *this; + } + + ClMem& operator+(int offset_in) { + this->offset += offset_in; + return *this; + } + + int offset{0}; + cl_mem* dmem; +}; + +template <> +struct DataTrait { + typedef ClMem Dtype; + typedef float dtype; +}; + +template <> +struct DataTrait { + typedef ClMem Dtype; + typedef double dtype; +}; + +template <> +struct DataTrait { + typedef ClMem Dtype; + typedef char dtype; +}; +#endif //use_opencl +``` + +3. 在`target_wrapper.h`中特化`TargetWrapper`模板类 + +特化`TargetWrapper`模板类,在`target_wrapper.h`中声明函数,具体如下: +```c++ +template <> +struct TargetWrapper { //根据TNEW的具体类型修改__xxx_target,__host_target或者__device_target + + typedef xxx_event event_t; //根据设备实现xxx_event + typedef xxx_stream stream_t; //根据设备实现xxx_stream + + static void get_device_count(int& count); + + static void set_device(int id); + + //We should add strategy to avoid malloc directly + static void mem_alloc(void** ptr, size_t n); + + static void mem_free(void* ptr); + + static void mem_set(void* ptr, int value, size_t n); + + static void create_event(event_t& event, bool flag = false); + + static void create_stream(stream_t& stream); + + static void create_stream_with_flag(stream_t& stream, unsigned int flag); + + static void create_stream_with_priority(stream_t& stream, unsigned int flag, int priority); + + static void destroy_stream(stream_t& stream); + + static void destroy_event(event_t& event); + + static void record_event(event_t& event, stream_t stream); + + static void query_event(event_t& event); + + static void sync_event(event_t& event); + + static void sync_stream(event_t& event, stream_t& stream); + + static void sync_memcpy(void* dst, int dst_id, const void* src, int src_id, \ + size_t count, __DtoD); + + static void async_memcpy(void* dst, int dst_id, const void* src, int src_id, \ + size_t count, stream_t& stream, __DtoD); + + static void sync_memcpy(void* dst, int dst_id, const void* src, int src_id, \ + size_t count, __HtoD); + + static void async_memcpy(void* dst, int dst_id, const void* src, int src_id, \ + size_t count, stream_t& stream, __HtoD); + + static void sync_memcpy(void* dst, int dst_id, const void* src, int src_id, \ + size_t count, __DtoH); + + static void async_memcpy(void* dst, int dst_id, const void* src, int src_id, \ + size_t count, stream_t& stream, __DtoH); + + static void sync_memcpy_p2p(void* dst, int dst_dev, const void* src, \ + int src_dev, size_t count); + + static void async_memcpy_p2p(void* dst, int dst_dev, const void* src, \ + int src_dev, size_t count, stream_t& stream); + + static int get_device_id(); +}; + +``` + +4. 在`impl/`目录下添加设备目录和实现 + +在`saber/core/impl`目录下添加设备目录`tnew`。 +* 实现`TargetWrapper`结构体中各函数的定义。 +如果`TargetWrapper`的实现与默认的模板类一致,则不用特化出该类。 + +```c++ +typedef TargetWrapper TNEW_API; +void TNEW_API::get_device_count(int &count) { + // add implementation +} + +void TNEW_API::set_device(int id){ + // add implementation +} + +void TNEW_API::mem_alloc(void** ptr, size_t n){ + // add implementation +} + +void TNEW_API::mem_free(void* ptr){ + if(ptr != nullptr){ + // add implementation + } +} +... + +``` + +* 特化实现`device.h`中的`Device` + +```c++ +template <> +void Device::create_stream() { + // add implementation +} + +template <> +void Device::get_info() { + + // add implementation +} + +``` + +### 在`saber/funcs`中实现设备相关的op + +参考[如何增加新的Operator](addCustomOp.md) + + +## 在`framework`中添加设备的具体化或实例化 ## + +### `framework/core` + +* `net.cpp`中添加实例化 + +```c++ +#ifdef USE_TNEW_PLACE +template class Net; +template class Net; +#endif +``` + +* `operator_func.cpp`中添加实例化 + +```c++ +#ifdef USE_TNEW_PLACE +template class OperatorFunc; +#endif +``` + +* `worker.cpp`中添加实例化 + +```c++ +#ifdef USE_TNEW_PLACE +template class Worker; +template class Worker; +#endif +``` + +* `operator_attr.cpp`中添加实例化 + +```c++ +template +OpAttrWarpper& OpAttrWarpper::__alias__(const std::string& op_name); +template +OpAttrWarpper& OpAttrWarpper::__alias__(const std::string& op_name); +template +OpAttrWarpper& OpAttrWarpper::__alias__(const std::string& op_name); +``` + +* `parameter.h`中添加设备的实现 + +```c++ +#ifdef USE_TNEW_PLACE +template +class PBlock { +public: + typedef Tensor4d::type> type; + + PBlock() { + _inner_tensor = std::make_shared(); + } + ... +} +#endif //TNEW +``` + +* `type_traits_extend.h`中添加设备的实现 + +```c++ +template<> +struct target_host { + typedef saber::X86 type; //根据TNEW选择正确的host type +}; +``` + +### `framework/graph` + +* `graph.cpp`中添加实例化 + +```c++ + #ifdef USE_TNEW_PLACE + template class Graph; + template class Graph; + template class Graph; + #endif +``` + +### `framework/model_parser` + +* `parser.cpp`中添加实例化 + +```c++ + #ifdef USE_TNEW_PLACE + template + Status load(graph::Graph* graph, + const char* model_path); + template + Status load(graph::Graph* graph, + const char* model_path); + template + Status load(graph::Graph* graph, + const char* model_path); + + template + Status save(graph::Graph* graph, + std::string& model_path); + template + Status save(graph::Graph* graph, + std::string& model_path); + template + Status save(graph::Graph* graph, + std::string& model_path); + + template + Status load(graph::Graph* graph, + std::string& model_path); + template + Status load(graph::Graph* graph, + std::string& model_path); + template + Status load(graph::Graph* graph, + std::string& model_path); + + template + Status save(graph::Graph* graph, + const char* model_path); + template + Status save(graph::Graph* graph, + const char* model_path); + template + Status save(graph::Graph* graph, + const char* model_path); + #endif +``` + +* `model_io.cpp`中添加实例化 + +```c++ +#ifdef USE_TNEW_PLACE +template class NodeIO; +template class NodeIO; +template class NodeIO; +#endif +``` + +### `framework/operators` + +为`framework/operators`目录下所有op添加实例化或具体化 +以`activation.cpp`为例,实例化如下: + +```c++ +#ifdef USE_TNEW_PLACE +INSTANCE_ACTIVATION(TNEW, AK_FLOAT, Precision::FP32); +INSTANCE_ACTIVATION(TNEW, AK_FLOAT, Precision::FP16); +INSTANCE_ACTIVATION(TNEW, AK_FLOAT, Precision::INT8); +template class ActivationHelper; +ANAKIN_REGISTER_OP_HELPER(Activation, ActivationHelper, TNEW, AK_FLOAT, Precision::FP32); +#endif +``` + +如果TNEW设备函数的实现与现有模板实现不一致,可以特化实现如下(以init()为例): +```c++ +#ifdef USE_TNEW_PLACE +INSTANCE_ACTIVATION(TNEW, AK_FLOAT, Precision::FP32); +INSTANCE_ACTIVATION(TNEW, AK_FLOAT, Precision::FP16); +INSTANCE_ACTIVATION(TNEW, AK_FLOAT, Precision::INT8); +template <> +Status ActivationHelper::Init(OpContext &ctx,\ + const std::vector >& ins, \ + std::vector >& outs) { + SABER_CHECK(_funcs_activation.init(ins, outs, _param_activation, SPECIFY, SABER_IMPL, ctx)); //在这里选择实现方式 + return Status::OK(); +} +ANAKIN_REGISTER_OP_HELPER(Activation, ActivationHelper, TNEW, AK_FLOAT, Precision::FP32); +#endif +``` + +在`ANAKIN_REGISTER_OP(Activation)`中添加TNEW的注册 + +```c++ +#ifdef USE_TNEW_PLACE +.__alias__("activation") +#endif +``` + +## 注意事项 +不要修改`Tensor`/`Buffer`/`Env`/`Context`这些类函数的接口和实现 diff --git a/doc/fluid/new_docs/advanced_usage/deploy/index_anakin.rst b/doc/fluid/new_docs/advanced_usage/deploy/index_anakin.rst new file mode 100644 index 00000000000..b782242a663 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/index_anakin.rst @@ -0,0 +1,26 @@ +服务器端部署 - Anakin +##################### + + +使用文档 +~~~~~~~ + +.. toctree:: + :maxdepth: 1 + + install_anakin.md + convert_paddle_to_anakin.md + run_anakin_on_arm.md + anakin_tutorial.md + anakin_example.md + anakin_gpu_benchmark.md + anakin_arm_benchmark.md + +开发文档 +~~~~~~~ + +.. toctree:: + :maxdepth: 1 + + how_to_add_anakin_op.md + how_to_support_new_device_in_anakin.md diff --git a/doc/fluid/new_docs/advanced_usage/deploy/index_mobile.rst b/doc/fluid/new_docs/advanced_usage/deploy/index_mobile.rst new file mode 100644 index 00000000000..47df6392c12 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/index_mobile.rst @@ -0,0 +1,9 @@ +移动端部署 +########## + +.. toctree:: + :maxdepth: 2 + + mobile_build.md + mobile_dev.md + diff --git a/doc/fluid/new_docs/advanced_usage/deploy/index_native.rst b/doc/fluid/new_docs/advanced_usage/deploy/index_native.rst new file mode 100644 index 00000000000..4ab75ce6fee --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/index_native.rst @@ -0,0 +1,8 @@ +服务器端部署 - 原生引擎 +####################### + +.. toctree:: + :maxdepth: 2 + + build_and_install_lib_cn.rst + native_inference_engine.rst diff --git a/doc/fluid/new_docs/advanced_usage/deploy/install_anakin.md b/doc/fluid/new_docs/advanced_usage/deploy/install_anakin.md new file mode 100644 index 00000000000..bb7c1950308 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/install_anakin.md @@ -0,0 +1,69 @@ +## 从源码编译安装Anakin ## + +我们已经在CentOS 7.3上成功的安装和测试了Anakin,对于其他操作系统,我们将很快支持。 + +### 安装概览 ### + +* [在CentOS上安装 Anakin]() +* [在Ubuntu上安装 Anakin]() +* [在ARM上安装 Anakin](run_on_arm_ch.md) +* [验证安装]() + + +### 在CentOS上安装 Anakin ### +#### 1. 系统要求 #### + +* make 3.82+ +* cmake 2.8.12+ +* gcc 4.8.2+ +* g++ 4.8.2+ +* 其他需要补充的。。。 + +#### 2. 编译CPU版Anakin #### + +暂时不支持 + +#### 3. 编译支持NVIDIA GPU的Anakin #### + +- 3.1. 安装依赖 + - 3.1.1 protobuf + >$ git clone https://github.com/google/protobuf + >$ cd protobuf + >$ git submodule update --init --recursive + >$ ./autogen.sh + >$ ./configure --prefix=/path/to/your/insall_dir + >$ make + >$ make check + >$ make install + >$ sudo ldconfig + + + 如安装protobuf遇到任何问题,请访问[这里](https://github.com/google/protobuf/blob/master/src/README.md) + +- 3.2 CUDA Toolkit + - [CUDA 8.0](https://developer.nvidia.com/cuda-zone) or higher. 具体信息参见[NVIDIA's documentation](https://docs.nvidia.com/cuda/cuda-installation-guide-linux/). + - [cuDNN v7](https://developer.nvidia.com/cudnn). 具体信息参见[NVIDIA's documentation](https://docs.nvidia.com/cuda/cuda-installation-guide-linux/). +- 3.3 编译Anakin + >$ git clone https:/xxxxx + >$ cd anakin + >$ mkdir build + >$ camke .. + >$ make + + +#### 4. 编译支持AMD GPU的Anakin #### + +暂时还不支持 + + +### 在Ubuntu上安装 Anakin ### + +暂时还不支持 + + +### 在ARM上安装 Anakin ### + +暂时还不支持 + +### 验证安装 ### +we are coming soon... diff --git a/doc/fluid/new_docs/advanced_usage/deploy/mobile_build.md b/doc/fluid/new_docs/advanced_usage/deploy/mobile_build.md new file mode 100644 index 00000000000..e5159316498 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/mobile_build.md @@ -0,0 +1,59 @@ +# 环境搭建 +## 使用 docker +### 1. 安装 docker +安装 docker 的方式,参考官方文档 [https://docs.docker.com/install/](https://docs.docker.com/install/) +### 2. 使用 docker 搭建构建环境 +首先进入 paddle-mobile 的目录下,执行 `docker build` +以 Linux/Mac 为例 (windows 建议在 'Docker Quickstart Terminal' 中执行) +``` +$ docker build -t paddle-mobile:dev - < Dockerfile +``` +使用 `docker images` 可以看到我们新建的 image +``` +$ docker images +REPOSITORY TAG IMAGE ID CREATED SIZE +paddle-mobile dev 33b146787711 45 hours ago 372MB +``` +### 3. 使用 docker 构建 +进入 paddle-mobile 目录,执行 docker run +``` +$ docker run -it --mount type=bind,source=$PWD,target=/paddle-mobile paddle-mobile:dev +root@5affd29d4fc5:/ # cd /paddle-mobile +# 生成构建 android 产出的 Makefile +root@5affd29d4fc5:/ # rm CMakeCache.txt +root@5affd29d4fc5:/ # cmake -DCMAKE_TOOLCHAIN_FILE=tools/toolchains/arm-android-neon.cmake +# 生成构建 linux 产出的 Makefile +root@5affd29d4fc5:/ # rm CMakeCache.txt +root@5affd29d4fc5:/ # cmake -DCMAKE_TOOLCHAIN_FILE=tools/toolchains/arm-linux-gnueabi.cmake +``` +### 4. 设置编译选项 +可以通过 ccmake 设置编译选项 +``` +root@5affd29d4fc5:/ # ccmake . + Page 1 of 1 + CMAKE_ASM_FLAGS + CMAKE_ASM_FLAGS_DEBUG + CMAKE_ASM_FLAGS_RELEASE + CMAKE_BUILD_TYPE + CMAKE_INSTALL_PREFIX /usr/local + CMAKE_TOOLCHAIN_FILE /paddle-mobile/tools/toolchains/arm-android-neon.cmake + CPU ON + DEBUGING ON + FPGA OFF + LOG_PROFILE ON + MALI_GPU OFF + NET googlenet + USE_EXCEPTION ON + USE_OPENMP OFF +``` +修改选项后,按 `c`, `g` 更新 Makefile +### 5. 构建 +使用 make 命令进行构建 +``` +root@5affd29d4fc5:/ # make +``` +### 6. 查看构建产出 +构架产出可以在 host 机器上查看,在 paddle-mobile 的目录下,build 以及 test/build 下,可以使用 adb 指令或者 scp 传输到 device 上执行 + +## 不使用 docker +不使用 docker 的方法,可以直接用 cmake 生成 makefile 后构建。使用 ndk 构建 android 应用需要正确设置 NDK_ROOT。构建 linux 应用需要安装 arm-linux-gnueabi-gcc 或者类似的交叉编译工具,可能需要设置 CC,CXX 环境变量,或者在 tools/toolchains/ 中修改 arm-linux-gnueabi.cmake,或者增加自己需要的 toolchain file。 diff --git a/doc/fluid/new_docs/advanced_usage/deploy/mobile_dev.md b/doc/fluid/new_docs/advanced_usage/deploy/mobile_dev.md new file mode 100644 index 00000000000..474380f9dbf --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/mobile_dev.md @@ -0,0 +1,72 @@ +# iOS开发文档 + +## 编译 + +### 一. 使用 build.sh 编译 + +```sh +sh build.sh ios + +# 如果只想编译某个特定模型的 op, 则需执行以下命令 +sh build.sh ios googlenet + +# 在这个文件夹下, 你可以拿到生成的 .a 库 +cd ../build/release/ios/build + +``` + +### 二. 使用 xcode 编译 + +我们提供了 ios 开发更为熟悉的 xcode 编译环境: +在 ios/ 目录下打开 PaddleMobile.xcworkspace 即可编译 PaddleMobile 或者 运行 Demo + +### 三. 集成 + +#### 如使用 c++ 接口 +将 + +``` +libpaddle-mobile.a +io.h +program.h +types.h +lod_tensor.h +tensor.h +``` +拖入工程, io.h 为接口文件, 可在 [github](https://github.com/PaddlePaddle/paddle-mobile/blob/develop/src/io/io.h)上查看接口注释 + +#### 如使用 oc 接口 +将在xcode 编译生成的 +``` +libPaddleMobile.a +PaddleMobile.h +``` +拖入工程, 接口如下: + +``` +/* + 创建单例对象 +*/ ++ (instancetype)sharedInstance; + +/* + load 模型, 开辟内存 +*/ +- (BOOL)load:(NSString *)modelPath andWeightsPath:(NSString *)weighsPath; + +/* + 进行预测, means 和 scale 为训练模型时的预处理参数, 如训练时没有做这些预处理则直接使用 predict +*/ +- (NSArray *)predict:(CGImageRef)image means:(NSArray *)means scale:(float)scale; + +/* + 进行预测 +*/ +- (NSArray *)predict:(CGImageRef)image; + +/* + 清理内存 +*/ +- (void)clear; + +``` diff --git a/doc/fluid/new_docs/advanced_usage/deploy/native_inference_engine.rst b/doc/fluid/new_docs/advanced_usage/deploy/native_inference_engine.rst new file mode 100644 index 00000000000..e1eee3f8187 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/native_inference_engine.rst @@ -0,0 +1,108 @@ +Paddle 预测 API +=============== + +为了更简单方便的预测部署,Fluid 提供了一套高层 API +用来隐藏底层不同的优化实现。 + +`预测库相关代码 `__ +包括 + +- 头文件 ``paddle_inference_api.h`` 定义了所有的接口 +- 库文件\ ``libpaddle_fluid.so`` 或 ``libpaddle_fluid.a`` +- 库文件 ``libpaddle_inference_api.so`` 或 + ``libpaddle_inference_api.a`` + +编译和依赖可以参考 :ref:`install_or_build_cpp_inference_lib` 。 + +下面是一些 API 概念的介绍 + +PaddleTensor +------------ + +PaddleTensor 定义了预测最基本的输入输出的数据格式,其定义是 + +.. code:: cpp + + struct PaddleTensor { + std::string name; // variable name. + std::vector shape; + PaddleBuf data; // blob of data. + PaddleDType dtype; + }; + +- ``name`` 用于指定输入数据对应的 模型中variable 的名字 + (暂时没有用,但会在后续支持任意 target 时启用) +- ``shape`` 表示一个 Tensor 的 shape +- ``data`` 数据以连续内存的方式存储在\ ``PaddleBuf`` + 中,\ ``PaddleBuf`` + 可以接收外面的数据或者独立\ ``malloc``\ 内存,详细可以参考头文件中相关定义。 +- ``dtype`` 表示 Tensor 的数据类型 + +engine +------ + +高层 API 底层有多种优化实现,我们称之为 engine,目前有三种 engine + +- 原生 engine,由 paddle 原生的 forward operator + 组成,可以天然支持所有paddle 训练出的模型, +- Anakin engine,封装了 + `Anakin `__ + ,在某些模型上性能不错,但只能接受自带模型格式,无法支持所有 paddle + 模型, +- TensorRT mixed engine,用子图的方式支持了 + `TensorRT `__ ,支持所有paddle + 模型,并自动切割部分计算子图到 TensorRT 上加速(WIP) + +其实现为 + +.. code:: cpp + + enum class PaddleEngineKind { + kNative = 0, // Use the native Fluid facility. + kAnakin, // Use Anakin for inference. + kAutoMixedTensorRT // Automatically mixing TensorRT with the Fluid ops. + }; + +预测部署过程 +------------ + +总体上分为以下步骤 + +1. 用合适的配置创建 ``PaddlePredictor`` +2. 创建输入用的 ``PaddleTensor``\ ,传入到 ``PaddlePredictor`` 中 +3. 获取输出的 ``PaddleTensor`` ,将结果取出 + +下面完整演示一个简单的模型,部分细节代码隐去 + +.. code:: cpp + + #include "paddle_inference_api.h" + + // 创建一个 config,并修改相关设置 + paddle::NativeConfig config; + config.model_dir = "xxx"; + config.use_gpu = false; + // 创建一个原生的 PaddlePredictor + auto predictor = + paddle::CreatePaddlePredictor(config); + // 创建输入 tensor + int64_t data[4] = {1, 2, 3, 4}; + paddle::PaddleTensor tensor{.name = "", + .shape = std::vector({4, 1}), + .data = PaddleBuf(data, sizeof(data)), + .dtype = PaddleDType::INT64}; + // 创建输出 tensor,输出 tensor 的内存可以复用 + std::vector outputs; + // 执行预测 + CHECK(predictor->Run(slots, &outputs)); + // 获取 outputs ... + +编译时,联编 ``libpaddle_fluid.a/.so`` 和 +``libpaddle_inference_api.a/.so`` 便可。 + +详细代码参考 +------------ + +- `inference + demos `__ +- `复杂单线程/多线程例子 `__ diff --git a/doc/fluid/new_docs/advanced_usage/deploy/run_anakin_on_arm.md b/doc/fluid/new_docs/advanced_usage/deploy/run_anakin_on_arm.md new file mode 100644 index 00000000000..ebeb38f534e --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/deploy/run_anakin_on_arm.md @@ -0,0 +1,151 @@ +## 源码编译 Anakin ## + +目前Anakin支持ARM Android平台,采用Android NDK交叉编译工具链,已在mac os和centos上编译和测试通过。 + +### 安装概览 ### + +* [系统需求](#0001) +* [安装第三方依赖](#0002) +* [Anakin源码编译](#0003) +* [验证安装](#0004) + + +### 1. 系统需求 ### + +* 宿主机: linux, mac +* cmake 3.8.2+ +* Android NDK r14, Linux 版本[从这里下载](https://dl.google.com/android/repository/android-ndk-r14b-linux-x86_64.zip) + +### 2. 安装第三方依赖 ### + +- 2.1 protobuf3.4.0 + 源码从这里[下载](https://github.com/google/protobuf/releases/tag/v3.4.0) + - 2.1.1 为宿主机编译protobuf + ```bash + $ tar -xzf protobuf-3.4.0.tar.gz + $ cd protobuf-3.4.0 + $ ./autogen.sh + $ ./configure + $ make + $ make check + $ make install + ``` + 上述 $make install 执行后,可在 /usr/local/include/google 找到 libprotobuf 所需的头文件,将整个google文件夹拷贝至Anakin/third-party/arm-android/protobuf/下, + 如有问题,请点[这里](https://github.com/google/protobuf/blob/v3.4.0/src/README.md)。 + 然后将已经生成文件清除。 + ```bash + $ make distclean + ``` + - 2.1.1 交叉编译Android`armeabi-v7a`的protobuf,注意设置ANDROID_NDK的路径,以及ARCH_ABI、HOSTOSN的值, + ```bash + + $ export ANDROID_NDK=your_ndk_path + $ ARCH_ABI="arm-linux-androideabi-4.9" + $ HOSTOSN="darwin-x86_64" + $ export SYSROOT=$ANDROID_NDK/platforms/android-9/arch-arm + $ export PREBUILT=$ANDROID_NDK/toolchains/$ARCH_ABI + $ export LDFLAGS="--sysroot=$SYSROOT" + $ export LD="$ANDROID_NDK/toolchains/$ARCH_ABI/prebuilt/$HOSTOSN/arm-linux-androideabi/bin/ld $LDFLAGS" + $ export LIBS="-llog $ANDROID_NDK/sources/cxx-stl/gnu-libstdc++/4.9/libs/armeabi-v7a/libgnustl_static.a" + $ export CPPFLAGS="" + $ export INCLUDES="-I$ANDROID_NDK/sources/cxx-stl/gnu-libstdc++/4.9/include/ -I$ANDROID_NDK/platforms/android-9/arch-arm/usr/include/ -I$ANDROID_NDK/sources/cxx-stl/gnu-libstdc++/4.9/libs/armeabi-v7a/include/" + $ export CXXFLAGS="-march=armv7-a -mfloat-abi=softfp -DGOOGLE_PROTOBUF_NO_RTTI --sysroot=$SYSROOT" + $ export CCFLAGS="$CXXFLAGS" + $ export CXX="$PREBUILT/prebuilt/$HOSTOSN/bin/arm-linux-androideabi-g++ $CXXFLAGS" + $ export CC="$CXX" + $ export RANLIB="$ANDROID_NDK/toolchains/$ARCH_ABI/prebuilt/$HOSTOSN/bin/arm-linux-androideabi-ranlib" + $ ./autogen.sh + $ ./configure --host=arm-linux-androideabi --with-sysroot=$SYSROOT --enable-cross-compile --with-protoc=protoc --disable-shared CXX="$CXX" CC="$CC" LD="$LD" + $ make + ``` + + 编译生成 *.a 静态库,若希望编译*.so 动态链接库 ,请在./configure参数中改--disable-shared为--disable-static --enable-shared。 + 生成文件在src/.libs/下,将生成的文件拷贝至Anakin/third-party/arm-android/protobuf/lib下。 + 在[cmake](../../cmake/find_modules.cmake)中更新`ARM_RPOTO_ROOT`的路径。 + ```cmake + set(ARM_RPOTO_ROOT "${CMAKE_SOURCE_DIR}/third-party/arm-android/protobuf") + ``` + +- 2.2 opencv 2.4.3+(optional) + Anakin只在examples示例中使用opencv + Android系统的opencv从[这里下载](https://opencv.org/releases.html) + 解压后将 `3rdparty/libs/armeabi-v7a`中的库文件拷贝到`libs/armeabi-v7a` + 在[cmake](../../cmake/find_modules.cmake)中搜索`anakin_find_opencv`, + 并设置 `include_directories` 和 `LINK_DIRECTORIES`为自己安装的库的路径。 + ```cmake + include_directories(${CMAKE_SOURCE_DIR}/third-party/arm-android/opencv/sdk/native/jni/include/) + LINK_DIRECTORIES(${CMAKE_SOURCE_DIR}/third-party/arm-android/opencv/sdk/native/libs/armeabi-v7a/) + ``` +### 3. Anakin源码编译 ### + +#### 编译Android版本 + + 克隆[源码](https://github.com/PaddlePaddle/Anakin/tree/arm) +```bash + cd your_dir + git clone https://github.com/PaddlePaddle/Anakin.git + cd Anakin + git fetch origin arm + git checkout arm + ``` + 修改`android_build.sh` +- 修改NDK路径 + ```bash + #modify "your_ndk_path" to your NDK path + export ANDROID_NDK=your_ndk_path + ``` +- 修改ARM 处理器架构 + 对于32位ARM处理器, 将ANDROID_ABI 设置为 `armeabi-v7a with NEON`, + 对于64位ARM处理器, 可以将ANDROID_ABI 设置为 `armeabi-v7a with NEON`或者`arm64-v8a`。 + 目前我们只支持 `armeabi-v7a with NEON`;`arm64-v8a` 还在开发中。 + ```bash + -DANDROID_ABI="armeabi-v7a with NEON" + ``` +- 设置Android API + 根据Android系统的版本设置API level, 例如API Level 21 -> Android 5.0.1 + ```bash + -DANDROID_NATIVE_API_LEVEL=21 + ``` + +- 选择编译静态库或动态库 + 设置`BUILD_SHARED=NO`编译静态库 + 设置`BUILD_SHARED=YES`编译动态库 + ```bash + -DBUILD_SHARED=NO + ``` +- OpenMP多线程支持 + 设置`USE_OPENMP=YES`开启OpenMP多线程 + ```bash + -DUSE_OPENMP=YES + ``` + +- 编译单测文件 + 设置`BUILD_WITH_UNIT_TEST=YES`将会编译单测文件 + ```bash + -DBUILD_WITH_UNIT_TEST=YES + ``` + +- 编译示例文件 + 设置`BUILD_EXAMPLES=YES`将会编译示例文件 + ```bash + -DBUILD_EXAMPLES=YES + ``` + +- 开启opencv + 如果使用opencv,设置`USE_OPENCV=YES` + ```bash + -DUSE_OPENCV=YES + ``` + +- 开始编译 + 运行脚本 `android_build.sh` 将自动编译Anakin + ```bash + ./android_build.sh + ``` + +### 4. 验证安装 ### + 编译好的库会放在目录`${Anakin_root}/output`下; + 编译好的单测文件会放在`${Anakin_root}/output/unit_test`目录下; + 编译好的示例文件会放在`${Anakin_root}/output/examples`目录下。 + + 对于Android系统,打开设备的调试模式,通过ADB可以访问的目录是`data/local/tmp`,通过ADB push将测试文件、模型和数据发送到设备目录, 运行测试文件。 diff --git a/doc/fluid/new_docs/advanced_usage/development/contribute_to_paddle.md b/doc/fluid/new_docs/advanced_usage/development/contribute_to_paddle.md new file mode 120000 index 00000000000..5593b1a74a5 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/development/contribute_to_paddle.md @@ -0,0 +1 @@ +../../../../../doc/fluid/dev/contribute_to_paddle_cn.md \ No newline at end of file diff --git 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b/doc/fluid/new_docs/advanced_usage/development/write_docs.rst @@ -0,0 +1 @@ +../../../../../doc/fluid/dev/contribute_to_paddle_cn.md \ No newline at end of file diff --git a/doc/fluid/new_docs/advanced_usage/index.rst b/doc/fluid/new_docs/advanced_usage/index.rst new file mode 100644 index 00000000000..dea7c236619 --- /dev/null +++ b/doc/fluid/new_docs/advanced_usage/index.rst @@ -0,0 +1,23 @@ +######## +进阶使用 +######## + + +.. todo:: + + Complete this guide + +.. toctree:: + :maxdepth: 2 + + deploy/index_native.rst + deploy/index_anakin.rst + deploy/index_mobile.rst + development/contribute_to_paddle.md + development/write_docs.rst + development/new_op.md + development/cpu_profiling_cn.md + development/gpu_profiling_cn.rst + development/host_memory_profiling_cn.md + development/timeline_cn.md + benchmark.rst diff --git a/doc/fluid/new_docs/beginners_guide/basics/Guide.md b/doc/fluid/new_docs/beginners_guide/basics/Guide.md new file mode 100644 index 00000000000..8f8636b39bd --- /dev/null +++ b/doc/fluid/new_docs/beginners_guide/basics/Guide.md @@ -0,0 +1,54 @@ +# 深度学习入门指南 + +## 要读的第一本书 +基础理论习得的最直接来源就是书本。按机器学习理论、深度学习理论、编程语言三方面划分,这里推荐如下书籍辅助您。 + + +### 机器学习理论 + +在开启深度学习之前,您需要先行掌握机器学习的理论。深度学习是机器学习中的一个分支,两者内在的理论基础存在强关联。 +机器学习理论的书籍教材比较多,这里推荐一本易懂易学的书籍,可以重点关注神经网络部分。 + +书名:《机器学习》(周志华著,清华大学出版社,2016年版) + +### 深度学习理论 + +打好机器学习的理论功底后,您可以开始钻研深度学习的理论。通常深度学习理论会给人留下抽象难懂的印象,且和数学结合紧密。 +为了让您能够顺利入门,这里推荐一份易学易用的教材,无论深度学习理论还是数学理论即可一本搞定。 + +书名:《Deep Learning(深度学习)》(Goodfellow, Bengio, Courville合著,赵申剑、黎彧君、符天凡和李凯合译,人民邮电出版社,2017年版) +此书电子版在Github上已经开源,详情可参考此链接 [《深度学习》](https://github.com/exacity/deeplearningbook-chinese) + +### 编程语言 + +Python方向:这里推荐您学习Python,一方面各大主流深度学习框架的主力支撑编程语言均为Python;另一方面,对比其他语言,Python较为简单易学。 +Python的教材种类较多,这里推荐一本实操和理论性都兼顾的教材,只要完成书中52个习题,跑代码然后发现问题解决,就能逐步上手。 + +书名:《“笨办法”学Python》(Zed Shaw著,王巍巍译,人民邮电出版社,2014年11月版) + + +C++方向:C++语言在底层框架中使用较多,您逐步掌握开源框架的基本操作后,在更高阶的框架应用中会用到这个技能点。 +同前面提到的Python一样,学习C++时需要多上手操作。这里推荐迅速上手C++的书籍,不但能够学习功能和结构,还提供了解决方案的示例。 + +书名:《Essential C++》【美】李普曼(Lippman,S.B.)著,侯捷译,电子工业出版社2013年8月版 + + + +## 要看的视频公开课 + +在学习一门新技术的同时,除了看书,如果有老师面对面教授,可以更快更好的学会知识。相比于线下授课,视频公开课能够在省钱省力的同时,达到易学易掌握的效果。 +目前深度学习的课程多是公开免费的,通过学习您可以更轻松的理解深度学习中的抽象理论,并在实操方面不绕弯路。 +综合课程生动性、可操作性、紧凑性、连续性这些特点,这里推荐如下课程,同步附上网址,便于您查找学习。 + +### 理论知识详解视频课 +[机器学习](http://open.163.com/special/opencourse/machinelearning.html) 斯坦福大学教授吴恩达公开课程,包含相关算法的详细讲解。 + +[AI技术](https://ai.baidu.com/paddlepaddle/player?id=13) 百度推出的“AI核心技术掌握”课程,每节课在20-30分钟左右,从AI技术到深度学习进行全面细致的解读。 + +[深度学习](http://speech.ee.ntu.edu.tw/~tlkagk/courses_ML17_2.html) 台湾李宏毅教授的在线课程,其中是英文课程,会结合国外的科研成果,但也适合新手入门和理解深度学习。 + +[编程语言](https://ai.baidu.com/paddlepaddle/openCourses) Python操作课程,从基础到进阶操作都提供详细说明,每节课时长20分钟左右。 + +### PaddlePaddle实操视频课 +掌握好理论基础,具备编程能力后,您可以开始使用PaddlePaddle Fluid进行实操,从初阶开始学习,向着中高阶努力。 +目前已有PaddlePaddle官方视频公开课在官网呈现,内含PaddlePaddle实战、PaddlePaddle应用场景和机器学习模型讲解课程,帮助开发者从零开始使用PaddlePaddle,从简单场景逐步过渡到工业级应用。[点击这里](http://ai.baidu.com/paddlepaddle/openCourses)您即可开始视频课的学习之旅。 diff --git 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