diff --git a/README.md b/README.md index 3de87d3fec..e0ca8a9417 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ![MindSpore Logo](docs/MindSpore-logo.png "MindSpore logo") ============================================================ -- [What is MindSpore?](#what-is-mindspore) +- [What Is MindSpore?](#what-is-mindspore) - [Automatic Differentiation](#automatic-differentiation) - [Automatic Parallel](#automatic-parallel) - [Installation](#installation) @@ -29,7 +29,7 @@ enrichment of the AI software/hardware application ecosystem. MindSpore Architecture -For more details please check out our [Architecture Guide](https://www.mindspore.cn/docs/en/0.1.0-alpha/architecture.html). +For more details please check out our [Architecture Guide](https://www.mindspore.cn/docs/en/0.2.0-alpha/architecture.html). ### Automatic Differentiation @@ -76,7 +76,7 @@ For installation using `pip`, take `CPU` and `Ubuntu-x86` build version as an ex 1. Download whl from [MindSpore download page](https://www.mindspore.cn/versions/en), and install the package. ``` - pip install https://ms-release.obs.cn-north-4.myhuaweicloud.com/0.1.0-alpha/MindSpore/cpu/ubuntu-x86/mindspore-0.1.0-cp37-cp37m-linux_x86_64.whl + pip install https://ms-release.obs.cn-north-4.myhuaweicloud.com/0.2.0-alpha/MindSpore/cpu/ubuntu-x86/mindspore-0.2.0-cp37-cp37m-linux_x86_64.whl ``` 2. Run the following command to verify the install. @@ -96,20 +96,22 @@ currently the containerized build options are supported as follows: | Hardware Platform | Docker Image Repository | Tag | Description | | :---------------- | :---------------------- | :-- | :---------- | -| CPU | `mindspore/mindspore-cpu` | `0.1.0-alpha` | Production environment with pre-installed MindSpore `0.1.0-alpha` CPU release. | +| CPU | `mindspore/mindspore-cpu` | `x.y.z` | Production environment with pre-installed MindSpore `x.y.z` CPU release. | | | | `devel` | Development environment provided to build MindSpore (with `CPU` backend) from the source, refer to https://www.mindspore.cn/install/en for installation details. | | | | `runtime` | Runtime environment provided to install MindSpore binary package with `CPU` backend. | -| GPU | `mindspore/mindspore-gpu` | `0.1.0-alpha` | Production environment with pre-installed MindSpore `0.1.0-alpha` GPU release. | +| GPU | `mindspore/mindspore-gpu` | `x.y.z` | Production environment with pre-installed MindSpore `x.y.z` GPU release. | | | | `devel` | Development environment provided to build MindSpore (with `GPU CUDA10.1` backend) from the source, refer to https://www.mindspore.cn/install/en for installation details. | -| | | `runtime` | Runtime environment provided to install MindSpore binary package with `GPU` backend. | +| | | `runtime` | Runtime environment provided to install MindSpore binary package with `GPU CUDA10.1` backend. | | Ascend |
—
|
—
| Coming soon. | +> **NOTICE:** For GPU `devel` docker image, it's NOT suggested to directly install the whl package after building from the source, instead we strongly RECOMMEND you transfer and install the whl package inside GPU `runtime` docker image. + * CPU - For `CPU` backend, you can directly pull and run the image using the below command: + For `CPU` backend, you can directly pull and run the latest stable image using the below command: ``` - docker pull mindspore/mindspore-cpu:0.1.0-alpha - docker run -it mindspore/mindspore-cpu:0.1.0-alpha python -c 'import mindspore' + docker pull mindspore/mindspore-cpu:0.2.0-alpha + docker run -it mindspore/mindspore-cpu:0.2.0-alpha python -c 'import mindspore' ``` * GPU @@ -124,20 +126,21 @@ currently the containerized build options are supported as follows: sudo systemctl restart docker ``` - Then you can pull and run the image using the below command: + Then you can pull and run the latest stable image using the below command: ``` - docker pull mindspore/mindspore-gpu:0.1.0-alpha - docker run -it --runtime=nvidia --privileged=true mindspore/mindspore-gpu:0.1.0-alpha /bin/bash + docker pull mindspore/mindspore-gpu:0.2.0-alpha + docker run -it --runtime=nvidia --privileged=true mindspore/mindspore-gpu:0.2.0-alpha /bin/bash ``` To test if the docker image works, please execute the python code below and check the output: ```python import numpy as np + import mindspore.context as context from mindspore import Tensor from mindspore.ops import functional as F - import mindspore.context as context context.set_context(device_target="GPU") + x = Tensor(np.ones([1,3,3,4]).astype(np.float32)) y = Tensor(np.ones([1,3,3,4]).astype(np.float32)) print(F.tensor_add(x, y)) @@ -161,7 +164,7 @@ please check out `docker` folder for the details. ## Quickstart -See the [Quick Start](https://www.mindspore.cn/tutorial/en/0.1.0-alpha/quick_start/quick_start.html) +See the [Quick Start](https://www.mindspore.cn/tutorial/en/0.2.0-alpha/quick_start/quick_start.html) to implement the image classification. ## Docs diff --git a/RELEASE.md b/RELEASE.md index ce9064e4b1..416efd824a 100644 --- a/RELEASE.md +++ b/RELEASE.md @@ -1,3 +1,75 @@ +# Release 0.2.0-alpha + +## Major Features and Improvements + +### Ascend 910 Training and Inference Framework +* New models + * MobileNetV2: Inverted Residuals and Linear Bottlenecks. + * ResNet101: Deep Residual Learning for Image Recognition. + +* Frontend and User Interface + * Support for all python comparison operators. + * Support for math operators **,//,%. Support for other python operators like and/or/not/is/is not/ in/ not in. + * Support for the gradients of function with variable arguments. + * Support for tensor indexing assignment for certain indexing type. + * Support for dynamic learning rate. + * User interfaces change log + * DepthwiseConv2dNative, DepthwiseConv2dNativeBackpropFilter, DepthwiseConv2dNativeBackpropInput([!424](https://gitee.com/mindspore/mindspore/pulls/424)) + * ReLU6, ReLU6Grad([!224](https://gitee.com/mindspore/mindspore/pulls/224)) + * GeneratorDataset([!183](https://gitee.com/mindspore/mindspore/pulls/183)) + * VOCDataset([!477](https://gitee.com/mindspore/mindspore/pulls/477)) + * MindDataset, PKSampler([!514](https://gitee.com/mindspore/mindspore/pulls/514)) + * map([!506](https://gitee.com/mindspore/mindspore/pulls/506)) + * Conv([!226](https://gitee.com/mindspore/mindspore/pulls/226)) + * Adam([!253](https://gitee.com/mindspore/mindspore/pulls/253)) + * _set_fusion_strategy_by_idx, _set_fusion_strategy_by_size([!189](https://gitee.com/mindspore/mindspore/pulls/189)) + * CheckpointConfig([!122](https://gitee.com/mindspore/mindspore/pulls/122)) + * Constant([!54](https://gitee.com/mindspore/mindspore/pulls/54)) +* Executor and Performance Optimization + * Support parallel execution of data prefetching and forward/backward computing. + * Support parallel execution of gradient aggregation and forward/backward computing in distributed training scenarios. + * Support operator fusion optimization. + * Optimize compilation process and improve the performance. +* Data processing, augmentation, and save format + * Support multi-process of GeneratorDataset/PyFunc for high performance + * Support variable batchsize + * Support new Dataset operators, such as filter,skip,take,TextLineDataset + +### Other Hardware Support +* GPU platform + * Use dynamic memory pool by default on GPU. + * Support parallel execution of computation and communication. + * Support continuous address allocation by memory pool. +* CPU platform + * Support for windows 10 OS. + +## Bugfixes +* Models + * Fix mixed precision bug for VGG16 model ([!629](https://gitee.com/mindspore/mindspore/pulls/629)). +* Python API + * Fix ControlDepend operator bugs on CPU and GPU ([!396](https://gitee.com/mindspore/mindspore/pulls/396)). + * Fix ArgMinWithValue operator bugs ([!338](https://gitee.com/mindspore/mindspore/pulls/338)). + * Fix Dense operator bugs on PyNative mode ([!276](https://gitee.com/mindspore/mindspore/pulls/276)). + * Fix MatMul operator bugs on PyNative mode ([!288](https://gitee.com/mindspore/mindspore/pulls/288)). +* Executor + * Fix operator selection bugs and make it general ([!300](https://gitee.com/mindspore/mindspore/pulls/300)). + * Fix memory reuse bug for GetNext op ([!291](https://gitee.com/mindspore/mindspore/pulls/291)). +* GPU platform + * Fix memory allocation in multi-graph scenarios ([!444](https://gitee.com/mindspore/mindspore/pulls/444)). + * Fix bias_add_grad under fp16 precision ([!598](https://gitee.com/mindspore/mindspore/pulls/598)). + * Fix support for fp16 kernels on nvidia 1080Ti([!571](https://gitee.com/mindspore/mindspore/pulls/571)). + * Fix parsing of tuple type parameters ([!316](https://gitee.com/mindspore/mindspore/pulls/316)). +* Data processing + * Fix TypeErrors about can't pickle mindspore._c_dataengine.DEPipeline objects([!434](https://gitee.com/mindspore/mindspore/pulls/434)) + * Add TFRecord file verification([!406](https://gitee.com/mindspore/mindspore/pulls/406)) + +## Contributors +Thanks goes to these wonderful people: + +Alexey_Shevlyakov, Cathy, Chong, Hoai, Jonathan, Junhan, JunhanHu, Peilin, SanjayChan, StrawNoBerry, VectorSL, Wei, WeibiaoYu, Xiaoda, Yanjun, YuJianfeng, ZPaC, Zhang, ZhangQinghua, ZiruiWu, amongo, anthonyaje, anzhengqi, biffex, caifubi, candanzg, caojian05, casgj, cathwong, ch-l, chang, changzherui, chenfei, chengang, chenhaozhe, chenjianping, chentingting, chenzomi, chujinjin, dengwentao, dinghao, fanglei, fary86, flywind, gaojing, geekun, gengdongjie, ghzl, gong, gongchen, gukecai, guohongzilong, guozhijian, gziyan, h.farahat, hesham, huangdongrun, huanghui, jiangzhiwen, jinyaohui, jjfeing, jojobugfree, jonathan_yan, jonyguo, jzw, kingfo, kisnwang, laiyongqiang, leonwanghui, lianliguang, lichen, lichenever, limingqi107, liubuyu, liuxiao, liyong, liyong126, lizhenyu, lupengcheng, lvliang, maoweiyong, ms_yan, mxm, ougongchang, panfengfeng, panyifeng, pengyanjun, penn, qianlong, seatea, simson, suteng, thlinh, vlne-v1, wangchengke, wanghua, wangnan39, wangqiuliang, wenchunjiang, wenkai, wukesong, xiefangqi, xulei, yanghaitao, yanghaoran, yangjie159, yangzhenzhang, yankai10, yanzhenxiang2020, yao_yf, yoonlee666, zhangbuxue, zhangz0911gm, zhangzheng, zhaojichen, zhaoting, zhaozhenlong, zhongligeng, zhoufeng, zhousiyi, zjun, zyli2020, yuhuijun, limingqi107, lizhenyu, chenweifeng. + +Contributions of any kind are welcome! + # Release 0.1.0-alpha ## Main Features diff --git a/build.bat b/build.bat index ddb2e8affe..4e875fa11a 100644 --- a/build.bat +++ b/build.bat @@ -14,27 +14,27 @@ @rem ============================================================================ @echo off @title mindspore_build - + SET BASEPATH=%CD% IF NOT EXIST %BASEPATH%/build ( md "build" ) - + cd %BASEPATH%/build SET BUILD_PATH=%CD% - + IF NOT EXIST %BUILD_PATH%/mindspore ( md "mindspore" ) - + cd %CD%/mindspore - + cmake -DCMAKE_BUILD_TYPE=Release -DENABLE_CPU=ON -DENABLE_MINDDATA=ON -DUSE_GLOG=ON -G "CodeBlocks - MinGW Makefiles" ../.. IF NOT %errorlevel% == 0 ( echo "cmake fail." goto run_fail ) - + IF "%1%" == "" ( cmake --build . --target package -- -j6 ) ELSE ( diff --git a/build.sh b/build.sh index b48014ed93..0b60344980 100755 --- a/build.sh +++ b/build.sh @@ -433,9 +433,9 @@ build_predict() cd "${BASEPATH}/predict/output/" if [[ "$PREDICT_PLATFORM" == "x86_64" ]]; then - tar -cf MSPredict-0.1.0-linux_x86_64.tar.gz include/ lib/ --warning=no-file-changed + tar -cf MSPredict-0.2.0-linux_x86_64.tar.gz include/ lib/ --warning=no-file-changed elif [[ "$PREDICT_PLATFORM" == "arm64" ]]; then - tar -cf MSPredict-0.1.0-linux_aarch64.tar.gz include/ lib/ --warning=no-file-changed + tar -cf MSPredict-0.2.0-linux_aarch64.tar.gz include/ lib/ --warning=no-file-changed fi echo "success to build predict project!" } diff --git a/docker/README.md b/docker/README.md index c6851fe531..bceeef0cae 100644 --- a/docker/README.md +++ b/docker/README.md @@ -4,14 +4,13 @@ This folder hosts all the `Dockerfile` to build MindSpore container images with ### MindSpore docker build command -* CPU +| Hardware Platform | Version | Build Command | +| :---------------- | :------ | :------------ | +| CPU | `x.y.z` | cd mindspore-cpu/x.y.z && docker build . -t mindspore/mindspore-cpu:x.y.z | +| | `devel` | cd mindspore-cpu/devel && docker build . -t mindspore/mindspore-cpu:devel | +| | `runtime` | cd mindspore-cpu/runtime && docker build . -t mindspore/mindspore-cpu:runtime | +| GPU | `x.y.z` | cd mindspore-gpu/x.y.z && docker build . -t mindspore/mindspore-gpu:x.y.z | +| | `devel` | cd mindspore-gpu/devel && docker build . -t mindspore/mindspore-gpu:devel | +| | `runtime` | cd mindspore-gpu/runtime && docker build . -t mindspore/mindspore-gpu:runtime | - ``` - cd mindspore-cpu/0.1.0-alpha && docker build . -t mindspore/mindspore-cpu:0.1.0-alpha - ``` - -* GPU - - ``` - cd mindspore-gpu/0.1.0-alpha && docker build . -t mindspore/mindspore-gpu:0.1.0-alpha - ``` +> **NOTICE:** The `x.y.z` version shown above should be replaced with the real version number. diff --git a/docker/mindspore-cpu/0.2.0-alpha/Dockerfile b/docker/mindspore-cpu/0.2.0-alpha/Dockerfile new file mode 100644 index 0000000000..9524cee745 --- /dev/null +++ b/docker/mindspore-cpu/0.2.0-alpha/Dockerfile @@ -0,0 +1,67 @@ +FROM ubuntu:18.04 + +MAINTAINER leonwanghui + +# Set env +ENV PYTHON_ROOT_PATH /usr/local/python-3.7.5 +ENV PATH /usr/local/bin:$PATH + +# Install base tools +RUN apt update \ + && DEBIAN_FRONTEND=noninteractive apt install -y \ + vim \ + wget \ + curl \ + xz-utils \ + net-tools \ + openssh-client \ + git \ + ntpdate \ + tzdata \ + tcl \ + sudo \ + bash-completion + +# Install compile tools +RUN DEBIAN_FRONTEND=noninteractive apt install -y \ + gcc \ + g++ \ + zlibc \ + make \ + libgmp-dev \ + patch \ + autoconf \ + libtool \ + automake \ + flex + +# Set bash +RUN echo "dash dash/sh boolean false" | debconf-set-selections +RUN DEBIAN_FRONTEND=noninteractive dpkg-reconfigure dash + +# Install python (v3.7.5) +RUN apt install -y libffi-dev libssl-dev zlib1g-dev libbz2-dev libncurses5-dev \ + libgdbm-dev libgdbm-compat-dev liblzma-dev libreadline-dev libsqlite3-dev \ + && cd /tmp \ + && wget https://github.com/python/cpython/archive/v3.7.5.tar.gz \ + && tar -xvf v3.7.5.tar.gz \ + && cd /tmp/cpython-3.7.5 \ + && mkdir -p ${PYTHON_ROOT_PATH} \ + && ./configure --prefix=${PYTHON_ROOT_PATH} \ + && make -j4 \ + && make install -j4 \ + && rm -f /usr/local/bin/python \ + && rm -f /usr/local/bin/pip \ + && ln -s ${PYTHON_ROOT_PATH}/bin/python3.7 /usr/local/bin/python \ + && ln -s ${PYTHON_ROOT_PATH}/bin/pip3.7 /usr/local/bin/pip \ + && rm -rf /tmp/cpython-3.7.5 \ + && rm -f /tmp/v3.7.5.tar.gz + +# Set pip source +RUN mkdir -pv /root/.pip \ + && echo "[global]" > /root/.pip/pip.conf \ + && echo "trusted-host=mirrors.aliyun.com" >> /root/.pip/pip.conf \ + && echo "index-url=http://mirrors.aliyun.com/pypi/simple/" >> /root/.pip/pip.conf + +# Install MindSpore cpu whl package +RUN pip install --no-cache-dir https://ms-release.obs.cn-north-4.myhuaweicloud.com/0.2.0-alpha/MindSpore/cpu/ubuntu-x86/mindspore-0.2.0-cp37-cp37m-linux_x86_64.whl diff --git a/docker/mindspore-gpu/0.2.0-alpha/Dockerfile b/docker/mindspore-gpu/0.2.0-alpha/Dockerfile new file mode 100644 index 0000000000..9b59f845f7 --- /dev/null +++ b/docker/mindspore-gpu/0.2.0-alpha/Dockerfile @@ -0,0 +1,83 @@ +FROM nvidia/cuda:10.1-cudnn7-runtime-ubuntu18.04 + +MAINTAINER leonwanghui + +# Set env +ENV PYTHON_ROOT_PATH /usr/local/python-3.7.5 +ENV OMPI_ROOT_PATH /usr/local/openmpi-3.1.5 +ENV PATH ${OMPI_ROOT_PATH}/bin:/usr/local/bin:$PATH +ENV LD_LIBRARY_PATH ${OMPI_ROOT_PATH}/lib:$LD_LIBRARY_PATH + +# Install base tools +RUN apt update \ + && DEBIAN_FRONTEND=noninteractive apt install -y \ + vim \ + wget \ + curl \ + xz-utils \ + net-tools \ + openssh-client \ + git \ + ntpdate \ + tzdata \ + tcl \ + sudo \ + bash-completion + +# Install compile tools +RUN DEBIAN_FRONTEND=noninteractive apt install -y \ + gcc \ + g++ \ + zlibc \ + make \ + libgmp-dev \ + patch \ + autoconf \ + libtool \ + automake \ + flex \ + libnccl2=2.4.8-1+cuda10.1 \ + libnccl-dev=2.4.8-1+cuda10.1 + +# Set bash +RUN echo "dash dash/sh boolean false" | debconf-set-selections +RUN DEBIAN_FRONTEND=noninteractive dpkg-reconfigure dash + +# Install python (v3.7.5) +RUN apt install -y libffi-dev libssl-dev zlib1g-dev libbz2-dev libncurses5-dev \ + libgdbm-dev libgdbm-compat-dev liblzma-dev libreadline-dev libsqlite3-dev \ + && cd /tmp \ + && wget https://github.com/python/cpython/archive/v3.7.5.tar.gz \ + && tar -xvf v3.7.5.tar.gz \ + && cd /tmp/cpython-3.7.5 \ + && mkdir -p ${PYTHON_ROOT_PATH} \ + && ./configure --prefix=${PYTHON_ROOT_PATH} \ + && make -j4 \ + && make install -j4 \ + && rm -f /usr/local/bin/python \ + && rm -f /usr/local/bin/pip \ + && ln -s ${PYTHON_ROOT_PATH}/bin/python3.7 /usr/local/bin/python \ + && ln -s ${PYTHON_ROOT_PATH}/bin/pip3.7 /usr/local/bin/pip \ + && rm -rf /tmp/cpython-3.7.5 \ + && rm -f /tmp/v3.7.5.tar.gz + +# Set pip source +RUN mkdir -pv /root/.pip \ + && echo "[global]" > /root/.pip/pip.conf \ + && echo "trusted-host=mirrors.aliyun.com" >> /root/.pip/pip.conf \ + && echo "index-url=http://mirrors.aliyun.com/pypi/simple/" >> /root/.pip/pip.conf + +# Install openmpi (v3.1.5) +RUN cd /tmp \ + && wget https://download.open-mpi.org/release/open-mpi/v3.1/openmpi-3.1.5.tar.gz \ + && tar -xvf openmpi-3.1.5.tar.gz \ + && cd /tmp/openmpi-3.1.5 \ + && mkdir -p ${OMPI_ROOT_PATH} \ + && ./configure --prefix=${OMPI_ROOT_PATH} \ + && make -j4 \ + && make install -j4 \ + && rm -rf /tmp/openmpi-3.1.5 \ + && rm -f /tmp/openmpi-3.1.5.tar.gz + +# Install MindSpore cuda-10.1 whl package +RUN pip install --no-cache-dir https://ms-release.obs.cn-north-4.myhuaweicloud.com/0.2.0-alpha/MindSpore/gpu/cuda-10.1/mindspore-0.2.0-cp37-cp37m-linux_x86_64.whl diff --git a/setup.py b/setup.py index 82e6d70fcc..d929d5d707 100644 --- a/setup.py +++ b/setup.py @@ -23,7 +23,7 @@ from setuptools import setup, find_packages from setuptools.command.egg_info import egg_info from setuptools.command.build_py import build_py -version = '0.1.0' +version = '0.2.0' backend_policy = os.getenv('BACKEND_POLICY') commit_id = os.getenv('COMMIT_ID').replace("\n", "")