提交 b67c43ec 编写于 作者: D dangqingqing

Merge branch 'develop' of https://github.com/PaddlePaddle/Paddle into pad_op

...@@ -38,14 +38,6 @@ IF(NOT SWIG_FOUND) ...@@ -38,14 +38,6 @@ IF(NOT SWIG_FOUND)
SET(SWIG_DIR ${SWIG_SOURCES_DIR} CACHE FILEPATH "SWIG Directory" FORCE) SET(SWIG_DIR ${SWIG_SOURCES_DIR} CACHE FILEPATH "SWIG Directory" FORCE)
SET(SWIG_EXECUTABLE ${SWIG_SOURCES_DIR}/swig.exe CACHE FILEPATH "SWIG Executable" FORCE) SET(SWIG_EXECUTABLE ${SWIG_SOURCES_DIR}/swig.exe CACHE FILEPATH "SWIG Executable" FORCE)
ELSE(WIN32) ELSE(WIN32)
# From PCRE configure
ExternalProject_Add(pcre
${EXTERNAL_PROJECT_LOG_ARGS}
GIT_REPOSITORY https://github.com/svn2github/pcre.git
PREFIX ${SWIG_SOURCES_DIR}/pcre
CMAKE_ARGS -DCMAKE_INSTALL_PREFIX:PATH=${SWIG_INSTALL_DIR}/pcre
)
# swig uses bison find it by cmake and pass it down # swig uses bison find it by cmake and pass it down
FIND_PACKAGE(BISON) FIND_PACKAGE(BISON)
...@@ -54,16 +46,11 @@ IF(NOT SWIG_FOUND) ...@@ -54,16 +46,11 @@ IF(NOT SWIG_FOUND)
GIT_REPOSITORY https://github.com/swig/swig.git GIT_REPOSITORY https://github.com/swig/swig.git
GIT_TAG rel-3.0.10 GIT_TAG rel-3.0.10
PREFIX ${SWIG_SOURCES_DIR} PREFIX ${SWIG_SOURCES_DIR}
CONFIGURE_COMMAND cd ${SWIG_SOURCES_DIR}/src/swig && ./autogen.sh CONFIGURE_COMMAND cd <SOURCE_DIR> && ./autogen.sh && ./configure
CONFIGURE_COMMAND cd ${SWIG_SOURCES_DIR}/src/swig && --prefix=${SWIG_INSTALL_DIR} --without-pcre
env "PCRE_LIBS=${SWIG_INSTALL_DIR}/pcre/lib/libpcre.a ${SWIG_INSTALL_DIR}/pcre/lib/libpcrecpp.a ${SWIG_INSTALL_DIR}/pcre/lib/libpcreposix.a" BUILD_COMMAND cd <SOURCE_DIR> && make
./configure INSTALL_COMMAND cd <SOURCE_DIR> && make install
--prefix=${SWIG_INSTALL_DIR} UPDATE_COMMAND ""
--with-pcre-prefix=${SWIG_INSTALL_DIR}/pcre
BUILD_COMMAND cd ${SWIG_SOURCES_DIR}/src/swig && make
INSTALL_COMMAND cd ${SWIG_SOURCES_DIR}/src/swig && make install
UPDATE_COMMAND ""
DEPENDS pcre
) )
SET(SWIG_DIR ${SWIG_INSTALL_DIR}/share/swig/${SWIG_TARGET_VERSION}) SET(SWIG_DIR ${SWIG_INSTALL_DIR}/share/swig/${SWIG_TARGET_VERSION})
......
...@@ -25,6 +25,6 @@ paddle train \ ...@@ -25,6 +25,6 @@ paddle train \
--config_args=is_predict=1 \ --config_args=is_predict=1 \
--predict_output_dir=. --predict_output_dir=.
python gen_result.py > result.txt python gen_result.py > result.csv
rm -rf rank-00000 rm -rf rank-00000
...@@ -18,9 +18,10 @@ cd paddle ...@@ -18,9 +18,10 @@ cd paddle
To compile the source code, your computer must be equipped with the following dependencies. To compile the source code, your computer must be equipped with the following dependencies.
- **Compiler**: GCC >= 4.8 or Clang >= 3.3 (AppleClang >= 5.1) - **Compiler**: GCC >= 4.8 or Clang >= 3.3 (AppleClang >= 5.1) and gfortran compiler
- **CMake**: version >= 3.0 (at least CMake 3.4 on Mac OS X) - **CMake**: CMake >= 3.0 (at least CMake 3.4 on Mac OS X)
- **BLAS**: MKL, OpenBlas or ATLAS - **BLAS**: MKL, OpenBlas or ATLAS
- **Python**: only support Python 2.7
**Note:** For CUDA 7.0 and CUDA 7.5, GCC 5.0 and up are not supported! **Note:** For CUDA 7.0 and CUDA 7.5, GCC 5.0 and up are not supported!
For CUDA 8.0, GCC versions later than 5.3 are not supported! For CUDA 8.0, GCC versions later than 5.3 are not supported!
...@@ -97,16 +98,21 @@ As a simple example, consider the following: ...@@ -97,16 +98,21 @@ As a simple example, consider the following:
### Install Dependencies ### Install Dependencies
- **CPU Dependencies** - **Paddle Dependencies**
```bash ```bash
# necessary # necessary
sudo apt-get update sudo apt-get update
sudo apt-get install -y g++ make cmake build-essential python python-pip libpython-dev git sudo apt-get install -y git curl gcc g++ gfortran make build-essential automake
sudo pip install wheel numpy sudo apt-get install -y python python-pip python-numpy libpython-dev bison
sudo pip install 'protobuf>=3.0.0' sudo pip install 'protobuf==3.1.0.post1'
# install cmake 3.4
curl -sSL https://cmake.org/files/v3.4/cmake-3.4.1.tar.gz | tar -xz && \
cd cmake-3.4.1 && ./bootstrap && make -j4 && sudo make install && \
cd .. && rm -rf cmake-3.4.1
``` ```
- **GPU Dependencies (optional)** - **GPU Dependencies (optional)**
To build GPU version, you will need the following installed: To build GPU version, you will need the following installed:
......
/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License. */
#pragma once
#include <vector>
#include "MemoryHandle.h"
#include "paddle/utils/Util.h"
namespace paddle {
/**
* @brief The RowBuffer class
* Represent the SparseRow Matrix Data.
*
* If not set memory handler, then the data could be auto growth.
*/
class RowBuffer {
public:
/**
* @brief RowBuffer create a auto-growth row buffer. The row length is width.
* @param width the length of each row, a.k.a matrix width.
*/
explicit RowBuffer(size_t width) : width_(width) {}
/**
* @brief RowBuffer create a row buffer, which cannot be auto-growth.
* @param mem the pre-allocated memory.
* @param width the length of each row, a.k.a matrix width.
*/
RowBuffer(const CpuMemHandlePtr& mem, size_t width)
: preallocatedBuf_(mem), width_(width) {}
/**
* @brief resize resize the buffer with rowCount
* @param rowCnt number of row. matrix height.
*/
inline void resize(int rowCnt) {
if (preallocatedBuf_) {
CHECK(preallocatedBuf_->getSize() >= rowCnt * width_ * sizeof(real));
} else {
rowStore_.resize(rowCnt * width_);
}
}
/**
* @brief get a row buffer with row index.
* @param row the index of row.
* @return row buffer.
*/
inline real* get(int row) const {
if (preallocatedBuf_) {
CHECK_LE((row + 1) * width_ * sizeof(real), preallocatedBuf_->getSize());
return reinterpret_cast<real*>(preallocatedBuf_->getBuf()) + row * width_;
} else {
CHECK_LE((row + 1) * width_, rowStore_.size());
return const_cast<real*>(rowStore_.data() + row * width_);
}
}
/**
* @brief get a row buffer with row index. If row index is larger than local
* buffer, the size of local buffer will grow.
* @param row the index of row.
* @return row buffer.
*/
inline real* getWithAutoGrowth(int row) {
if (preallocatedBuf_) {
return get(row);
} else {
if ((rowStore_.size() <= row * width_)) {
rowStore_.resize((row + 1) * width_);
}
return rowStore_.data() + row * width_;
}
}
/**
* @return raw data buffer.
*/
inline real* data() {
if (preallocatedBuf_) {
return reinterpret_cast<real*>(preallocatedBuf_->getBuf());
} else {
return rowStore_.data();
}
}
/**
* @brief clear local buffer. It only affect auto-growth buffer.
*/
inline void clear() { rowStore_.clear(); }
/**
* @brief get current number of rows.
* @return number of rows.
*/
inline size_t getRowCount() const {
if (preallocatedBuf_) {
return preallocatedBuf_->getSize() / sizeof(real) / width_;
} else {
return rowStore_.size() / width_;
}
}
/**
* @brief get is this buffer can automatically grow or not.
* @return ture if can automacitally grow.
*/
inline bool isAutoGrowth() const { return !preallocatedBuf_; }
/**
* @brief return the width of matrix. a.k.a length of row.
* @return width of matrix
*/
inline size_t getWidth() const { return width_; }
private:
//! TODO(yuyang18): Add resize method to CpuMemHandlePtr, then we can get rid
//! of std::vector here.
CpuMemHandlePtr preallocatedBuf_;
std::vector<real, AlignedAllocator<real, 32>> rowStore_;
size_t width_;
};
} // namespace paddle
...@@ -18,6 +18,7 @@ limitations under the License. */ ...@@ -18,6 +18,7 @@ limitations under the License. */
#include <string.h> #include <string.h>
#include <algorithm> #include <algorithm>
#include "Matrix.h" #include "Matrix.h"
#include "RowBuffer.h"
#include "paddle/utils/Util.h" #include "paddle/utils/Util.h"
DECLARE_bool(allow_inefficient_sparse_update); DECLARE_bool(allow_inefficient_sparse_update);
...@@ -45,12 +46,9 @@ public: ...@@ -45,12 +46,9 @@ public:
IndexDictPtr indexDictHandle = nullptr, IndexDictPtr indexDictHandle = nullptr,
bool trans = false) bool trans = false)
: CpuMatrix(nullptr, height, width, trans), : CpuMatrix(nullptr, height, width, trans),
storeMat_(dataHandle,
dataHandle ? dataHandle->getSize() / sizeof(real) / width : 0,
width,
trans),
indexDictHandle_(indexDictHandle) { indexDictHandle_(indexDictHandle) {
init(height, width); init(height, width);
buf_.reset(new RowBuffer(dataHandle, width));
} }
virtual ~SparseRowCpuMatrix() {} virtual ~SparseRowCpuMatrix() {}
...@@ -71,25 +69,16 @@ public: ...@@ -71,25 +69,16 @@ public:
* *
* @param row row id in local storage * @param row row id in local storage
*/ */
real* getLocalRow(size_t row) { real* getLocalRow(size_t row) { return buf_->getWithAutoGrowth(row); }
if (storeMat_.getData()) return storeMat_.rowBuf(row);
if (rowStore_.size() <= row * width_) {
rowStore_.resize((row + 1) * width_);
}
return rowStore_.data() + row * width_;
}
/** /**
* reserve the storage for rows according to current size of indexDictHandle. * reserve the storage for rows according to current size of
* indexDictHandle.
* *
* This is only used when SparseRowCpuMatrix is constructed with * This is only used when SparseRowCpuMatrix is constructed with
* indexDictHandle. * indexDictHandle.
*/ */
void reserveStore() { void reserveStore() { buf_->resize(localIndices_->size()); }
if (!storeMat_.getData() && !localIndices_->empty()) {
rowStore_.resize(localIndices_->size() * width_);
}
}
// row is the row id in the original matrix // row is the row id in the original matrix
virtual real* getRowBuf(size_t row) { return getRow(row); } virtual real* getRowBuf(size_t row) { return getRow(row); }
...@@ -117,7 +106,8 @@ public: ...@@ -117,7 +106,8 @@ public:
* *
* If L1 decay set use L1, else if L2 set use L2, otherwise no decay atall. * If L1 decay set use L1, else if L2 set use L2, otherwise no decay atall.
* *
* t0 is a int vector used by L1/L2 decay, size = height of parameter matrix, * t0 is a int vector used by L1/L2 decay, size = height of parameter
* matrix,
* store the time that each weight row last updated. * store the time that each weight row last updated.
* *
* Time is batchId, currentTime is current batchId. * Time is batchId, currentTime is current batchId.
...@@ -176,8 +166,7 @@ public: ...@@ -176,8 +166,7 @@ public:
protected: protected:
template <typename Func> template <typename Func>
void apply(Func f) { void apply(Func f) {
real* data = storeMat_.getData() ? storeMat_.getData() : rowStore_.data(); f(buf_->data(), localIndices_->size() * width_);
f(data, localIndices_->size() * width_);
} }
void init(size_t height, size_t width); void init(size_t height, size_t width);
...@@ -188,25 +177,24 @@ protected: ...@@ -188,25 +177,24 @@ protected:
globalIndices_[id] = kUnusedId_; globalIndices_[id] = kUnusedId_;
} }
localIndices_->clear(); localIndices_->clear();
rowStore_.clear(); buf_->clear();
} }
inline void checkStoreSize() { inline void checkStoreSize() {
if (storeMat_.getData()) { if (buf_->isAutoGrowth()) {
CHECK_LE(localIndices_->size(), storeMat_.getHeight()); if (buf_->getRowCount() > 0.5 * height_) {
} else if (!FLAGS_allow_inefficient_sparse_update) {
if (localIndices_->size() > 0.5 * height_) {
LOG(WARNING) LOG(WARNING)
<< "There are more than 0.5*height (" << localIndices_->size() << "There are more than 0.5*height (" << localIndices_->size()
<< ") rows are used for sparse " << ") rows are used for sparse "
<< "update, which is not efficient. Considering not use " << "update, which is not efficient. Considering not use "
<< "sparse_update or set --allow_inefficient_sparse_update=true"; << "sparse_update or set --allow_inefficient_sparse_update=true";
} }
} else {
CHECK_LE(localIndices_->size(), buf_->getRowCount());
} }
} }
CpuMatrix storeMat_; std::unique_ptr<RowBuffer> buf_;
std::vector<real, AlignedAllocator<real, 32>> rowStore_;
IndexDictPtr indexDictHandle_; IndexDictPtr indexDictHandle_;
std::vector<unsigned int>* localIndices_; // =&indexDictHandle_->localIndices std::vector<unsigned int>* localIndices_; // =&indexDictHandle_->localIndices
unsigned int* globalIndices_; // =indexDictHandle_->globalIndices.data(); unsigned int* globalIndices_; // =indexDictHandle_->globalIndices.data();
......
...@@ -4,6 +4,7 @@ add_simple_unittest(test_ExecViaCpu) ...@@ -4,6 +4,7 @@ add_simple_unittest(test_ExecViaCpu)
add_simple_unittest(test_SIMDFunctions) add_simple_unittest(test_SIMDFunctions)
add_simple_unittest(test_TrainingAlgorithm) add_simple_unittest(test_TrainingAlgorithm)
add_simple_unittest(test_SparseMatrix) add_simple_unittest(test_SparseMatrix)
add_simple_unittest(test_RowBuffer)
# TODO(yuyang18): Refactor TestUtil.cpp. Remove this cross module reference. # TODO(yuyang18): Refactor TestUtil.cpp. Remove this cross module reference.
add_unittest(test_matrixCompare add_unittest(test_matrixCompare
......
/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License. */
#include <gtest/gtest.h>
#include "paddle/math/RowBuffer.h"
TEST(RowBuffer, testAutoGrow) {
paddle::RowBuffer buf(128);
ASSERT_EQ(128, buf.getWidth());
ASSERT_TRUE(buf.isAutoGrowth());
buf.resize(2);
ASSERT_EQ(2, buf.getRowCount());
for (size_t i = 0; i < buf.getWidth() * 2; ++i) {
buf.data()[i] = i;
}
for (size_t i = 0; i < buf.getRowCount(); ++i) {
for (size_t j = 0; j < buf.getWidth(); ++j) {
ASSERT_NEAR(i * buf.getWidth() + j, buf.get(i)[j], 1e-5);
}
}
auto data = buf.getWithAutoGrowth(2);
for (size_t i = 0; i < buf.getWidth(); ++i) {
data[i] = i;
}
ASSERT_EQ(3, buf.getRowCount());
for (size_t i = 0; i < buf.getRowCount() - 1; ++i) {
for (size_t j = 0; j < buf.getWidth(); ++j) {
ASSERT_NEAR(i * buf.getWidth() + j, buf.get(i)[j], 1e-5);
}
}
for (size_t i = 0; i < buf.getWidth(); ++i) {
ASSERT_NEAR(i, buf.get(2)[i], 1e-5);
}
}
TEST(RowBuffer, testWithMemBuf) {
paddle::CpuMemHandlePtr mem =
std::make_shared<paddle::CpuMemoryHandle>(128 * 2 * sizeof(real));
paddle::RowBuffer buf(mem, 128);
ASSERT_TRUE(!buf.isAutoGrowth());
ASSERT_EQ(2, buf.getRowCount());
for (size_t i = 0; i < buf.getWidth() * 2; ++i) {
buf.data()[i] = i;
}
for (size_t i = 0; i < buf.getRowCount(); ++i) {
for (size_t j = 0; j < buf.getWidth(); ++j) {
ASSERT_NEAR(i * buf.getWidth() + j, buf.getWithAutoGrowth(i)[j], 1e-5);
}
}
ASSERT_DEATH_IF_SUPPORTED(buf.getWithAutoGrowth(3), ".*");
}
...@@ -4,28 +4,32 @@ MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com> ...@@ -4,28 +4,32 @@ MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com>
ARG DEBIAN_FRONTEND=noninteractive ARG DEBIAN_FRONTEND=noninteractive
ARG UBUNTU_MIRROR ARG UBUNTU_MIRROR
RUN /bin/bash -c 'if [[ -n ${UBUNTU_MIRROR} ]]; then sed -i 's#http://archive.ubuntu.com#${UBUNTU_MIRROR}#g' /etc/apt/sources.list; fi' RUN /bin/bash -c 'if [[ -n ${UBUNTU_MIRROR} ]]; then sed -i 's#http://archive.ubuntu.com#${UBUNTU_MIRROR}#g' /etc/apt/sources.list; fi'
RUN apt-get update \
&& apt-get install -y cmake libprotobuf-dev protobuf-compiler git \ RUN apt-get update && \
libgoogle-glog-dev libgflags-dev libgtest-dev \ apt-get install -y git python-pip python-dev openssh-server bison && \
libatlas-dev libatlas3-base g++ m4 python-pip \ apt-get install -y wget unzip tar xz-utils bzip2 gzip coreutils && \
python-protobuf python-numpy python-dev swig openssh-server \ apt-get install -y curl sed grep graphviz libjpeg-dev zlib1g-dev && \
wget unzip python-matplotlib tar xz-utils bzip2 gzip coreutils \ apt-get install -y python-numpy python-matplotlib gcc g++ gfortran && \
sed grep graphviz libjpeg-dev zlib1g-dev doxygen \ apt-get install -y automake clang-3.8 llvm-3.8 libclang-3.8-dev && \
clang-3.8 llvm-3.8 libclang-3.8-dev \ apt-get clean -y
&& apt-get clean -y
RUN cd /usr/src/gtest && cmake . && make && cp *.a /usr/lib RUN pip install --upgrade pip && \
RUN pip install -U BeautifulSoup docopt PyYAML pillow \ pip install 'protobuf==3.1.0.post1' && \
sphinx sphinx_rtd_theme recommonmark jupyter pip install -U wheel pillow BeautifulSoup && \
pip install -U docopt PyYAML sphinx && \
pip install -U sphinx_rtd_theme recommonmark jupyter
RUN curl -sSL https://cmake.org/files/v3.4/cmake-3.4.1.tar.gz | tar -xz && \
cd cmake-3.4.1 && ./bootstrap && make -j4 && make install && \
cd .. && rm -rf cmake-3.4.1
ARG WITH_AVX ARG WITH_AVX
ARG WITH_DOC ARG WITH_DOC
ARG WITH_SWIG_PY
ARG WITH_STYLE_CHECK ARG WITH_STYLE_CHECK
ENV WITH_GPU=OFF ENV WITH_GPU=OFF
ENV WITH_AVX=${WITH_AVX:-ON} ENV WITH_AVX=${WITH_AVX:-ON}
ENV WITH_DOC=${WITH_DOC:-ON} ENV WITH_DOC=${WITH_DOC:-ON}
ENV WITH_SWIG_PY=${WITH_SWIG_PY:-ON}
ENV WITH_STYLE_CHECK=${WITH_STYLE_CHECK:-OFF} ENV WITH_STYLE_CHECK=${WITH_STYLE_CHECK:-OFF}
RUN mkdir /paddle RUN mkdir /paddle
......
...@@ -4,28 +4,32 @@ MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com> ...@@ -4,28 +4,32 @@ MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com>
ARG DEBIAN_FRONTEND=noninteractive ARG DEBIAN_FRONTEND=noninteractive
ARG UBUNTU_MIRROR ARG UBUNTU_MIRROR
RUN /bin/bash -c 'if [[ -n ${UBUNTU_MIRROR} ]]; then sed -i 's#http://archive.ubuntu.com#${UBUNTU_MIRROR}#g' /etc/apt/sources.list; fi' RUN /bin/bash -c 'if [[ -n ${UBUNTU_MIRROR} ]]; then sed -i 's#http://archive.ubuntu.com#${UBUNTU_MIRROR}#g' /etc/apt/sources.list; fi'
RUN apt-get update \
&& apt-get install -y cmake libprotobuf-dev protobuf-compiler git \ RUN apt-get update && \
libgoogle-glog-dev libgflags-dev libgtest-dev \ apt-get install -y git python-pip python-dev openssh-server bison && \
libatlas-dev libatlas3-base g++ m4 python-pip \ apt-get install -y wget unzip tar xz-utils bzip2 gzip coreutils && \
python-protobuf python-numpy python-dev swig openssh-server \ apt-get install -y curl sed grep graphviz libjpeg-dev zlib1g-dev && \
wget unzip python-matplotlib tar xz-utils bzip2 gzip coreutils \ apt-get install -y python-numpy python-matplotlib gcc g++ gfortran && \
sed grep graphviz libjpeg-dev zlib1g-dev doxygen \ apt-get install -y automake clang-3.8 llvm-3.8 libclang-3.8-dev && \
clang-3.8 llvm-3.8 libclang-3.8-dev \ apt-get clean -y
&& apt-get clean -y
RUN cd /usr/src/gtest && cmake . && make && cp *.a /usr/lib RUN pip install --upgrade pip && \
RUN pip install -U BeautifulSoup docopt PyYAML pillow \ pip install 'protobuf==3.1.0.post1' && \
sphinx sphinx_rtd_theme recommonmark jupyter pip install -U wheel pillow BeautifulSoup && \
pip install -U docopt PyYAML sphinx && \
pip install -U sphinx_rtd_theme recommonmark jupyter
RUN curl -sSL https://cmake.org/files/v3.4/cmake-3.4.1.tar.gz | tar -xz && \
cd cmake-3.4.1 && ./bootstrap && make -j4 && make install && \
cd .. && rm -rf cmake-3.4.1
ARG WITH_AVX ARG WITH_AVX
ARG WITH_DOC ARG WITH_DOC
ARG WITH_SWIG_PY
ARG WITH_STYLE_CHECK ARG WITH_STYLE_CHECK
ENV WITH_GPU=ON ENV WITH_GPU=ON
ENV WITH_AVX=${WITH_AVX:-ON} ENV WITH_AVX=${WITH_AVX:-ON}
ENV WITH_DOC=${WITH_DOC:-ON} ENV WITH_DOC=${WITH_DOC:-ON}
ENV WITH_SWIG_PY=${WITH_SWIG_PY:-ON}
ENV WITH_STYLE_CHECK=${WITH_STYLE_CHECK:-OFF} ENV WITH_STYLE_CHECK=${WITH_STYLE_CHECK:-OFF}
RUN mkdir /paddle RUN mkdir /paddle
......
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