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23ad0cc4
编写于
7月 29, 2022
作者:
A
Allen Guo
提交者:
GitHub
7月 29, 2022
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
update to sdk2.6.0 (#44673)
上级
8c43c0fe
变更
7
隐藏空白更改
内联
并排
Showing
7 changed file
with
28 addition
and
41 deletion
+28
-41
paddle/fluid/platform/device/ipu/ipu_compiler.cc
paddle/fluid/platform/device/ipu/ipu_compiler.cc
+2
-2
paddle/fluid/platform/device/ipu/ipu_executor.cc
paddle/fluid/platform/device/ipu/ipu_executor.cc
+6
-10
paddle/fluid/platform/device/ipu/ipu_executor.h
paddle/fluid/platform/device/ipu/ipu_executor.h
+1
-1
paddle/fluid/platform/device/ipu/ipu_strategy.cc
paddle/fluid/platform/device/ipu/ipu_strategy.cc
+0
-2
paddle/fluid/platform/device/ipu/supported_ops_autogen.h
paddle/fluid/platform/device/ipu/supported_ops_autogen.h
+3
-3
python/paddle/fluid/tests/unittests/ipu/custom_ops/leaky_relu_ipu.cc
...le/fluid/tests/unittests/ipu/custom_ops/leaky_relu_ipu.cc
+1
-0
tools/dockerfile/Dockerfile.ipu
tools/dockerfile/Dockerfile.ipu
+15
-23
未找到文件。
paddle/fluid/platform/device/ipu/ipu_compiler.cc
浏览文件 @
23ad0cc4
...
@@ -18,13 +18,13 @@
...
@@ -18,13 +18,13 @@
#include <popart/adaptive.hpp>
#include <popart/adaptive.hpp>
#include <popart/optimizer.hpp>
#include <popart/optimizer.hpp>
#include <popart/sgd.hpp>
#include <popart/sgd.hpp>
#include <popart/voiddata.hpp>
#include "paddle/utils/blank.h"
#include "paddle/fluid/framework/ir/graph_helper.h"
#include "paddle/fluid/framework/ir/graph_helper.h"
#include "paddle/fluid/platform/device/ipu/ipu_names.h"
#include "paddle/fluid/platform/device/ipu/ipu_names.h"
#include "paddle/fluid/platform/device/ipu/ipu_strategy.h"
#include "paddle/fluid/platform/device/ipu/ipu_strategy.h"
#include "paddle/fluid/platform/device/ipu/ipu_utils.h"
#include "paddle/fluid/platform/device/ipu/ipu_utils.h"
#include "paddle/utils/blank.h"
namespace
paddle
{
namespace
paddle
{
namespace
platform
{
namespace
platform
{
...
...
paddle/fluid/platform/device/ipu/ipu_executor.cc
浏览文件 @
23ad0cc4
...
@@ -14,6 +14,9 @@ limitations under the License. */
...
@@ -14,6 +14,9 @@ limitations under the License. */
#include "paddle/fluid/platform/device/ipu/ipu_executor.h"
#include "paddle/fluid/platform/device/ipu/ipu_executor.h"
#include <popart/devicemanager.hpp>
#include <popdist/popdist_poplar.hpp>
#include "paddle/fluid/framework/operator.h"
#include "paddle/fluid/framework/operator.h"
#include "paddle/fluid/platform/device/ipu/ipu_compiler.h"
#include "paddle/fluid/platform/device/ipu/ipu_compiler.h"
#include "paddle/fluid/platform/device/ipu/ipu_names.h"
#include "paddle/fluid/platform/device/ipu/ipu_names.h"
...
@@ -204,9 +207,7 @@ void Executor::Run(const std::vector<const Tensor *> &inputs,
...
@@ -204,9 +207,7 @@ void Executor::Run(const std::vector<const Tensor *> &inputs,
}
}
VLOG
(
10
)
<<
"Prepared inputs/anchors"
;
VLOG
(
10
)
<<
"Prepared inputs/anchors"
;
if
(
ipu_strategy_
->
is_training
&&
compiler_resources_
->
with_lr_sched
&&
if
(
ipu_strategy_
->
is_training
&&
compiler_resources_
->
with_lr_sched
)
{
!
(
ipu_strategy_
->
popart_options
.
createImplicitPipeliningFwdOnlyProgram
&&
ipu_strategy_
->
runtime_options
.
enable_eval
))
{
popart
::
Optimizer
*
optimizer
;
popart
::
Optimizer
*
optimizer
;
if
(
ipu_strategy_
->
runtime_options
.
enable_eval
)
{
if
(
ipu_strategy_
->
runtime_options
.
enable_eval
)
{
VLOG
(
10
)
<<
"Switch optimizer to eval mode"
;
VLOG
(
10
)
<<
"Switch optimizer to eval mode"
;
...
@@ -229,12 +230,7 @@ void Executor::Run(const std::vector<const Tensor *> &inputs,
...
@@ -229,12 +230,7 @@ void Executor::Run(const std::vector<const Tensor *> &inputs,
popart
::
StepIO
stepio
(
popart_inputs
,
popart_anchors
);
popart
::
StepIO
stepio
(
popart_inputs
,
popart_anchors
);
VLOG
(
10
)
<<
"Running..."
;
VLOG
(
10
)
<<
"Running..."
;
if
(
ipu_strategy_
->
popart_options
.
createImplicitPipeliningFwdOnlyProgram
&&
session_
->
run
(
stepio
);
ipu_strategy_
->
runtime_options
.
enable_eval
)
{
session_
->
run
(
"implicitPipeliningFwdOnly"
,
stepio
);
}
else
{
session_
->
run
(
stepio
);
}
VLOG
(
10
)
<<
"Running...done"
;
VLOG
(
10
)
<<
"Running...done"
;
}
}
...
@@ -286,7 +282,7 @@ void Executor::AcquireDevice() {
...
@@ -286,7 +282,7 @@ void Executor::AcquireDevice() {
VLOG
(
10
)
<<
"Create distribution device..."
;
VLOG
(
10
)
<<
"Create distribution device..."
;
auto
ipus_per_replica
=
ipu_strategy_
->
num_ipus
/
auto
ipus_per_replica
=
ipu_strategy_
->
num_ipus
/
ipu_strategy_
->
popart_options
.
replicatedGraphCount
;
ipu_strategy_
->
popart_options
.
replicatedGraphCount
;
auto
device_id
=
popdist
_get_device
(
ipus_per_replica
);
auto
device_id
=
popdist
::
getDeviceId
(
ipus_per_replica
);
device_
=
popart
::
DeviceManager
::
createDeviceManager
().
acquireDeviceById
(
device_
=
popart
::
DeviceManager
::
createDeviceManager
().
acquireDeviceById
(
device_id
);
device_id
);
PADDLE_ENFORCE_NOT_NULL
(
PADDLE_ENFORCE_NOT_NULL
(
...
...
paddle/fluid/platform/device/ipu/ipu_executor.h
浏览文件 @
23ad0cc4
...
@@ -19,8 +19,8 @@ limitations under the License. */
...
@@ -19,8 +19,8 @@ limitations under the License. */
#include <popart/names.hpp>
#include <popart/names.hpp>
#include <popart/patterns/patterns.hpp>
#include <popart/patterns/patterns.hpp>
#include <popart/session.hpp>
#include <popart/session.hpp>
#include <popart/stepio.hpp>
#include <popart/tensorinfo.hpp>
#include <popart/tensorinfo.hpp>
#include <popdist/popdist_poplar.hpp>
#include "paddle/fluid/platform/device/ipu/ipu_utils.h"
#include "paddle/fluid/platform/device/ipu/ipu_utils.h"
...
...
paddle/fluid/platform/device/ipu/ipu_strategy.cc
浏览文件 @
23ad0cc4
...
@@ -302,8 +302,6 @@ IpuStrategy::IpuStrategy() {
...
@@ -302,8 +302,6 @@ IpuStrategy::IpuStrategy() {
ADD_POPART_BOOL_OPTION_ALIAS
(
ADD_POPART_BOOL_OPTION_ALIAS
(
schedule_non_weight_update_gradient_consumers_early
,
schedule_non_weight_update_gradient_consumers_early
,
scheduleNonWeightUpdateGradientConsumersEarly
);
scheduleNonWeightUpdateGradientConsumersEarly
);
ADD_POPART_BOOL_OPTION_ALIAS
(
create_implicit_pipelining_fwd_only_program
,
createImplicitPipeliningFwdOnlyProgram
);
ADD_POPART_DOUBLE_OPTION_ALIAS
(
outline_sequence_break_cost
,
ADD_POPART_DOUBLE_OPTION_ALIAS
(
outline_sequence_break_cost
,
outlineSequenceBreakCost
);
outlineSequenceBreakCost
);
...
...
paddle/fluid/platform/device/ipu/supported_ops_autogen.h
浏览文件 @
23ad0cc4
...
@@ -33,13 +33,12 @@ OP_DECL(popart_dynamicupdate_v2, aiGraphcoreOpset.dynamicupdate, ARG(INT_VEC,axe
...
@@ -33,13 +33,12 @@ OP_DECL(popart_dynamicupdate_v2, aiGraphcoreOpset.dynamicupdate, ARG(INT_VEC,axe
OP_DECL
(
popart_dynamiczero_v2
,
aiGraphcoreOpset
.
dynamiczero
,
ARG
(
INT_VEC
,
axes
)
ARG
(
INT_VEC
,
sizes
)
)
// NOLINT
OP_DECL
(
popart_dynamiczero_v2
,
aiGraphcoreOpset
.
dynamiczero
,
ARG
(
INT_VEC
,
axes
)
ARG
(
INT_VEC
,
sizes
)
)
// NOLINT
OP_DECL
(
popart_dynamicadd_v2
,
aiGraphcoreOpset
.
dynamicadd
,
ARG
(
INT_VEC
,
axes
)
ARG
(
INT_VEC
,
sizes
)
)
// NOLINT
OP_DECL
(
popart_dynamicadd_v2
,
aiGraphcoreOpset
.
dynamicadd
,
ARG
(
INT_VEC
,
axes
)
ARG
(
INT_VEC
,
sizes
)
)
// NOLINT
OP_DECL
(
popart_sequenceslice_v2
,
aiGraphcoreOpset
.
sequenceslice
,
ARG
(
INT
,
zeroUnused
)
)
// NOLINT
OP_DECL
(
popart_sequenceslice_v2
,
aiGraphcoreOpset
.
sequenceslice
,
ARG
(
INT
,
zeroUnused
)
)
// NOLINT
OP_DECL
(
popart_replicatedallreduce_v2
,
aiGraphcoreOpset
.
replicatedallreduce
,
OPT_ARG
(
INT_VEC
,
commGroup
)
)
// NOLINT
OP_DECL
(
popart_l1loss_v2
,
aiGraphcoreOpset
.
l1loss
,
ARG
(
FLOAT
,
lambda
)
SIG_ARG
(
INT32
,
popart
::
ReductionType
,
reduction
)
)
// NOLINT
OP_DECL
(
popart_l1loss_v2
,
aiGraphcoreOpset
.
l1loss
,
ARG
(
FLOAT
,
lambda
)
SIG_ARG
(
INT32
,
popart
::
ReductionType
,
reduction
)
)
// NOLINT
OP_DECL
(
popart_nllloss_v2
,
aiGraphcoreOpset
.
nllloss
,
SIG_ARG
(
INT32
,
popart
::
ReductionType
,
reduction
)
OPT_ARG
(
INT32
,
ignoreIndex
)
ARG
(
BOOL
,
inputIsLogProbability
)
)
// NOLINT
OP_DECL
(
popart_nllloss_v2
,
aiGraphcoreOpset
.
nllloss
,
SIG_ARG
(
INT32
,
popart
::
ReductionType
,
reduction
)
OPT_ARG
(
INT32
,
ignoreIndex
)
ARG
(
BOOL
,
inputIsLogProbability
)
)
// NOLINT
OP_DECL
(
popart_identityloss_v2
,
aiGraphcoreOpset
.
identityloss
,
SIG_ARG
(
INT32
,
popart
::
ReductionType
,
reduction
)
)
// NOLINT
OP_DECL
(
popart_identityloss_v2
,
aiGraphcoreOpset
.
identityloss
,
SIG_ARG
(
INT32
,
popart
::
ReductionType
,
reduction
)
)
// NOLINT
OP_DECL
(
popart_tensorremap_v2
,
aiGraphcoreOpset
.
tensorremap
,
ARG
(
INT
,
remap_type
)
)
// NOLINT
OP_DECL
(
popart_tensorremap_v2
,
aiGraphcoreOpset
.
tensorremap
,
ARG
(
INT
,
remap_type
)
)
// NOLINT
OP_DECL
(
popart_ctcloss_v2
,
aiGraphcoreOpset
.
ctcloss
,
SIG_ARG
(
INT32
,
popart
::
ReductionType
,
reduction
)
ARG
(
INT
,
blank
)
ARG
(
STRING
,
outDataType
)
)
// NOLINT
OP_DECL
(
popart_ctcloss_v2
,
aiGraphcoreOpset
.
ctcloss
,
SIG_ARG
(
INT32
,
popart
::
ReductionType
,
reduction
)
ARG
(
INT
,
blank
)
ARG
(
STRING
,
outDataType
)
ARG
(
BOOL
,
zeroInfinity
)
)
// NOLINT
OP_DECL
(
popart__ctcloss_v2
,
aiGraphcoreOpset
.
_ctcloss
,
SIG_ARG
(
INT32
,
popart
::
ReductionType
,
reduction
)
ARG
(
INT
,
blank
)
ARG
(
STRING
,
outDataType
)
)
// NOLINT
OP_DECL
(
popart__ctcloss_v2
,
aiGraphcoreOpset
.
_ctcloss
,
SIG_ARG
(
INT32
,
popart
::
ReductionType
,
reduction
)
ARG
(
INT
,
blank
)
ARG
(
STRING
,
outDataType
)
ARG
(
BOOL
,
zeroInfinity
)
)
// NOLINT
OP_DECL
(
popart_ctcbeamsearchdecoder_v2
,
aiGraphcoreOpset
.
ctcbeamsearchdecoder
,
ARG
(
INT
,
blank
)
ARG
(
INT
,
beamWidth
)
ARG
(
INT
,
topPaths
)
)
// NOLINT
OP_DECL
(
popart_ctcbeamsearchdecoder_v2
,
aiGraphcoreOpset
.
ctcbeamsearchdecoder
,
ARG
(
INT
,
blank
)
ARG
(
INT
,
beamWidth
)
ARG
(
INT
,
topPaths
)
)
// NOLINT
OP_DECL
(
popart_shapeddropout_v2
,
aiGraphcoreOpset
.
shapeddropout
,
ARG
(
INT_VEC
,
shape
)
ARG
(
FLOAT
,
ratio
)
)
// NOLINT
OP_DECL
(
popart_shapeddropout_v2
,
aiGraphcoreOpset
.
shapeddropout
,
ARG
(
INT_VEC
,
shape
)
ARG
(
FLOAT
,
ratio
)
)
// NOLINT
OP_DECL
(
popart_atan2_v2
,
aiGraphcoreOpset
.
atan2
,
NONE
)
// NOLINT
OP_DECL
(
popart_atan2_v2
,
aiGraphcoreOpset
.
atan2
,
NONE
)
// NOLINT
...
@@ -48,6 +47,7 @@ OP_DECL(popart_log1p_v2, aiGraphcoreOpset.log1p, NONE) // NOLINT
...
@@ -48,6 +47,7 @@ OP_DECL(popart_log1p_v2, aiGraphcoreOpset.log1p, NONE) // NOLINT
OP_DECL
(
popart_fmod_v2
,
aiGraphcoreOpset
.
fmod
,
NONE
)
// NOLINT
OP_DECL
(
popart_fmod_v2
,
aiGraphcoreOpset
.
fmod
,
NONE
)
// NOLINT
OP_DECL
(
popart_remainder_v2
,
aiGraphcoreOpset
.
remainder
,
NONE
)
// NOLINT
OP_DECL
(
popart_remainder_v2
,
aiGraphcoreOpset
.
remainder
,
NONE
)
// NOLINT
OP_DECL
(
popart_reverse_v2
,
aiGraphcoreOpset
.
reverse
,
ARG
(
INT_VEC
,
dimensions
)
)
// NOLINT
OP_DECL
(
popart_reverse_v2
,
aiGraphcoreOpset
.
reverse
,
ARG
(
INT_VEC
,
dimensions
)
)
// NOLINT
OP_DECL
(
popart_slice_v2
,
aiGraphcoreOpset
.
slice
,
ARG
(
INT_VEC
,
ends
)
ARG
(
INT_VEC
,
starts
)
ARG
(
INT_VEC
,
axes
)
)
// NOLINT
OP_DECL
(
popart_bitwisenot_v2
,
aiGraphcoreOpset
.
bitwisenot
,
NONE
)
// NOLINT
OP_DECL
(
popart_bitwisenot_v2
,
aiGraphcoreOpset
.
bitwisenot
,
NONE
)
// NOLINT
OP_DECL
(
popart_bitwiseand_v2
,
aiGraphcoreOpset
.
bitwiseand
,
NONE
)
// NOLINT
OP_DECL
(
popart_bitwiseand_v2
,
aiGraphcoreOpset
.
bitwiseand
,
NONE
)
// NOLINT
OP_DECL
(
popart_bitwiseor_v2
,
aiGraphcoreOpset
.
bitwiseor
,
NONE
)
// NOLINT
OP_DECL
(
popart_bitwiseor_v2
,
aiGraphcoreOpset
.
bitwiseor
,
NONE
)
// NOLINT
...
...
python/paddle/fluid/tests/unittests/ipu/custom_ops/leaky_relu_ipu.cc
浏览文件 @
23ad0cc4
...
@@ -14,6 +14,7 @@
...
@@ -14,6 +14,7 @@
#include <popart/opmanager.hpp>
#include <popart/opmanager.hpp>
#include <popart/opserialiser.hpp>
#include <popart/opserialiser.hpp>
#include <popart/popx/opx.hpp>
#include <popart/popx/opxmanager.hpp>
#include <popart/popx/opxmanager.hpp>
#include <popart/shapeinference.hpp>
#include <popart/shapeinference.hpp>
...
...
tools/dockerfile/Dockerfile.ipu
浏览文件 @
23ad0cc4
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
# run a container
# run a container
# docker run --ulimit memlock=-1:-1 --net=host --cap-add=IPC_LOCK --device=/dev/infiniband/ --ipc=host --rm -it paddlepaddle/paddle:latest-dev-ipu bash
# docker run --ulimit memlock=-1:-1 --net=host --cap-add=IPC_LOCK --device=/dev/infiniband/ --ipc=host --rm -it paddlepaddle/paddle:latest-dev-ipu bash
FROM graphcore/poplar:2.
5.1
FROM graphcore/poplar:2.
6.0
MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com>
MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com>
# ENV variables
# ENV variables
...
@@ -14,29 +14,21 @@ ARG WITH_AVX
...
@@ -14,29 +14,21 @@ ARG WITH_AVX
ENV HOME /root
ENV HOME /root
ENV WITH_AVX=${WITH_AVX:-ON}
ENV WITH_AVX=${WITH_AVX:-ON}
# Add bash enhancements
# install pkgs
COPY paddle/scripts/docker/root/ /root/
RUN apt-get update && apt-get install -y apt-utils
RUN apt-get update && apt-get install -y apt-utils
RUN ln -snf /usr/share/zoneinfo/Asia/Shanghai /etc/localtime
RUN ln -snf /usr/share/zoneinfo/Asia/Shanghai /etc/localtime
RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends tzdata
RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends tzdata
RUN apt-get update && apt-get install -y software-properties-common && add-apt-repository ppa:deadsnakes/ppa && add-apt-repository ppa:ubuntu-toolchain-r/test
RUN apt-get update && apt-get install -y software-properties-common && add-apt-repository ppa:deadsnakes/ppa && add-apt-repository ppa:ubuntu-toolchain-r/test
RUN apt-get update && apt-get install -y curl wget vim git unzip unrar tar xz-utils libssl-dev bzip2 gzip make libgcc-s1 sudo openssh-server \
RUN apt-get update && apt-get install -y curl wget vim git unzip unrar tar xz-utils libssl-dev bzip2 gzip make libgcc-s1 sudo openssh-server \
coreutils ntp language-pack-zh-hans python-qt4 libsm6 libxext6 libxrender-dev libgl1-mesa-glx libsqlite3-dev libopenblas-dev \
coreutils ntp language-pack-zh-hans python-qt4 libsm6 libxext6 libxrender-dev libgl1-mesa-glx libsqlite3-dev libopenblas-dev \
bison graphviz libjpeg-dev zlib1g zlib1g-dev automake locales swig net-tools libtool module-init-tools numactl libnuma-dev \
bison graphviz libjpeg-dev zlib1g zlib1g-dev automake locales swig net-tools libtool module-init-tools numactl libnuma-dev \
openssl libffi-dev pciutils libblas-dev gfortran libblas3 liblapack-dev liblapack3 default-jre screen tmux gdb lldb gcc g++
openssl libffi-dev pciutils libblas-dev gfortran libblas3 liblapack-dev liblapack3 default-jre screen tmux gdb lldb gcc g++
RUN apt-get update && apt-get install -y rdma-core librdmacm1
RUN apt-get update && apt-get install -y rdma-core librdmacm1
RUN apt-get update && apt-get install libspdlog-dev
# install g++-8
# Downgrade gcc&&g++
RUN apt install g++-8 gcc-8 -y
WORKDIR /usr/bin
RUN ln -sf /usr/bin/gcc-8 /usr/bin/gcc
COPY tools/dockerfile/build_scripts /build_scripts
RUN ln -sf /usr/bin/g++-8 /usr/bin/g++
RUN bash /build_scripts/install_gcc.sh gcc82 && rm -rf /build_scripts
RUN cp gcc gcc.bak && cp g++ g++.bak && rm gcc && rm g++
RUN ln -s /usr/local/gcc-8.2/bin/gcc /usr/local/bin/gcc
RUN ln -s /usr/local/gcc-8.2/bin/g++ /usr/local/bin/g++
RUN ln -s /usr/local/gcc-8.2/bin/gcc /usr/bin/gcc
RUN ln -s /usr/local/gcc-8.2/bin/g++ /usr/bin/g++
ENV PATH=/usr/local/gcc-8.2/bin:$PATH
# install cmake
# install cmake
WORKDIR /home
WORKDIR /home
...
@@ -50,6 +42,7 @@ RUN cd /opt && wget -q https://repo.anaconda.com/miniconda/${CONDA_FILE} && chmo
...
@@ -50,6 +42,7 @@ RUN cd /opt && wget -q https://repo.anaconda.com/miniconda/${CONDA_FILE} && chmo
RUN mkdir /opt/conda && ./${CONDA_FILE} -b -f -p "/opt/conda" && rm -rf ${CONDA_FILE}
RUN mkdir /opt/conda && ./${CONDA_FILE} -b -f -p "/opt/conda" && rm -rf ${CONDA_FILE}
ENV PATH=/opt/conda/bin:${PATH}
ENV PATH=/opt/conda/bin:${PATH}
RUN conda init bash && conda install -n base jupyter jupyterlab
RUN conda init bash && conda install -n base jupyter jupyterlab
RUN conda install -n base spdlog==1.8.0 -y
# Install Go and glide
# Install Go and glide
RUN wget -qO- https://paddle-ci.cdn.bcebos.com/go1.8.1.linux-amd64.tar.gz | \
RUN wget -qO- https://paddle-ci.cdn.bcebos.com/go1.8.1.linux-amd64.tar.gz | \
...
@@ -93,10 +86,9 @@ RUN wget https://paddle-ci.gz.bcebos.com/ccache-3.7.9.tar.gz && \
...
@@ -93,10 +86,9 @@ RUN wget https://paddle-ci.gz.bcebos.com/ccache-3.7.9.tar.gz && \
make -j8 && make install && \
make -j8 && make install && \
ln -s /usr/local/ccache-3.7.9/bin/ccache /usr/local/bin/ccache
ln -s /usr/local/ccache-3.7.9/bin/ccache /usr/local/bin/ccache
# clang-form 3.8.0
#
#
clang-form 3.8.0
RUN wget https://paddle-ci.cdn.bcebos.com/clang+llvm-3.8.0-x86_64-linux-gnu-ubuntu-16.04.tar.xz && \
# RUN wget https://paddle-ci.cdn.bcebos.com/clang+llvm-3.8.0-x86_64-linux-gnu-ubuntu-16.04.tar.xz && \
tar xf clang+llvm-3.8.0-x86_64-linux-gnu-ubuntu-16.04.tar.xz && cd clang+llvm-3.8.0-x86_64-linux-gnu-ubuntu-16.04 && \
#
tar xf clang+llvm-3.8.0-x86_64-linux-gnu-ubuntu-16.04.tar.xz && cd clang+llvm-3.8.0-x86_64-linux-gnu-ubuntu-16.04 && \
cp -r * /usr/local && cd .. && rm -rf clang+llvm-3.8.0-x86_64-linux-gnu-ubuntu-16.04 && rm -rf clang+llvm-3.8.0-x86_64-linux-gnu-ubuntu-16.04.tar.xz
# cp -r * /usr/local && cd .. && rm -rf clang+llvm-3.8.0-x86_64-linux-gnu-ubuntu-16.04 && rm -rf clang+llvm-3.8.0-x86_64-linux-gnu-ubuntu-16.04.tar.xz
RUN apt-get clean -y
RUN apt-get clean -y
EXPOSE 22
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