Tensorflow服务于CUDA 9为aws新的p3实例编译

问题描述：

我能够从亚马逊的修改源（在新的深度学习AMI中提供）重新编译Tensorflow。Tensorflow服务于CUDA 9为aws新的p3实例编译

我现在想编译TF与Tensorflow“叉”的服务，但我得到这个错误：

ERROR: /root/.cache/bazel/_bazel_root/98acb40d8921d865487eab808ed364b2/external/org_tensorflow/tensorflow/contrib/nccl/BUILD:68:1: undeclared inclusion(s) in rule '@org_tensorflow//tensorflow/contrib/nccl:nccl_kernels': 
this rule is missing dependency declarations for the following files included by 'external/org_tensorflow/tensorflow/contrib/nccl/kernels/nccl_rewrite.cc': 
    '/root/.cache/bazel/_bazel_root/98acb40d8921d865487eab808ed364b2/external/org_tensorflow/tensorflow/core/common_runtime/optimization_registry.h' 
    '/root/.cache/bazel/_bazel_root/98acb40d8921d865487eab808ed364b2/external/org_tensorflow/tensorflow/core/common_runtime/device_set.h' 
    '/root/.cache/bazel/_bazel_root/98acb40d8921d865487eab808ed364b2/external/org_tensorflow/tensorflow/core/common_runtime/device.h' 
    '/root/.cache/bazel/_bazel_root/98acb40d8921d865487eab808ed364b2/external/org_tensorflow/tensorflow/core/graph/types.h' 
    '/root/.cache/bazel/_bazel_root/98acb40d8921d865487eab808ed364b2/external/org_tensorflow/tensorflow/core/graph/costmodel.h' 
    '/root/.cache/bazel/_bazel_root/98acb40d8921d865487eab808ed364b2/external/org_tensorflow/tensorflow/core/graph/node_builder.h' 
INFO: Elapsed time: 20.377s, Critical Path: 19.47s 
FAILED: Build did NOT complete successfully

一些更多的信息：我使用的服务Tensorflow的主分支（提交7a349752c2cbbe741edb91c6c6be1c571e91a5fb）和Bazel发布0.7.0。

我也做了小改动，以tools/bazel.rc解决另一个编译错误：

# git diff tools/bazel.rc 
diff --git a/tools/bazel.rc b/tools/bazel.rc 
index 9397f97..28476f3 100644 
--- a/tools/bazel.rc 
+++ b/tools/bazel.rc 
@@ -1,4 +1,4 @@ 
-build:cuda [email protected]_tensorflow//third_party/gpus/crosstool 
+build:cuda [email protected]_config_cuda//crosstool:toolchain 
build:cuda --define=using_cuda=true --define=using_cuda_nvcc=true 

build --force_python=py2

任何想法，缺什么？

答

我通常禁用NCCL，因为它似乎永远不会正确地构建：

https://github.com/PipelineAI/pipeline/blob/6261c4f31105e40ab8b24ccc7834f9181f4e5aaf/package/tensorflow/16d39e9-d690fdd/Dockerfile.full-gpu#L160

RUN \ 
    cd $TENSORFLOW_SERVING_HOME \ 
    # Remove NCCL since it isn't building properly 
    && sed -i.bak '/nccl/d' tensorflow/tensorflow/contrib/BUILD \ 
    && bazel build -c opt --config=cuda \ 
     --verbose_failures \ 
     --spawn_strategy=standalone --genrule_strategy=standalone \ 
     --copt=-mavx --copt=-mavx2 --copt=-mfma --copt=-mfpmath=both --copt=-msse4.1 --copt=-msse4.2 \ 
     [email protected]_config_cuda//crosstool:toolchain \ 
     tensorflow_serving/... \ 
    && chmod a+x bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server \ 
    && cp bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server /usr/local/bin/ \ 
    && bazel clean --expunge

Tensorflow服务于CUDA 9为aws新的p3实例编译

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