TFServing源代码编译&安装
开发环境准备
CPU Base Docker Image
GCC Version |
Python Version |
IMAGE |
|---|---|---|
7.5.0 |
3.6.9 |
alideeprec/deeprec-base:deeprec-base-cpu-py36-ubuntu18.04 |
9.4.0 |
3.8.10 |
alideeprec/deeprec-base:deeprec-base-cpu-py38-ubuntu20.04 |
11.2.0 |
3.8.6 |
alideeprec/deeprec-base:deeprec-base-cpu-py38-ubuntu22.04 |
GPU Base Docker Image
GCC Version |
Python Version |
CUDA VERSION |
IMAGE |
|---|---|---|---|
7.5.0 |
3.6.9 |
CUDA 11.6.1 |
alideeprec/deeprec-base:deeprec-base-gpu-py36-cu116-ubuntu18.04 |
9.4.0 |
3.8.10 |
CUDA 11.6.2 |
alideeprec/deeprec-base:deeprec-base-gpu-py38-cu116-ubuntu20.04 |
11.2.0 |
3.8.6 |
CUDA 11.7.1 |
alideeprec/deeprec-base:deeprec-base-gpu-py38-cu117-ubuntu22.04 |
CPU Dev Docker (with bazel cache)
GCC Version |
Python Version |
IMAGE |
|---|---|---|
7.5.0 |
3.6.9 |
alideeprec/deeprec-build:deeprec-dev-cpu-py36-ubuntu18.04 |
9.4.0 |
3.8.10 |
alideeprec/deeprec-build:deeprec-dev-cpu-py38-ubuntu20.04 |
GPU(cuda11.6) Dev Docker (with bazel cache)
GCC Version |
Python Version |
CUDA VERSION |
IMAGE |
|---|---|---|---|
7.5.0 |
3.6.9 |
CUDA 11.6.1 |
alideeprec/deeprec-build:deeprec-dev-gpu-py36-cu116-ubuntu18.04 |
9.4.0 |
3.8.10 |
CUDA 11.6.2 |
alideeprec/deeprec-build:deeprec-dev-gpu-py38-cu116-ubuntu20.04 |
TFServing代码库及分支
我们提供了针对DeepRec版本的TFServing，该版本指向DeepRec Repo.
代码库：https://github.com/DeepRec-AI/serving
开发分支：master，最新Release分支：deeprec2306
TFServing编译&打包
代码编译-CPU版本
bazel build -c opt tensorflow_serving/...
编译开启OneDNN + Eigen Threadpool工作线程池版本（CPU）
bazel build -c opt --config=mkl_threadpool --define build_with_mkl_dnn_v1_only=true tensorflow_serving/...
代码编译-GPU版本
bazel build -c opt --config=cuda tensorflow_serving/...
生成Client Wheel包
bazel-bin/tensorflow_serving/tools/pip_package/build_pip_package /tmp/tf_serving_client_whl
Server Bin
Server Bin生成在下面路径中：
bazel-bin/tensorflow_serving/model_servers/tensorflow_model_server