Estimator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

Estimator代码库及分支

由于DeepRec新增了分布式grpc++、star_server等protocol,在使用DeepRec配合原生Estimator会存在像grpc++, star_server功能使用时无法通过Estimator检查的问题,因为我们提供了针对DeepRec版本的Estimator.

代码库:https://github.com/DeepRec-AI/estimator

开发分支:master,最新Release分支:deeprec2306

Estimator编译

代码编译

bazel build //tensorflow_estimator/tools/pip_package:build_pip_package

生成Wheel包

bazel-bin/tensorflow_estimator/tools/pip_package/build_pip_package /tmp/estimator_whl

Estimator安装

安装DeepRec会默认安装原生的tensorflow-estimator的版本,请重装新编译的tensorflow-estimator即可。