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TensorFlow (CPU/GPU)-powered Inference Base Images
Updated on 2023-04-17 GMT+08:00
TensorFlow (CPU/GPU)-powered Inference Base Images
ModelArts provides the following inference base images powered by TensorFlow (CPU/GPU):
- Engine Version 1: tensorflow_2.1.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64
- Engine Version 2: tensorflow_1.15.5-cuda_11.4-py_3.8-ubuntu_20.04-x86_64
- Engine Version 3: tensorflow_2.6.0-cuda_11.2-py_3.7-ubuntu_18.04-x86_64
Engine Version 1: tensorflow_2.1.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64
- Image path: swr.{region}.myhuaweicloud.com/atelier/tensorflow_2_1:tensorflow_2.1.0-cuda_10.1-py_3.7-ubuntu_18.04-x86_64-20221121111529-d65d817
- Image creation time: 20220713110657 (yyyy-mm-dd-hh-mm-ss)
- Image system version: Ubuntu 18.04.4 LTS
- CUDA: 10.1.243
- cuDNN: 7.6.5.32
- Path and version of the Python interpreter: /home/ma-user/anaconda3/envs/TensorFlow-2.1/bin/python, python 3.7.10
- Third-party package installation path: /home/ma-user/anaconda3/envs/TensorFlow-2.1/lib/python3.7/site-packages
- Certain pip installation packages:
Cython 0.29.21 easydict 1.9 Flask 2.0.1 grpcio 1.47.0 gunicorn 20.1.0 h5py 3.7.0 ipykernel 6.7.0 Jinja2 3.0.1 lxml 4.9.1 matplotlib 3.5.1 moxing-framework 2.1.0.5d9c87c8 numpy 1.19.5 opencv-python 4.1.2.30 pandas 1.1.5 Pillow 9.2.0 pip 22.1.2 protobuf 3.20.1 psutil 5.8.0 PyYAML 5.1 requests 2.27.1 scikit-learn 0.22.1 scipy 1.5.2 sklearn 0.0 tensorboard 2.1.1 tensorboardX 2.0 tensorflow 2.1.0 tensorflow-estimator 2.1.0 wheel 0.37.1 zipp 3.8.0 ...
- Certain apt installation packages:
apt ca-certificates cmake cuda curl ethtool fdisk ffmpeg g++ gcc git gpg graphviz libsm6 libxext6 libopencv-dev libxrender-dev libatlas3-base libnuma-dev libcap-dev libssl-dev liblz-dev libbz2-dev liblzma-dev libboost-graph-dev libsndfile1 libcurl4-openssl-dev libopenblas-base liblapack3 libopenblas-dev libprotobuf-dev libleveldb-dev libsnappy-dev libhdf5-serial-dev liblapacke-dev libgflags-dev libgoogle-glog-dev liblmdb-dev libatlas-base-dev librdmacm1 libcap2-bin libpq-dev mysql-common net-tools nginx openslide-tools openssh-client openssh-server openssh-sftp-server openssl protobuf-compiler redis-server redis-tools rpm tar tofrodos unzip vim wget zip zlib1g-dev ...
Engine Version 2: tensorflow_1.15.5-cuda_11.4-py_3.8-ubuntu_20.04-x86_64
- Image path: swr.{region}.myhuaweicloud.com/aip/tensorflow_1_15:tensorflow_1.15.5-cuda_11.4-py_3.8-ubuntu_20.04-x86_64-20220524162601-50d6a18
- Image creation time: 20220524162601 (yyyy-mm-dd-hh-mm-ss)
- Image system version: Ubuntu 20.04.4 LTS
- CUDA: 11.4.3
- cuDNN: 8.2.4.15
- Path and version of the Python interpreter: /home/ma-user/anaconda3/envs/TensorFlow-1.15.5/bin/python, python 3.8.13
- Third-party package installation path: /home/ma-user/anaconda3/envs/TensorFlow-1.15.5/lib/python3.8/site-packages
- Certain pip installation packages:
Cython 0.29.21 psutil 5.9.0 matplotlib 3.5.1 protobuf 3.20.1 tensorflow 1.15.5+nv Flask 2.0.1 grpcio 1.46.1 gunicorn 20.1.0 Pillow 9.0.1 tensorboard 1.15.0 PyYAML 6.0 pip 22.0.4 lxml 4.7.1 numpy 1.18.5 tensorflow-estimator 1.15.1 ...
- Certain apt installation packages:
apt ca-certificates cmake cuda curl ethtool fdisk ffmpeg g++ gcc git gpg graphviz libsm6 libxext6 libopencv-dev libxrender-dev libatlas3-base libnuma-dev libcap-dev libssl-dev liblz-dev libbz2-dev liblzma-dev libboost-graph-dev libsndfile1 libcurl4-openssl-dev libopenblas-base liblapack3 libopenblas-dev libprotobuf-dev libleveldb-dev libsnappy-dev libhdf5-serial-dev liblapacke-dev libgflags-dev libgoogle-glog-dev liblmdb-dev libatlas-base-dev librdmacm1 libcap2-bin libpq-dev mysql-common net-tools nginx openslide-tools openssh-client openssh-server openssh-sftp-server openssl protobuf-compiler redis-server redis-tools rpm tar tofrodos unzip vim wget zip zlib1g-dev ...
Engine Version 3: tensorflow_2.6.0-cuda_11.2-py_3.7-ubuntu_18.04-x86_64
- Image path: swr.{region}.myhuaweicloud.com/aip/tensorflow_2_6:tensorflow_2.6.0-cuda_11.2-py_3.7-ubuntu_18.04-x86_64-20220524162601-50d6a18
- Image creation time: 20220524162601 (yyyy-mm-dd-hh-mm-ss)
- Image system version: Ubuntu 18.04.4 LTS
- CUDA: 11.2.0
- cuDNN: 8.1.1.33
- Path and version of the Python interpreter: /home/ma-user/anaconda3/envs/TensorFlow-2.6.0/bin/python, python 3.7.10
- Third-party package installation path: /home/ma-user/anaconda3/envs/TensorFlow-2.6.0/lib/python3.7/site-packages
- Certain pip installation packages:
Cython 0.29.21 requests 2.27.1 easydict 1.9 tensorboardX 2.0 tensorflow 2.6.0 Flask 2.0.1 grpcio 1.46.1 gunicorn 20.1.0 idna 3.3 tensorflow-estimator 2.9.0 pandas 1.1.5 Pillow 9.0.1 lxml 4.8.0 matplotlib 3.5.1 scikit-learn 0.22.1 psutil 5.8.0 PyYAML 5.1 numpy 1.17.0 opencv-python 4.1.2.30 protobuf 3.20.1 pip 21.2.2 ...
- Certain apt installation packages:
apt ca-certificates cmake cuda curl ethtool fdisk ffmpeg g++ gcc git gpg graphviz libsm6 libxext6 libopencv-dev libxrender-dev libatlas3-base libnuma-dev libcap-dev libssl-dev liblz-dev libbz2-dev liblzma-dev libboost-graph-dev libsndfile1 libcurl4-openssl-dev libopenblas-base liblapack3 libopenblas-dev libprotobuf-dev libleveldb-dev libsnappy-dev libhdf5-serial-dev liblapacke-dev libgflags-dev libgoogle-glog-dev liblmdb-dev libatlas-base-dev librdmacm1 libcap2-bin libpq-dev mysql-common net-tools nginx openslide-tools openssh-client openssh-server openssh-sftp-server openssl protobuf-compiler redis-server redis-tools rpm tar tofrodos unzip vim wget zip zlib1g-dev ...
Parent topic: Inference Base Images
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