Azure 机器学习的特选环境Azure Machine Learning Curated Environments

本文列出了 Azure 机器学习中的特选环境,以及其中预装的包和通道。This article lists the curated environments in Azure Machine Learning, and the packages and channels that are pre-installed in them. 特选环境由 Azure 机器学习提供,且默认可用于你的工作区。Curated environments are provided by Azure Machine Learning and are available in your workspace by default. 它们由缓存的 Docker 映像提供支持,降低了运行准备成本,缩短了部署时间。They are backed by cached Docker images, reducing the run preparation cost and allowing for faster deployment time. 使用这些环境可以快速完成各种机器学习框架的入门。Use these environments to quickly get started with various machine learning frameworks.

备注

此列表于 2020 年 6 月进行了更新。This list is updated as of June 2020. 请使用 Python SDK 获取最新列表。Use the Python SDK to get the most updated list. 有关详细信息,请参阅环境一文。For more information, see the environments article.

Azure AutoMLAzure AutoML

AzureML AutoMLAzureML AutoML

包通道:packages channels:

  • anacondaanaconda
  • conda-forgeconda-forge
  • pytorchpytorch

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-pipeline-core==1.8.0azureml-pipeline-core==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-interpret==1.8.0azureml-interpret==1.8.0
    • azureml-explain-model==1.8.0azureml-explain-model==1.8.0
    • azureml-automl-core==1.8.0azureml-automl-core==1.8.0
    • azureml-automl-runtime==1.8.0azureml-automl-runtime==1.8.0
    • azureml-train-automl-client==1.8.0azureml-train-automl-client==1.8.0
    • azureml-train-automl-runtime==1.8.0.post1azureml-train-automl-runtime==1.8.0.post1
    • inference-schemainference-schema
    • pyarrow==0.17.0pyarrow==0.17.0
    • py-cpuinfo==5.0.0py-cpuinfo==5.0.0
  • numpy>=1.16.0,<=1.16.2numpy>=1.16.0,<=1.16.2
  • pandas>=0.21.0,<=0.23.4pandas>=0.21.0,<=0.23.4
  • py-xgboost<=0.90py-xgboost<=0.90
  • fbprophet==0.5fbprophet==0.5
  • setuptools-gitsetuptools-git
  • psutil>5.0.0,<6.0.0psutil>5.0.0,<6.0.0

AzureML AutoML GPUAzureML AutoML GPU

包通道:packages channels:

  • anacondaanaconda
  • conda-forgeconda-forge
  • pytorchpytorch

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-pipeline-core==1.8.0azureml-pipeline-core==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-interpret==1.8.0azureml-interpret==1.8.0
    • azureml-explain-model==1.8.0azureml-explain-model==1.8.0
    • azureml-automl-core==1.8.0azureml-automl-core==1.8.0
    • azureml-automl-runtime==1.8.0azureml-automl-runtime==1.8.0
    • azureml-train-automl-client==1.8.0azureml-train-automl-client==1.8.0
    • azureml-train-automl-runtime==1.8.0.post1azureml-train-automl-runtime==1.8.0.post1
    • inference-schemainference-schema
    • pyarrow==0.17.0pyarrow==0.17.0
    • py-cpuinfo==5.0.0py-cpuinfo==5.0.0
  • numpy>=1.16.0,<=1.16.2numpy>=1.16.0,<=1.16.2
  • pandas>=0.21.0,<=0.23.4pandas>=0.21.0,<=0.23.4
  • fbprophet==0.5fbprophet==0.5
  • setuptools-gitsetuptools-git
  • psutil>5.0.0,<6.0.0psutil>5.0.0,<6.0.0

AzureML AutoML DNNAzureML AutoML DNN

包通道:packages channels:

  • anacondaanaconda
  • conda-forgeconda-forge
  • pytorchpytorch

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-pipeline-core==1.8.0azureml-pipeline-core==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-interpret==1.8.0azureml-interpret==1.8.0
    • azureml-explain-model==1.8.0azureml-explain-model==1.8.0
    • azureml-automl-core==1.8.0azureml-automl-core==1.8.0
    • azureml-automl-runtime==1.8.0azureml-automl-runtime==1.8.0
    • azureml-train-automl-client==1.8.0azureml-train-automl-client==1.8.0
    • azureml-train-automl-runtime==1.8.0.post1azureml-train-automl-runtime==1.8.0.post1
    • inference-schemainference-schema
    • pytorch-transformers==1.0.0pytorch-transformers==1.0.0
    • spacy==2.1.8spacy==2.1.8
    • https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz
    • pyarrow==0.17.0pyarrow==0.17.0
    • py-cpuinfo==5.0.0py-cpuinfo==5.0.0
  • pandas>=0.21.0,<=0.23.4pandas>=0.21.0,<=0.23.4
  • numpy>=1.16.0,<=1.16.2numpy>=1.16.0,<=1.16.2
  • py-xgboost<=0.90py-xgboost<=0.90
  • fbprophet==0.5fbprophet==0.5
  • setuptools-gitsetuptools-git
  • pytorch=1.4.0pytorch=1.4.0
  • cudatoolkit=10.0.130cudatoolkit=10.0.130
  • psutil>5.0.0,<6.0.0psutil>5.0.0,<6.0.0

AzureML AutoML DNN GPUAzureML AutoML DNN GPU

包通道:packages channels:

  • anacondaanaconda
  • conda-forgeconda-forge
  • pytorchpytorch

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-pipeline-core==1.8.0azureml-pipeline-core==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-interpret==1.8.0azureml-interpret==1.8.0
    • azureml-explain-model==1.8.0azureml-explain-model==1.8.0
    • azureml-automl-core==1.8.0azureml-automl-core==1.8.0
    • azureml-automl-runtime==1.8.0azureml-automl-runtime==1.8.0
    • azureml-train-automl-client==1.8.0azureml-train-automl-client==1.8.0
    • azureml-train-automl-runtime==1.8.0.post1azureml-train-automl-runtime==1.8.0.post1
    • inference-schemainference-schema
    • horovod==0.19.4horovod==0.19.4
    • pytorch-transformers==1.0.0pytorch-transformers==1.0.0
    • spacy==2.1.8spacy==2.1.8
    • https://aka.ms/automl-resources/packages/en_core_web_sm-2.1.0.tar.gz
    • pyarrow==0.17.0pyarrow==0.17.0
    • py-cpuinfo==5.0.0py-cpuinfo==5.0.0
  • pandas>=0.21.0,<=0.23.4pandas>=0.21.0,<=0.23.4
  • numpy>=1.16.0,<=1.16.2numpy>=1.16.0,<=1.16.2
  • fbprophet==0.5fbprophet==0.5
  • setuptools-gitsetuptools-git
  • pytorch=1.4.0pytorch=1.4.0
  • cudatoolkit=10.0.130cudatoolkit=10.0.130
  • psutil>5.0.0,<6.0.0psutil>5.0.0,<6.0.0

AzureML AutoML DNN 视觉 GPUAzureML AutoML DNN Vision GPU

依赖项:dependencies:

  • python=3.7python=3.7
  • pip:pip:
    • azureml-automl-core==1.8.0azureml-automl-core==1.8.0
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-automl-client==1.8.0azureml-train-automl-client==1.8.0
    • azureml-automl-runtime==1.8.0azureml-automl-runtime==1.8.0
    • azureml-interpret==1.8.0azureml-interpret==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-explain-model==1.8.0azureml-explain-model==1.8.0
    • azureml-train-automl-runtime==1.8.0.post1azureml-train-automl-runtime==1.8.0.post1
    • azureml-train-automl==1.8.0azureml-train-automl==1.8.0
    • azureml-contrib-dataset==1.8.0azureml-contrib-dataset==1.8.0
    • azureml-pipeline-core==1.8.0azureml-pipeline-core==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • azureml-pipeline-steps==1.8.0azureml-pipeline-steps==1.8.0
    • azureml-pipeline==1.8.0azureml-pipeline==1.8.0
    • azureml-train==1.8.0azureml-train==1.8.0
    • azureml-sdk==1.8.0azureml-sdk==1.8.0
    • azureml-contrib-automl-dnn-vision==1.8.0azureml-contrib-automl-dnn-vision==1.8.0

Azure ML 设计器Azure ML Designer

AzureML 设计器AzureML Designer

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

AzureML 设计器 CVAzureML Designer CV

包通道:packages channels:

  • 默认值defaults

依赖项:dependencies:

  • python=3.6.8python=3.6.8
  • pip:pip:
    • azureml-designer-cv-modules==0.0.6azureml-designer-cv-modules==0.0.6

AzureML 设计器 CV 转换AzureML Designer CV Transform

包通道:packages channels:

  • 默认值defaults

依赖项:dependencies:

  • python=3.6.8python=3.6.8
  • pip:pip:
    • azureml-designer-cv-modules[pytorch]==0.0.6azureml-designer-cv-modules[pytorch]==0.0.6

AzureML 设计器 IOAzureML Designer IO

包通道:packages channels:

  • 默认值defaults

依赖项:dependencies:

  • python=3.6.8python=3.6.8
  • pip:pip:
    • azureml-dataprep>=1.6azureml-dataprep>=1.6
    • azureml-designer-dataio-modules==0.0.30azureml-designer-dataio-modules==0.0.30

AzureML 设计器 NLPAzureML Designer NLP

包通道:packages channels:

  • 默认值defaults

依赖项:dependencies:

AzureML 设计器 PyTorchAzureML Designer PyTorch

包通道:packages channels:

  • 默认值defaults

依赖项:dependencies:

  • python=3.6.8python=3.6.8
  • pip:pip:
    • azureml-designer-pytorch-modules==0.0.8azureml-designer-pytorch-modules==0.0.8

AzureML 设计器 PyTorch 训练AzureML Designer PyTorch Train

包通道:packages channels:

  • 默认值defaults

依赖项:dependencies:

  • python=3.6.8python=3.6.8
  • pip:pip:
    • azureml-designer-pytorch-modules==0.0.8azureml-designer-pytorch-modules==0.0.8

AzureML 设计器 RAzureML Designer R

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.8python=3.6.8
  • r-caret=6.0r-caret=6.0
  • r-catools=1.17.1r-catools=1.17.1
  • r-cluster=2.1.0r-cluster=2.1.0
  • r-dplyr=0.8.5r-dplyr=0.8.5
  • r-e1071=1.7r-e1071=1.7
  • r-forcats=0.5.0r-forcats=0.5.0
  • r-forecast=8.12r-forecast=8.12
  • r-glmnet=2.0r-glmnet=2.0
  • r-igraph=1.2.4r-igraph=1.2.4
  • r-matrix=1.2r-matrix=1.2
  • r-mclust=5.4.6r-mclust=5.4.6
  • r-mgcv=1.8r-mgcv=1.8
  • r-nlme=3.1r-nlme=3.1
  • r-nnet=7.3r-nnet=7.3
  • r-plyr=1.8.6r-plyr=1.8.6
  • r-randomforest=4.6r-randomforest=4.6
  • r-reticulate=1.12r-reticulate=1.12
  • r-rocr=1.0r-rocr=1.0
  • r-rodbc=1.3r-rodbc=1.3
  • r-rpart=4.1r-rpart=4.1
  • r-stringr=1.4.0r-stringr=1.4.0
  • r-tidyverse=1.2.1r-tidyverse=1.2.1
  • r-timedate=3043.102r-timedate=3043.102
  • r-tseries=0.10r-tseries=0.10
  • r=3.5.1r=3.5.1
  • pip:pip:
    • azureml-designer-classic-modules==0.0.124azureml-designer-classic-modules==0.0.124

AzureML 设计器推荐器AzureML Designer Recommender

包通道:packages channels:

  • 默认值defaults

依赖项:dependencies:

  • python=3.6.8python=3.6.8
  • pip:pip:
    • azureml-designer-recommender-modules==0.0.5azureml-designer-recommender-modules==0.0.5

AzureML 设计器分数AzureML Designer Score

包通道:packages channels:

  • 默认值defaults

依赖项:dependencies:

  • condaconda
  • python=3.6.8python=3.6.8
  • pip:pip:
    • azureml-designer-score-modules==0.0.5azureml-designer-score-modules==0.0.5

AzureML 设计器转换AzureML Designer Transform

包通道:packages channels:

  • 默认值defaults

依赖项:dependencies:

  • python=3.6.8python=3.6.8
  • pip:pip:
    • azureml-designer-datatransform-modules==0.0.49azureml-designer-datatransform-modules==0.0.49

AzureML Hyperdrive ForecastDNNAzureML Hyperdrive ForecastDNN

依赖项:dependencies:

  • python=3.7python=3.7
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-pipeline-core==1.8.0azureml-pipeline-core==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-automl-core==1.8.0azureml-automl-core==1.8.0
    • azureml-automl-runtime==1.8.0azureml-automl-runtime==1.8.0
    • azureml-train-automl-client==1.8.0azureml-train-automl-client==1.8.0
    • azureml-train-automl-runtime==1.8.0.post1azureml-train-automl-runtime==1.8.0.post1
    • azureml-contrib-automl-dnn-forecasting==1.8.0azureml-contrib-automl-dnn-forecasting==1.8.0

AzureML MinimalAzureML Minimal

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0

AzureML 挎斗AzureML Sidecar

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2

AzureML 教程AzureML Tutorial

包通道:packages channels:

  • anacondaanaconda
  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • azureml-widgets==1.8.0azureml-widgets==1.8.0
    • azureml-pipeline-core==1.8.0azureml-pipeline-core==1.8.0
    • azureml-pipeline-steps==1.8.0azureml-pipeline-steps==1.8.0
    • azureml-opendatasets==1.8.0azureml-opendatasets==1.8.0
    • azureml-automl-core==1.8.0azureml-automl-core==1.8.0
    • azureml-automl-runtime==1.8.0azureml-automl-runtime==1.8.0
    • azureml-train-automl-client==1.8.0azureml-train-automl-client==1.8.0
    • azureml-train-automl-runtime==1.8.0.post1azureml-train-automl-runtime==1.8.0.post1
    • azureml-train-automl==1.8.0azureml-train-automl==1.8.0
    • azureml-train==1.8.0azureml-train==1.8.0
    • azureml-sdk==1.8.0azureml-sdk==1.8.0
    • azureml-interpret==1.8.0azureml-interpret==1.8.0
    • azureml-tensorboard==1.8.0azureml-tensorboard==1.8.0
    • azureml-mlflow==1.8.0azureml-mlflow==1.8.0
    • mlflowmlflow
    • sklearn-pandassklearn-pandas
  • pandaspandas
  • numpynumpy
  • tqdmtqdm
  • scikit-learnscikit-learn
  • matplotlibmatplotlib

AzureML VowpalWabbit 8.8.0AzureML VowpalWabbit 8.8.0

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-dataprep[fuse,pandas]azureml-dataprep[fuse,pandas]

DaskDask

AzureML Dask CPUAzureML Dask CPU

包通道:packages channels:

  • conda-forgeconda-forge
  • pytorchpytorch
  • 默认值defaults

依赖项:dependencies:

  • python=3.6.9python=3.6.9
  • pip:pip:
    • adlfsadlfs
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-dataprepazureml-dataprep
    • dask[complete]dask[complete]
    • dask-ml[complete]dask-ml[complete]
    • 分布式distributed
    • fastparquetfastparquet
    • fsspecfsspec
    • joblibjoblib
    • jupyterlabjupyterlab
    • lz4lz4
    • mpi4pympi4py
    • 笔记本notebook
    • pyarrowpyarrow

AzureML Dask GPUAzureML Dask GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.9python=3.6.9
  • pip:pip:
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • adlfsadlfs
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-dataprepazureml-dataprep
    • dask[complete]dask[complete]
    • dask-ml[complete]dask-ml[complete]
    • 分布式distributed
    • fastparquetfastparquet
    • fsspecfsspec
    • joblibjoblib
    • jupyterlabjupyterlab
    • lz4lz4
    • mpi4pympi4py
    • 笔记本notebook
    • pyarrowpyarrow
  • matplotlibmatplotlib

ChainerChainer

AzureML Chainer 5.1.0 CPUAzureML Chainer 5.1.0 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • chainer==5.1.0chainer==5.1.0
    • mpi4py==3.0.0mpi4py==3.0.0

AzureML Chainer 5.1.0 GPUAzureML Chainer 5.1.0 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • chainer==5.1.0chainer==5.1.0
    • cupy-cuda90==5.1.0cupy-cuda90==5.1.0
    • mpi4py==3.0.0mpi4py==3.0.0

PySparkPySpark

AzureML PySpark MmlSpark 0.15AzureML PySpark MmlSpark 0.15

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0

PyTorchPyTorch

AzureML PyTorch 1.0 CPUAzureML PyTorch 1.0 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.0torch==1.0
    • torchvision==0.2.1torchvision==0.2.1
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.16.1horovod==0.16.1

AzureML PyTorch 1.0 GPUAzureML PyTorch 1.0 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.0torch==1.0
    • torchvision==0.2.1torchvision==0.2.1
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.16.1horovod==0.16.1

AzureML-PyTorch 1.1 CPUAzureML-PyTorch 1.1 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.1torch==1.1
    • torchvision==0.2.1torchvision==0.2.1
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.16.1horovod==0.16.1
    • tensorboard==1.14.0tensorboard==1.14.0
    • future==0.17.1future==0.17.1

AzureML PyTorch 1.1 GPUAzureML PyTorch 1.1 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.1torch==1.1
    • torchvision==0.2.1torchvision==0.2.1
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.16.1horovod==0.16.1
    • tensorboard==1.14.0tensorboard==1.14.0
    • future==0.17.1future==0.17.1

AzureML PyTorch 1.2 CPUAzureML PyTorch 1.2 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.2torch==1.2
    • torchvision==0.4.0torchvision==0.4.0
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.16.1horovod==0.16.1
    • tensorboard==1.14.0tensorboard==1.14.0
    • future==0.17.1future==0.17.1

AzureML PyTorch 1.2 GPUAzureML PyTorch 1.2 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.2torch==1.2
    • torchvision==0.4.0torchvision==0.4.0
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.16.1horovod==0.16.1
    • tensorboard==1.14.0tensorboard==1.14.0
    • future==0.17.1future==0.17.1

AzureML PyTorch 1.3 CPUAzureML PyTorch 1.3 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.3torch==1.3
    • torchvision==0.4.1torchvision==0.4.1
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.18.1horovod==0.18.1
    • tensorboard==1.14.0tensorboard==1.14.0
    • future==0.17.1future==0.17.1

AzureML PyTorch 1.3 GPUAzureML PyTorch 1.3 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.3torch==1.3
    • torchvision==0.4.1torchvision==0.4.1
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.18.1horovod==0.18.1
    • tensorboard==1.14.0tensorboard==1.14.0
    • future==0.17.1future==0.17.1

AzureML PyTorch 1.4 CPUAzureML PyTorch 1.4 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.4.0torch==1.4.0
    • torchvision==0.5.0torchvision==0.5.0
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.18.1horovod==0.18.1
    • tensorboard==1.14.0tensorboard==1.14.0
    • future==0.17.1future==0.17.1

AzureML PyTorch 1.4 GPUAzureML PyTorch 1.4 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.4.0torch==1.4.0
    • torchvision==0.5.0torchvision==0.5.0
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.18.1horovod==0.18.1
    • tensorboard==1.14.0tensorboard==1.14.0
    • future==0.17.1future==0.17.1

AzureML PyTorch 1.5 CPUAzureML PyTorch 1.5 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.5.0torch==1.5.0
    • torchvision==0.5.0torchvision==0.5.0
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.19.1horovod==0.19.1
    • tensorboard==1.14.0tensorboard==1.14.0
    • future==0.17.1future==0.17.1

AzureML PyTorch 1.5 GPUAzureML PyTorch 1.5 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • torch==1.5.0torch==1.5.0
    • torchvision==0.5.0torchvision==0.5.0
    • mkl==2018.0.3mkl==2018.0.3
    • horovod==0.19.1horovod==0.19.1
    • tensorboard==1.14.0tensorboard==1.14.0
    • future==0.17.1future==0.17.1

Scikit LearnScikit Learn

AzureML Scikit-learn 0.20.3AzureML Scikit-learn 0.20.3

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • scikit-learn==0.20.3scikit-learn==0.20.3
    • scipy==1.2.1scipy==1.2.1
    • joblib==0.13.2joblib==0.13.2

TensorFlowTensorFlow

AzureML TensorFlow 1.10 CPUAzureML TensorFlow 1.10 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • tensorflow==1.10tensorflow==1.10
    • horovod==0.15.2horovod==0.15.2

AzureML TensorFlow 1.10 GPUAzureML TensorFlow 1.10 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • tensorflow-gpu==1.10.0tensorflow-gpu==1.10.0
    • horovod==0.15.2horovod==0.15.2

AzureML TensorFlow 1.12 CPUAzureML TensorFlow 1.12 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • tensorflow==1.12tensorflow==1.12
    • horovod==0.15.2horovod==0.15.2

AzureML TensorFlow 1.12 GPUAzureML TensorFlow 1.12 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • tensorflow-gpu==1.12.0tensorflow-gpu==1.12.0
    • horovod==0.15.2horovod==0.15.2

AzureML-TensorFlow 1.13 CPUAzureML-TensorFlow 1.13 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • tensorflow==1.13.1tensorflow==1.13.1
    • horovod==0.16.1horovod==0.16.1

AzureML TensorFlow 1.13 GPUAzureML TensorFlow 1.13 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • tensorflow-gpu==1.13.1tensorflow-gpu==1.13.1
    • horovod==0.16.1horovod==0.16.1

AzureML TensorFlow 2.0 CPUAzureML TensorFlow 2.0 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • tensorflow==2.0tensorflow==2.0
    • horovod==0.18.1horovod==0.18.1

AzureML TensorFlow 2.0 GPUAzureML TensorFlow 2.0 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • tensorflow-gpu==2.0.0tensorflow-gpu==2.0.0
    • horovod==0.18.1horovod==0.18.1

AzureML TensorFlow 2.1 CPUAzureML TensorFlow 2.1 CPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • tensorflow==2.1.0tensorflow==2.1.0
    • horovod==0.19.1horovod==0.19.1

AzureML TensorFlow 2.1 GPUAzureML TensorFlow 2.1 GPU

包通道:packages channels:

  • conda-forgeconda-forge

依赖项:dependencies:

  • python=3.6.2python=3.6.2
  • pip:pip:
    • azureml-core==1.8.0azureml-core==1.8.0
    • azureml-defaults==1.8.0azureml-defaults==1.8.0
    • azureml-telemetry==1.8.0azureml-telemetry==1.8.0
    • azureml-train-restclients-hyperdrive==1.8.0azureml-train-restclients-hyperdrive==1.8.0
    • azureml-train-core==1.8.0azureml-train-core==1.8.0
    • tensorflow-gpu==2.1.0tensorflow-gpu==2.1.0
    • horovod==0.19.1horovod==0.19.1