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azureml-examples
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2
README.md
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@ -10,7 +10,7 @@ description: Top-level directory for official Azure Machine Learning sample code
# Azure Machine Learning examples
[![smoke](https://github.com/Azure/azureml-examples/workflows/smoke/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Asmoke)
[![smoke](https://github.com/Azure/azureml-examples/workflows/smoke/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/smoke.yml)
[![Python code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
[![license: MIT](https://img.shields.io/badge/License-MIT-purple.svg)](LICENSE)

2
cli/.schemas/README.md
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@ -1,5 +1,5 @@
# Schemas
[![copy-schemas](https://github.com/Azure/azureml-examples/workflows/copy-schemas/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acopy-schemas)
[![copy-schemas](https://github.com/Azure/azureml-examples/workflows/copy-schemas/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/copy-schemas.yml)
This directory contains raw JSON schemas for the YAML files.

88
cli/README.md
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@ -9,7 +9,7 @@ description: Top-level directory for official Azure Machine Learning CLI sample
# Azure Machine Learning 2.0 CLI (preview) examples
[![cleanup](https://github.com/Azure/azureml-examples/workflows/cleanup-cli/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acleanup-cli)
[![cleanup](https://github.com/Azure/azureml-examples/workflows/cleanup-cli/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cleanup-cli.yml)
[![code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
[![license: MIT](https://img.shields.io/badge/License-MIT-purple.svg)](../LICENSE)
@ -55,50 +55,50 @@ az ml job create -f jobs/hello-world.yml --web --stream
path|status|
-|-
[amlarc-compute.sh](amlarc-compute.sh)|[![amlarc-compute](https://github.com/Azure/azureml-examples/workflows/cli-scripts-amlarc-compute/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-amlarc-compute)
[batch-score.sh](batch-score.sh)|[![batch-score](https://github.com/Azure/azureml-examples/workflows/cli-scripts-batch-score/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-batch-score)
[create-compute.sh](create-compute.sh)|[![create-compute](https://github.com/Azure/azureml-examples/workflows/cli-scripts-create-compute/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-create-compute)
[deploy-declarative-safe-rollout-online-endpoints.sh](deploy-declarative-safe-rollout-online-endpoints.sh)|[![deploy-declarative-safe-rollout-online-endpoints](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-declarative-safe-rollout-online-endpoints/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-declarative-safe-rollout-online-endpoints)
[deploy-imperative-safe-rollout-online-endpoints.sh](deploy-imperative-safe-rollout-online-endpoints.sh)|[![deploy-imperative-safe-rollout-online-endpoints](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-imperative-safe-rollout-online-endpoints/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-imperative-safe-rollout-online-endpoints)
[deploy-managed-online-endpoint-access-resource-sai.sh](deploy-managed-online-endpoint-access-resource-sai.sh)|[![deploy-managed-online-endpoint-access-resource-sai](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-managed-online-endpoint-access-resource-sai/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-managed-online-endpoint-access-resource-sai)
[deploy-managed-online-endpoint-access-resource-uai.sh](deploy-managed-online-endpoint-access-resource-uai.sh)|[![deploy-managed-online-endpoint-access-resource-uai](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-managed-online-endpoint-access-resource-uai/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-managed-online-endpoint-access-resource-uai)
[deploy-managed-online-endpoint.sh](deploy-managed-online-endpoint.sh)|[![deploy-managed-online-endpoint](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-managed-online-endpoint/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-managed-online-endpoint)
[deploy-r.sh](deploy-r.sh)|[![deploy-r](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-r/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-r)
[deploy-rest.sh](deploy-rest.sh)|[![deploy-rest](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-rest/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-rest)
[deploy-tfserving.sh](deploy-tfserving.sh)|[![deploy-tfserving](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-tfserving/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-tfserving)
[deploy-torchserve.sh](deploy-torchserve.sh)|[![deploy-torchserve](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-torchserve/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-torchserve)
[deploy-triton-ensemble-managed-online-endpoint.sh](deploy-triton-ensemble-managed-online-endpoint.sh)|[![deploy-triton-ensemble-managed-online-endpoint](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-triton-ensemble-managed-online-endpoint/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-triton-ensemble-managed-online-endpoint)
[deploy-triton-managed-online-endpoint.sh](deploy-triton-managed-online-endpoint.sh)|[![deploy-triton-managed-online-endpoint](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-triton-managed-online-endpoint/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-triton-managed-online-endpoint)
[deploy-triton-multiple-models-online-endpoint.sh](deploy-triton-multiple-models-online-endpoint.sh)|[![deploy-triton-multiple-models-online-endpoint](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-triton-multiple-models-online-endpoint/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-deploy-triton-multiple-models-online-endpoint)
[how-to-deploy-amlarc-endpoint.sh](how-to-deploy-amlarc-endpoint.sh)|[![how-to-deploy-amlarc-endpoint](https://github.com/Azure/azureml-examples/workflows/cli-scripts-how-to-deploy-amlarc-endpoint/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-how-to-deploy-amlarc-endpoint)
[how-to-deploy-declarative-safe-rollout-amlarc-endpoints.sh](how-to-deploy-declarative-safe-rollout-amlarc-endpoints.sh)|[![how-to-deploy-declarative-safe-rollout-amlarc-endpoints](https://github.com/Azure/azureml-examples/workflows/cli-scripts-how-to-deploy-declarative-safe-rollout-amlarc-endpoints/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-how-to-deploy-declarative-safe-rollout-amlarc-endpoints)
[manage-resources.sh](manage-resources.sh)|[![manage-resources](https://github.com/Azure/azureml-examples/workflows/cli-scripts-manage-resources/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-manage-resources)
[misc.sh](misc.sh)|[![misc](https://github.com/Azure/azureml-examples/workflows/cli-scripts-misc/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-misc)
[mlflow-uri.sh](mlflow-uri.sh)|[![mlflow-uri](https://github.com/Azure/azureml-examples/workflows/cli-scripts-mlflow-uri/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-mlflow-uri)
[train-rest.sh](train-rest.sh)|[![train-rest](https://github.com/Azure/azureml-examples/workflows/cli-scripts-train-rest/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-train-rest)
[train.sh](train.sh)|[![train](https://github.com/Azure/azureml-examples/workflows/cli-scripts-train/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-train)
[amlarc-compute.sh](amlarc-compute.sh)|[![amlarc-compute](https://github.com/Azure/azureml-examples/workflows/cli-scripts-amlarc-compute/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-amlarc-compute.yml)
[batch-score.sh](batch-score.sh)|[![batch-score](https://github.com/Azure/azureml-examples/workflows/cli-scripts-batch-score/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-batch-score.yml)
[create-compute.sh](create-compute.sh)|[![create-compute](https://github.com/Azure/azureml-examples/workflows/cli-scripts-create-compute/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-create-compute.yml)
[deploy-declarative-safe-rollout-online-endpoints.sh](deploy-declarative-safe-rollout-online-endpoints.sh)|[![deploy-declarative-safe-rollout-online-endpoints](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-declarative-safe-rollout-online-endpoints/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-declarative-safe-rollout-online-endpoints.yml)
[deploy-imperative-safe-rollout-online-endpoints.sh](deploy-imperative-safe-rollout-online-endpoints.sh)|[![deploy-imperative-safe-rollout-online-endpoints](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-imperative-safe-rollout-online-endpoints/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-imperative-safe-rollout-online-endpoints.yml)
[deploy-managed-online-endpoint-access-resource-sai.sh](deploy-managed-online-endpoint-access-resource-sai.sh)|[![deploy-managed-online-endpoint-access-resource-sai](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-managed-online-endpoint-access-resource-sai/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-managed-online-endpoint-access-resource-sai.yml)
[deploy-managed-online-endpoint-access-resource-uai.sh](deploy-managed-online-endpoint-access-resource-uai.sh)|[![deploy-managed-online-endpoint-access-resource-uai](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-managed-online-endpoint-access-resource-uai/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-managed-online-endpoint-access-resource-uai.yml)
[deploy-managed-online-endpoint.sh](deploy-managed-online-endpoint.sh)|[![deploy-managed-online-endpoint](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-managed-online-endpoint/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-managed-online-endpoint.yml)
[deploy-r.sh](deploy-r.sh)|[![deploy-r](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-r/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-r.yml)
[deploy-rest.sh](deploy-rest.sh)|[![deploy-rest](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-rest/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-rest.yml)
[deploy-tfserving.sh](deploy-tfserving.sh)|[![deploy-tfserving](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-tfserving/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-tfserving.yml)
[deploy-torchserve.sh](deploy-torchserve.sh)|[![deploy-torchserve](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-torchserve/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-torchserve.yml)
[deploy-triton-ensemble-managed-online-endpoint.sh](deploy-triton-ensemble-managed-online-endpoint.sh)|[![deploy-triton-ensemble-managed-online-endpoint](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-triton-ensemble-managed-online-endpoint/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-triton-ensemble-managed-online-endpoint.yml)
[deploy-triton-managed-online-endpoint.sh](deploy-triton-managed-online-endpoint.sh)|[![deploy-triton-managed-online-endpoint](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-triton-managed-online-endpoint/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-triton-managed-online-endpoint.yml)
[deploy-triton-multiple-models-online-endpoint.sh](deploy-triton-multiple-models-online-endpoint.sh)|[![deploy-triton-multiple-models-online-endpoint](https://github.com/Azure/azureml-examples/workflows/cli-scripts-deploy-triton-multiple-models-online-endpoint/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-deploy-triton-multiple-models-online-endpoint.yml)
[how-to-deploy-amlarc-endpoint.sh](how-to-deploy-amlarc-endpoint.sh)|[![how-to-deploy-amlarc-endpoint](https://github.com/Azure/azureml-examples/workflows/cli-scripts-how-to-deploy-amlarc-endpoint/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-how-to-deploy-amlarc-endpoint.yml)
[how-to-deploy-declarative-safe-rollout-amlarc-endpoints.sh](how-to-deploy-declarative-safe-rollout-amlarc-endpoints.sh)|[![how-to-deploy-declarative-safe-rollout-amlarc-endpoints](https://github.com/Azure/azureml-examples/workflows/cli-scripts-how-to-deploy-declarative-safe-rollout-amlarc-endpoints/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-how-to-deploy-declarative-safe-rollout-amlarc-endpoints.yml)
[manage-resources.sh](manage-resources.sh)|[![manage-resources](https://github.com/Azure/azureml-examples/workflows/cli-scripts-manage-resources/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-manage-resources.yml)
[misc.sh](misc.sh)|[![misc](https://github.com/Azure/azureml-examples/workflows/cli-scripts-misc/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-misc.yml)
[mlflow-uri.sh](mlflow-uri.sh)|[![mlflow-uri](https://github.com/Azure/azureml-examples/workflows/cli-scripts-mlflow-uri/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-mlflow-uri.yml)
[train-rest.sh](train-rest.sh)|[![train-rest](https://github.com/Azure/azureml-examples/workflows/cli-scripts-train-rest/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-train-rest.yml)
[train.sh](train.sh)|[![train](https://github.com/Azure/azureml-examples/workflows/cli-scripts-train/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-train.yml)
**Jobs** ([jobs](jobs))
path|status|description
-|-|-
[jobs/logging/julia/iris/job.yml](jobs/logging/julia/iris/job.yml)|[![jobs/logging/julia/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-logging-julia-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-logging-julia-iris-job)|Train a Flux model on the Iris dataset. Showcases examples of mlflow logging API used in training
[jobs/logging/sklearn/iris/job.yml](jobs/logging/sklearn/iris/job.yml)|[![jobs/logging/sklearn/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-logging-sklearn-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-logging-sklearn-iris-job)|Train a scikit-learn knn model on the iris dataset. Showcases examples of mlflow logging API's used in training.
[jobs/train/fastai/mnist/job.yml](jobs/train/fastai/mnist/job.yml)|[![jobs/train/fastai/mnist/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-fastai-mnist-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-fastai-mnist-job)|Train a RESNET-18 convolutional neural network (CNN) with fast.ai on the MNIST dataset.
[jobs/train/fastai/pets/job.yml](jobs/train/fastai/pets/job.yml)|[![jobs/train/fastai/pets/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-fastai-pets-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-fastai-pets-job)|Fine tune a convolutional neural network (CNN) with fast.ai on a pets dataset.
[jobs/train/julia/iris/job.yml](jobs/train/julia/iris/job.yml)|[![jobs/train/julia/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-julia-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-julia-iris-job)|Train a Flux model on the Iris dataset.
[jobs/train/lightgbm/iris-bash/job.yml](jobs/train/lightgbm/iris-bash/job.yml)|[![jobs/train/lightgbm/iris-bash/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-lightgbm-iris-bash-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-lightgbm-iris-bash-job)|Train a LightGBM model on the Iris dataset via Python via Bash script.
[jobs/train/lightgbm/iris/job-sweep.yml](jobs/train/lightgbm/iris/job-sweep.yml)|[![jobs/train/lightgbm/iris/job-sweep](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-lightgbm-iris-job-sweep/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-lightgbm-iris-job-sweep)|Run a hyperparameter sweep job for LightGBM on Iris dataset.
[jobs/train/lightgbm/iris/job.yml](jobs/train/lightgbm/iris/job.yml)|[![jobs/train/lightgbm/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-lightgbm-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-lightgbm-iris-job)|Train a LightGBM model on the Iris dataset.
[jobs/train/pytorch/word-language-model/job.yml](jobs/train/pytorch/word-language-model/job.yml)|[![jobs/train/pytorch/word-language-model/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-pytorch-word-language-model-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-pytorch-word-language-model-job)|Train a multi-layer RNN (Elman, GRU, or LSTM) on a language modeling task with PyTorch.
[jobs/train/r/accidents/job.yml](jobs/train/r/accidents/job.yml)|[![jobs/train/r/accidents/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-r-accidents-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-r-accidents-job)|Train a GLM using R on the accidents dataset.
[jobs/train/r/iris/job.yml](jobs/train/r/iris/job.yml)|[![jobs/train/r/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-r-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-r-iris-job)|Train an R model on the Iris dataset.
[jobs/train/tensorflow/iris/job.yml](jobs/train/tensorflow/iris/job.yml)|[![jobs/train/tensorflow/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-tensorflow-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-tensorflow-iris-job)|Train a Tensorflow Decision Forest on the Iris dataset.
[jobs/train/tensorflow/mnist-distributed-horovod/job.yml](jobs/train/tensorflow/mnist-distributed-horovod/job.yml)|[![jobs/train/tensorflow/mnist-distributed-horovod/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-tensorflow-mnist-distributed-horovod-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-tensorflow-mnist-distributed-horovod-job)|Train a basic neural network with TensorFlow on the MNIST dataset, distributed via Horovod.
[jobs/train/tensorflow/mnist-distributed/job.yml](jobs/train/tensorflow/mnist-distributed/job.yml)|[![jobs/train/tensorflow/mnist-distributed/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-tensorflow-mnist-distributed-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-tensorflow-mnist-distributed-job)|Train a basic neural network with TensorFlow on the MNIST dataset, distributed via TensorFlow.
[jobs/train/tensorflow/mnist/job.yml](jobs/train/tensorflow/mnist/job.yml)|[![jobs/train/tensorflow/mnist/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-tensorflow-mnist-job/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-train-tensorflow-mnist-job)|Train a basic neural network with TensorFlow on the MNIST dataset.
[jobs/misc/hello-world-env-var.yml](jobs/misc/hello-world-env-var.yml)|[![jobs/misc/hello-world-env-var](https://github.com/Azure/azureml-examples/workflows/cli-jobs-misc-hello-world-env-var/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-misc-hello-world-env-var)|*no description*
[jobs/misc/hello-world.yml](jobs/misc/hello-world.yml)|[![jobs/misc/hello-world](https://github.com/Azure/azureml-examples/workflows/cli-jobs-misc-hello-world/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-jobs-misc-hello-world)|*no description*
[jobs/logging/julia/iris/job.yml](jobs/logging/julia/iris/job.yml)|[![jobs/logging/julia/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-logging-julia-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-logging-julia-iris-job).yml|Train a Flux model on the Iris dataset. Showcases examples of mlflow logging API used in training
[jobs/logging/sklearn/iris/job.yml](jobs/logging/sklearn/iris/job.yml)|[![jobs/logging/sklearn/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-logging-sklearn-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-logging-sklearn-iris-job).yml|Train a scikit-learn knn model on the iris dataset. Showcases examples of mlflow logging API's used in training.
[jobs/train/fastai/mnist/job.yml](jobs/train/fastai/mnist/job.yml)|[![jobs/train/fastai/mnist/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-fastai-mnist-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-fastai-mnist-job).yml|Train a RESNET-18 convolutional neural network (CNN) with fast.ai on the MNIST dataset.
[jobs/train/fastai/pets/job.yml](jobs/train/fastai/pets/job.yml)|[![jobs/train/fastai/pets/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-fastai-pets-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-fastai-pets-job).yml|Fine tune a convolutional neural network (CNN) with fast.ai on a pets dataset.
[jobs/train/julia/iris/job.yml](jobs/train/julia/iris/job.yml)|[![jobs/train/julia/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-julia-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-julia-iris-job).yml|Train a Flux model on the Iris dataset.
[jobs/train/lightgbm/iris-bash/job.yml](jobs/train/lightgbm/iris-bash/job.yml)|[![jobs/train/lightgbm/iris-bash/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-lightgbm-iris-bash-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-lightgbm-iris-bash-job).yml|Train a LightGBM model on the Iris dataset via Python via Bash script.
[jobs/train/lightgbm/iris/job-sweep.yml](jobs/train/lightgbm/iris/job-sweep.yml)|[![jobs/train/lightgbm/iris/job-sweep](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-lightgbm-iris-job-sweep/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-lightgbm-iris-job-sweep).yml|Run a hyperparameter sweep job for LightGBM on Iris dataset.
[jobs/train/lightgbm/iris/job.yml](jobs/train/lightgbm/iris/job.yml)|[![jobs/train/lightgbm/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-lightgbm-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-lightgbm-iris-job).yml|Train a LightGBM model on the Iris dataset.
[jobs/train/pytorch/word-language-model/job.yml](jobs/train/pytorch/word-language-model/job.yml)|[![jobs/train/pytorch/word-language-model/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-pytorch-word-language-model-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-pytorch-word-language-model-job).yml|Train a multi-layer RNN (Elman, GRU, or LSTM) on a language modeling task with PyTorch.
[jobs/train/r/accidents/job.yml](jobs/train/r/accidents/job.yml)|[![jobs/train/r/accidents/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-r-accidents-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-r-accidents-job).yml|Train a GLM using R on the accidents dataset.
[jobs/train/r/iris/job.yml](jobs/train/r/iris/job.yml)|[![jobs/train/r/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-r-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-r-iris-job).yml|Train an R model on the Iris dataset.
[jobs/train/tensorflow/iris/job.yml](jobs/train/tensorflow/iris/job.yml)|[![jobs/train/tensorflow/iris/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-tensorflow-iris-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-tensorflow-iris-job).yml|Train a Tensorflow Decision Forest on the Iris dataset.
[jobs/train/tensorflow/mnist-distributed-horovod/job.yml](jobs/train/tensorflow/mnist-distributed-horovod/job.yml)|[![jobs/train/tensorflow/mnist-distributed-horovod/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-tensorflow-mnist-distributed-horovod-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-tensorflow-mnist-distributed-horovod-job).yml|Train a basic neural network with TensorFlow on the MNIST dataset, distributed via Horovod.
[jobs/train/tensorflow/mnist-distributed/job.yml](jobs/train/tensorflow/mnist-distributed/job.yml)|[![jobs/train/tensorflow/mnist-distributed/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-tensorflow-mnist-distributed-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-tensorflow-mnist-distributed-job).yml|Train a basic neural network with TensorFlow on the MNIST dataset, distributed via TensorFlow.
[jobs/train/tensorflow/mnist/job.yml](jobs/train/tensorflow/mnist/job.yml)|[![jobs/train/tensorflow/mnist/job](https://github.com/Azure/azureml-examples/workflows/cli-jobs-train-tensorflow-mnist-job/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-train-tensorflow-mnist-job).yml|Train a basic neural network with TensorFlow on the MNIST dataset.
[jobs/misc/hello-world-env-var.yml](jobs/misc/hello-world-env-var.yml)|[![jobs/misc/hello-world-env-var](https://github.com/Azure/azureml-examples/workflows/cli-jobs-misc-hello-world-env-var/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-misc-hello-world-env-var).yml|*no description*
[jobs/misc/hello-world.yml](jobs/misc/hello-world.yml)|[![jobs/misc/hello-world](https://github.com/Azure/azureml-examples/workflows/cli-jobs-misc-hello-world/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-jobs-misc-hello-world).yml|*no description*
**Endpoints** ([endpoints](endpoints))
@ -109,10 +109,10 @@ path|status|description
path|status|description
-|-|-
[assets/data/iris-datastore.yml](assets/data/iris-datastore.yml)|[![assets/data/iris-datastore](https://github.com/Azure/azureml-examples/workflows/cli-assets-data-iris-datastore/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-assets-data-iris-datastore)|Data asset from datastore blob storage.
[assets/data/iris-url.yml](assets/data/iris-url.yml)|[![assets/data/iris-url](https://github.com/Azure/azureml-examples/workflows/cli-assets-data-iris-url/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-assets-data-iris-url)|Data asset pointing to Iris CSV on public blob storage.
[assets/environment/python-ml-basic-cpu.yml](assets/environment/python-ml-basic-cpu.yml)|[![assets/environment/python-ml-basic-cpu](https://github.com/Azure/azureml-examples/workflows/cli-assets-environment-python-ml-basic-cpu/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-assets-environment-python-ml-basic-cpu)|Environment asset created from a base Docker image plus a Conda environment file.
[assets/model/lightgbm-iris.yml](assets/model/lightgbm-iris.yml)|[![assets/model/lightgbm-iris](https://github.com/Azure/azureml-examples/workflows/cli-assets-model-lightgbm-iris/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-assets-model-lightgbm-iris)|Model asset from local directory.
[assets/data/iris-datastore.yml](assets/data/iris-datastore.yml)|[![assets/data/iris-datastore](https://github.com/Azure/azureml-examples/workflows/cli-assets-data-iris-datastore/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-assets-data-iris-datastore.yml)|Data asset from datastore blob storage.
[assets/data/iris-url.yml](assets/data/iris-url.yml)|[![assets/data/iris-url](https://github.com/Azure/azureml-examples/workflows/cli-assets-data-iris-url/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-assets-data-iris-url.yml)|Data asset pointing to Iris CSV on public blob storage.
[assets/environment/python-ml-basic-cpu.yml](assets/environment/python-ml-basic-cpu.yml)|[![assets/environment/python-ml-basic-cpu](https://github.com/Azure/azureml-examples/workflows/cli-assets-environment-python-ml-basic-cpu/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-assets-environment-python-ml-basic-cpu.yml)|Environment asset created from a base Docker image plus a Conda environment file.
[assets/model/lightgbm-iris.yml](assets/model/lightgbm-iris.yml)|[![assets/model/lightgbm-iris](https://github.com/Azure/azureml-examples/workflows/cli-assets-model-lightgbm-iris/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-assets-model-lightgbm-iris.yml)|Model asset from local directory.
## Contents

2
cli/prefix.md
Просмотреть файл

@ -9,7 +9,7 @@ description: Top-level directory for official Azure Machine Learning CLI sample
# Azure Machine Learning 2.0 CLI (preview) examples
[![cleanup](https://github.com/Azure/azureml-examples/workflows/cleanup-cli/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acleanup-cli)
[![cleanup](https://github.com/Azure/azureml-examples/workflows/cleanup-cli/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cleanup-cli.yml)
[![code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
[![license: MIT](https://img.shields.io/badge/License-MIT-purple.svg)](../LICENSE)

8
cli/readme.py
Просмотреть файл

@ -90,7 +90,7 @@ def write_readme(jobs, endpoints, assets, scripts):
# process jobs
for job in jobs:
# build entries for tutorial table
status = f"[![{job}](https://github.com/Azure/azureml-examples/workflows/cli-{job.replace('/', '-')}/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-{job.replace('/', '-')})"
status = f"[![{job}](https://github.com/Azure/azureml-examples/workflows/cli-{job.replace('/', '-')}/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-{job.replace('/', '-')}).yml"
description = "*no description*"
try:
with open(f"{job}.yml", "r") as f:
@ -108,7 +108,7 @@ def write_readme(jobs, endpoints, assets, scripts):
# process endpoints
for endpoint in endpoints:
# build entries for tutorial table
status = f"[![{endpoint}](https://github.com/Azure/azureml-examples/workflows/cli-{endpoint.replace('/', '-')}/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-{endpoint.replace('/', '-')})"
status = f"[![{endpoint}](https://github.com/Azure/azureml-examples/workflows/cli-{endpoint.replace('/', '-')}/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-{endpoint.replace('/', '-')}).yml"
description = "*no description*"
try:
with open(f"{endpoint}.yml", "r") as f:
@ -126,7 +126,7 @@ def write_readme(jobs, endpoints, assets, scripts):
# process assets
for asset in assets:
# build entries for tutorial table
status = f"[![{asset}](https://github.com/Azure/azureml-examples/workflows/cli-{asset.replace('/', '-')}/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-{asset.replace('/', '-')})"
status = f"[![{asset}](https://github.com/Azure/azureml-examples/workflows/cli-{asset.replace('/', '-')}/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-{asset.replace('/', '-')}.yml)"
description = "*no description*"
try:
with open(f"{asset}.yml", "r") as f:
@ -144,7 +144,7 @@ def write_readme(jobs, endpoints, assets, scripts):
# process scripts
for script in scripts:
# build entries for tutorial table
status = f"[![{script}](https://github.com/Azure/azureml-examples/workflows/cli-scripts-{script}/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acli-scripts-{script})"
status = f"[![{script}](https://github.com/Azure/azureml-examples/workflows/cli-scripts-{script}/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cli-scripts-{script}.yml)"
link = f"https://scripts.microsoft.com/azure/machine-learning/{script}"
# add row to tutorial table

6
notebooks/README.md
Просмотреть файл

@ -20,9 +20,9 @@ Welcome to the Azure Machine Learning notebooks!
directory|notebooks|status|description
-|-|-|-
[basics](basics)|1.train-lightgbm-local.ipynb|[![basics](https://github.com/Azure/azureml-examples/workflows/notebooks-basics/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Anotebooks-basics)|*no description*
[cloud-data](cloud-data)|blob-adls-numpy.ipynb<br>blob-adls-pandas.ipynb|[![cloud-data](https://github.com/Azure/azureml-examples/workflows/notebooks-cloud-data/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Anotebooks-cloud-data)|*no description*
[flaml](flaml)|1.intro.ipynb|[![flaml](https://github.com/Azure/azureml-examples/workflows/notebooks-flaml/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Anotebooks-flaml)|*no description*
[basics](basics)|1.train-lightgbm-local.ipynb|[![basics](https://github.com/Azure/azureml-examples/workflows/notebooks-basics/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/notebooks-basics.yml)|*no description*
[cloud-data](cloud-data)|blob-adls-numpy.ipynb<br>blob-adls-pandas.ipynb|[![cloud-data](https://github.com/Azure/azureml-examples/workflows/notebooks-cloud-data/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/notebooks-cloud-data.yml)|*no description*
[flaml](flaml)|1.intro.ipynb|[![flaml](https://github.com/Azure/azureml-examples/workflows/notebooks-flaml/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/notebooks-flaml.yml)|*no description*
## Contributing

2
notebooks/readme.py
Просмотреть файл

@ -66,7 +66,7 @@ def write_readme(notebook_dirs):
name = notebook_dir.strip("/")
# build entries for notebook table
status = f"[![{name}](https://github.com/Azure/azureml-examples/workflows/notebooks-{name}/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Anotebooks-{name})"
status = f"[![{name}](https://github.com/Azure/azureml-examples/workflows/notebooks-{name}/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/notebooks-{name}.yml)"
# read description if given in README
description = "*no description*"

60
python-sdk/README.md
Просмотреть файл

Различия файлов скрыты, потому что одна или несколько строк слишком длинны

2
python-sdk/prefix.md
Просмотреть файл

@ -10,7 +10,7 @@ description: Top-level directory for official Azure Machine Learning Python SDK
# Azure Machine Learning Python SDK examples
[![cleanup](https://github.com/Azure/azureml-examples/workflows/cleanup/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Acleanup)
[![cleanup](https://github.com/Azure/azureml-examples/workflows/cleanup/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/cleanup.yml)
[![code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
[![license: MIT](https://img.shields.io/badge/License-MIT-purple.svg)](../LICENSE)

8
python-sdk/readme.py
Просмотреть файл

@ -78,11 +78,11 @@ def write_readme(tutorials, notebooks, workflows, experimental):
# build entries for tutorial table
if os.path.exists(f"../.github/workflows/python-sdk-tutorial-{name}.yml"):
# we can have a single GitHub workflow for handling all notebooks within this tutorial folder
status = f"[![{name}](https://github.com/Azure/azureml-examples/workflows/python-sdk-tutorial-{name}/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Apython-sdk-tutorial-{name})"
status = f"[![{name}](https://github.com/Azure/azureml-examples/workflows/python-sdk-tutorial-{name}/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/python-sdk-tutorial-{name}.yml)"
else:
# or, we could have dedicated workflows for each individual notebook contained within this tutorial folder
statuses = [
f"[![{name}](https://github.com/Azure/azureml-examples/workflows/{name}/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3A{name})"
f"[![{name}](https://github.com/Azure/azureml-examples/workflows/{name}/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/python-sdk-tutorial-{name}.yml)"
for name in notebook_names
]
status = "<br>".join(statuses)
@ -127,7 +127,7 @@ def write_readme(tutorials, notebooks, workflows, experimental):
data = json.load(f)
# build entries for notebook table
status = f"[![{name}](https://github.com/Azure/azureml-examples/workflows/python-sdk-notebook-{name}/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Apython-sdk-notebook-{name})"
status = f"[![{name}](https://github.com/Azure/azureml-examples/workflows/python-sdk-notebook-{name}/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/python-sdk-notebook-{name}.yml)"
description = "*no description*"
try:
if "description: " in str(data["cells"][0]["source"]):
@ -157,7 +157,7 @@ def write_readme(tutorials, notebooks, workflows, experimental):
data = f.read()
# build entires for workflow tables
status = f"[![{scenario}-{tool}-{project}-{name}](https://github.com/Azure/azureml-examples/workflows/python-sdk-{scenario}-{tool}-{project}-{name}/badge.svg)](https://github.com/Azure/azureml-examples/actions?query=workflow%3Apython-sdk-{scenario}-{tool}-{project}-{name})"
status = f"[![{scenario}-{tool}-{project}-{name}](https://github.com/Azure/azureml-examples/workflows/python-sdk-{scenario}-{tool}-{project}-{name}/badge.svg)](https://github.com/Azure/azureml-examples/actions/workflows/python-sdk-{scenario}-{tool}-{project}-{name}.yml)"
description = "*no description*"
try:
description = data.split("\n")[0].split(": ")[-1].strip()