Path	Lines of Code
best-practices/largescale-deep-learning/Debugging/Compute/health_job.yaml	17
best-practices/largescale-deep-learning/Debugging/Compute/run_nhc.py	135
best-practices/largescale-deep-learning/Training/Bert-Pretrain/src/glue_datasets.py	95
best-practices/largescale-deep-learning/Training/Bert-Pretrain/src/pretrain_glue.py	100
best-practices/largescale-deep-learning/Training/Bert-Pretrain/src/pretrain_glue_ORT.py	102
best-practices/largescale-deep-learning/Training/DeepSpeed-Autotuning/src/glue_datasets.py	95
best-practices/largescale-deep-learning/Training/DeepSpeed-Autotuning/src/pretrain_glue.py	76
best-practices/largescale-deep-learning/Training/ViT-Pretrain/src/launcher.py	90
best-practices/largescale-deep-learning/Training/ViT-Pretrain/src/run_image_classification.py	114
cli/assets/component/common_src/helper.py	2
cli/assets/component/component_src/component.py	2
cli/assets/component/train_src/train.py	32
cli/assets/environment/docker-image-plus-conda.yaml	5
cli/assets/model/mlflow-model/conda.yaml	11
cli/assets/model/mlflow-model/model.pkl	12
cli/endpoints/batch/deploy-models/custom-outputs-parquet/code/batch_driver.py	23
cli/endpoints/batch/deploy-models/custom-outputs-parquet/environment/conda.yaml	12
cli/endpoints/batch/deploy-models/custom-outputs-parquet/model/model.pkl	20
cli/endpoints/batch/deploy-models/heart-classifier-mlflow/deployment-custom/code/batch_driver.py	43
cli/endpoints/batch/deploy-models/heart-classifier-mlflow/deployment-custom/code/batch_driver_parquet.py	46
cli/endpoints/batch/deploy-models/heart-classifier-mlflow/deployment-custom/environment/conda.yaml	12
cli/endpoints/batch/deploy-models/heart-classifier-mlflow/deployment-custom/model/conda.yaml	11
cli/endpoints/batch/deploy-models/heart-classifier-mlflow/deployment-custom/model/model.pkl	20
cli/endpoints/batch/deploy-models/heart-classifier-mlflow/deployment-simple/model/conda.yaml	11
cli/endpoints/batch/deploy-models/heart-classifier-mlflow/deployment-simple/model/model.pkl	20
cli/endpoints/batch/deploy-models/huggingface-text-summarization/code/batch_driver.py	74
cli/endpoints/batch/deploy-models/huggingface-text-summarization/download_model.py	4
cli/endpoints/batch/deploy-models/huggingface-text-summarization/environment/torch200-conda.yaml	16
cli/endpoints/batch/deploy-models/huggingface-text-summarization/environment/torch200-cu118-ubuntu22.yaml	4
cli/endpoints/batch/deploy-models/imagenet-classifier/code/score-by-batch/batch_driver.py	27
cli/endpoints/batch/deploy-models/imagenet-classifier/code/score-by-file/batch_driver.py	30
cli/endpoints/batch/deploy-models/imagenet-classifier/environment/conda.yaml	12
cli/endpoints/batch/deploy-models/mnist-classifier/deployment-keras/code/batch_driver.py	30
cli/endpoints/batch/deploy-models/mnist-classifier/deployment-keras/environment/conda.yaml	12
cli/endpoints/batch/deploy-models/mnist-classifier/deployment-torch/code/batch_driver.py	36
cli/endpoints/batch/deploy-models/mnist-classifier/deployment-torch/code/mnist_classifier.py	29
cli/endpoints/batch/deploy-models/mnist-classifier/deployment-torch/environment/conda.yaml	13
cli/endpoints/batch/deploy-models/mnist-classifier/deployment-torch/model/model.pt	7101
cli/endpoints/batch/deploy-models/openai-embeddings/code/batch_driver.py	70
cli/endpoints/batch/deploy-models/openai-embeddings/environment/conda.yaml	14
cli/endpoints/batch/deploy-models/openai-embeddings/model/conda.yaml	14
cli/endpoints/batch/deploy-models/openai-embeddings/model/model.yaml	3
cli/endpoints/batch/deploy-models/openai-embeddings/model/python_env.yaml	7
cli/endpoints/batch/deploy-pipelines/batch-scoring-with-preprocessing/components/prepare/src/prepare.py	156
cli/endpoints/batch/deploy-pipelines/batch-scoring-with-preprocessing/components/score/src/score.py	48
cli/endpoints/batch/deploy-pipelines/batch-scoring-with-preprocessing/model/conda.yaml	11
cli/endpoints/batch/deploy-pipelines/batch-scoring-with-preprocessing/model/model.pkl	20
cli/endpoints/batch/deploy-pipelines/batch-scoring-with-preprocessing/transformations/column_transformer.pkl	149
cli/endpoints/batch/deploy-pipelines/hello-batch/hello-component/src/hello.py	1
cli/endpoints/batch/deploy-pipelines/training-with-components/components/prepare/src/prepare.py	156
cli/endpoints/batch/deploy-pipelines/training-with-components/components/train_xgb/src/train_xgb.py	67
cli/endpoints/online/custom-container/minimal/multimodel/code/minimal-multimodel-score.py	19
cli/endpoints/online/custom-container/r/multimodel-plumber/models/a.rds	934
cli/endpoints/online/custom-container/r/multimodel-plumber/models/b.rds	866
cli/endpoints/online/custom-container/r/multimodel-plumber/models/c.rds	918
cli/endpoints/online/deploy-with-packages/custom-model/environment/conda.yaml	10
cli/endpoints/online/deploy-with-packages/custom-model/model/sklearn_regression_model.pkl	24
cli/endpoints/online/deploy-with-packages/custom-model/src/score.py	19
cli/endpoints/online/deploy-with-packages/mlflow-model/model/conda.yaml	11
cli/endpoints/online/deploy-with-packages/mlflow-model/model/model.pkl	20
cli/endpoints/online/managed/binary-payloads/code/multi-file-to-json-score.py	9
cli/endpoints/online/managed/binary-payloads/code/single-file-to-file-score.py	20
cli/endpoints/online/managed/inference-schema/code/score-numpy.py	29
cli/endpoints/online/managed/inference-schema/code/score-pandas.py	40
cli/endpoints/online/managed/inference-schema/code/score-standard.py	29
cli/endpoints/online/managed/inference-schema/models/iris.pkl	319
cli/endpoints/online/managed/keyvault/code/score.py	32
cli/endpoints/online/managed/migration/export-service-util.py	192
cli/endpoints/online/managed/openapi/code-custom/score.py	19
cli/endpoints/online/managed/openapi/code-decorated/score.py	27
cli/endpoints/online/managed/vnet/mlflow/environment/conda.yaml	10
cli/endpoints/online/managed/vnet/mlflow/model/conda.yaml	10
cli/endpoints/online/managed/vnet/mlflow/model/model.pkl	7
cli/endpoints/online/managed/vnet/sample/environment/conda.yaml	12
cli/endpoints/online/managed/vnet/sample/model/sklearn_regression_model.pkl	24
cli/endpoints/online/managed/vnet/sample/onlinescoring/score.py	19
cli/endpoints/online/model-1/environment/conda-managedidentity.yaml	14
cli/endpoints/online/model-1/environment/conda.yaml	13
cli/endpoints/online/model-1/model/sklearn_regression_model.pkl	24
cli/endpoints/online/model-1/onlinescoring/score.py	19
cli/endpoints/online/model-1/onlinescoring/score_managedidentity.py	74
cli/endpoints/online/model-2/environment/conda.yaml	13
cli/endpoints/online/model-2/model/sklearn_regression_model.pkl	24
cli/endpoints/online/model-2/onlinescoring/score.py	17
cli/endpoints/online/ncd/create-endpoint.yaml	3
cli/endpoints/online/ncd/lightgbm-deployment.yaml	10
cli/endpoints/online/ncd/lightgbm-iris/model/conda.yaml	14
cli/endpoints/online/ncd/sklearn-deployment-with-script.yaml	16
cli/endpoints/online/ncd/sklearn-deployment.yaml	10
cli/endpoints/online/ncd/sklearn-diabetes/environment/conda.yaml	13
cli/endpoints/online/ncd/sklearn-diabetes/model/conda.yaml	12
cli/endpoints/online/ncd/sklearn-diabetes/model/model.pkl	11
cli/endpoints/online/ncd/sklearn-diabetes/src/score.py	22
cli/endpoints/online/triton/single-model/create-managed-deployment.yaml	10
cli/endpoints/online/triton/single-model/create-managed-endpoint.yaml	3
cli/endpoints/online/triton/single-model/olive_model_analyzer/Plot_Performance_Results.py	347
cli/endpoints/online/triton/single-model/triton-densenet-scoring-env.yaml	10
cli/endpoints/online/triton/single-model/triton_cc_scoring.py	62
cli/endpoints/online/triton/single-model/triton_densenet_scoring.py	60
cli/foundation-models/azure_openai/oai-v1/data/train.jsonl	408
cli/foundation-models/azure_openai/oai-v1/dataset-create.yaml	5
cli/foundation-models/azure_openai/oai-v1/openai_completions_finetune/openai_completions_finetune_spec.yaml	28
cli/foundation-models/azure_openai/oai-v2/dataset-create.yaml	5
cli/foundation-models/nvidia-nemo/nemo_ptuning_summarization_with_textgen.ps1	4
cli/foundation-models/system/distillation/conversation/distillation_conversation.yaml	36
cli/foundation-models/system/distillation/conversation/serverless_endpoint.yaml	2
cli/foundation-models/system/distillation/math/distillation_math.yaml	38
cli/foundation-models/system/distillation/math/serverless_endpoint.yaml	2
cli/foundation-models/system/distillation/math/train_math.jsonl	378
cli/foundation-models/system/distillation/math/validation_math.jsonl	42
cli/foundation-models/system/distillation/nli/distillation_nli.yaml	38
cli/foundation-models/system/distillation/nli/serverless_endpoint.yaml	2
cli/foundation-models/system/distillation/nlu_qa/distillation_nlu_qa.yaml	38
cli/foundation-models/system/distillation/nlu_qa/serverless_endpoint.yaml	2
cli/foundation-models/system/distillation/nlu_qa/train_nlu_qa.jsonl	512
cli/foundation-models/system/distillation/nlu_qa/validation_nlu_qa.jsonl	256
cli/foundation-models/system/distillation/summarization/distillation_summarization.yaml	39
cli/foundation-models/system/distillation/summarization/serverless_endpoint.yaml	2
cli/foundation-models/system/evaluation/chat-completion/prepare-dataset.py	12
cli/foundation-models/system/evaluation/fill-mask/prepare-dataset.py	22
cli/foundation-models/system/evaluation/question-answering/prepare-dataset.py	13
cli/foundation-models/system/evaluation/summarization/prepare-dataset.py	12
cli/foundation-models/system/evaluation/text-classification/prepare-dataset.py	23
cli/foundation-models/system/evaluation/text-generation/prepare-dataset.py	12
cli/foundation-models/system/evaluation/token-classification/prepare-dataset.py	26
cli/foundation-models/system/evaluation/translation/prepare-dataset.py	12
cli/foundation-models/system/finetune/image-classification/multiclass-classification/deploy.yaml	11
cli/foundation-models/system/finetune/image-classification/multiclass-classification/hftransformers-fridgeobjects-multiclass-classification-pipeline.yaml	68
cli/foundation-models/system/finetune/image-classification/multiclass-classification/prepare_data.py	130
cli/foundation-models/system/finetune/image-classification/multilabel-classification/deploy.yaml	11
cli/foundation-models/system/finetune/image-classification/multilabel-classification/hftransformers-fridgeobjects-multilabel-classification-pipeline.yaml	68
cli/foundation-models/system/finetune/image-classification/multilabel-classification/prepare_data.py	132
cli/foundation-models/system/finetune/image-instance-segmentation/deploy.yaml	11
cli/foundation-models/system/finetune/image-instance-segmentation/jsonl_converter.py	139
cli/foundation-models/system/finetune/image-instance-segmentation/mmdetection-fridgeobjects-instance-segmentation-pipeline.yaml	65
cli/foundation-models/system/finetune/image-instance-segmentation/prepare_data.py	192
cli/foundation-models/system/finetune/image-object-detection/deploy.yaml	11
cli/foundation-models/system/finetune/image-object-detection/mmdetection-fridgeobjects-detection-pipeline.yaml	65
cli/foundation-models/system/finetune/image-object-detection/prepare_data.py	160
cli/foundation-models/system/finetune/question-answering/download-dataset.py	50
cli/foundation-models/system/finetune/summarization/download-dataset.py	56
cli/foundation-models/system/finetune/text-classification/download-dataset.py	72
cli/foundation-models/system/finetune/text-generation/download-dataset.py	50
cli/foundation-models/system/finetune/text-to-image/base64_to_jpeg.py	31
cli/foundation-models/system/finetune/text-to-image/deploy.yaml	10
cli/foundation-models/system/finetune/text-to-image/diffusers-dreambooth-dog-text-to-image.yaml	61
cli/foundation-models/system/finetune/text-to-image/prepare_data.py	27
cli/foundation-models/system/finetune/token-classification/download-dataset.py	54
cli/foundation-models/system/finetune/translation/download-dataset.py	54
cli/foundation-models/system/finetune/video-multi-object-tracking/cocovid2jsonl.py	127
cli/foundation-models/system/finetune/video-multi-object-tracking/deploy.yaml	11
cli/foundation-models/system/finetune/video-multi-object-tracking/mmtracking-mot17tiny-mot-pipeline.yaml	40
cli/foundation-models/system/finetune/video-multi-object-tracking/mot2coco.py	186
cli/foundation-models/system/finetune/video-multi-object-tracking/prepare_data.py	137
cli/foundation-models/system/inference/fill-mask/prepare-batch-dataset.py	37
cli/foundation-models/system/inference/image-classification/deploy-batch.yaml	8
cli/foundation-models/system/inference/image-classification/deploy-online.yaml	11
cli/foundation-models/system/inference/image-classification/prepare_data.py	97
cli/foundation-models/system/inference/image-embeddings/deploy-batch.yaml	8
cli/foundation-models/system/inference/image-embeddings/deploy-online.yaml	11
cli/foundation-models/system/inference/image-embeddings/prepare_data.py	89
cli/foundation-models/system/inference/image-instance-segmentation/deploy-batch.yaml	8
cli/foundation-models/system/inference/image-instance-segmentation/deploy-online.yaml	11
cli/foundation-models/system/inference/image-instance-segmentation/prepare_data.py	73
cli/foundation-models/system/inference/image-object-detection/deploy-batch.yaml	8
cli/foundation-models/system/inference/image-object-detection/deploy-online.yaml	11
cli/foundation-models/system/inference/image-object-detection/prepare_data.py	73
cli/foundation-models/system/inference/image-text-embeddings/deploy-batch.yaml	8
cli/foundation-models/system/inference/image-text-embeddings/deploy-online.yaml	11
cli/foundation-models/system/inference/image-text-embeddings/prepare_data.py	155
cli/foundation-models/system/inference/image-to-text/deploy-batch.yaml	8
cli/foundation-models/system/inference/image-to-text/deploy-online.yaml	11
cli/foundation-models/system/inference/image-to-text/prepare_data.py	88
cli/foundation-models/system/inference/mask-generation/deploy-batch.yaml	8
cli/foundation-models/system/inference/mask-generation/deploy-online.yaml	11
cli/foundation-models/system/inference/mask-generation/prepare_data.py	129
cli/foundation-models/system/inference/text-to-image/deploy-online.yaml	13
cli/foundation-models/system/inference/text-to-image/scoring-files/docker_env/conda_dependencies.yaml	19
cli/foundation-models/system/inference/text-to-image/scoring-files/score/score_batch.py	394
cli/foundation-models/system/inference/text-to-image/utils/base64_to_jpeg.py	33
cli/foundation-models/system/inference/text-to-image/utils/prepare_data.py	53
cli/foundation-models/system/inference/text-to-image/utils/prepare_data_image_text_to_image.py	102
cli/foundation-models/system/inference/text-to-image/utils/prepare_data_inpainting.py	120
cli/foundation-models/system/inference/video-multi-object-tracking/deploy.yaml	11
cli/foundation-models/system/inference/video-multi-object-tracking/prepare_data.py	21
cli/foundation-models/system/inference/visual-question-answering/deploy-batch.yaml	8
cli/foundation-models/system/inference/visual-question-answering/deploy-online.yaml	11
cli/foundation-models/system/inference/visual-question-answering/prepare_data.py	105
cli/foundation-models/system/inference/zero-shot-image-classification/deploy-batch.yaml	8
cli/foundation-models/system/inference/zero-shot-image-classification/deploy-online.yaml	11
cli/foundation-models/system/inference/zero-shot-image-classification/prepare_data.py	101
cli/generative-ai/promptflow/basic-chat/chat.jinja2	10
cli/generative-ai/promptflow/basic-chat/flow.dag.yaml	32
cli/generative-ai/promptflow/deploy-flow/deployment-with-docker-context-environment.yaml	28
cli/generative-ai/promptflow/deploy-flow/deployment.yaml	27
cli/generative-ai/promptflow/deploy-flow/endpoint-system-identity.yaml	6
cli/generative-ai/promptflow/deploy-flow/endpoint-user-identity.yaml	8
cli/generative-ai/promptflow/deploy-flow/model.yaml	9
cli/jobs/automl-standalone-jobs/cli-automl-image-classification-multiclass-task-fridge-items/prepare_data.py	120
cli/jobs/automl-standalone-jobs/cli-automl-image-classification-multilabel-task-fridge-items/prepare_data.py	122
cli/jobs/automl-standalone-jobs/cli-automl-image-instance-segmentation-task-fridge-items/jsonl_converter.py	139
cli/jobs/automl-standalone-jobs/cli-automl-image-instance-segmentation-task-fridge-items/prepare_data.py	107
cli/jobs/automl-standalone-jobs/cli-automl-image-object-detection-task-fridge-items/prepare_data.py	151
cli/jobs/basics/src/hello-git.py	5
cli/jobs/basics/src/hello-interactive.py	41
cli/jobs/basics/src/hello-iris.py	16
cli/jobs/basics/src/hello-mlflow.py	10
cli/jobs/basics/src/hello-model-as-output.py	10
cli/jobs/basics/src/hello-notebook.ipynb	43
cli/jobs/basics/src/hello-sweep.py	22
cli/jobs/deepspeed/deepspeed-autotuning/src/data/cifar-10-batches-py/batches.meta	4
cli/jobs/deepspeed/deepspeed-autotuning/src/data/cifar-10-batches-py/readme.html	1
cli/jobs/deepspeed/deepspeed-autotuning/src/model.py	19
cli/jobs/deepspeed/deepspeed-autotuning/src/train.py	137
cli/jobs/deepspeed/deepspeed-training/src/data/cifar-10-batches-py/batches.meta	4
cli/jobs/deepspeed/deepspeed-training/src/data/cifar-10-batches-py/readme.html	1
cli/jobs/deepspeed/deepspeed-training/src/model.py	19
cli/jobs/deepspeed/deepspeed-training/src/train.py	148
cli/jobs/finetuning/standalone/model-as-a-platform/chat-completion/chat-completion-finetuning-amlcompute.yaml	26
cli/jobs/finetuning/standalone/model-as-a-platform/chat-completion/chat-completion-finetuning-instance-types.yaml	29
cli/jobs/finetuning/standalone/model-as-a-platform/text-generation/text-generation-finetuning-amlcompute.yaml	26
cli/jobs/finetuning/standalone/model-as-a-platform/text-generation/text-generation-finetuning-instance-types.yaml	29
cli/jobs/finetuning/standalone/model-as-a-service/chat-completion/chat-completion-finetuning.yaml	25
cli/jobs/finetuning/standalone/model-as-a-service/text-generation/text-generation-finetuning.yaml	25
cli/jobs/nebulaml/PyTorch_CNN_MNIST/train.py	181
cli/jobs/nebulaml/cifar10_deepspeed/src/cifar10_deepspeed.py	275
cli/jobs/parallel/1a_oj_sales_prediction/src/parallel_train/conda.yaml	17
cli/jobs/parallel/1a_oj_sales_prediction/src/parallel_train/parallel_train.py	68
cli/jobs/parallel/1a_oj_sales_prediction/src/partition_data/conda.yaml	17
cli/jobs/parallel/1a_oj_sales_prediction/src/partition_data/partition_data.py	94
cli/jobs/parallel/2a_iris_batch_prediction/iris-model/model.pkl	22
cli/jobs/parallel/2a_iris_batch_prediction/script/iris_prediction.py	23
cli/jobs/parallel/3a_mnist_batch_identification/mnist_models/mnist-tf.model.meta	1297
cli/jobs/parallel/3a_mnist_batch_identification/script/digit_identification.py	29
cli/jobs/parallel/3a_mnist_batch_identification/script/prepare_data.py	21
cli/jobs/pipelines-with-components/basics/1a_e2e_local_components/eval_src/eval.py	17
cli/jobs/pipelines-with-components/basics/1a_e2e_local_components/score_src/score.py	20
cli/jobs/pipelines-with-components/basics/1a_e2e_local_components/train_src/train.py	32
cli/jobs/pipelines-with-components/basics/1b_e2e_registered_components/eval_src/eval.py	17
cli/jobs/pipelines-with-components/basics/1b_e2e_registered_components/score_src/score.py	20
cli/jobs/pipelines-with-components/basics/1b_e2e_registered_components/train_src/train.py	32
cli/jobs/pipelines-with-components/basics/2a_basic_component/src/hello.py	1
cli/jobs/pipelines-with-components/basics/2b_component_with_input_output/src/hello.py	27
cli/jobs/pipelines-with-components/basics/3a_basic_pipeline/componentA_src/hello.py	1
cli/jobs/pipelines-with-components/basics/3a_basic_pipeline/componentB_src/hello.py	1
cli/jobs/pipelines-with-components/basics/3a_basic_pipeline/componentC_src/hello.py	1
cli/jobs/pipelines-with-components/basics/3b_pipeline_with_data/componentA_src/hello.py	26
cli/jobs/pipelines-with-components/basics/3b_pipeline_with_data/componentB_src/hello.py	26
cli/jobs/pipelines-with-components/basics/3b_pipeline_with_data/componentC_src/hello.py	26
cli/jobs/pipelines-with-components/basics/4a_local_data_input/src/hello.py	27
cli/jobs/pipelines-with-components/basics/4b_datastore_datapath_uri/src/component-file.py	24
cli/jobs/pipelines-with-components/basics/4b_datastore_datapath_uri/src/component-folder.py	14
cli/jobs/pipelines-with-components/basics/4c_web_url_input/src/hello.py	33
cli/jobs/pipelines-with-components/basics/4d_data_input/src/hello.py	23
cli/jobs/pipelines-with-components/basics/4d_data_input/src/world.py	23
cli/jobs/pipelines-with-components/basics/5a_env_public_docker_image/src/hello.py	1
cli/jobs/pipelines-with-components/basics/5b_env_registered/src/hello.py	1
cli/jobs/pipelines-with-components/basics/5c_env_conda_file/conda.yaml	8
cli/jobs/pipelines-with-components/basics/5c_env_conda_file/src/hello.py	4
cli/jobs/pipelines-with-components/image_classification_with_densenet/apply_image_transformation/conda.yaml	8
cli/jobs/pipelines-with-components/image_classification_with_densenet/apply_image_transformation/entry.spec.yaml	31
cli/jobs/pipelines-with-components/image_classification_with_densenet/convert_to_image_directory/conda.yaml	8
cli/jobs/pipelines-with-components/image_classification_with_densenet/convert_to_image_directory/entry.spec.yaml	21
cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/checkpoint2model.py	20
cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/classify.py	66
cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/conda.yaml	21
cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/entry.py	150
cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/entry.spec.yaml	129
cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/image_classification/__init__.py	6
cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/image_classification/dataloaders.py	378
cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/image_classification/mixup.py	39
cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/image_classification/resnet.py	307
cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/image_classification/smoothing.py	14
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sdk/python/endpoints/online/deploy-with-packages/mlflow-model/sdk-deploy-and-test.ipynb	684
sdk/python/endpoints/online/deploy-with-packages/registry-model/sdk-deploy-and-test.ipynb	659
sdk/python/endpoints/online/kubernetes/kubernetes-online-endpoints-safe-rollout.ipynb	560
sdk/python/endpoints/online/kubernetes/kubernetes-online-endpoints-simple-deployment.ipynb	583
sdk/python/endpoints/online/managed/binary-payloads/code/multi-file-to-json-score.py	11
sdk/python/endpoints/online/managed/binary-payloads/code/single-file-to-file-score.py	22
sdk/python/endpoints/online/managed/debug-online-endpoints-locally-in-visual-studio-code.ipynb	198
sdk/python/endpoints/online/managed/inference-schema/code/score-numpy.py	29
sdk/python/endpoints/online/managed/inference-schema/code/score-pandas.py	40
sdk/python/endpoints/online/managed/inference-schema/code/score-standard.py	29
sdk/python/endpoints/online/managed/inference-schema/models/iris.pkl	319
sdk/python/endpoints/online/managed/keyvault/code/score.py	32
sdk/python/endpoints/online/managed/managed-identities/online-endpoints-managed-identity-sai.ipynb	664
sdk/python/endpoints/online/managed/managed-identities/online-endpoints-managed-identity-uai.ipynb	870
sdk/python/endpoints/online/managed/online-endpoints-binary-payloads.ipynb	461
sdk/python/endpoints/online/managed/online-endpoints-inference-schema.ipynb	658
sdk/python/endpoints/online/managed/online-endpoints-keyvault.ipynb	481
sdk/python/endpoints/online/managed/online-endpoints-multimodel.ipynb	472
sdk/python/endpoints/online/managed/online-endpoints-openapi.ipynb	468
sdk/python/endpoints/online/managed/online-endpoints-safe-rollout.ipynb	592
sdk/python/endpoints/online/managed/online-endpoints-simple-deployment.ipynb	498
sdk/python/endpoints/online/managed/openapi/code-custom/score.py	19
sdk/python/endpoints/online/managed/openapi/code-decorated/score.py	27
sdk/python/endpoints/online/mlflow/online-endpoints-deploy-mlflow-model-with-script.ipynb	430
sdk/python/endpoints/online/mlflow/online-endpoints-deploy-mlflow-model.ipynb	366
sdk/python/endpoints/online/mlflow/sklearn-diabetes/environment/conda.yaml	19
sdk/python/endpoints/online/mlflow/sklearn-diabetes/model/conda.yaml	18
sdk/python/endpoints/online/mlflow/sklearn-diabetes/model/model.pkl	11
sdk/python/endpoints/online/mlflow/sklearn-diabetes/model/python_env.yaml	7
sdk/python/endpoints/online/mlflow/sklearn-diabetes/src/score.py	22
sdk/python/endpoints/online/model-1/environment/conda.yaml	13
sdk/python/endpoints/online/model-1/model/sklearn_regression_model.pkl	24
sdk/python/endpoints/online/model-1/onlinescoring/score.py	19
sdk/python/endpoints/online/model-1/onlinescoring/score_managedidentity.py	74
sdk/python/endpoints/online/model-2/environment/conda.yaml	13
sdk/python/endpoints/online/model-2/model/sklearn_regression_model.pkl	24
sdk/python/endpoints/online/model-2/onlinescoring/score.py	19
sdk/python/endpoints/online/sample/model-1/environment/conda.yaml	13
sdk/python/endpoints/online/sample/model-1/onlinescoring/score.py	19
sdk/python/endpoints/online/sample/model-1/onlinescoring/score_managedidentity.py	58
sdk/python/endpoints/online/sample/model-2/environment/conda.yaml	13
sdk/python/endpoints/online/sample/model-2/onlinescoring/score.py	19
sdk/python/endpoints/online/triton/single-model/online-endpoints-triton.ipynb	469
sdk/python/endpoints/online/triton/single-model/prepost.py	29
sdk/python/featurestore_sample/automation-test/feature_store_managed_vnet_config.yaml	16
sdk/python/featurestore_sample/automation-test/featurestore_cli_job.py	17
sdk/python/featurestore_sample/automation-test/featurestore_sdk_job.py	67
sdk/python/featurestore_sample/automation-test/featurestore_vnet_job.py	53
sdk/python/featurestore_sample/automation-test/project_ws_managed_vnet_config.yaml	21
sdk/python/featurestore_sample/featurestore/entities/account.yaml	7
sdk/python/featurestore_sample/featurestore/featuresets/accounts/featureset_asset.yaml	11
sdk/python/featurestore_sample/featurestore/featuresets/accounts/spec/FeatureSetSpec.yaml	17
sdk/python/featurestore_sample/featurestore/featuresets/transactions/featureset_asset.yaml	9
sdk/python/featurestore_sample/featurestore/featuresets/transactions/featureset_asset_offline_enabled.yaml	21
sdk/python/featurestore_sample/featurestore/featuresets/transactions/featureset_asset_offline_enabled_with_schedule.yaml	31
sdk/python/featurestore_sample/featurestore/featuresets/transactions/featureset_asset_online_enabled.yaml	20
sdk/python/featurestore_sample/featurestore/featuresets/transactions/spec/FeatureSetSpec.yaml	37
sdk/python/featurestore_sample/featurestore/featuresets/transactions/spec/transformation_code/transaction_transform.py	44
sdk/python/featurestore_sample/featurestore/featuresets/transactions/transformation_code/transaction_transform.py	44
sdk/python/featurestore_sample/featurestore/featuresets/transactions_custom_source/feature_process_code/transaction_transform.py	44
sdk/python/featurestore_sample/featurestore/featuresets/transactions_custom_source/source_process_code/source_process.py	25
sdk/python/featurestore_sample/featurestore/featurestore.yaml	5
sdk/python/featurestore_sample/featurestore/featurestore_with_offline_setting.yaml	13
sdk/python/featurestore_sample/featurestore/setup/setup_storage_uai.py	166
sdk/python/featurestore_sample/notebooks/sdk_and_cli/1.Develop-feature-set-and-register.ipynb	1304
sdk/python/featurestore_sample/notebooks/sdk_and_cli/2.Experiment-train-models-using-features.ipynb	1228
sdk/python/featurestore_sample/notebooks/sdk_and_cli/3.Enable-recurrent-materialization-run-batch-inference.ipynb	630
sdk/python/featurestore_sample/notebooks/sdk_and_cli/4.Provision-feature-store.ipynb	1702
sdk/python/featurestore_sample/notebooks/sdk_only/1.Develop-feature-set-and-register.ipynb	1315
sdk/python/featurestore_sample/notebooks/sdk_only/2.Experiment-train-models-using-features.ipynb	1220
sdk/python/featurestore_sample/notebooks/sdk_only/3.Enable-recurrent-materialization-run-batch-inference.ipynb	593
sdk/python/featurestore_sample/notebooks/sdk_only/4.Enable-online-store-run-inference.ipynb	1285
sdk/python/featurestore_sample/notebooks/sdk_only/5.Develop-feature-set-custom-source.ipynb	512
sdk/python/featurestore_sample/notebooks/sdk_only/7.Develop-feature-set-domain-specific-language-dsl.ipynb	1650
sdk/python/featurestore_sample/notebooks/sdk_only/ADB Example - Develop a feature set and register with managed feature store.ipynb	1557
sdk/python/featurestore_sample/notebooks/sdk_only/Synapse example - Develop feature set and register.ipynb	1564
sdk/python/featurestore_sample/project/fraud_model/batch_inference/src/batch_inference.py	33
sdk/python/featurestore_sample/project/fraud_model/evaluate/src/evaluate.py	11
sdk/python/featurestore_sample/project/fraud_model/online_inference/src/scoring.py	40
sdk/python/featurestore_sample/project/fraud_model/pipelines/batch_inference_pipeline.yaml	56
sdk/python/featurestore_sample/project/fraud_model/pipelines/training_pipeline.yaml	93
sdk/python/featurestore_sample/project/fraud_model/register_model/src/register_model.py	19
sdk/python/featurestore_sample/project/fraud_model/train/src/train.py	58
sdk/python/foundation-models/ai21-labs/jamba-1-5/ai21_azure_client.ipynb	745
sdk/python/foundation-models/ai21-labs/jamba-1-5/langchain.ipynb	226
sdk/python/foundation-models/ai21-labs/jamba-1-5/litellm.ipynb	172
sdk/python/foundation-models/ai21-labs/jamba-1-5/openaisdk.ipynb	183
sdk/python/foundation-models/ai21-labs/jamba-1-5/webrequests.ipynb	282
sdk/python/foundation-models/ai21-labs/jamba-instruct/ai21_client.ipynb	201
sdk/python/foundation-models/ai21-labs/jamba-instruct/langchain.ipynb	226
sdk/python/foundation-models/ai21-labs/jamba-instruct/litellm.ipynb	172
sdk/python/foundation-models/ai21-labs/jamba-instruct/openaisdk.ipynb	183
sdk/python/foundation-models/ai21-labs/jamba-instruct/webrequests.ipynb	282
sdk/python/foundation-models/azure_openai/oai-v1/data/train.jsonl	408
sdk/python/foundation-models/azure_openai/oai-v1/openai_completions_finetune.ipynb	286
sdk/python/foundation-models/azure_openai/oai-v2/openai_chat_finetuned_models_deployment.py	37
sdk/python/foundation-models/benchmarking/evaluating_claude_models.ipynb	216
sdk/python/foundation-models/benchmarking/evaluating_oai_models.ipynb	210
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/boolq.yaml	207
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/gsm8k.yaml	207
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/hellaswag.yaml	215
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/human_eval.yaml	157
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/mmlu_humanities.yaml	215
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/mmlu_other.yaml	215
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/mmlu_social_sciences.yaml	215
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/mmlu_stem.yaml	215
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/openbookqa.yaml	213
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/piqa.yaml	177
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/social_iqa.yaml	209
sdk/python/foundation-models/benchmarking/evaluation_pipelines/azure_openai/winogrande.yaml	180
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/boolq.yaml	218
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/gsm8k.yaml	214
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/hellaswag.yaml	226
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/human_eval.yaml	144
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/mmlu_humanities.yaml	224
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/mmlu_other.yaml	224
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/mmlu_social_sciences.yaml	224
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/mmlu_stem.yaml	224
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/openbookqa.yaml	222
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/piqa.yaml	184
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/social_iqa.yaml	220
sdk/python/foundation-models/benchmarking/evaluation_pipelines/claude-2_1/winogrande.yaml	189
sdk/python/foundation-models/cohere/cohere-aisearch-langchain-rag.ipynb	376
sdk/python/foundation-models/cohere/cohere-aisearch-rag.ipynb	530
sdk/python/foundation-models/cohere/cohere-cmdR.ipynb	164
sdk/python/foundation-models/cohere/cohere-embed.ipynb	181
sdk/python/foundation-models/cohere/cohere_faiss_langchain_embed.ipynb	189
sdk/python/foundation-models/cohere/command_faiss_langchain.ipynb	279
sdk/python/foundation-models/cohere/command_tools-langchain.ipynb	357
sdk/python/foundation-models/cohere/langchain.ipynb	218
sdk/python/foundation-models/cohere/litellm.ipynb	161
sdk/python/foundation-models/cohere/openaisdk.ipynb	176
sdk/python/foundation-models/cohere/rerank-3-langchain.ipynb	322
sdk/python/foundation-models/cohere/rerank-cohere-client.ipynb	184
sdk/python/foundation-models/cohere/rerank-webrequests.ipynb	100
sdk/python/foundation-models/cohere/webrequests.ipynb	270
sdk/python/foundation-models/healthcare-ai/medimageinsight/advanced-call-example.ipynb	546
sdk/python/foundation-models/healthcare-ai/medimageinsight/classification_demo/MedImageInsight.py	195
sdk/python/foundation-models/healthcare-ai/medimageinsight/classification_demo/__init__.py	1
sdk/python/foundation-models/healthcare-ai/medimageinsight/classification_demo/adaptor_training/training.py	194
sdk/python/foundation-models/healthcare-ai/medimageinsight/classification_demo/demo_utils.py	67
sdk/python/foundation-models/healthcare-ai/medimageinsight/exam-parameter-demo/exam_parameter_helpers.py	233
sdk/python/foundation-models/healthcare-ai/medimageparse/mip_utils.py	40
sdk/python/foundation-models/healthcare-ai/medimageparse/sematic-segmentation-demo/processing_utils.py	295
sdk/python/foundation-models/huggingface/inference/text-generation-streaming/text-generation-streaming-online-endpoint.ipynb	507
sdk/python/foundation-models/jais/litellm.ipynb	161
sdk/python/foundation-models/jais/openaisdk.ipynb	176
sdk/python/foundation-models/jais/webrequests.ipynb	238
sdk/python/foundation-models/llama2/langchain.ipynb	218
sdk/python/foundation-models/llama2/litellm.ipynb	160
sdk/python/foundation-models/llama2/openaisdk.ipynb	168
sdk/python/foundation-models/llama2/webrequests.ipynb	360
sdk/python/foundation-models/meta-llama-3.1/langchain.ipynb	232
sdk/python/foundation-models/meta-llama-3.1/litellm.ipynb	180
sdk/python/foundation-models/meta-llama-3.1/openaisdk.ipynb	193
sdk/python/foundation-models/meta-llama-3.1/webrequests.ipynb	321
sdk/python/foundation-models/meta-llama3/langchain.ipynb	217
sdk/python/foundation-models/meta-llama3/litellm.ipynb	159
sdk/python/foundation-models/meta-llama3/openaisdk.ipynb	167
sdk/python/foundation-models/meta-llama3/webrequests.ipynb	359
sdk/python/foundation-models/mistral/langchain.ipynb	216
sdk/python/foundation-models/mistral/litellm.ipynb	159
sdk/python/foundation-models/mistral/mistralai.ipynb	288
sdk/python/foundation-models/mistral/openaisdk.ipynb	219
sdk/python/foundation-models/mistral/webrequests.ipynb	260
sdk/python/foundation-models/nixtla/01_quickstart_forecast.ipynb	112
sdk/python/foundation-models/nixtla/02_finetuning.ipynb	181
sdk/python/foundation-models/nixtla/03_anomaly_detection.ipynb	253
sdk/python/foundation-models/nixtla/04_exogenous_variables.ipynb	444
sdk/python/foundation-models/nixtla/05_demand_forecasting.ipynb	605
sdk/python/foundation-models/nvidia-nemo/deploy_infer.ipynb	566
sdk/python/foundation-models/nvidia-nemo/evaluate/nemo_ptuning_summarization_with_text_gen.ipynb	576
sdk/python/foundation-models/nvidia-nemo/evaluate/nvidia-text-classification-evaluation.ipynb	408
sdk/python/foundation-models/nvidia-nemo/evaluate/nvidia-text-gen-evaluation.ipynb	486
sdk/python/foundation-models/nvidia-nemo/evaluate/nvidia-text-qna-evaluation.ipynb	546
sdk/python/foundation-models/nvidia-nemo/evaluate/nvidia-text-translation-evaluation.ipynb	430
sdk/python/foundation-models/nvidia-nim-agent-samples/nvidia_nim_codeinterpreter.py	66
sdk/python/foundation-models/nvidia-nim-agent-samples/nvidia_nim_file_search.py	53
sdk/python/foundation-models/nvidia-nim-agent-samples/nvidia_nim_no_tools.py	41
sdk/python/foundation-models/nvidia-nim-llama3-8b/aiinference.ipynb	89
sdk/python/foundation-models/nvidia-nim-llama3-8b/openaisdk.ipynb	154
sdk/python/foundation-models/nvidia-nim-llama3-8b/webrequests.ipynb	331
sdk/python/foundation-models/phi-3/litellm.ipynb	274
sdk/python/foundation-models/phi-3/openaisdk.ipynb	279
sdk/python/foundation-models/phi-3/webrequests.ipynb	275
sdk/python/foundation-models/stabilityai/gradio_sample/Image_to_Image.py	69
sdk/python/foundation-models/stabilityai/gradio_sample/Text_to_Image.py	75
sdk/python/foundation-models/system/distillation/conversation/pipelines/hellaswag.yaml	275
sdk/python/foundation-models/system/distillation/math/distillation_math.ipynb	827
sdk/python/foundation-models/system/distillation/math/pipelines/gsm8k.yaml	265
sdk/python/foundation-models/system/distillation/nli/distillation_chat_completion.ipynb	832
sdk/python/foundation-models/system/distillation/nli/pipelines/snli.yaml	236
sdk/python/foundation-models/system/distillation/nlu_qa/distillation_nlu_qa_task.ipynb	860
sdk/python/foundation-models/system/distillation/nlu_qa/distillation_qa_math.ipynb	830
sdk/python/foundation-models/system/distillation/nlu_qa/pipelines/openbookqa.yaml	279
sdk/python/foundation-models/system/distillation/summarization/distillation_summarization.ipynb	796
sdk/python/foundation-models/system/evaluation/chat-completion/chat-completion.ipynb	486
sdk/python/foundation-models/system/evaluation/fill-mask/fill-mask.ipynb	540
sdk/python/foundation-models/system/evaluation/image-classification/multiclass-classification/image-multiclass-classification.ipynb	700
sdk/python/foundation-models/system/evaluation/image-classification/multilabel-classification/image-multilabel-classification.ipynb	698
sdk/python/foundation-models/system/evaluation/image-instance-segmentation/image-instance-segmentation.ipynb	745
sdk/python/foundation-models/system/evaluation/image-object-detection/image-object-detection.ipynb	730
sdk/python/foundation-models/system/evaluation/question-answering/question-answering.ipynb	541
sdk/python/foundation-models/system/evaluation/summarization/abstractive-and-extractive-summarization.ipynb	547
sdk/python/foundation-models/system/evaluation/text-classification/entailment-contradiction.ipynb	533
sdk/python/foundation-models/system/evaluation/text-classification/glue-mnli-dataset/download-dataset.py	29
sdk/python/foundation-models/system/evaluation/text-classification/glue-sst2-dataset/download-dataset.py	29
sdk/python/foundation-models/system/evaluation/text-classification/sentiment-analysis.ipynb	496
sdk/python/foundation-models/system/evaluation/text-generation/text-generation.ipynb	517
sdk/python/foundation-models/system/evaluation/token-classification/news-articles-entity-recognition.ipynb	566
sdk/python/foundation-models/system/evaluation/translation/translation-romanian-to-english.ipynb	536
sdk/python/foundation-models/system/finetune/Llama-notebooks/datagen/synthetic-data-generation.ipynb	451
sdk/python/foundation-models/system/finetune/Llama-notebooks/datagen/utils.py	301
sdk/python/foundation-models/system/finetune/Llama-notebooks/multinode-text-classification/download-dataset.py	34
sdk/python/foundation-models/system/finetune/Llama-notebooks/multinode-text-classification/emotion-detection-llama-multinode-serverless.ipynb	723
sdk/python/foundation-models/system/finetune/Llama-notebooks/multinode-text-classification/emotion-detection-llama-multinode.ipynb	872
sdk/python/foundation-models/system/finetune/Llama-notebooks/text-classification/download-dataset.py	34
sdk/python/foundation-models/system/finetune/Llama-notebooks/text-classification/emotion-detection-llama-serverless-compute.ipynb	685
sdk/python/foundation-models/system/finetune/Llama-notebooks/text-classification/emotion-detection-llama.ipynb	834
sdk/python/foundation-models/system/finetune/Llama-notebooks/text-generation/abstractive_qna_with_text_gen.ipynb	853
sdk/python/foundation-models/system/finetune/Llama-notebooks/text-generation/download-dataset.py	19
sdk/python/foundation-models/system/finetune/Llama-notebooks/text-generation/summarization_with_text_gen.ipynb	827
sdk/python/foundation-models/system/finetune/chat-completion/chat-completion.ipynb	774
sdk/python/foundation-models/system/finetune/chat-completion/download-dataset.py	26
sdk/python/foundation-models/system/finetune/image-classification/multiclass-classification/hftransformers-fridgeobjects-multiclass-classification.ipynb	1177
sdk/python/foundation-models/system/finetune/image-classification/multilabel-classification/hftransformers-fridgeobjects-multilabel-classification.ipynb	1183
sdk/python/foundation-models/system/finetune/image-instance-segmentation/jsonl_converter.py	139
sdk/python/foundation-models/system/finetune/image-instance-segmentation/mmdetection-fridgeobjects-instance-segmentation.ipynb	1226
sdk/python/foundation-models/system/finetune/image-object-detection/coco2jsonl.py	102
sdk/python/foundation-models/system/finetune/image-object-detection/mmdetection-fridgeobjects-object-detection.ipynb	1306
sdk/python/foundation-models/system/finetune/pipeline_validations/common.ipynb	175
sdk/python/foundation-models/system/finetune/question-answering/download-dataset.py	16
sdk/python/foundation-models/system/finetune/question-answering/extractive-qa.ipynb	810
sdk/python/foundation-models/system/finetune/scenarios/very-large-model-deepspeed-stage3-finetuning/download-dataset.py	19
sdk/python/foundation-models/system/finetune/scenarios/very-large-model-deepspeed-stage3-finetuning/summarization_with_text_gen.ipynb	819
sdk/python/foundation-models/system/finetune/summarization/download-dataset.py	26
sdk/python/foundation-models/system/finetune/summarization/news-summary.ipynb	809
sdk/python/foundation-models/system/finetune/text-classification/download-dataset.py	34
sdk/python/foundation-models/system/finetune/text-classification/emotion-detection.ipynb	831
sdk/python/foundation-models/system/finetune/text-generation/abstractive_qna_with_text_gen.ipynb	920
sdk/python/foundation-models/system/finetune/text-generation/download-dataset.py	19
sdk/python/foundation-models/system/finetune/text-generation/summarization_with_text_gen.ipynb	892
sdk/python/foundation-models/system/finetune/text-to-image/diffusers-dreambooth-dog-text-to-image.ipynb	881
sdk/python/foundation-models/system/finetune/token-classification/download-dataset.py	24
sdk/python/foundation-models/system/finetune/token-classification/token-classification.ipynb	802
sdk/python/foundation-models/system/finetune/translation/download-dataset.py	29
sdk/python/foundation-models/system/finetune/translation/translation.ipynb	799
sdk/python/foundation-models/system/finetune/video-multi-object-tracking/cocovid2jsonl.py	125
sdk/python/foundation-models/system/finetune/video-multi-object-tracking/mmtracking-video-multi-object-tracking.ipynb	1173
sdk/python/foundation-models/system/finetune/video-multi-object-tracking/mot2coco.py	186
sdk/python/foundation-models/system/import/import_mmdetection_model_into_registry.ipynb	560
sdk/python/foundation-models/system/inference/automatic-speech-recognition/asr-batch-endpoint.ipynb	555
sdk/python/foundation-models/system/inference/automatic-speech-recognition/asr-online-endpoint.ipynb	237
sdk/python/foundation-models/system/inference/fill-mask/book-corpus-dataset/download-dataset.py	20
sdk/python/foundation-models/system/inference/fill-mask/fill-mask-batch-endpoint.ipynb	557
sdk/python/foundation-models/system/inference/fill-mask/fill-mask-online-endpoint-oss.ipynb	349
sdk/python/foundation-models/system/inference/fill-mask/fill-mask-online-endpoint.ipynb	338
sdk/python/foundation-models/system/inference/image-classification/image-classification-batch-endpoint.ipynb	493
sdk/python/foundation-models/system/inference/image-classification/image-classification-online-endpoint.ipynb	372
sdk/python/foundation-models/system/inference/image-embeddings/image-embeddings-batch-endpoint.ipynb	480
sdk/python/foundation-models/system/inference/image-embeddings/image-embeddings-online-endpoint.ipynb	330
sdk/python/foundation-models/system/inference/image-instance-segmentation/image-instance-segmentation-batch-endpoint.ipynb	534
sdk/python/foundation-models/system/inference/image-instance-segmentation/image-instance-segmentation-online-endpoint.ipynb	363
sdk/python/foundation-models/system/inference/image-object-detection/image-object-detection-batch-endpoint.ipynb	534
sdk/python/foundation-models/system/inference/image-object-detection/image-object-detection-online-endpoint.ipynb	364
sdk/python/foundation-models/system/inference/image-text-embeddings/image-text-embeddings-batch-endpoint.ipynb	738
sdk/python/foundation-models/system/inference/image-text-embeddings/image-text-embeddings-online-endpoint.ipynb	484
sdk/python/foundation-models/system/inference/image-text-embeddings/text-to-image-retrieval.ipynb	598
sdk/python/foundation-models/system/inference/image-to-text/image-to-text-batch-endpoint.ipynb	478
sdk/python/foundation-models/system/inference/image-to-text/image-to-text-online-endpoint.ipynb	351
sdk/python/foundation-models/system/inference/mask-generation/mask-generation-batch-endpoint.ipynb	514
sdk/python/foundation-models/system/inference/mask-generation/mask-generation-online-endpoint.ipynb	492
sdk/python/foundation-models/system/inference/meta-llama-3/meta-llama-3-70b-instruct/online-endpoint-chat-completions-inference.ipynb	242
sdk/python/foundation-models/system/inference/meta-llama-3/meta-llama-3-70b/online-endpoint-completions-inference.ipynb	242
sdk/python/foundation-models/system/inference/meta-llama-3/meta-llama-3-8b-instruct/online-endpoint-chat-completions-inference.ipynb	242
sdk/python/foundation-models/system/inference/meta-llama-3/meta-llama-3-8b/online-endpoint-completions-inference.ipynb	242
sdk/python/foundation-models/system/inference/question-answering/question-answering-batch-endpoint.ipynb	525
sdk/python/foundation-models/system/inference/question-answering/question-answering-online-endpoint-oss.ipynb	328
sdk/python/foundation-models/system/inference/question-answering/question-answering-online-endpoint.ipynb	316
sdk/python/foundation-models/system/inference/question-answering/squad-dataset/download-dataset.py	20
sdk/python/foundation-models/system/inference/summarization/news-summary-dataset/download-dataset.py	24
sdk/python/foundation-models/system/inference/summarization/summarization-batch-endpoint.ipynb	549
sdk/python/foundation-models/system/inference/summarization/summarization-online-endpoint.ipynb	312
sdk/python/foundation-models/system/inference/text-classification/entailment-contradiction-batch.ipynb	654
sdk/python/foundation-models/system/inference/text-classification/imdb-dataset/download-dataset.py	23
sdk/python/foundation-models/system/inference/text-classification/text-classification-online-endpoint-oss.ipynb	352
sdk/python/foundation-models/system/inference/text-classification/text-classification-online-endpoint.ipynb	327
sdk/python/foundation-models/system/inference/text-generation/aacs-prepare-uai.ipynb	448
sdk/python/foundation-models/system/inference/text-generation/book-corpus-dataset/download-dataset.py	21
sdk/python/foundation-models/system/inference/text-generation/falcon-safe-online-deployment.ipynb	663
sdk/python/foundation-models/system/inference/text-generation/llama-files/docker_env/conda_dependencies.yaml	34
sdk/python/foundation-models/system/inference/text-generation/llama-files/score/default/score.py	542
sdk/python/foundation-models/system/inference/text-generation/llama-files/score/default/score_batch.py	111
sdk/python/foundation-models/system/inference/text-generation/llama-safe-batch-deployment.ipynb	731
sdk/python/foundation-models/system/inference/text-generation/llama-safe-online-deployment.ipynb	740
sdk/python/foundation-models/system/inference/text-generation/text-generation-batch-endpoint.ipynb	526
sdk/python/foundation-models/system/inference/text-generation/text-generation-online-endpoint-dolly.ipynb	298
sdk/python/foundation-models/system/inference/text-generation/text-generation-online-endpoint-oss.ipynb	301
sdk/python/foundation-models/system/inference/text-generation/text-generation-online-endpoint.ipynb	296
sdk/python/foundation-models/system/inference/text-to-image/aacs-prepare-uai.ipynb	429
sdk/python/foundation-models/system/inference/text-to-image/image-text-to-image-batch-endpoint.ipynb	491
sdk/python/foundation-models/system/inference/text-to-image/image-text-to-image-online-endpoint.ipynb	319
sdk/python/foundation-models/system/inference/text-to-image/safe-image-text-to-image-batch-deployment.ipynb	767
sdk/python/foundation-models/system/inference/text-to-image/safe-image-text-to-image-online-endpoint.ipynb	750
sdk/python/foundation-models/system/inference/text-to-image/safe-text-to-image-batch-deployment.ipynb	756
sdk/python/foundation-models/system/inference/text-to-image/safe-text-to-image-inpainting-batch-deployment.ipynb	779
sdk/python/foundation-models/system/inference/text-to-image/safe-text-to-image-inpainting-online-endpoint.ipynb	790
sdk/python/foundation-models/system/inference/text-to-image/safe-text-to-image-online-deployment.ipynb	737
sdk/python/foundation-models/system/inference/text-to-image/scoring-files/docker_env/conda_dependencies.yaml	19
sdk/python/foundation-models/system/inference/text-to-image/scoring-files/score/score_batch.py	417
sdk/python/foundation-models/system/inference/text-to-image/scoring-files/score_online.py	571
sdk/python/foundation-models/system/inference/text-to-image/text-to-image-batch-endpoint.ipynb	487
sdk/python/foundation-models/system/inference/text-to-image/text-to-image-inpainting-batch-endpoint.ipynb	560
sdk/python/foundation-models/system/inference/text-to-image/text-to-image-inpainting-online-endpoint.ipynb	380
sdk/python/foundation-models/system/inference/text-to-image/text-to-image-online-endpoint.ipynb	408
sdk/python/foundation-models/system/inference/token-classification/polyglot_ner-dataset/download-dataset.py	26
sdk/python/foundation-models/system/inference/token-classification/token-classification-batch-endpoint.ipynb	574
sdk/python/foundation-models/system/inference/token-classification/token-classification-online-endpoint-oss.ipynb	327
sdk/python/foundation-models/system/inference/token-classification/token-classification-online-endpoint.ipynb	316
sdk/python/foundation-models/system/inference/translation/translation-batch-endpoint.ipynb	532
sdk/python/foundation-models/system/inference/translation/translation-online-endpoint-oss.ipynb	320
sdk/python/foundation-models/system/inference/translation/translation-online-endpoint.ipynb	309
sdk/python/foundation-models/system/inference/translation/wmt16-en-ro-dataset/download-dataset.py	28
sdk/python/foundation-models/system/inference/video-multi-object-tracking/video-multi-object-tracking-online-endpoint.ipynb	396
sdk/python/foundation-models/system/inference/visual-chat-completion/image-text-to-text-online-endpoint.ipynb	358
sdk/python/foundation-models/system/inference/visual-question-answering/visual-question-answering-batch-endpoint.ipynb	503
sdk/python/foundation-models/system/inference/visual-question-answering/visual-question-answering-online-endpoint.ipynb	359
sdk/python/foundation-models/system/inference/zero-shot-image-classification/zero-shot-image-classification-batch-endpoint.ipynb	512
sdk/python/foundation-models/system/inference/zero-shot-image-classification/zero-shot-image-classification-online-endpoint.ipynb	364
sdk/python/generative-ai/promptflow/create_faiss_index.ipynb	237
sdk/python/generative-ai/promptflow/deploy-flow/deploy-flow.ipynb	222
sdk/python/generative-ai/promptflow/deploy-flow/streaming/chatapp.py	179
sdk/python/generative-ai/promptflow/deploy-flow/streaming/event_stream.py	60
sdk/python/generative-ai/rag/code_first/data_index_job/cog_search_docs_faiss_mlindex.py	109
sdk/python/generative-ai/rag/code_first/data_index_job/local_docs_to_acs_mlindex.py	20
sdk/python/generative-ai/rag/code_first/data_index_job/local_docs_to_acs_mlindex.yaml	19
sdk/python/generative-ai/rag/code_first/data_index_job/s3_to_acs_mlindex.py	50
sdk/python/generative-ai/rag/code_first/data_index_job/scheduled_s3_to_asc_mlindex.py	72
sdk/python/generative-ai/rag/code_first/flows/bring_your_own_data_chat_qna/Prompt_variants.jinja2	13
sdk/python/generative-ai/rag/code_first/flows/bring_your_own_data_chat_qna/Prompt_variants__variant_1.jinja2	13
sdk/python/generative-ai/rag/code_first/flows/bring_your_own_data_chat_qna/Prompt_variants__variant_2.jinja2	13
sdk/python/generative-ai/rag/code_first/flows/bring_your_own_data_chat_qna/chat_with_context.jinja2	1
sdk/python/generative-ai/rag/code_first/flows/bring_your_own_data_chat_qna/flow.dag.yaml	96
sdk/python/generative-ai/rag/code_first/flows/bring_your_own_data_chat_qna/flow.meta.yaml	11
sdk/python/generative-ai/rag/code_first/flows/bring_your_own_data_chat_qna/generate_prompt_context.py	21
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/__init__.py	5
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/batch_run.yaml	12
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/chat_with_index_tool.py	26
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/find_context_tool.py	6
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/flow.dag.yaml	61
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/qna_tool.py	15
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/rewrite_question_tool.py	5
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/setup_env.py	20
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/src/__init__.py	3
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/src/find_context.py	23
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/src/main.py	41
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/src/qna.py	10
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/src/rewrite_question.py	25
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/src/utils/__init__.py	1
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/src/utils/logging.py	5
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/src/utils/oai.py	125
sdk/python/generative-ai/rag/code_first/flows/chat-with-index/src/utils/retry.py	84
sdk/python/generative-ai/rag/code_first/flows/data/azure_search_docs_questions.jsonl	3
sdk/python/generative-ai/rag/code_first/flows/data/rag_docs_questions.jsonl	3
sdk/python/generative-ai/rag/code_first/mlindex_local/langchain_docs_to_mlindex.py	46
sdk/python/generative-ai/rag/code_first/mlindex_local/local_docs_to_acs_aoai_mlindex.py	41
sdk/python/generative-ai/rag/code_first/mlindex_local/local_docs_to_faiss_mlindex.py	14
sdk/python/generative-ai/rag/code_first/mlindex_local/local_docs_to_faiss_mlindex_with_promptflow.py	54
sdk/python/generative-ai/rag/notebooks/azure_cognitive_search/acs_mlindex_with_langchain.ipynb	995
sdk/python/generative-ai/rag/notebooks/azure_cognitive_search/s3.yaml	8
sdk/python/generative-ai/rag/notebooks/azure_cognitive_search/s3_to_acs_mlindex_with_langchain.ipynb	797
sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk/crack_and_chunk_with_doc_intel/crack_and_chunk.py	70
sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk/crack_and_chunk_with_doc_intel/document_intelligence_loader.py	180
sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk/crack_pdfs_with_azure_document_intelligence.ipynb	435
sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk_parallel/crack_and_chunk_with_doc_intel/crack_and_chunk_parallel.py	116
sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk_parallel/crack_and_chunk_with_doc_intel/document_intelligence_loader.py	180
sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk_parallel/crack_and_chunk_with_doc_intel_parallel_component.ipynb	383
sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk_parallel/d_parallel_crack_pdfs_with_azure_document_intelligence.ipynb	595
sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk_parallel/e_parallel_crack_pdfs_with_azure_document_intelligence.ipynb	615
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sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk_parallel/local_parallel_crack_pdfs_with_azure_document_intelligence.ipynb	623
sdk/python/generative-ai/rag/notebooks/faiss/faiss_mlindex_with_langchain.ipynb	741
sdk/python/generative-ai/rag/notebooks/faiss/scheduled_update_faiss_index.ipynb	686
sdk/python/generative-ai/rag/notebooks/faiss/url_to_faiss_incremental_embeddings_with_tabular_data.ipynb	1032
sdk/python/generative-ai/rag/notebooks/pinecone/pinecone_mlindex_with_langchain.ipynb	1043
sdk/python/generative-ai/rag/notebooks/pinecone/s3.yaml	8
sdk/python/generative-ai/rag/notebooks/pinecone/s3_to_pinecone_mlindex_with_langchain.ipynb	838
sdk/python/generative-ai/rag/notebooks/qa_data_generation.ipynb	599
sdk/python/jobs/automl-standalone-jobs/ONNX_batch_model_generator_automl_for_images.py	263
sdk/python/jobs/automl-standalone-jobs/automl-classification-task-bankmarketing/automl-classification-task-bankmarketing-serverless.ipynb	995
sdk/python/jobs/automl-standalone-jobs/automl-classification-task-bankmarketing/automl-classification-task-bankmarketing.ipynb	1060
sdk/python/jobs/automl-standalone-jobs/automl-classification-task-bankmarketing/mlflow-model-local-inference-test.ipynb	287
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-distributed-tcn/automl-forecasting-distributed-tcn.ipynb	1349
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-distributed-tcn/scripts/helper_scripts.py	38
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-forecast-function/auto-ml-forecasting-function-gap-batch-inference.ipynb	716
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-forecast-function/auto-ml-forecasting-function-gap-local-inference.ipynb	502
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-forecast-function/auto-ml-forecasting-function-gap-training.ipynb	631
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-forecast-function/forecasting_script/forecasting_script.py	54
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-forecast-function/helper.py	56
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-github-dau/auto-ml-forecasting-github-dau.ipynb	999
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-github-dau/helpers/forecasting_script.py	44
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-github-dau/helpers/generate_ml_table.py	9
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-github-dau/helpers/metrics_helper.py	33
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales/automl-forecasting-orange-juice-sales-mlflow.ipynb	1264
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales/forecast/forecasting_script.py	54
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales/metrics_helper.py	33
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-recipes-univariate/automl-forecasting-recipe-univariate-experiment-settings.ipynb	784
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-recipes-univariate/forecast/forecasting_script.py	54
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-recipes-univariate/helper_functions.py	135
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-recipes-univariate/metrics_helper.py	25
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-bike-share/forecast/generate_ml_table.py	9
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-bike-share/forecast/rolling_script.py	41
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-bike-share/metrics_helper.py	33
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-energy-demand/automl-forecasting-task-energy-demand-advanced.ipynb	456
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-energy-demand/forecast/forecasting_script.py	54
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-energy-demand/metrics_helper.py	33
sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-energy-demand/mlflow-model-local-inference-test.ipynb	163
sdk/python/jobs/automl-standalone-jobs/automl-image-classification-multiclass-task-fridge-items/automl-image-classification-multiclass-task-fridge-items.ipynb	1734
sdk/python/jobs/automl-standalone-jobs/automl-image-classification-multiclass-task-fridge-items/mlflow-model-local-inference-test.ipynb	255
sdk/python/jobs/automl-standalone-jobs/automl-image-classification-multilabel-task-fridge-items/automl-image-classification-multilabel-task-fridge-items.ipynb	1725
sdk/python/jobs/automl-standalone-jobs/automl-image-classification-multilabel-task-fridge-items/mlflow-model-local-inference-test.ipynb	251
sdk/python/jobs/automl-standalone-jobs/automl-image-instance-segmentation-task-fridge-items/automl-image-instance-segmentation-task-fridge-items.ipynb	1742
sdk/python/jobs/automl-standalone-jobs/automl-image-instance-segmentation-task-fridge-items/mlflow-model-local-inference-test.ipynb	293
sdk/python/jobs/automl-standalone-jobs/automl-image-instance-segmentation-task-fridge-items/odFridgeObjects_jsonl2coco.ipynb	154
sdk/python/jobs/automl-standalone-jobs/automl-image-object-detection-task-fridge-items-batch-scoring/image-object-detection-batch-scoring-non-mlflow-model.ipynb	1353
sdk/python/jobs/automl-standalone-jobs/automl-image-object-detection-task-fridge-items-batch-scoring/scripts/batch_scoring.py	35
sdk/python/jobs/automl-standalone-jobs/automl-image-object-detection-task-fridge-items/automl-image-object-detection-task-fridge-items.ipynb	1776
sdk/python/jobs/automl-standalone-jobs/automl-image-object-detection-task-fridge-items/mlflow-model-local-inference-test.ipynb	270
sdk/python/jobs/automl-standalone-jobs/automl-image-object-detection-task-fridge-items/yolo_onnx_preprocessing_utils.py	184
sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-classification-multiclass-task-sentiment-analysis/automl-nlp-multiclass-sentiment-mlflow.ipynb	1015
sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-classification-multiclass-task-sentiment-analysis/automl-nlp-multiclass-sentiment.ipynb	345
sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-classification-multiclass-task-sentiment-analysis/mlflow-model-local-inference-test.ipynb	171
sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-classification-multilabel-task-paper-categorization/automl-nlp-multilabel-paper-cat.ipynb	1040
sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-classification-multilabel-task-paper-categorization/preprocessing.py	25
sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-named-entity-recognition-task-distributed-sweeping/automl-nlp-text-ner-task-distributed-with-sweeping.ipynb	1025
sdk/python/jobs/automl-standalone-jobs/automl-nlp-text-named-entity-recognition-task/automl-nlp-text-ner-task.ipynb	1014
sdk/python/jobs/automl-standalone-jobs/automl-regression-task-hardware-performance/automl-regression-task-hardware-performance.ipynb	856
sdk/python/jobs/automl-standalone-jobs/jsonl-conversion/base_jsonl_converter.py	14
sdk/python/jobs/automl-standalone-jobs/jsonl-conversion/classification_jsonl_converter.py	50
sdk/python/jobs/automl-standalone-jobs/jsonl-conversion/coco_jsonl_converter.py	97
sdk/python/jobs/automl-standalone-jobs/jsonl-conversion/masktools.py	76
sdk/python/jobs/automl-standalone-jobs/jsonl-conversion/voc_jsonl_converter.py	94
sdk/python/jobs/configuration.ipynb	221
sdk/python/jobs/finetuning/standalone/model-as-a-platform/chat-completion/chat_completion_with_model_as_platform.ipynb	572
sdk/python/jobs/finetuning/standalone/model-as-a-platform/text-generation/text_generation_with_model_as_a_platform.ipynb	547
sdk/python/jobs/finetuning/standalone/model-as-a-service/chat-completion/chat_completion_with_model_as_service.ipynb	671
sdk/python/jobs/finetuning/standalone/model-as-a-service/text-generation/text_generation_with_model_as_a_service.ipynb	525
sdk/python/jobs/multicloud-configuration.ipynb	161
sdk/python/jobs/parallel/1a_oj_sales_prediction/oj_sales_prediction.ipynb	376
sdk/python/jobs/parallel/1a_oj_sales_prediction/src/parallel_train/conda.yaml	16
sdk/python/jobs/parallel/1a_oj_sales_prediction/src/parallel_train/parallel_train.py	68
sdk/python/jobs/parallel/1a_oj_sales_prediction/src/partition_data/conda.yaml	17
sdk/python/jobs/parallel/1a_oj_sales_prediction/src/partition_data/partition_data.py	94
sdk/python/jobs/parallel/2a_iris_batch_prediction/iris-model/model.pkl	22
sdk/python/jobs/parallel/2a_iris_batch_prediction/iris_batch_prediction.ipynb	331
sdk/python/jobs/parallel/2a_iris_batch_prediction/script/iris_prediction.py	23
sdk/python/jobs/parallel/3a_mnist_batch_identification/mnist_batch_prediction.ipynb	357
sdk/python/jobs/parallel/3a_mnist_batch_identification/mnist_models/mnist-tf.model.meta	1297
sdk/python/jobs/parallel/3a_mnist_batch_identification/script/digit_identification.py	29
sdk/python/jobs/parallel/3a_mnist_batch_identification/script/prepare_data.py	21
sdk/python/jobs/pipelines/1a_pipeline_with_components_from_yaml/eval_src/eval.py	17
sdk/python/jobs/pipelines/1a_pipeline_with_components_from_yaml/pipeline_with_components_from_yaml.ipynb	289
sdk/python/jobs/pipelines/1a_pipeline_with_components_from_yaml/pipeline_with_components_from_yaml_serverless.ipynb	275
sdk/python/jobs/pipelines/1a_pipeline_with_components_from_yaml/score_src/score.py	20
sdk/python/jobs/pipelines/1a_pipeline_with_components_from_yaml/train_src/train.py	32
sdk/python/jobs/pipelines/1b_pipeline_with_python_function_components/pipeline_with_python_function_components.ipynb	303
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sdk/python/jobs/pipelines/1b_pipeline_with_python_function_components/src/env.yaml	11
sdk/python/jobs/pipelines/1c_pipeline_with_hyperparameter_sweep/pipeline_with_hyperparameter_sweep.ipynb	243
sdk/python/jobs/pipelines/1c_pipeline_with_hyperparameter_sweep/predict-src/predict.py	17
sdk/python/jobs/pipelines/1c_pipeline_with_hyperparameter_sweep/train-src/train.py	68
sdk/python/jobs/pipelines/1d_pipeline_with_non_python_components/pipeline_with_non_python_components.ipynb	281
sdk/python/jobs/pipelines/1e_pipeline_with_registered_components/eval_src/component.py	17
sdk/python/jobs/pipelines/1e_pipeline_with_registered_components/pipeline_with_registered_components.ipynb	376
sdk/python/jobs/pipelines/1e_pipeline_with_registered_components/score_src/score.py	20
sdk/python/jobs/pipelines/1e_pipeline_with_registered_components/train_src/train.py	32
sdk/python/jobs/pipelines/1g_pipeline_with_parallel_nodes/model/iris_model/model.pkl	22
sdk/python/jobs/pipelines/1g_pipeline_with_parallel_nodes/pipeline_with_parallel_nodes.ipynb	390
sdk/python/jobs/pipelines/1g_pipeline_with_parallel_nodes/src/file_batch_inference.py	21
sdk/python/jobs/pipelines/1g_pipeline_with_parallel_nodes/src/prepare_data.py	44
sdk/python/jobs/pipelines/1g_pipeline_with_parallel_nodes/src/tabular_batch_inference.py	25
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-classification-bankmarketing-in-pipeline/automl-classification-bankmarketing-in-pipeline.ipynb	280
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-classification-bankmarketing-in-pipeline/environment/preprocessing_env.yaml	16
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-classification-bankmarketing-in-pipeline/preprocess.py	59
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-classification-bankmarketing-in-pipeline/register.py	37
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-forecasting-in-pipeline/environment/preprocessing_env.yaml	16
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sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-forecasting-in-pipeline/scripts/infer.py	112
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-forecasting-in-pipeline/scripts/register_model.py	28
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-classification-multiclass-in-pipeline/automl-image-classification-multiclass-in-pipeline.ipynb	500
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-classification-multiclass-in-pipeline/register.py	37
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-classification-multilabel-in-pipeline/automl-image-classification-multilabel-in-pipeline.ipynb	507
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-classification-multilabel-in-pipeline/register.py	37
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-instance-segmentation-in-pipeline/automl-image-instance-segmentation-in-pipeline.ipynb	464
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-instance-segmentation-in-pipeline/jsonl_converter.py	139
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-instance-segmentation-in-pipeline/register.py	37
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-object-detection-in-pipeline/automl-image-object-detection-in-pipeline.ipynb	517
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-image-object-detection-in-pipeline/register.py	37
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-regression-house-pricing-in-pipeline/automl-regression-house-pricing-in-pipeline.ipynb	276
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-regression-house-pricing-in-pipeline/environment/preprocessing_env.yaml	16
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-regression-house-pricing-in-pipeline/preprocess.py	58
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-regression-house-pricing-in-pipeline/register.py	37
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-classification-in-pipeline/automl-text-classification-in-pipeline.ipynb	278
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-classification-in-pipeline/environment/preprocessing_env.yaml	16
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-classification-in-pipeline/preprocess.py	57
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-classification-in-pipeline/register.py	37
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-classification-multilabel-in-pipeline/automl-text-classification-multilabel-in-pipeline.ipynb	278
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-classification-multilabel-in-pipeline/environment/preprocessing_env.yaml	16
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-classification-multilabel-in-pipeline/preprocess.py	55
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-classification-multilabel-in-pipeline/register.py	37
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-ner-named-entity-recognition-in-pipeline/automl-text-ner-named-entity-recognition-in-pipeline.ipynb	268
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-ner-named-entity-recognition-in-pipeline/environment/preprocessing_env.yaml	16
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-ner-named-entity-recognition-in-pipeline/preprocess.py	55
sdk/python/jobs/pipelines/1h_automl_in_pipeline/automl-text-ner-named-entity-recognition-in-pipeline/register.py	37
sdk/python/jobs/pipelines/1i_pipeline_with_spark_nodes/components/kmeans_example.py	26
sdk/python/jobs/pipelines/1i_pipeline_with_spark_nodes/pipeline_with_spark_nodes.ipynb	273
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/nyc_taxi_data_regression_with_pipeline_component/data_pipeline/prep_src/prep.py	105
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/nyc_taxi_data_regression_with_pipeline_component/data_pipeline/transform_src/transform.py	87
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/nyc_taxi_data_regression_with_pipeline_component/nyc_taxi_data_regression_with_pipeline_component.ipynb	380
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/nyc_taxi_data_regression_with_pipeline_component/train_pipeline/predict_src/predict.py	58
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/nyc_taxi_data_regression_with_pipeline_component/train_pipeline/score_src/score.py	47
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/nyc_taxi_data_regression_with_pipeline_component/train_pipeline/train_src/train.py	72
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/pipeline_with_train_eval_pipeline_component/components/compare2/compare2.py	35
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/pipeline_with_train_eval_pipeline_component/components/eval/eval.py	17
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/pipeline_with_train_eval_pipeline_component/components/score/score.py	20
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/pipeline_with_train_eval_pipeline_component/components/train/train.py	32
sdk/python/jobs/pipelines/1j_pipeline_with_pipeline_component/pipeline_with_train_eval_pipeline_component/pipeline_with_train_eval_pipeline_component.ipynb	332
sdk/python/jobs/pipelines/1k_demand_forecast_pipeline/aml-demand-forecast-hts-pipeline/aml-demand-forecast-hts.ipynb	1389
sdk/python/jobs/pipelines/1k_demand_forecast_pipeline/aml-demand-forecast-hts-pipeline/scripts/helper_scripts.py	32
sdk/python/jobs/pipelines/1k_demand_forecast_pipeline/aml-demand-forecast-mm-pipeline/aml-demand-forecast-mm-pipeline.ipynb	1489
sdk/python/jobs/pipelines/1k_demand_forecast_pipeline/aml-demand-forecast-mm-pipeline/scripts/helper_scripts.py	32
sdk/python/jobs/pipelines/1l_flow_in_pipeline/flow_in_pipeline.ipynb	235
sdk/python/jobs/pipelines/2a_train_mnist_with_tensorflow/src/component.py	24
sdk/python/jobs/pipelines/2a_train_mnist_with_tensorflow/src/conda.yaml	11
sdk/python/jobs/pipelines/2a_train_mnist_with_tensorflow/src/train.py	91
sdk/python/jobs/pipelines/2a_train_mnist_with_tensorflow/train_mnist_with_tensorflow.ipynb	228
sdk/python/jobs/pipelines/2b_train_cifar_10_with_pytorch/eval-model/main.py	97
sdk/python/jobs/pipelines/2b_train_cifar_10_with_pytorch/train-model/main.py	136
sdk/python/jobs/pipelines/2b_train_cifar_10_with_pytorch/train_cifar_10_with_pytorch.ipynb	241
sdk/python/jobs/pipelines/2c_nyc_taxi_data_regression/nyc_taxi_data_regression.ipynb	230
sdk/python/jobs/pipelines/2c_nyc_taxi_data_regression/predict_src/predict.py	58
sdk/python/jobs/pipelines/2c_nyc_taxi_data_regression/prep_src/prep.py	102
sdk/python/jobs/pipelines/2c_nyc_taxi_data_regression/score_src/score.py	47
sdk/python/jobs/pipelines/2c_nyc_taxi_data_regression/train_src/train.py	68
sdk/python/jobs/pipelines/2c_nyc_taxi_data_regression/transform_src/transform.py	87
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/apply_image_transformation/apply_image_transformation.yaml	27
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/apply_image_transformation/conda.yaml	8
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/convert_to_image_directory/conda.yaml	8
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/convert_to_image_directory/convert_to_image_directory.yaml	19
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/image_classification_with_densenet.ipynb	320
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/checkpoint2model.py	20
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/classify.py	66
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/conda.yaml	21
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/entry.py	150
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/entry.spec.yaml	129
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/image_classification/__init__.py	6
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/image_classification/dataloaders.py	378
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/image_classification/mixup.py	39
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/image_classification/resnet.py	307
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/image_classification/smoothing.py	14
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/image_classification/training.py	462
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/image_classification/utils.py	69
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/main.py	459
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/multiproc.py	111
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/init_image_transformation/conda.yaml	8
sdk/python/jobs/pipelines/2d_image_classification_with_densenet/init_image_transformation/init_image_transformation.yaml	102
sdk/python/jobs/pipelines/2e_image_classification_keras_minist_convnet/image_classification_keras_minist_convnet.ipynb	401
sdk/python/jobs/pipelines/2e_image_classification_keras_minist_convnet/prep/conda.yaml	8
sdk/python/jobs/pipelines/2e_image_classification_keras_minist_convnet/prep/prep_component.py	47
sdk/python/jobs/pipelines/2e_image_classification_keras_minist_convnet/score/conda.yaml	14
sdk/python/jobs/pipelines/2e_image_classification_keras_minist_convnet/score/score.py	63
sdk/python/jobs/pipelines/2e_image_classification_keras_minist_convnet/score/score.yaml	17
sdk/python/jobs/pipelines/2e_image_classification_keras_minist_convnet/train/conda.yaml	15
sdk/python/jobs/pipelines/2e_image_classification_keras_minist_convnet/train/train.py	89
sdk/python/jobs/pipelines/2e_image_classification_keras_minist_convnet/train/train_component.py	20
sdk/python/jobs/pipelines/run_all.py	69
sdk/python/jobs/single-step/lightgbm/iris/lightgbm-iris-sweep.ipynb	397
sdk/python/jobs/single-step/lightgbm/iris/src/main.py	64
sdk/python/jobs/single-step/pytorch/distributed-training/distributed-cifar10.ipynb	438
sdk/python/jobs/single-step/pytorch/distributed-training/src/read_write_data.py	11
sdk/python/jobs/single-step/pytorch/distributed-training/src/train.py	138
sdk/python/jobs/single-step/pytorch/train-hyperparameter-tune-deploy-with-pytorch/score/score.py	21
sdk/python/jobs/single-step/pytorch/train-hyperparameter-tune-deploy-with-pytorch/src/pytorch_train.py	144
sdk/python/jobs/single-step/pytorch/train-hyperparameter-tune-deploy-with-pytorch/train-hyperparameter-tune-deploy-with-pytorch.ipynb	718
sdk/python/jobs/single-step/scikit-learn/train-hyperparameter-tune-deploy-with-sklearn/train-hyperparameter-tune-with-sklearn.ipynb	863
sdk/python/jobs/single-step/tensorflow/mnist-distributed/src/main.py	84
sdk/python/jobs/single-step/tensorflow/mnist-distributed/tensorflow-mnist-distributed.ipynb	243
sdk/python/jobs/single-step/tensorflow/train-hyperparameter-tune-deploy-with-keras/src/keras_mnist.py	142
sdk/python/jobs/single-step/tensorflow/train-hyperparameter-tune-deploy-with-keras/src/utils.py	19
sdk/python/jobs/single-step/tensorflow/train-hyperparameter-tune-deploy-with-keras/train-hyperparameter-tune-deploy-with-keras.ipynb	865
sdk/python/jobs/single-step/tensorflow/train-hyperparameter-tune-deploy-with-tensorflow/src/score.py	15
sdk/python/jobs/single-step/tensorflow/train-hyperparameter-tune-deploy-with-tensorflow/src/tf_mnist.py	178
sdk/python/jobs/single-step/tensorflow/train-hyperparameter-tune-deploy-with-tensorflow/train-hyperparameter-tune-deploy-with-tensorflow.ipynb	841
sdk/python/jobs/spark/automation/run_interactive_session_notebook.ipynb	79
sdk/python/jobs/spark/src/titanic.py	19
sdk/python/jobs/spark/submit_spark_pipeline_jobs.ipynb	544
sdk/python/jobs/spark/submit_spark_standalone_jobs.ipynb	439
sdk/python/jobs/spark/submit_spark_standalone_jobs_managed_vnet.ipynb	914
sdk/python/readme.py	310
sdk/python/resources/compute/attach_manage_spark_pools.ipynb	196
sdk/python/resources/compute/attach_managed_spark_pools.py	65
sdk/python/resources/compute/compute.ipynb	376
sdk/python/resources/connections/connections.ipynb	229
sdk/python/resources/datastores/datastore.ipynb	415
sdk/python/resources/registry/registry-create.ipynb	259
sdk/python/resources/workspace/workspace-managed-network.ipynb	371
sdk/python/resources/workspace/workspace.ipynb	433
sdk/python/responsible-ai/mlflow-deployment-with-explanations/explanation_wrapper.py	113
sdk/python/responsible-ai/mlflow-deployment-with-explanations/mlflow-deployment-with-explanations.ipynb	1547
sdk/python/responsible-ai/tabular/responsibleaidashboard-ed-student-attrition-clf/responsibleaidashboard-ed-student-attrition-clf.ipynb	1933
sdk/python/responsible-ai/tabular/responsibleaidashboard-finance-loan-classification/responsibleaidashboard-finance-loan-classification.ipynb	1911
sdk/python/responsible-ai/tabular/responsibleaidashboard-healthcare-covid-classification/responsibleaidashboard-healthcare-covid-classification.ipynb	1963
sdk/python/responsible-ai/tabular/responsibleaidashboard-housing-classification-model-debugging/responsibleaidashboard-housing-classification-model-debugging.ipynb	1084
sdk/python/responsible-ai/tabular/responsibleaidashboard-programmer-regression-model-debugging/responsibleaidashboard-programmer-regression-model-debugging.ipynb	1134
sdk/python/responsible-ai/text/responsibleaidashboard-multilabel-text-classification-covid-events.ipynb	1086
sdk/python/responsible-ai/text/responsibleaidashboard-text-classification-DBPedia.ipynb	1080
sdk/python/responsible-ai/text/responsibleaidashboard-text-classification-blbooksgenre.ipynb	1241
sdk/python/responsible-ai/text/responsibleaidashboard-text-classification-financial-news/responsibleaidashboard-text-classification-financial-news.ipynb	1809
sdk/python/responsible-ai/text/responsibleaidashboard-text-question-answering-squad.ipynb	993
sdk/python/responsible-ai/vision/responsibleaidashboard-automl-image-classification-fridge.ipynb	1295
sdk/python/responsible-ai/vision/responsibleaidashboard-automl-object-detection-fridge-private-data.ipynb	1303
sdk/python/responsible-ai/vision/responsibleaidashboard-image-classification-fridge.ipynb	996
sdk/python/responsible-ai/vision/responsibleaidashboard-image-flower-classification.ipynb	1325
sdk/python/responsible-ai/vision/responsibleaidashboard-image-multilabel-classification-fridge.ipynb	999
sdk/python/schedules/job-schedule.ipynb	417
sdk/python/using-mlflow/deploy/environment/conda.yaml	25
sdk/python/using-mlflow/deploy/mlflow_sdk_online_endpoints.ipynb	709
sdk/python/using-mlflow/deploy/mlflow_sdk_online_endpoints_progresive.ipynb	974
sdk/python/using-mlflow/deploy/mlflow_sdk_web_service.ipynb	540
sdk/python/using-mlflow/deploy/model/conda.yaml	11
sdk/python/using-mlflow/deploy/model/model.pkl	857
sdk/python/using-mlflow/deploy/model/python_env.yaml	7
sdk/python/using-mlflow/deploy/scoring_to_mlmodel.ipynb	474
sdk/python/using-mlflow/deploy/track_with_databricks_deploy_aml.ipynb	1008
sdk/python/using-mlflow/model-management/model_management.ipynb	629
sdk/python/using-mlflow/runs-management/run_history.ipynb	551
sdk/python/using-mlflow/runs-management/trainer.py	51
sdk/python/using-mlflow/train-and-log/keras_mnist_with_mlflow.ipynb	529
sdk/python/using-mlflow/train-and-log/logging_and_customizing_models.ipynb	600
sdk/python/using-mlflow/train-and-log/xgboost_classification_mlflow.ipynb	701
sdk/python/using-mlflow/train-and-log/xgboost_service_principal.ipynb	527
sdk/python/using-mlflow/using-rest-api/using_mlflow_rest_api.ipynb	325
sdk/python/using-mltable/delimited-files-example/delimited-files-example.ipynb	310
sdk/python/using-mltable/delimited-files-example/src/train.py	8
sdk/python/using-mltable/delta-lake-example/delta-lake-example.ipynb	290
sdk/python/using-mltable/delta-lake-example/src/train.py	8
sdk/python/using-mltable/from-paths-example/from-paths-example.ipynb	299
sdk/python/using-mltable/local-to-cloud/mltable-local-to-cloud.ipynb	335
sdk/python/using-mltable/local-to-cloud/src/train.py	8
sdk/python/using-mltable/quickstart/mltable-quickstart.ipynb	389
sdk/python/using-mltable/quickstart/src/train.py	8
sdk/typescript/src/assets/component/componentVersionsCreateOrUpdateSample.ts	64
sdk/typescript/src/assets/component/componentVersionsGetSample.ts	34
sdk/typescript/src/assets/component/componentVersionsListSample.ts	37
sdk/typescript/src/jobs/pipelines/pipelineJobCreateOrUpdateSample.ts	54
sdk/typescript/src/resources/compute/computeCreateOrUpdate.ts	79
sdk/typescript/src/resources/compute/computeList.ts	32
sdk/typescript/src/resources/workspace/workspacesListBySubscriptionSample.ts	19
sdk/typescript/src/utils/auth.ts	8
sdk/typescript/src/utils/helper.ts	17
sdk/typescript/src/utils/index.ts	2
setup/setup-ci/security-scanner/amlsecscan.py	595
setup/setup-dsvm/RStudio/Windows-Install-RStudio-opensource.ps1	26
setup/setup-dsvm/RStudio/Windows-Install-RStudio-pro.ps1	4
setup/setup-repo/docs.py	21
tutorials/azureml-getting-started/azureml-getting-started-studio.ipynb	440
tutorials/azureml-in-a-day/azureml-in-a-day.ipynb	786
tutorials/e2e-distributed-pytorch-image/e2e-object-classification-distributed-pytorch.ipynb	713
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tutorials/e2e-distributed-pytorch-image/src/pytorch_dl_train/model.py	24
tutorials/e2e-distributed-pytorch-image/src/pytorch_dl_train/profiling.py	129
tutorials/e2e-distributed-pytorch-image/src/pytorch_dl_train/train.py	449
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tutorials/get-started-notebooks/deploy/credit_defaults_model/conda.yaml	11
tutorials/get-started-notebooks/deploy/credit_defaults_model/model.pkl	662
tutorials/get-started-notebooks/deploy/credit_defaults_model/python_env.yaml	7
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tutorials/readme.py	208