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Diffstat (limited to '.venv/lib/python3.12/site-packages/azure/ai/ml/constants/_job/automl.py')
-rw-r--r-- | .venv/lib/python3.12/site-packages/azure/ai/ml/constants/_job/automl.py | 116 |
1 files changed, 116 insertions, 0 deletions
diff --git a/.venv/lib/python3.12/site-packages/azure/ai/ml/constants/_job/automl.py b/.venv/lib/python3.12/site-packages/azure/ai/ml/constants/_job/automl.py new file mode 100644 index 00000000..41af0781 --- /dev/null +++ b/.venv/lib/python3.12/site-packages/azure/ai/ml/constants/_job/automl.py @@ -0,0 +1,116 @@ +# --------------------------------------------------------- +# Copyright (c) Microsoft Corporation. All rights reserved. +# --------------------------------------------------------- +from enum import Enum + +# pylint: disable=unused-import +from azure.ai.ml._restclient.v2023_04_01_preview.models import NlpLearningRateScheduler, TrainingMode +from azure.ai.ml._utils._experimental import experimental + + +class AutoMLConstants: + # The following are fields found in the yaml for AutoML Job + GENERAL_YAML = "general" + DATA_YAML = "data" + FEATURIZATION_YAML = "featurization" + LIMITS_YAML = "limits" + SWEEP_YAML = "sweep" + FORECASTING_YAML = "forecasting" + TRAINING_YAML = "training" + MAX_TRIALS_YAML = "max_trials" + VALIDATION_DATASET_SIZE_YAML = "validation_dataset_size" + TRAINING_DATA_SETTINGS_YAML = "training" + TEST_DATA_SETTINGS_YAML = "test" + VALIDATION_DATA_SETTINGS_YAML = "validation" + COUNTRY_OR_REGION_YAML = "country_or_region_for_holidays" + TASK_TYPE_YAML = "task" + TIMEOUT_YAML = "timeout_minutes" + TRIAL_TIMEOUT_YAML = "trial_timeout_minutes" + BLOCKED_ALGORITHMS_YAML = "blocked_training_algorithms" + ALLOWED_ALGORITHMS_YAML = "allowed_training_algorithms" + ENSEMBLE_MODEL_DOWNLOAD_TIMEOUT_YAML = "ensemble_model_download_timeout_minutes" + TERMINATION_POLICY_TYPE_YAML = "type" + + # TASK TYPES + CLASSIFICATION_YAML = "classification" + REGRESSION_YAML = "regression" + FORECASTING_YAML = "forecasting" + + # The following are general purpose AutoML fields + TARGET_LAGS = "target_lags" + AUTO = "auto" + OFF = "off" + CUSTOM = "custom" + TIME_SERIES_ID_COLUMN_NAMES = "time_series_id_column_names" + TRANSFORMER_PARAMS = "transformer_params" + MODE = "mode" + + +class AutoMLTransformerParameterKeys(Enum): + IMPUTER = "Imputer" + TF_IDF = "TfIdf" + HASH_ONE_HOT_ENCODER = "HashOneHotEncoder" + + +class ImageClassificationModelNames(Enum): + """Model names that are supported for Image Classification tasks.""" + + MOBILENETV2 = "mobilenetv2" + RESNET18 = "resnet18" + RESNET34 = "resnet34" + RESNET50 = "resnet50" + RESNET101 = "resnet101" + RESNET152 = "resnet152" + RESNEST50 = "resnest50" + RESNEST101 = "resnest101" + SERESNEXT = "seresnext" + VITS16R224 = "vits16r224" + VITB16R224 = "vitb16r224" + VITL16R224 = "vitl16r224" + + +class ImageObjectDetectionModelNames(Enum): + """Model names that are supported for Image Object Detection tasks.""" + + YOLOV5 = "yolov5" + FASTERRCNN_RESNET18_FPN = "fasterrcnn_resnet18_fpn" + FASTERRCNN_RESNET34_FPN = "fasterrcnn_resnet34_fpn" + FASTERRCNN_RESNET50_FPN = "fasterrcnn_resnet50_fpn" + FASTERRCNN_RESNET101_FPN = "fasterrcnn_resnet101_fpn" + FASTERRCNN_RESNET152_FPN = "fasterrcnn_resnet152_fpn" + RETINANET_RESNET50_FPN = "retinanet_resnet50_fpn" + + +class ImageInstanceSegmentationModelNames(Enum): + """Model names that are supported for Image Instance Segmentation tasks.""" + + MASKRCNN_RESNET18_FPN = "maskrcnn_resnet18_fpn" + MASKRCNN_RESNET34_FPN = "maskrcnn_resnet34_fpn" + MASKRCNN_RESNET50_FPN = "maskrcnn_resnet50_fpn" + MASKRCNN_RESNET101_FPN = "maskrcnn_resnet101_fpn" + MASKRCNN_RESNET152_FPN = "maskrcnn_resnet152_fpn" + + +class NlpModels(Enum): + """Model names that are supported for NLP (Natural Language Processing) tasks.""" + + BERT_BASE_CASED = "bert-base-cased" + BERT_BASE_UNCASED = "bert-base-uncased" + BERT_BASE_MULTILINGUAL_CASED = "bert-base-multilingual-cased" + BERT_BASE_GERMAN_CASED = "bert-base-german-cased" + BERT_LARGE_CASED = "bert-large-cased" + BERT_LARGE_UNCASED = "bert-large-uncased" + DISTILBERT_BASE_CASED = "distilbert-base-cased" + DISTILBERT_BASE_UNCASED = "distilbert-base-uncased" + ROBERTA_BASE = "roberta-base" + ROBERTA_LARGE = "roberta-large" + DISTILROBERTA_BASE = "distilroberta-base" + XLM_ROBERTA_BASE = "xlm-roberta-base" + XLM_ROBERTA_LARGE = "xlm-roberta-large" + XLNET_BASE_CASED = "xlnet-base-cased" + XLNET_LARGE_CASED = "xlnet-large-cased" + + +TrainingMode.__doc__ = "Mode to enable/disable distributed training." +TabularTrainingMode = experimental(TrainingMode) +TabularTrainingMode.__name__ = "TabularTrainingMode" |