File size: 2,292 Bytes
4021124 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 | # Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"). You
# may not use this file except in compliance with the License. A copy of
# the License is located at
#
# http://aws.amazon.com/apache2.0/
#
# or in the "license" file accompanying this file. This file is
# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
# ANY KIND, either express or implied. See the License for the specific
# language governing permissions and limitations under the License.
"""This module stores enums related to SageMaker JumpStart."""
from __future__ import absolute_import
from enum import Enum
class ModelFramework(str, Enum):
"""Enum class for JumpStart model framework.
The ML framework as referenced in the prefix of the model ID.
This value does not necessarily correspond to the container name.
"""
PYTORCH = "pytorch"
TENSORFLOW = "tensorflow"
MXNET = "mxnet"
HUGGINGFACE = "huggingface"
LIGHTGBM = "lightgbm"
CATBOOST = "catboost"
XGBOOST = "xgboost"
SKLEARN = "sklearn"
class VariableScope(str, Enum):
"""Possible value of the ``scope`` attribute for a hyperparameter or environment variable.
Used for hosting environment variables and training hyperparameters.
"""
CONTAINER = "container"
ALGORITHM = "algorithm"
class JumpStartScriptScope(str, Enum):
"""Enum class for JumpStart script scopes."""
INFERENCE = "inference"
TRAINING = "training"
class HyperparameterValidationMode(str, Enum):
"""Possible modes for validating hyperparameters."""
VALIDATE_PROVIDED = "validate_provided"
VALIDATE_ALGORITHM = "validate_algorithm"
VALIDATE_ALL = "validate_all"
class VariableTypes(str, Enum):
"""Possible types for hyperparameters and environment variables."""
TEXT = "text"
INT = "int"
FLOAT = "float"
BOOL = "bool"
class JumpStartTag(str, Enum):
"""Enum class for tag keys to apply to JumpStart models."""
INFERENCE_MODEL_URI = "aws-jumpstart-inference-model-uri"
INFERENCE_SCRIPT_URI = "aws-jumpstart-inference-script-uri"
TRAINING_MODEL_URI = "aws-jumpstart-training-model-uri"
TRAINING_SCRIPT_URI = "aws-jumpstart-training-script-uri"
|