mypydantic.models.forecast

   1# Model Generated: Thu Mar  2 21:56:19 2023
   2
   3from __future__ import annotations
   4
   5from datetime import datetime
   6from typing import Dict, List, Literal, Mapping, Optional, Sequence
   7
   8from pydantic import Field
   9
  10from mypydantic.models.base_model import BaseModel
  11
  12
  13class ActionModel(BaseModel):
  14    attribute_name: str = Field(alias="AttributeName")
  15    operation: Literal["ADD", "DIVIDE", "MULTIPLY", "SUBTRACT"] = Field(
  16        alias="Operation"
  17    )
  18    value: float = Field(alias="Value")
  19
  20
  21class AdditionalDatasetModel(BaseModel):
  22    name: str = Field(alias="Name")
  23    configuration: Optional[Mapping[str, Sequence[str]]] = Field(
  24        default=None, alias="Configuration"
  25    )
  26
  27
  28class AttributeConfigModel(BaseModel):
  29    attribute_name: str = Field(alias="AttributeName")
  30    transformations: Mapping[str, str] = Field(alias="Transformations")
  31
  32
  33class BaselineMetricModel(BaseModel):
  34    name: Optional[str] = Field(default=None, alias="Name")
  35    value: Optional[float] = Field(default=None, alias="Value")
  36
  37
  38class CategoricalParameterRangeModel(BaseModel):
  39    name: str = Field(alias="Name")
  40    values: Sequence[str] = Field(alias="Values")
  41
  42
  43class ContinuousParameterRangeModel(BaseModel):
  44    name: str = Field(alias="Name")
  45    max_value: float = Field(alias="MaxValue")
  46    min_value: float = Field(alias="MinValue")
  47    scaling_type: Optional[
  48        Literal["Auto", "Linear", "Logarithmic", "ReverseLogarithmic"]
  49    ] = Field(default=None, alias="ScalingType")
  50
  51
  52class EncryptionConfigModel(BaseModel):
  53    role_arn: str = Field(alias="RoleArn")
  54    kms_key_arn: str = Field(alias="KMSKeyArn")
  55
  56
  57class MonitorConfigModel(BaseModel):
  58    monitor_name: str = Field(alias="MonitorName")
  59
  60
  61class TagModel(BaseModel):
  62    key: str = Field(alias="Key")
  63    value: str = Field(alias="Value")
  64
  65
  66class TimeAlignmentBoundaryModel(BaseModel):
  67    month: Optional[
  68        Literal[
  69            "APRIL",
  70            "AUGUST",
  71            "DECEMBER",
  72            "FEBRUARY",
  73            "JANUARY",
  74            "JULY",
  75            "JUNE",
  76            "MARCH",
  77            "MAY",
  78            "NOVEMBER",
  79            "OCTOBER",
  80            "SEPTEMBER",
  81        ]
  82    ] = Field(default=None, alias="Month")
  83    day_of_month: Optional[int] = Field(default=None, alias="DayOfMonth")
  84    day_of_week: Optional[
  85        Literal[
  86            "FRIDAY", "MONDAY", "SATURDAY", "SUNDAY", "THURSDAY", "TUESDAY", "WEDNESDAY"
  87        ]
  88    ] = Field(default=None, alias="DayOfWeek")
  89    hour: Optional[int] = Field(default=None, alias="Hour")
  90
  91
  92class ResponseMetadataModel(BaseModel):
  93    request_id: str = Field(alias="RequestId")
  94    host_id: str = Field(alias="HostId")
  95    http_status_code: int = Field(alias="HTTPStatusCode")
  96    http_headers: Dict[str, str] = Field(alias="HTTPHeaders")
  97    retry_attempts: int = Field(alias="RetryAttempts")
  98
  99
 100class ExplainabilityConfigModel(BaseModel):
 101    time_series_granularity: Literal["ALL", "SPECIFIC"] = Field(
 102        alias="TimeSeriesGranularity"
 103    )
 104    time_point_granularity: Literal["ALL", "SPECIFIC"] = Field(
 105        alias="TimePointGranularity"
 106    )
 107
 108
 109class EvaluationParametersModel(BaseModel):
 110    number_of_backtest_windows: Optional[int] = Field(
 111        default=None, alias="NumberOfBacktestWindows"
 112    )
 113    back_test_window_offset: Optional[int] = Field(
 114        default=None, alias="BackTestWindowOffset"
 115    )
 116
 117
 118class S3ConfigModel(BaseModel):
 119    path: str = Field(alias="Path")
 120    role_arn: str = Field(alias="RoleArn")
 121    kms_key_arn: Optional[str] = Field(default=None, alias="KMSKeyArn")
 122
 123
 124class DatasetGroupSummaryModel(BaseModel):
 125    dataset_group_arn: Optional[str] = Field(default=None, alias="DatasetGroupArn")
 126    dataset_group_name: Optional[str] = Field(default=None, alias="DatasetGroupName")
 127    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
 128    last_modification_time: Optional[datetime] = Field(
 129        default=None, alias="LastModificationTime"
 130    )
 131
 132
 133class DatasetSummaryModel(BaseModel):
 134    dataset_arn: Optional[str] = Field(default=None, alias="DatasetArn")
 135    dataset_name: Optional[str] = Field(default=None, alias="DatasetName")
 136    dataset_type: Optional[
 137        Literal["ITEM_METADATA", "RELATED_TIME_SERIES", "TARGET_TIME_SERIES"]
 138    ] = Field(default=None, alias="DatasetType")
 139    domain: Optional[
 140        Literal[
 141            "CUSTOM",
 142            "EC2_CAPACITY",
 143            "INVENTORY_PLANNING",
 144            "METRICS",
 145            "RETAIL",
 146            "WEB_TRAFFIC",
 147            "WORK_FORCE",
 148        ]
 149    ] = Field(default=None, alias="Domain")
 150    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
 151    last_modification_time: Optional[datetime] = Field(
 152        default=None, alias="LastModificationTime"
 153    )
 154
 155
 156class DeleteDatasetGroupRequestModel(BaseModel):
 157    dataset_group_arn: str = Field(alias="DatasetGroupArn")
 158
 159
 160class DeleteDatasetImportJobRequestModel(BaseModel):
 161    dataset_import_job_arn: str = Field(alias="DatasetImportJobArn")
 162
 163
 164class DeleteDatasetRequestModel(BaseModel):
 165    dataset_arn: str = Field(alias="DatasetArn")
 166
 167
 168class DeleteExplainabilityExportRequestModel(BaseModel):
 169    explainability_export_arn: str = Field(alias="ExplainabilityExportArn")
 170
 171
 172class DeleteExplainabilityRequestModel(BaseModel):
 173    explainability_arn: str = Field(alias="ExplainabilityArn")
 174
 175
 176class DeleteForecastExportJobRequestModel(BaseModel):
 177    forecast_export_job_arn: str = Field(alias="ForecastExportJobArn")
 178
 179
 180class DeleteForecastRequestModel(BaseModel):
 181    forecast_arn: str = Field(alias="ForecastArn")
 182
 183
 184class DeleteMonitorRequestModel(BaseModel):
 185    monitor_arn: str = Field(alias="MonitorArn")
 186
 187
 188class DeletePredictorBacktestExportJobRequestModel(BaseModel):
 189    predictor_backtest_export_job_arn: str = Field(
 190        alias="PredictorBacktestExportJobArn"
 191    )
 192
 193
 194class DeletePredictorRequestModel(BaseModel):
 195    predictor_arn: str = Field(alias="PredictorArn")
 196
 197
 198class DeleteResourceTreeRequestModel(BaseModel):
 199    resource_arn: str = Field(alias="ResourceArn")
 200
 201
 202class DeleteWhatIfAnalysisRequestModel(BaseModel):
 203    what_if_analysis_arn: str = Field(alias="WhatIfAnalysisArn")
 204
 205
 206class DeleteWhatIfForecastExportRequestModel(BaseModel):
 207    what_if_forecast_export_arn: str = Field(alias="WhatIfForecastExportArn")
 208
 209
 210class DeleteWhatIfForecastRequestModel(BaseModel):
 211    what_if_forecast_arn: str = Field(alias="WhatIfForecastArn")
 212
 213
 214class DescribeAutoPredictorRequestModel(BaseModel):
 215    predictor_arn: str = Field(alias="PredictorArn")
 216
 217
 218class ExplainabilityInfoModel(BaseModel):
 219    explainability_arn: Optional[str] = Field(default=None, alias="ExplainabilityArn")
 220    status: Optional[str] = Field(default=None, alias="Status")
 221
 222
 223class MonitorInfoModel(BaseModel):
 224    monitor_arn: Optional[str] = Field(default=None, alias="MonitorArn")
 225    status: Optional[str] = Field(default=None, alias="Status")
 226
 227
 228class ReferencePredictorSummaryModel(BaseModel):
 229    arn: Optional[str] = Field(default=None, alias="Arn")
 230    state: Optional[Literal["Active", "Deleted"]] = Field(default=None, alias="State")
 231
 232
 233class DescribeDatasetGroupRequestModel(BaseModel):
 234    dataset_group_arn: str = Field(alias="DatasetGroupArn")
 235
 236
 237class DescribeDatasetImportJobRequestModel(BaseModel):
 238    dataset_import_job_arn: str = Field(alias="DatasetImportJobArn")
 239
 240
 241class StatisticsModel(BaseModel):
 242    count: Optional[int] = Field(default=None, alias="Count")
 243    count_distinct: Optional[int] = Field(default=None, alias="CountDistinct")
 244    count_null: Optional[int] = Field(default=None, alias="CountNull")
 245    count_nan: Optional[int] = Field(default=None, alias="CountNan")
 246    min: Optional[str] = Field(default=None, alias="Min")
 247    max: Optional[str] = Field(default=None, alias="Max")
 248    avg: Optional[float] = Field(default=None, alias="Avg")
 249    stddev: Optional[float] = Field(default=None, alias="Stddev")
 250    count_long: Optional[int] = Field(default=None, alias="CountLong")
 251    count_distinct_long: Optional[int] = Field(default=None, alias="CountDistinctLong")
 252    count_null_long: Optional[int] = Field(default=None, alias="CountNullLong")
 253    count_nan_long: Optional[int] = Field(default=None, alias="CountNanLong")
 254
 255
 256class DescribeDatasetRequestModel(BaseModel):
 257    dataset_arn: str = Field(alias="DatasetArn")
 258
 259
 260class DescribeExplainabilityExportRequestModel(BaseModel):
 261    explainability_export_arn: str = Field(alias="ExplainabilityExportArn")
 262
 263
 264class DescribeExplainabilityRequestModel(BaseModel):
 265    explainability_arn: str = Field(alias="ExplainabilityArn")
 266
 267
 268class DescribeForecastExportJobRequestModel(BaseModel):
 269    forecast_export_job_arn: str = Field(alias="ForecastExportJobArn")
 270
 271
 272class DescribeForecastRequestModel(BaseModel):
 273    forecast_arn: str = Field(alias="ForecastArn")
 274
 275
 276class DescribeMonitorRequestModel(BaseModel):
 277    monitor_arn: str = Field(alias="MonitorArn")
 278
 279
 280class DescribePredictorBacktestExportJobRequestModel(BaseModel):
 281    predictor_backtest_export_job_arn: str = Field(
 282        alias="PredictorBacktestExportJobArn"
 283    )
 284
 285
 286class DescribePredictorRequestModel(BaseModel):
 287    predictor_arn: str = Field(alias="PredictorArn")
 288
 289
 290class DescribeWhatIfAnalysisRequestModel(BaseModel):
 291    what_if_analysis_arn: str = Field(alias="WhatIfAnalysisArn")
 292
 293
 294class DescribeWhatIfForecastExportRequestModel(BaseModel):
 295    what_if_forecast_export_arn: str = Field(alias="WhatIfForecastExportArn")
 296
 297
 298class DescribeWhatIfForecastRequestModel(BaseModel):
 299    what_if_forecast_arn: str = Field(alias="WhatIfForecastArn")
 300
 301
 302class ErrorMetricModel(BaseModel):
 303    forecast_type: Optional[str] = Field(default=None, alias="ForecastType")
 304    wap_e: Optional[float] = Field(default=None, alias="WAPE")
 305    rms_e: Optional[float] = Field(default=None, alias="RMSE")
 306    mas_e: Optional[float] = Field(default=None, alias="MASE")
 307    map_e: Optional[float] = Field(default=None, alias="MAPE")
 308
 309
 310class FeaturizationMethodModel(BaseModel):
 311    featurization_method_name: Literal["filling"] = Field(
 312        alias="FeaturizationMethodName"
 313    )
 314    featurization_method_parameters: Optional[Mapping[str, str]] = Field(
 315        default=None, alias="FeaturizationMethodParameters"
 316    )
 317
 318
 319class FilterModel(BaseModel):
 320    key: str = Field(alias="Key")
 321    value: str = Field(alias="Value")
 322    condition: Literal["IS", "IS_NOT"] = Field(alias="Condition")
 323
 324
 325class ForecastSummaryModel(BaseModel):
 326    forecast_arn: Optional[str] = Field(default=None, alias="ForecastArn")
 327    forecast_name: Optional[str] = Field(default=None, alias="ForecastName")
 328    predictor_arn: Optional[str] = Field(default=None, alias="PredictorArn")
 329    created_using_auto_predictor: Optional[bool] = Field(
 330        default=None, alias="CreatedUsingAutoPredictor"
 331    )
 332    dataset_group_arn: Optional[str] = Field(default=None, alias="DatasetGroupArn")
 333    status: Optional[str] = Field(default=None, alias="Status")
 334    message: Optional[str] = Field(default=None, alias="Message")
 335    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
 336    last_modification_time: Optional[datetime] = Field(
 337        default=None, alias="LastModificationTime"
 338    )
 339
 340
 341class GetAccuracyMetricsRequestModel(BaseModel):
 342    predictor_arn: str = Field(alias="PredictorArn")
 343
 344
 345class SupplementaryFeatureModel(BaseModel):
 346    name: str = Field(alias="Name")
 347    value: str = Field(alias="Value")
 348
 349
 350class IntegerParameterRangeModel(BaseModel):
 351    name: str = Field(alias="Name")
 352    max_value: int = Field(alias="MaxValue")
 353    min_value: int = Field(alias="MinValue")
 354    scaling_type: Optional[
 355        Literal["Auto", "Linear", "Logarithmic", "ReverseLogarithmic"]
 356    ] = Field(default=None, alias="ScalingType")
 357
 358
 359class PaginatorConfigModel(BaseModel):
 360    max_items: Optional[int] = Field(default=None, alias="MaxItems")
 361    page_size: Optional[int] = Field(default=None, alias="PageSize")
 362    starting_token: Optional[str] = Field(default=None, alias="StartingToken")
 363
 364
 365class ListDatasetGroupsRequestModel(BaseModel):
 366    next_token: Optional[str] = Field(default=None, alias="NextToken")
 367    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 368
 369
 370class ListDatasetsRequestModel(BaseModel):
 371    next_token: Optional[str] = Field(default=None, alias="NextToken")
 372    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 373
 374
 375class MonitorSummaryModel(BaseModel):
 376    monitor_arn: Optional[str] = Field(default=None, alias="MonitorArn")
 377    monitor_name: Optional[str] = Field(default=None, alias="MonitorName")
 378    resource_arn: Optional[str] = Field(default=None, alias="ResourceArn")
 379    status: Optional[str] = Field(default=None, alias="Status")
 380    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
 381    last_modification_time: Optional[datetime] = Field(
 382        default=None, alias="LastModificationTime"
 383    )
 384
 385
 386class ListTagsForResourceRequestModel(BaseModel):
 387    resource_arn: str = Field(alias="ResourceArn")
 388
 389
 390class WhatIfAnalysisSummaryModel(BaseModel):
 391    what_if_analysis_arn: Optional[str] = Field(default=None, alias="WhatIfAnalysisArn")
 392    what_if_analysis_name: Optional[str] = Field(
 393        default=None, alias="WhatIfAnalysisName"
 394    )
 395    forecast_arn: Optional[str] = Field(default=None, alias="ForecastArn")
 396    status: Optional[str] = Field(default=None, alias="Status")
 397    message: Optional[str] = Field(default=None, alias="Message")
 398    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
 399    last_modification_time: Optional[datetime] = Field(
 400        default=None, alias="LastModificationTime"
 401    )
 402
 403
 404class WhatIfForecastSummaryModel(BaseModel):
 405    what_if_forecast_arn: Optional[str] = Field(default=None, alias="WhatIfForecastArn")
 406    what_if_forecast_name: Optional[str] = Field(
 407        default=None, alias="WhatIfForecastName"
 408    )
 409    what_if_analysis_arn: Optional[str] = Field(default=None, alias="WhatIfAnalysisArn")
 410    status: Optional[str] = Field(default=None, alias="Status")
 411    message: Optional[str] = Field(default=None, alias="Message")
 412    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
 413    last_modification_time: Optional[datetime] = Field(
 414        default=None, alias="LastModificationTime"
 415    )
 416
 417
 418class MetricResultModel(BaseModel):
 419    metric_name: Optional[str] = Field(default=None, alias="MetricName")
 420    metric_value: Optional[float] = Field(default=None, alias="MetricValue")
 421
 422
 423class WeightedQuantileLossModel(BaseModel):
 424    quantile: Optional[float] = Field(default=None, alias="Quantile")
 425    loss_value: Optional[float] = Field(default=None, alias="LossValue")
 426
 427
 428class MonitorDataSourceModel(BaseModel):
 429    dataset_import_job_arn: Optional[str] = Field(
 430        default=None, alias="DatasetImportJobArn"
 431    )
 432    forecast_arn: Optional[str] = Field(default=None, alias="ForecastArn")
 433    predictor_arn: Optional[str] = Field(default=None, alias="PredictorArn")
 434
 435
 436class PredictorEventModel(BaseModel):
 437    detail: Optional[str] = Field(default=None, alias="Detail")
 438    datetime: Optional[datetime] = Field(default=None, alias="Datetime")
 439
 440
 441class TestWindowSummaryModel(BaseModel):
 442    test_window_start: Optional[datetime] = Field(default=None, alias="TestWindowStart")
 443    test_window_end: Optional[datetime] = Field(default=None, alias="TestWindowEnd")
 444    status: Optional[str] = Field(default=None, alias="Status")
 445    message: Optional[str] = Field(default=None, alias="Message")
 446
 447
 448class ResumeResourceRequestModel(BaseModel):
 449    resource_arn: str = Field(alias="ResourceArn")
 450
 451
 452class SchemaAttributeModel(BaseModel):
 453    attribute_name: Optional[str] = Field(default=None, alias="AttributeName")
 454    attribute_type: Optional[
 455        Literal["float", "geolocation", "integer", "string", "timestamp"]
 456    ] = Field(default=None, alias="AttributeType")
 457
 458
 459class StopResourceRequestModel(BaseModel):
 460    resource_arn: str = Field(alias="ResourceArn")
 461
 462
 463class TimeSeriesConditionModel(BaseModel):
 464    attribute_name: str = Field(alias="AttributeName")
 465    attribute_value: str = Field(alias="AttributeValue")
 466    condition: Literal["EQUALS", "GREATER_THAN", "LESS_THAN", "NOT_EQUALS"] = Field(
 467        alias="Condition"
 468    )
 469
 470
 471class UntagResourceRequestModel(BaseModel):
 472    resource_arn: str = Field(alias="ResourceArn")
 473    tag_keys: Sequence[str] = Field(alias="TagKeys")
 474
 475
 476class UpdateDatasetGroupRequestModel(BaseModel):
 477    dataset_group_arn: str = Field(alias="DatasetGroupArn")
 478    dataset_arns: Sequence[str] = Field(alias="DatasetArns")
 479
 480
 481class DataConfigModel(BaseModel):
 482    dataset_group_arn: str = Field(alias="DatasetGroupArn")
 483    attribute_configs: Optional[Sequence[AttributeConfigModel]] = Field(
 484        default=None, alias="AttributeConfigs"
 485    )
 486    additional_datasets: Optional[Sequence[AdditionalDatasetModel]] = Field(
 487        default=None, alias="AdditionalDatasets"
 488    )
 489
 490
 491class PredictorBaselineModel(BaseModel):
 492    baseline_metrics: Optional[List[BaselineMetricModel]] = Field(
 493        default=None, alias="BaselineMetrics"
 494    )
 495
 496
 497class CreateDatasetGroupRequestModel(BaseModel):
 498    dataset_group_name: str = Field(alias="DatasetGroupName")
 499    domain: Literal[
 500        "CUSTOM",
 501        "EC2_CAPACITY",
 502        "INVENTORY_PLANNING",
 503        "METRICS",
 504        "RETAIL",
 505        "WEB_TRAFFIC",
 506        "WORK_FORCE",
 507    ] = Field(alias="Domain")
 508    dataset_arns: Optional[Sequence[str]] = Field(default=None, alias="DatasetArns")
 509    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
 510
 511
 512class CreateMonitorRequestModel(BaseModel):
 513    monitor_name: str = Field(alias="MonitorName")
 514    resource_arn: str = Field(alias="ResourceArn")
 515    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
 516
 517
 518class TagResourceRequestModel(BaseModel):
 519    resource_arn: str = Field(alias="ResourceArn")
 520    tags: Sequence[TagModel] = Field(alias="Tags")
 521
 522
 523class CreateAutoPredictorResponseModel(BaseModel):
 524    predictor_arn: str = Field(alias="PredictorArn")
 525    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 526
 527
 528class CreateDatasetGroupResponseModel(BaseModel):
 529    dataset_group_arn: str = Field(alias="DatasetGroupArn")
 530    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 531
 532
 533class CreateDatasetImportJobResponseModel(BaseModel):
 534    dataset_import_job_arn: str = Field(alias="DatasetImportJobArn")
 535    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 536
 537
 538class CreateDatasetResponseModel(BaseModel):
 539    dataset_arn: str = Field(alias="DatasetArn")
 540    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 541
 542
 543class CreateExplainabilityExportResponseModel(BaseModel):
 544    explainability_export_arn: str = Field(alias="ExplainabilityExportArn")
 545    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 546
 547
 548class CreateExplainabilityResponseModel(BaseModel):
 549    explainability_arn: str = Field(alias="ExplainabilityArn")
 550    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 551
 552
 553class CreateForecastExportJobResponseModel(BaseModel):
 554    forecast_export_job_arn: str = Field(alias="ForecastExportJobArn")
 555    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 556
 557
 558class CreateForecastResponseModel(BaseModel):
 559    forecast_arn: str = Field(alias="ForecastArn")
 560    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 561
 562
 563class CreateMonitorResponseModel(BaseModel):
 564    monitor_arn: str = Field(alias="MonitorArn")
 565    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 566
 567
 568class CreatePredictorBacktestExportJobResponseModel(BaseModel):
 569    predictor_backtest_export_job_arn: str = Field(
 570        alias="PredictorBacktestExportJobArn"
 571    )
 572    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 573
 574
 575class CreatePredictorResponseModel(BaseModel):
 576    predictor_arn: str = Field(alias="PredictorArn")
 577    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 578
 579
 580class CreateWhatIfAnalysisResponseModel(BaseModel):
 581    what_if_analysis_arn: str = Field(alias="WhatIfAnalysisArn")
 582    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 583
 584
 585class CreateWhatIfForecastExportResponseModel(BaseModel):
 586    what_if_forecast_export_arn: str = Field(alias="WhatIfForecastExportArn")
 587    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 588
 589
 590class CreateWhatIfForecastResponseModel(BaseModel):
 591    what_if_forecast_arn: str = Field(alias="WhatIfForecastArn")
 592    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 593
 594
 595class DescribeDatasetGroupResponseModel(BaseModel):
 596    dataset_group_name: str = Field(alias="DatasetGroupName")
 597    dataset_group_arn: str = Field(alias="DatasetGroupArn")
 598    dataset_arns: List[str] = Field(alias="DatasetArns")
 599    domain: Literal[
 600        "CUSTOM",
 601        "EC2_CAPACITY",
 602        "INVENTORY_PLANNING",
 603        "METRICS",
 604        "RETAIL",
 605        "WEB_TRAFFIC",
 606        "WORK_FORCE",
 607    ] = Field(alias="Domain")
 608    status: str = Field(alias="Status")
 609    creation_time: datetime = Field(alias="CreationTime")
 610    last_modification_time: datetime = Field(alias="LastModificationTime")
 611    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 612
 613
 614class EmptyResponseMetadataModel(BaseModel):
 615    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 616
 617
 618class ListTagsForResourceResponseModel(BaseModel):
 619    tags: List[TagModel] = Field(alias="Tags")
 620    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 621
 622
 623class ExplainabilitySummaryModel(BaseModel):
 624    explainability_arn: Optional[str] = Field(default=None, alias="ExplainabilityArn")
 625    explainability_name: Optional[str] = Field(default=None, alias="ExplainabilityName")
 626    resource_arn: Optional[str] = Field(default=None, alias="ResourceArn")
 627    explainability_config: Optional[ExplainabilityConfigModel] = Field(
 628        default=None, alias="ExplainabilityConfig"
 629    )
 630    status: Optional[str] = Field(default=None, alias="Status")
 631    message: Optional[str] = Field(default=None, alias="Message")
 632    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
 633    last_modification_time: Optional[datetime] = Field(
 634        default=None, alias="LastModificationTime"
 635    )
 636
 637
 638class DataDestinationModel(BaseModel):
 639    s3_config: S3ConfigModel = Field(alias="S3Config")
 640
 641
 642class DataSourceModel(BaseModel):
 643    s3_config: S3ConfigModel = Field(alias="S3Config")
 644
 645
 646class ListDatasetGroupsResponseModel(BaseModel):
 647    dataset_groups: List[DatasetGroupSummaryModel] = Field(alias="DatasetGroups")
 648    next_token: str = Field(alias="NextToken")
 649    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 650
 651
 652class ListDatasetsResponseModel(BaseModel):
 653    datasets: List[DatasetSummaryModel] = Field(alias="Datasets")
 654    next_token: str = Field(alias="NextToken")
 655    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 656
 657
 658class PredictorSummaryModel(BaseModel):
 659    predictor_arn: Optional[str] = Field(default=None, alias="PredictorArn")
 660    predictor_name: Optional[str] = Field(default=None, alias="PredictorName")
 661    dataset_group_arn: Optional[str] = Field(default=None, alias="DatasetGroupArn")
 662    is_auto_predictor: Optional[bool] = Field(default=None, alias="IsAutoPredictor")
 663    reference_predictor_summary: Optional[ReferencePredictorSummaryModel] = Field(
 664        default=None, alias="ReferencePredictorSummary"
 665    )
 666    status: Optional[str] = Field(default=None, alias="Status")
 667    message: Optional[str] = Field(default=None, alias="Message")
 668    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
 669    last_modification_time: Optional[datetime] = Field(
 670        default=None, alias="LastModificationTime"
 671    )
 672
 673
 674class FeaturizationModel(BaseModel):
 675    attribute_name: str = Field(alias="AttributeName")
 676    featurization_pipeline: Optional[Sequence[FeaturizationMethodModel]] = Field(
 677        default=None, alias="FeaturizationPipeline"
 678    )
 679
 680
 681class ListDatasetImportJobsRequestModel(BaseModel):
 682    next_token: Optional[str] = Field(default=None, alias="NextToken")
 683    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 684    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 685
 686
 687class ListExplainabilitiesRequestModel(BaseModel):
 688    next_token: Optional[str] = Field(default=None, alias="NextToken")
 689    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 690    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 691
 692
 693class ListExplainabilityExportsRequestModel(BaseModel):
 694    next_token: Optional[str] = Field(default=None, alias="NextToken")
 695    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 696    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 697
 698
 699class ListForecastExportJobsRequestModel(BaseModel):
 700    next_token: Optional[str] = Field(default=None, alias="NextToken")
 701    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 702    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 703
 704
 705class ListForecastsRequestModel(BaseModel):
 706    next_token: Optional[str] = Field(default=None, alias="NextToken")
 707    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 708    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 709
 710
 711class ListMonitorEvaluationsRequestModel(BaseModel):
 712    monitor_arn: str = Field(alias="MonitorArn")
 713    next_token: Optional[str] = Field(default=None, alias="NextToken")
 714    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 715    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 716
 717
 718class ListMonitorsRequestModel(BaseModel):
 719    next_token: Optional[str] = Field(default=None, alias="NextToken")
 720    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 721    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 722
 723
 724class ListPredictorBacktestExportJobsRequestModel(BaseModel):
 725    next_token: Optional[str] = Field(default=None, alias="NextToken")
 726    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 727    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 728
 729
 730class ListPredictorsRequestModel(BaseModel):
 731    next_token: Optional[str] = Field(default=None, alias="NextToken")
 732    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 733    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 734
 735
 736class ListWhatIfAnalysesRequestModel(BaseModel):
 737    next_token: Optional[str] = Field(default=None, alias="NextToken")
 738    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 739    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 740
 741
 742class ListWhatIfForecastExportsRequestModel(BaseModel):
 743    next_token: Optional[str] = Field(default=None, alias="NextToken")
 744    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 745    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 746
 747
 748class ListWhatIfForecastsRequestModel(BaseModel):
 749    next_token: Optional[str] = Field(default=None, alias="NextToken")
 750    max_results: Optional[int] = Field(default=None, alias="MaxResults")
 751    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 752
 753
 754class ListForecastsResponseModel(BaseModel):
 755    forecasts: List[ForecastSummaryModel] = Field(alias="Forecasts")
 756    next_token: str = Field(alias="NextToken")
 757    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 758
 759
 760class InputDataConfigModel(BaseModel):
 761    dataset_group_arn: str = Field(alias="DatasetGroupArn")
 762    supplementary_features: Optional[Sequence[SupplementaryFeatureModel]] = Field(
 763        default=None, alias="SupplementaryFeatures"
 764    )
 765
 766
 767class ParameterRangesModel(BaseModel):
 768    categorical_parameter_ranges: Optional[
 769        Sequence[CategoricalParameterRangeModel]
 770    ] = Field(default=None, alias="CategoricalParameterRanges")
 771    continuous_parameter_ranges: Optional[
 772        Sequence[ContinuousParameterRangeModel]
 773    ] = Field(default=None, alias="ContinuousParameterRanges")
 774    integer_parameter_ranges: Optional[Sequence[IntegerParameterRangeModel]] = Field(
 775        default=None, alias="IntegerParameterRanges"
 776    )
 777
 778
 779class ListDatasetGroupsRequestListDatasetGroupsPaginateModel(BaseModel):
 780    pagination_config: Optional[PaginatorConfigModel] = Field(
 781        default=None, alias="PaginationConfig"
 782    )
 783
 784
 785class ListDatasetImportJobsRequestListDatasetImportJobsPaginateModel(BaseModel):
 786    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 787    pagination_config: Optional[PaginatorConfigModel] = Field(
 788        default=None, alias="PaginationConfig"
 789    )
 790
 791
 792class ListDatasetsRequestListDatasetsPaginateModel(BaseModel):
 793    pagination_config: Optional[PaginatorConfigModel] = Field(
 794        default=None, alias="PaginationConfig"
 795    )
 796
 797
 798class ListExplainabilitiesRequestListExplainabilitiesPaginateModel(BaseModel):
 799    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 800    pagination_config: Optional[PaginatorConfigModel] = Field(
 801        default=None, alias="PaginationConfig"
 802    )
 803
 804
 805class ListExplainabilityExportsRequestListExplainabilityExportsPaginateModel(BaseModel):
 806    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 807    pagination_config: Optional[PaginatorConfigModel] = Field(
 808        default=None, alias="PaginationConfig"
 809    )
 810
 811
 812class ListForecastExportJobsRequestListForecastExportJobsPaginateModel(BaseModel):
 813    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 814    pagination_config: Optional[PaginatorConfigModel] = Field(
 815        default=None, alias="PaginationConfig"
 816    )
 817
 818
 819class ListForecastsRequestListForecastsPaginateModel(BaseModel):
 820    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 821    pagination_config: Optional[PaginatorConfigModel] = Field(
 822        default=None, alias="PaginationConfig"
 823    )
 824
 825
 826class ListMonitorEvaluationsRequestListMonitorEvaluationsPaginateModel(BaseModel):
 827    monitor_arn: str = Field(alias="MonitorArn")
 828    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 829    pagination_config: Optional[PaginatorConfigModel] = Field(
 830        default=None, alias="PaginationConfig"
 831    )
 832
 833
 834class ListMonitorsRequestListMonitorsPaginateModel(BaseModel):
 835    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 836    pagination_config: Optional[PaginatorConfigModel] = Field(
 837        default=None, alias="PaginationConfig"
 838    )
 839
 840
 841class ListPredictorBacktestExportJobsRequestListPredictorBacktestExportJobsPaginateModel(
 842    BaseModel
 843):
 844    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 845    pagination_config: Optional[PaginatorConfigModel] = Field(
 846        default=None, alias="PaginationConfig"
 847    )
 848
 849
 850class ListPredictorsRequestListPredictorsPaginateModel(BaseModel):
 851    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 852    pagination_config: Optional[PaginatorConfigModel] = Field(
 853        default=None, alias="PaginationConfig"
 854    )
 855
 856
 857class ListWhatIfAnalysesRequestListWhatIfAnalysesPaginateModel(BaseModel):
 858    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 859    pagination_config: Optional[PaginatorConfigModel] = Field(
 860        default=None, alias="PaginationConfig"
 861    )
 862
 863
 864class ListWhatIfForecastExportsRequestListWhatIfForecastExportsPaginateModel(BaseModel):
 865    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 866    pagination_config: Optional[PaginatorConfigModel] = Field(
 867        default=None, alias="PaginationConfig"
 868    )
 869
 870
 871class ListWhatIfForecastsRequestListWhatIfForecastsPaginateModel(BaseModel):
 872    filters: Optional[Sequence[FilterModel]] = Field(default=None, alias="Filters")
 873    pagination_config: Optional[PaginatorConfigModel] = Field(
 874        default=None, alias="PaginationConfig"
 875    )
 876
 877
 878class ListMonitorsResponseModel(BaseModel):
 879    monitors: List[MonitorSummaryModel] = Field(alias="Monitors")
 880    next_token: str = Field(alias="NextToken")
 881    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 882
 883
 884class ListWhatIfAnalysesResponseModel(BaseModel):
 885    what_if_analyses: List[WhatIfAnalysisSummaryModel] = Field(alias="WhatIfAnalyses")
 886    next_token: str = Field(alias="NextToken")
 887    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 888
 889
 890class ListWhatIfForecastsResponseModel(BaseModel):
 891    what_if_forecasts: List[WhatIfForecastSummaryModel] = Field(alias="WhatIfForecasts")
 892    next_token: str = Field(alias="NextToken")
 893    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
 894
 895
 896class MetricsModel(BaseModel):
 897    rms_e: Optional[float] = Field(default=None, alias="RMSE")
 898    weighted_quantile_losses: Optional[List[WeightedQuantileLossModel]] = Field(
 899        default=None, alias="WeightedQuantileLosses"
 900    )
 901    error_metrics: Optional[List[ErrorMetricModel]] = Field(
 902        default=None, alias="ErrorMetrics"
 903    )
 904    average_weighted_quantile_loss: Optional[float] = Field(
 905        default=None, alias="AverageWeightedQuantileLoss"
 906    )
 907
 908
 909class PredictorMonitorEvaluationModel(BaseModel):
 910    resource_arn: Optional[str] = Field(default=None, alias="ResourceArn")
 911    monitor_arn: Optional[str] = Field(default=None, alias="MonitorArn")
 912    evaluation_time: Optional[datetime] = Field(default=None, alias="EvaluationTime")
 913    evaluation_state: Optional[str] = Field(default=None, alias="EvaluationState")
 914    window_start_datetime: Optional[datetime] = Field(
 915        default=None, alias="WindowStartDatetime"
 916    )
 917    window_end_datetime: Optional[datetime] = Field(
 918        default=None, alias="WindowEndDatetime"
 919    )
 920    predictor_event: Optional[PredictorEventModel] = Field(
 921        default=None, alias="PredictorEvent"
 922    )
 923    monitor_data_source: Optional[MonitorDataSourceModel] = Field(
 924        default=None, alias="MonitorDataSource"
 925    )
 926    metric_results: Optional[List[MetricResultModel]] = Field(
 927        default=None, alias="MetricResults"
 928    )
 929    num_items_evaluated: Optional[int] = Field(default=None, alias="NumItemsEvaluated")
 930    message: Optional[str] = Field(default=None, alias="Message")
 931
 932
 933class PredictorExecutionModel(BaseModel):
 934    algorithm_arn: Optional[str] = Field(default=None, alias="AlgorithmArn")
 935    test_windows: Optional[List[TestWindowSummaryModel]] = Field(
 936        default=None, alias="TestWindows"
 937    )
 938
 939
 940class SchemaModel(BaseModel):
 941    attributes: Optional[Sequence[SchemaAttributeModel]] = Field(
 942        default=None, alias="Attributes"
 943    )
 944
 945
 946class TimeSeriesTransformationModel(BaseModel):
 947    action: Optional[ActionModel] = Field(default=None, alias="Action")
 948    time_series_conditions: Optional[Sequence[TimeSeriesConditionModel]] = Field(
 949        default=None, alias="TimeSeriesConditions"
 950    )
 951
 952
 953class CreateAutoPredictorRequestModel(BaseModel):
 954    predictor_name: str = Field(alias="PredictorName")
 955    forecast_horizon: Optional[int] = Field(default=None, alias="ForecastHorizon")
 956    forecast_types: Optional[Sequence[str]] = Field(default=None, alias="ForecastTypes")
 957    forecast_dimensions: Optional[Sequence[str]] = Field(
 958        default=None, alias="ForecastDimensions"
 959    )
 960    forecast_frequency: Optional[str] = Field(default=None, alias="ForecastFrequency")
 961    data_config: Optional[DataConfigModel] = Field(default=None, alias="DataConfig")
 962    encryption_config: Optional[EncryptionConfigModel] = Field(
 963        default=None, alias="EncryptionConfig"
 964    )
 965    reference_predictor_arn: Optional[str] = Field(
 966        default=None, alias="ReferencePredictorArn"
 967    )
 968    optimization_metric: Optional[
 969        Literal["AverageWeightedQuantileLoss", "MAPE", "MASE", "RMSE", "WAPE"]
 970    ] = Field(default=None, alias="OptimizationMetric")
 971    explain_predictor: Optional[bool] = Field(default=None, alias="ExplainPredictor")
 972    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
 973    monitor_config: Optional[MonitorConfigModel] = Field(
 974        default=None, alias="MonitorConfig"
 975    )
 976    time_alignment_boundary: Optional[TimeAlignmentBoundaryModel] = Field(
 977        default=None, alias="TimeAlignmentBoundary"
 978    )
 979
 980
 981class DescribeAutoPredictorResponseModel(BaseModel):
 982    predictor_arn: str = Field(alias="PredictorArn")
 983    predictor_name: str = Field(alias="PredictorName")
 984    forecast_horizon: int = Field(alias="ForecastHorizon")
 985    forecast_types: List[str] = Field(alias="ForecastTypes")
 986    forecast_frequency: str = Field(alias="ForecastFrequency")
 987    forecast_dimensions: List[str] = Field(alias="ForecastDimensions")
 988    dataset_import_job_arns: List[str] = Field(alias="DatasetImportJobArns")
 989    data_config: DataConfigModel = Field(alias="DataConfig")
 990    encryption_config: EncryptionConfigModel = Field(alias="EncryptionConfig")
 991    reference_predictor_summary: ReferencePredictorSummaryModel = Field(
 992        alias="ReferencePredictorSummary"
 993    )
 994    estimated_time_remaining_in_minutes: int = Field(
 995        alias="EstimatedTimeRemainingInMinutes"
 996    )
 997    status: str = Field(alias="Status")
 998    message: str = Field(alias="Message")
 999    creation_time: datetime = Field(alias="CreationTime")
1000    last_modification_time: datetime = Field(alias="LastModificationTime")
1001    optimization_metric: Literal[
1002        "AverageWeightedQuantileLoss", "MAPE", "MASE", "RMSE", "WAPE"
1003    ] = Field(alias="OptimizationMetric")
1004    explainability_info: ExplainabilityInfoModel = Field(alias="ExplainabilityInfo")
1005    monitor_info: MonitorInfoModel = Field(alias="MonitorInfo")
1006    time_alignment_boundary: TimeAlignmentBoundaryModel = Field(
1007        alias="TimeAlignmentBoundary"
1008    )
1009    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1010
1011
1012class BaselineModel(BaseModel):
1013    predictor_baseline: Optional[PredictorBaselineModel] = Field(
1014        default=None, alias="PredictorBaseline"
1015    )
1016
1017
1018class ListExplainabilitiesResponseModel(BaseModel):
1019    explainabilities: List[ExplainabilitySummaryModel] = Field(alias="Explainabilities")
1020    next_token: str = Field(alias="NextToken")
1021    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1022
1023
1024class CreateExplainabilityExportRequestModel(BaseModel):
1025    explainability_export_name: str = Field(alias="ExplainabilityExportName")
1026    explainability_arn: str = Field(alias="ExplainabilityArn")
1027    destination: DataDestinationModel = Field(alias="Destination")
1028    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1029    format: Optional[str] = Field(default=None, alias="Format")
1030
1031
1032class CreateForecastExportJobRequestModel(BaseModel):
1033    forecast_export_job_name: str = Field(alias="ForecastExportJobName")
1034    forecast_arn: str = Field(alias="ForecastArn")
1035    destination: DataDestinationModel = Field(alias="Destination")
1036    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1037    format: Optional[str] = Field(default=None, alias="Format")
1038
1039
1040class CreatePredictorBacktestExportJobRequestModel(BaseModel):
1041    predictor_backtest_export_job_name: str = Field(
1042        alias="PredictorBacktestExportJobName"
1043    )
1044    predictor_arn: str = Field(alias="PredictorArn")
1045    destination: DataDestinationModel = Field(alias="Destination")
1046    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1047    format: Optional[str] = Field(default=None, alias="Format")
1048
1049
1050class CreateWhatIfForecastExportRequestModel(BaseModel):
1051    what_if_forecast_export_name: str = Field(alias="WhatIfForecastExportName")
1052    what_if_forecast_arns: Sequence[str] = Field(alias="WhatIfForecastArns")
1053    destination: DataDestinationModel = Field(alias="Destination")
1054    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1055    format: Optional[str] = Field(default=None, alias="Format")
1056
1057
1058class DescribeExplainabilityExportResponseModel(BaseModel):
1059    explainability_export_arn: str = Field(alias="ExplainabilityExportArn")
1060    explainability_export_name: str = Field(alias="ExplainabilityExportName")
1061    explainability_arn: str = Field(alias="ExplainabilityArn")
1062    destination: DataDestinationModel = Field(alias="Destination")
1063    message: str = Field(alias="Message")
1064    status: str = Field(alias="Status")
1065    creation_time: datetime = Field(alias="CreationTime")
1066    last_modification_time: datetime = Field(alias="LastModificationTime")
1067    format: str = Field(alias="Format")
1068    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1069
1070
1071class DescribeForecastExportJobResponseModel(BaseModel):
1072    forecast_export_job_arn: str = Field(alias="ForecastExportJobArn")
1073    forecast_export_job_name: str = Field(alias="ForecastExportJobName")
1074    forecast_arn: str = Field(alias="ForecastArn")
1075    destination: DataDestinationModel = Field(alias="Destination")
1076    message: str = Field(alias="Message")
1077    status: str = Field(alias="Status")
1078    creation_time: datetime = Field(alias="CreationTime")
1079    last_modification_time: datetime = Field(alias="LastModificationTime")
1080    format: str = Field(alias="Format")
1081    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1082
1083
1084class DescribePredictorBacktestExportJobResponseModel(BaseModel):
1085    predictor_backtest_export_job_arn: str = Field(
1086        alias="PredictorBacktestExportJobArn"
1087    )
1088    predictor_backtest_export_job_name: str = Field(
1089        alias="PredictorBacktestExportJobName"
1090    )
1091    predictor_arn: str = Field(alias="PredictorArn")
1092    destination: DataDestinationModel = Field(alias="Destination")
1093    message: str = Field(alias="Message")
1094    status: str = Field(alias="Status")
1095    creation_time: datetime = Field(alias="CreationTime")
1096    last_modification_time: datetime = Field(alias="LastModificationTime")
1097    format: str = Field(alias="Format")
1098    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1099
1100
1101class DescribeWhatIfForecastExportResponseModel(BaseModel):
1102    what_if_forecast_export_arn: str = Field(alias="WhatIfForecastExportArn")
1103    what_if_forecast_export_name: str = Field(alias="WhatIfForecastExportName")
1104    what_if_forecast_arns: List[str] = Field(alias="WhatIfForecastArns")
1105    destination: DataDestinationModel = Field(alias="Destination")
1106    message: str = Field(alias="Message")
1107    status: str = Field(alias="Status")
1108    creation_time: datetime = Field(alias="CreationTime")
1109    estimated_time_remaining_in_minutes: int = Field(
1110        alias="EstimatedTimeRemainingInMinutes"
1111    )
1112    last_modification_time: datetime = Field(alias="LastModificationTime")
1113    format: str = Field(alias="Format")
1114    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1115
1116
1117class ExplainabilityExportSummaryModel(BaseModel):
1118    explainability_export_arn: Optional[str] = Field(
1119        default=None, alias="ExplainabilityExportArn"
1120    )
1121    explainability_export_name: Optional[str] = Field(
1122        default=None, alias="ExplainabilityExportName"
1123    )
1124    destination: Optional[DataDestinationModel] = Field(
1125        default=None, alias="Destination"
1126    )
1127    status: Optional[str] = Field(default=None, alias="Status")
1128    message: Optional[str] = Field(default=None, alias="Message")
1129    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
1130    last_modification_time: Optional[datetime] = Field(
1131        default=None, alias="LastModificationTime"
1132    )
1133
1134
1135class ForecastExportJobSummaryModel(BaseModel):
1136    forecast_export_job_arn: Optional[str] = Field(
1137        default=None, alias="ForecastExportJobArn"
1138    )
1139    forecast_export_job_name: Optional[str] = Field(
1140        default=None, alias="ForecastExportJobName"
1141    )
1142    destination: Optional[DataDestinationModel] = Field(
1143        default=None, alias="Destination"
1144    )
1145    status: Optional[str] = Field(default=None, alias="Status")
1146    message: Optional[str] = Field(default=None, alias="Message")
1147    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
1148    last_modification_time: Optional[datetime] = Field(
1149        default=None, alias="LastModificationTime"
1150    )
1151
1152
1153class PredictorBacktestExportJobSummaryModel(BaseModel):
1154    predictor_backtest_export_job_arn: Optional[str] = Field(
1155        default=None, alias="PredictorBacktestExportJobArn"
1156    )
1157    predictor_backtest_export_job_name: Optional[str] = Field(
1158        default=None, alias="PredictorBacktestExportJobName"
1159    )
1160    destination: Optional[DataDestinationModel] = Field(
1161        default=None, alias="Destination"
1162    )
1163    status: Optional[str] = Field(default=None, alias="Status")
1164    message: Optional[str] = Field(default=None, alias="Message")
1165    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
1166    last_modification_time: Optional[datetime] = Field(
1167        default=None, alias="LastModificationTime"
1168    )
1169
1170
1171class WhatIfForecastExportSummaryModel(BaseModel):
1172    what_if_forecast_export_arn: Optional[str] = Field(
1173        default=None, alias="WhatIfForecastExportArn"
1174    )
1175    what_if_forecast_arns: Optional[List[str]] = Field(
1176        default=None, alias="WhatIfForecastArns"
1177    )
1178    what_if_forecast_export_name: Optional[str] = Field(
1179        default=None, alias="WhatIfForecastExportName"
1180    )
1181    destination: Optional[DataDestinationModel] = Field(
1182        default=None, alias="Destination"
1183    )
1184    status: Optional[str] = Field(default=None, alias="Status")
1185    message: Optional[str] = Field(default=None, alias="Message")
1186    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
1187    last_modification_time: Optional[datetime] = Field(
1188        default=None, alias="LastModificationTime"
1189    )
1190
1191
1192class CreateDatasetImportJobRequestModel(BaseModel):
1193    dataset_import_job_name: str = Field(alias="DatasetImportJobName")
1194    dataset_arn: str = Field(alias="DatasetArn")
1195    data_source: DataSourceModel = Field(alias="DataSource")
1196    timestamp_format: Optional[str] = Field(default=None, alias="TimestampFormat")
1197    time_zone: Optional[str] = Field(default=None, alias="TimeZone")
1198    use_geolocation_for_time_zone: Optional[bool] = Field(
1199        default=None, alias="UseGeolocationForTimeZone"
1200    )
1201    geolocation_format: Optional[str] = Field(default=None, alias="GeolocationFormat")
1202    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1203    format: Optional[str] = Field(default=None, alias="Format")
1204    import_mode: Optional[Literal["FULL", "INCREMENTAL"]] = Field(
1205        default=None, alias="ImportMode"
1206    )
1207
1208
1209class DatasetImportJobSummaryModel(BaseModel):
1210    dataset_import_job_arn: Optional[str] = Field(
1211        default=None, alias="DatasetImportJobArn"
1212    )
1213    dataset_import_job_name: Optional[str] = Field(
1214        default=None, alias="DatasetImportJobName"
1215    )
1216    data_source: Optional[DataSourceModel] = Field(default=None, alias="DataSource")
1217    status: Optional[str] = Field(default=None, alias="Status")
1218    message: Optional[str] = Field(default=None, alias="Message")
1219    creation_time: Optional[datetime] = Field(default=None, alias="CreationTime")
1220    last_modification_time: Optional[datetime] = Field(
1221        default=None, alias="LastModificationTime"
1222    )
1223    import_mode: Optional[Literal["FULL", "INCREMENTAL"]] = Field(
1224        default=None, alias="ImportMode"
1225    )
1226
1227
1228class DescribeDatasetImportJobResponseModel(BaseModel):
1229    dataset_import_job_name: str = Field(alias="DatasetImportJobName")
1230    dataset_import_job_arn: str = Field(alias="DatasetImportJobArn")
1231    dataset_arn: str = Field(alias="DatasetArn")
1232    timestamp_format: str = Field(alias="TimestampFormat")
1233    time_zone: str = Field(alias="TimeZone")
1234    use_geolocation_for_time_zone: bool = Field(alias="UseGeolocationForTimeZone")
1235    geolocation_format: str = Field(alias="GeolocationFormat")
1236    data_source: DataSourceModel = Field(alias="DataSource")
1237    estimated_time_remaining_in_minutes: int = Field(
1238        alias="EstimatedTimeRemainingInMinutes"
1239    )
1240    field_statistics: Dict[str, StatisticsModel] = Field(alias="FieldStatistics")
1241    data_size: float = Field(alias="DataSize")
1242    status: str = Field(alias="Status")
1243    message: str = Field(alias="Message")
1244    creation_time: datetime = Field(alias="CreationTime")
1245    last_modification_time: datetime = Field(alias="LastModificationTime")
1246    format: str = Field(alias="Format")
1247    import_mode: Literal["FULL", "INCREMENTAL"] = Field(alias="ImportMode")
1248    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1249
1250
1251class ListPredictorsResponseModel(BaseModel):
1252    predictors: List[PredictorSummaryModel] = Field(alias="Predictors")
1253    next_token: str = Field(alias="NextToken")
1254    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1255
1256
1257class FeaturizationConfigModel(BaseModel):
1258    forecast_frequency: str = Field(alias="ForecastFrequency")
1259    forecast_dimensions: Optional[Sequence[str]] = Field(
1260        default=None, alias="ForecastDimensions"
1261    )
1262    featurizations: Optional[Sequence[FeaturizationModel]] = Field(
1263        default=None, alias="Featurizations"
1264    )
1265
1266
1267class HyperParameterTuningJobConfigModel(BaseModel):
1268    parameter_ranges: Optional[ParameterRangesModel] = Field(
1269        default=None, alias="ParameterRanges"
1270    )
1271
1272
1273class WindowSummaryModel(BaseModel):
1274    test_window_start: Optional[datetime] = Field(default=None, alias="TestWindowStart")
1275    test_window_end: Optional[datetime] = Field(default=None, alias="TestWindowEnd")
1276    item_count: Optional[int] = Field(default=None, alias="ItemCount")
1277    evaluation_type: Optional[Literal["COMPUTED", "SUMMARY"]] = Field(
1278        default=None, alias="EvaluationType"
1279    )
1280    metrics: Optional[MetricsModel] = Field(default=None, alias="Metrics")
1281
1282
1283class ListMonitorEvaluationsResponseModel(BaseModel):
1284    next_token: str = Field(alias="NextToken")
1285    predictor_monitor_evaluations: List[PredictorMonitorEvaluationModel] = Field(
1286        alias="PredictorMonitorEvaluations"
1287    )
1288    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1289
1290
1291class PredictorExecutionDetailsModel(BaseModel):
1292    predictor_executions: Optional[List[PredictorExecutionModel]] = Field(
1293        default=None, alias="PredictorExecutions"
1294    )
1295
1296
1297class CreateDatasetRequestModel(BaseModel):
1298    dataset_name: str = Field(alias="DatasetName")
1299    domain: Literal[
1300        "CUSTOM",
1301        "EC2_CAPACITY",
1302        "INVENTORY_PLANNING",
1303        "METRICS",
1304        "RETAIL",
1305        "WEB_TRAFFIC",
1306        "WORK_FORCE",
1307    ] = Field(alias="Domain")
1308    dataset_type: Literal[
1309        "ITEM_METADATA", "RELATED_TIME_SERIES", "TARGET_TIME_SERIES"
1310    ] = Field(alias="DatasetType")
1311    schema_: SchemaModel = Field(alias="Schema")
1312    data_frequency: Optional[str] = Field(default=None, alias="DataFrequency")
1313    encryption_config: Optional[EncryptionConfigModel] = Field(
1314        default=None, alias="EncryptionConfig"
1315    )
1316    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1317
1318
1319class CreateExplainabilityRequestModel(BaseModel):
1320    explainability_name: str = Field(alias="ExplainabilityName")
1321    resource_arn: str = Field(alias="ResourceArn")
1322    explainability_config: ExplainabilityConfigModel = Field(
1323        alias="ExplainabilityConfig"
1324    )
1325    data_source: Optional[DataSourceModel] = Field(default=None, alias="DataSource")
1326    schema_: Optional[SchemaModel] = Field(default=None, alias="Schema")
1327    enable_visualization: Optional[bool] = Field(
1328        default=None, alias="EnableVisualization"
1329    )
1330    start_date_time: Optional[str] = Field(default=None, alias="StartDateTime")
1331    end_date_time: Optional[str] = Field(default=None, alias="EndDateTime")
1332    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1333
1334
1335class DescribeDatasetResponseModel(BaseModel):
1336    dataset_arn: str = Field(alias="DatasetArn")
1337    dataset_name: str = Field(alias="DatasetName")
1338    domain: Literal[
1339        "CUSTOM",
1340        "EC2_CAPACITY",
1341        "INVENTORY_PLANNING",
1342        "METRICS",
1343        "RETAIL",
1344        "WEB_TRAFFIC",
1345        "WORK_FORCE",
1346    ] = Field(alias="Domain")
1347    dataset_type: Literal[
1348        "ITEM_METADATA", "RELATED_TIME_SERIES", "TARGET_TIME_SERIES"
1349    ] = Field(alias="DatasetType")
1350    data_frequency: str = Field(alias="DataFrequency")
1351    schema_: SchemaModel = Field(alias="Schema")
1352    encryption_config: EncryptionConfigModel = Field(alias="EncryptionConfig")
1353    status: str = Field(alias="Status")
1354    creation_time: datetime = Field(alias="CreationTime")
1355    last_modification_time: datetime = Field(alias="LastModificationTime")
1356    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1357
1358
1359class DescribeExplainabilityResponseModel(BaseModel):
1360    explainability_arn: str = Field(alias="ExplainabilityArn")
1361    explainability_name: str = Field(alias="ExplainabilityName")
1362    resource_arn: str = Field(alias="ResourceArn")
1363    explainability_config: ExplainabilityConfigModel = Field(
1364        alias="ExplainabilityConfig"
1365    )
1366    enable_visualization: bool = Field(alias="EnableVisualization")
1367    data_source: DataSourceModel = Field(alias="DataSource")
1368    schema_: SchemaModel = Field(alias="Schema")
1369    start_date_time: str = Field(alias="StartDateTime")
1370    end_date_time: str = Field(alias="EndDateTime")
1371    estimated_time_remaining_in_minutes: int = Field(
1372        alias="EstimatedTimeRemainingInMinutes"
1373    )
1374    message: str = Field(alias="Message")
1375    status: str = Field(alias="Status")
1376    creation_time: datetime = Field(alias="CreationTime")
1377    last_modification_time: datetime = Field(alias="LastModificationTime")
1378    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1379
1380
1381class TimeSeriesIdentifiersModel(BaseModel):
1382    data_source: Optional[DataSourceModel] = Field(default=None, alias="DataSource")
1383    schema_: Optional[SchemaModel] = Field(default=None, alias="Schema")
1384    format: Optional[str] = Field(default=None, alias="Format")
1385
1386
1387class TimeSeriesReplacementsDataSourceModel(BaseModel):
1388    s3_config: S3ConfigModel = Field(alias="S3Config")
1389    schema_: SchemaModel = Field(alias="Schema")
1390    format: Optional[str] = Field(default=None, alias="Format")
1391    timestamp_format: Optional[str] = Field(default=None, alias="TimestampFormat")
1392
1393
1394class DescribeMonitorResponseModel(BaseModel):
1395    monitor_name: str = Field(alias="MonitorName")
1396    monitor_arn: str = Field(alias="MonitorArn")
1397    resource_arn: str = Field(alias="ResourceArn")
1398    status: str = Field(alias="Status")
1399    last_evaluation_time: datetime = Field(alias="LastEvaluationTime")
1400    last_evaluation_state: str = Field(alias="LastEvaluationState")
1401    baseline: BaselineModel = Field(alias="Baseline")
1402    message: str = Field(alias="Message")
1403    creation_time: datetime = Field(alias="CreationTime")
1404    last_modification_time: datetime = Field(alias="LastModificationTime")
1405    estimated_evaluation_time_remaining_in_minutes: int = Field(
1406        alias="EstimatedEvaluationTimeRemainingInMinutes"
1407    )
1408    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1409
1410
1411class ListExplainabilityExportsResponseModel(BaseModel):
1412    explainability_exports: List[ExplainabilityExportSummaryModel] = Field(
1413        alias="ExplainabilityExports"
1414    )
1415    next_token: str = Field(alias="NextToken")
1416    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1417
1418
1419class ListForecastExportJobsResponseModel(BaseModel):
1420    forecast_export_jobs: List[ForecastExportJobSummaryModel] = Field(
1421        alias="ForecastExportJobs"
1422    )
1423    next_token: str = Field(alias="NextToken")
1424    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1425
1426
1427class ListPredictorBacktestExportJobsResponseModel(BaseModel):
1428    predictor_backtest_export_jobs: List[
1429        PredictorBacktestExportJobSummaryModel
1430    ] = Field(alias="PredictorBacktestExportJobs")
1431    next_token: str = Field(alias="NextToken")
1432    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1433
1434
1435class ListWhatIfForecastExportsResponseModel(BaseModel):
1436    what_if_forecast_exports: List[WhatIfForecastExportSummaryModel] = Field(
1437        alias="WhatIfForecastExports"
1438    )
1439    next_token: str = Field(alias="NextToken")
1440    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1441
1442
1443class ListDatasetImportJobsResponseModel(BaseModel):
1444    dataset_import_jobs: List[DatasetImportJobSummaryModel] = Field(
1445        alias="DatasetImportJobs"
1446    )
1447    next_token: str = Field(alias="NextToken")
1448    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1449
1450
1451class CreatePredictorRequestModel(BaseModel):
1452    predictor_name: str = Field(alias="PredictorName")
1453    forecast_horizon: int = Field(alias="ForecastHorizon")
1454    input_data_config: InputDataConfigModel = Field(alias="InputDataConfig")
1455    featurization_config: FeaturizationConfigModel = Field(alias="FeaturizationConfig")
1456    algorithm_arn: Optional[str] = Field(default=None, alias="AlgorithmArn")
1457    forecast_types: Optional[Sequence[str]] = Field(default=None, alias="ForecastTypes")
1458    perform_auto_ml: Optional[bool] = Field(default=None, alias="PerformAutoML")
1459    auto_ml_override_strategy: Optional[
1460        Literal["AccuracyOptimized", "LatencyOptimized"]
1461    ] = Field(default=None, alias="AutoMLOverrideStrategy")
1462    perform_hp_o: Optional[bool] = Field(default=None, alias="PerformHPO")
1463    training_parameters: Optional[Mapping[str, str]] = Field(
1464        default=None, alias="TrainingParameters"
1465    )
1466    evaluation_parameters: Optional[EvaluationParametersModel] = Field(
1467        default=None, alias="EvaluationParameters"
1468    )
1469    hp_oconfig: Optional[HyperParameterTuningJobConfigModel] = Field(
1470        default=None, alias="HPOConfig"
1471    )
1472    encryption_config: Optional[EncryptionConfigModel] = Field(
1473        default=None, alias="EncryptionConfig"
1474    )
1475    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1476    optimization_metric: Optional[
1477        Literal["AverageWeightedQuantileLoss", "MAPE", "MASE", "RMSE", "WAPE"]
1478    ] = Field(default=None, alias="OptimizationMetric")
1479
1480
1481class EvaluationResultModel(BaseModel):
1482    algorithm_arn: Optional[str] = Field(default=None, alias="AlgorithmArn")
1483    test_windows: Optional[List[WindowSummaryModel]] = Field(
1484        default=None, alias="TestWindows"
1485    )
1486
1487
1488class DescribePredictorResponseModel(BaseModel):
1489    predictor_arn: str = Field(alias="PredictorArn")
1490    predictor_name: str = Field(alias="PredictorName")
1491    algorithm_arn: str = Field(alias="AlgorithmArn")
1492    auto_ml_algorithm_arns: List[str] = Field(alias="AutoMLAlgorithmArns")
1493    forecast_horizon: int = Field(alias="ForecastHorizon")
1494    forecast_types: List[str] = Field(alias="ForecastTypes")
1495    perform_auto_ml: bool = Field(alias="PerformAutoML")
1496    auto_ml_override_strategy: Literal["AccuracyOptimized", "LatencyOptimized"] = Field(
1497        alias="AutoMLOverrideStrategy"
1498    )
1499    perform_hp_o: bool = Field(alias="PerformHPO")
1500    training_parameters: Dict[str, str] = Field(alias="TrainingParameters")
1501    evaluation_parameters: EvaluationParametersModel = Field(
1502        alias="EvaluationParameters"
1503    )
1504    hp_oconfig: HyperParameterTuningJobConfigModel = Field(alias="HPOConfig")
1505    input_data_config: InputDataConfigModel = Field(alias="InputDataConfig")
1506    featurization_config: FeaturizationConfigModel = Field(alias="FeaturizationConfig")
1507    encryption_config: EncryptionConfigModel = Field(alias="EncryptionConfig")
1508    predictor_execution_details: PredictorExecutionDetailsModel = Field(
1509        alias="PredictorExecutionDetails"
1510    )
1511    estimated_time_remaining_in_minutes: int = Field(
1512        alias="EstimatedTimeRemainingInMinutes"
1513    )
1514    is_auto_predictor: bool = Field(alias="IsAutoPredictor")
1515    dataset_import_job_arns: List[str] = Field(alias="DatasetImportJobArns")
1516    status: str = Field(alias="Status")
1517    message: str = Field(alias="Message")
1518    creation_time: datetime = Field(alias="CreationTime")
1519    last_modification_time: datetime = Field(alias="LastModificationTime")
1520    optimization_metric: Literal[
1521        "AverageWeightedQuantileLoss", "MAPE", "MASE", "RMSE", "WAPE"
1522    ] = Field(alias="OptimizationMetric")
1523    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1524
1525
1526class TimeSeriesSelectorModel(BaseModel):
1527    time_series_identifiers: Optional[TimeSeriesIdentifiersModel] = Field(
1528        default=None, alias="TimeSeriesIdentifiers"
1529    )
1530
1531
1532class CreateWhatIfForecastRequestModel(BaseModel):
1533    what_if_forecast_name: str = Field(alias="WhatIfForecastName")
1534    what_if_analysis_arn: str = Field(alias="WhatIfAnalysisArn")
1535    time_series_transformations: Optional[
1536        Sequence[TimeSeriesTransformationModel]
1537    ] = Field(default=None, alias="TimeSeriesTransformations")
1538    time_series_replacements_data_source: Optional[
1539        TimeSeriesReplacementsDataSourceModel
1540    ] = Field(default=None, alias="TimeSeriesReplacementsDataSource")
1541    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1542
1543
1544class DescribeWhatIfForecastResponseModel(BaseModel):
1545    what_if_forecast_name: str = Field(alias="WhatIfForecastName")
1546    what_if_forecast_arn: str = Field(alias="WhatIfForecastArn")
1547    what_if_analysis_arn: str = Field(alias="WhatIfAnalysisArn")
1548    estimated_time_remaining_in_minutes: int = Field(
1549        alias="EstimatedTimeRemainingInMinutes"
1550    )
1551    status: str = Field(alias="Status")
1552    message: str = Field(alias="Message")
1553    creation_time: datetime = Field(alias="CreationTime")
1554    last_modification_time: datetime = Field(alias="LastModificationTime")
1555    time_series_transformations: List[TimeSeriesTransformationModel] = Field(
1556        alias="TimeSeriesTransformations"
1557    )
1558    time_series_replacements_data_source: TimeSeriesReplacementsDataSourceModel = Field(
1559        alias="TimeSeriesReplacementsDataSource"
1560    )
1561    forecast_types: List[str] = Field(alias="ForecastTypes")
1562    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1563
1564
1565class GetAccuracyMetricsResponseModel(BaseModel):
1566    predictor_evaluation_results: List[EvaluationResultModel] = Field(
1567        alias="PredictorEvaluationResults"
1568    )
1569    is_auto_predictor: bool = Field(alias="IsAutoPredictor")
1570    auto_ml_override_strategy: Literal["AccuracyOptimized", "LatencyOptimized"] = Field(
1571        alias="AutoMLOverrideStrategy"
1572    )
1573    optimization_metric: Literal[
1574        "AverageWeightedQuantileLoss", "MAPE", "MASE", "RMSE", "WAPE"
1575    ] = Field(alias="OptimizationMetric")
1576    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1577
1578
1579class CreateForecastRequestModel(BaseModel):
1580    forecast_name: str = Field(alias="ForecastName")
1581    predictor_arn: str = Field(alias="PredictorArn")
1582    forecast_types: Optional[Sequence[str]] = Field(default=None, alias="ForecastTypes")
1583    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1584    time_series_selector: Optional[TimeSeriesSelectorModel] = Field(
1585        default=None, alias="TimeSeriesSelector"
1586    )
1587
1588
1589class CreateWhatIfAnalysisRequestModel(BaseModel):
1590    what_if_analysis_name: str = Field(alias="WhatIfAnalysisName")
1591    forecast_arn: str = Field(alias="ForecastArn")
1592    time_series_selector: Optional[TimeSeriesSelectorModel] = Field(
1593        default=None, alias="TimeSeriesSelector"
1594    )
1595    tags: Optional[Sequence[TagModel]] = Field(default=None, alias="Tags")
1596
1597
1598class DescribeForecastResponseModel(BaseModel):
1599    forecast_arn: str = Field(alias="ForecastArn")
1600    forecast_name: str = Field(alias="ForecastName")
1601    forecast_types: List[str] = Field(alias="ForecastTypes")
1602    predictor_arn: str = Field(alias="PredictorArn")
1603    dataset_group_arn: str = Field(alias="DatasetGroupArn")
1604    estimated_time_remaining_in_minutes: int = Field(
1605        alias="EstimatedTimeRemainingInMinutes"
1606    )
1607    status: str = Field(alias="Status")
1608    message: str = Field(alias="Message")
1609    creation_time: datetime = Field(alias="CreationTime")
1610    last_modification_time: datetime = Field(alias="LastModificationTime")
1611    time_series_selector: TimeSeriesSelectorModel = Field(alias="TimeSeriesSelector")
1612    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")
1613
1614
1615class DescribeWhatIfAnalysisResponseModel(BaseModel):
1616    what_if_analysis_name: str = Field(alias="WhatIfAnalysisName")
1617    what_if_analysis_arn: str = Field(alias="WhatIfAnalysisArn")
1618    forecast_arn: str = Field(alias="ForecastArn")
1619    estimated_time_remaining_in_minutes: int = Field(
1620        alias="EstimatedTimeRemainingInMinutes"
1621    )
1622    status: str = Field(alias="Status")
1623    message: str = Field(alias="Message")
1624    creation_time: datetime = Field(alias="CreationTime")
1625    last_modification_time: datetime = Field(alias="LastModificationTime")
1626    time_series_selector: TimeSeriesSelectorModel = Field(alias="TimeSeriesSelector")
1627    response_metadata: ResponseMetadataModel = Field(alias="ResponseMetadata")