SageMakergeospatialcapabilities / Client / start_earth_observation_job

start_earth_observation_job#

SageMakergeospatialcapabilities.Client.start_earth_observation_job(**kwargs)#

Use this operation to create an Earth observation job.

Request Syntax

response = client.start_earth_observation_job(
    ClientToken='string',
    ExecutionRoleArn='string',
    InputConfig={
        'PreviousEarthObservationJobArn': 'string',
        'RasterDataCollectionQuery': {
            'AreaOfInterest': {
                'AreaOfInterestGeometry': {
                    'MultiPolygonGeometry': {
                        'Coordinates': [
                            [
                                [
                                    [
                                        123.0,
                                    ],
                                ],
                            ],
                        ]
                    },
                    'PolygonGeometry': {
                        'Coordinates': [
                            [
                                [
                                    123.0,
                                ],
                            ],
                        ]
                    }
                }
            },
            'PropertyFilters': {
                'LogicalOperator': 'AND',
                'Properties': [
                    {
                        'Property': {
                            'EoCloudCover': {
                                'LowerBound': ...,
                                'UpperBound': ...
                            },
                            'LandsatCloudCoverLand': {
                                'LowerBound': ...,
                                'UpperBound': ...
                            },
                            'Platform': {
                                'ComparisonOperator': 'EQUALS'|'NOT_EQUALS'|'STARTS_WITH',
                                'Value': 'string'
                            },
                            'ViewOffNadir': {
                                'LowerBound': ...,
                                'UpperBound': ...
                            },
                            'ViewSunAzimuth': {
                                'LowerBound': ...,
                                'UpperBound': ...
                            },
                            'ViewSunElevation': {
                                'LowerBound': ...,
                                'UpperBound': ...
                            }
                        }
                    },
                ]
            },
            'RasterDataCollectionArn': 'string',
            'TimeRangeFilter': {
                'EndTime': datetime(2015, 1, 1),
                'StartTime': datetime(2015, 1, 1)
            }
        }
    },
    JobConfig={
        'BandMathConfig': {
            'CustomIndices': {
                'Operations': [
                    {
                        'Equation': 'string',
                        'Name': 'string',
                        'OutputType': 'INT32'|'FLOAT32'|'INT16'|'FLOAT64'|'UINT16'
                    },
                ]
            },
            'PredefinedIndices': [
                'string',
            ]
        },
        'CloudMaskingConfig': {}
        ,
        'CloudRemovalConfig': {
            'AlgorithmName': 'INTERPOLATION',
            'InterpolationValue': 'string',
            'TargetBands': [
                'string',
            ]
        },
        'GeoMosaicConfig': {
            'AlgorithmName': 'NEAR'|'BILINEAR'|'CUBIC'|'CUBICSPLINE'|'LANCZOS'|'AVERAGE'|'RMS'|'MODE'|'MAX'|'MIN'|'MED'|'Q1'|'Q3'|'SUM',
            'TargetBands': [
                'string',
            ]
        },
        'LandCoverSegmentationConfig': {}
        ,
        'ResamplingConfig': {
            'AlgorithmName': 'NEAR'|'BILINEAR'|'CUBIC'|'CUBICSPLINE'|'LANCZOS'|'AVERAGE'|'RMS'|'MODE'|'MAX'|'MIN'|'MED'|'Q1'|'Q3'|'SUM',
            'OutputResolution': {
                'UserDefined': {
                    'Unit': 'METERS',
                    'Value': ...
                }
            },
            'TargetBands': [
                'string',
            ]
        },
        'StackConfig': {
            'OutputResolution': {
                'Predefined': 'HIGHEST'|'LOWEST'|'AVERAGE',
                'UserDefined': {
                    'Unit': 'METERS',
                    'Value': ...
                }
            },
            'TargetBands': [
                'string',
            ]
        },
        'TemporalStatisticsConfig': {
            'GroupBy': 'ALL'|'YEARLY',
            'Statistics': [
                'MEAN'|'MEDIAN'|'STANDARD_DEVIATION',
            ],
            'TargetBands': [
                'string',
            ]
        },
        'ZonalStatisticsConfig': {
            'Statistics': [
                'MEAN'|'MEDIAN'|'STANDARD_DEVIATION'|'MAX'|'MIN'|'SUM',
            ],
            'TargetBands': [
                'string',
            ],
            'ZoneS3Path': 'string',
            'ZoneS3PathKmsKeyId': 'string'
        }
    },
    KmsKeyId='string',
    Name='string',
    Tags={
        'string': 'string'
    }
)

Parameters:

ClientToken (string) –
A unique token that guarantees that the call to this API is idempotent.

This field is autopopulated if not provided.
ExecutionRoleArn (string) –
[REQUIRED]

The Amazon Resource Name (ARN) of the IAM role that you specified for the job.
InputConfig (dict) –
[REQUIRED]

Input configuration information for the Earth Observation job.
- PreviousEarthObservationJobArn (string) –
  
  The Amazon Resource Name (ARN) of the previous Earth Observation job.
- RasterDataCollectionQuery (dict) –
  
  The structure representing the RasterDataCollection Query consisting of the Area of Interest, RasterDataCollectionArn,TimeRange and Property Filters.
  - AreaOfInterest (dict) –
    
    The area of interest being queried for the raster data collection.
    
    Note
    This is a Tagged Union structure. Only one of the following top level keys can be set: AreaOfInterestGeometry.
    - AreaOfInterestGeometry (dict) –
      
      A GeoJSON object representing the geographic extent in the coordinate space.
      
      Note
      This is a Tagged Union structure. Only one of the following top level keys can be set: MultiPolygonGeometry, PolygonGeometry.
      - MultiPolygonGeometry (dict) –
        
        The structure representing the MultiPolygon Geometry.
        
        Coordinates (list) – [REQUIRED]
        
        The coordinates of the multipolygon geometry.
        
        (list) –
        
        (list) –
        
        (list) –
        
        (float) –
      - PolygonGeometry (dict) –
        
        The structure representing Polygon Geometry.
        
        Coordinates (list) – [REQUIRED]
        
        Coordinates representing a Polygon based on the GeoJson spec.
        
        (list) –
        
        (list) –
        
        (float) –
  - PropertyFilters (dict) –
    
    The list of Property filters used in the Raster Data Collection Query.
    - LogicalOperator (string) –
      
      The Logical Operator used to combine the Property Filters.
    - Properties (list) –
      
      A list of Property Filters.
      - (dict) –
        
        The structure representing a single PropertyFilter.
        
        Property (dict) – [REQUIRED]
        
        Represents a single property to match with when searching a raster data collection.
        
        Note
        This is a Tagged Union structure. Only one of the following top level keys can be set: EoCloudCover, LandsatCloudCoverLand, Platform, ViewOffNadir, ViewSunAzimuth, ViewSunElevation.
        
        EoCloudCover (dict) –
        
        The structure representing EoCloudCover property filter containing a lower bound and upper bound.
        
        LowerBound (float) – [REQUIRED]
        
        Lower bound for EoCloudCover.
        
        UpperBound (float) – [REQUIRED]
        
        Upper bound for EoCloudCover.
        
        LandsatCloudCoverLand (dict) –
        
        The structure representing Land Cloud Cover property filter for Landsat collection containing a lower bound and upper bound.
        
        LowerBound (float) – [REQUIRED]
        
        The minimum value for Land Cloud Cover property filter. This will filter items having Land Cloud Cover greater than or equal to this value.
        
        UpperBound (float) – [REQUIRED]
        
        The maximum value for Land Cloud Cover property filter. This will filter items having Land Cloud Cover less than or equal to this value.
        
        Platform (dict) –
        
        The structure representing Platform property filter consisting of value and comparison operator.
        
        ComparisonOperator (string) –
        
        The ComparisonOperator to use with PlatformInput.
        
        Value (string) – [REQUIRED]
        
        The value of the platform.
        
        ViewOffNadir (dict) –
        
        The structure representing ViewOffNadir property filter containing a lower bound and upper bound.
        
        LowerBound (float) – [REQUIRED]
        
        The minimum value for ViewOffNadir property filter. This filters items having ViewOffNadir greater than or equal to this value.
        
        UpperBound (float) – [REQUIRED]
        
        The maximum value for ViewOffNadir property filter. This filters items having ViewOffNadir lesser than or equal to this value.
        
        ViewSunAzimuth (dict) –
        
        The structure representing ViewSunAzimuth property filter containing a lower bound and upper bound.
        
        LowerBound (float) – [REQUIRED]
        
        The minimum value for ViewSunAzimuth property filter. This filters items having ViewSunAzimuth greater than or equal to this value.
        
        UpperBound (float) – [REQUIRED]
        
        The maximum value for ViewSunAzimuth property filter. This filters items having ViewSunAzimuth lesser than or equal to this value.
        
        ViewSunElevation (dict) –
        
        The structure representing ViewSunElevation property filter containing a lower bound and upper bound.
        
        LowerBound (float) – [REQUIRED]
        
        The lower bound to view the sun elevation.
        
        UpperBound (float) – [REQUIRED]
        
        The upper bound to view the sun elevation.
  - RasterDataCollectionArn (string) – [REQUIRED]
    
    The Amazon Resource Name (ARN) of the raster data collection.
  - TimeRangeFilter (dict) – [REQUIRED]
    
    The TimeRange Filter used in the RasterDataCollection Query.
    - EndTime (datetime) – [REQUIRED]
      
      The end time for the time-range filter.
    - StartTime (datetime) – [REQUIRED]
      
      The start time for the time-range filter.
JobConfig (dict) –
[REQUIRED]

An object containing information about the job configuration.

Note
This is a Tagged Union structure. Only one of the following top level keys can be set: BandMathConfig, CloudMaskingConfig, CloudRemovalConfig, GeoMosaicConfig, LandCoverSegmentationConfig, ResamplingConfig, StackConfig, TemporalStatisticsConfig, ZonalStatisticsConfig.
- BandMathConfig (dict) –
  
  An object containing information about the job configuration for BandMath.
  - CustomIndices (dict) –
    
    CustomIndices that are computed.
    - Operations (list) –
      
      A list of BandMath indices to compute.
      - (dict) –
        
        Represents an arithmetic operation to compute spectral index.
        
        Equation (string) – [REQUIRED]
        
        Textual representation of the math operation; Equation used to compute the spectral index.
        
        Name (string) – [REQUIRED]
        
        The name of the operation.
        
        OutputType (string) –
        
        The type of the operation.
  - PredefinedIndices (list) –
    
    One or many of the supported predefined indices to compute. Allowed values: NDVI, EVI2, MSAVI, NDWI, NDMI, NDSI, and WDRVI.
    - (string) –
- CloudMaskingConfig (dict) –
  
  An object containing information about the job configuration for cloud masking.
- CloudRemovalConfig (dict) –
  
  An object containing information about the job configuration for cloud removal.
  - AlgorithmName (string) –
    
    The name of the algorithm used for cloud removal.
  - InterpolationValue (string) –
    
    The interpolation value you provide for cloud removal.
  - TargetBands (list) –
    
    TargetBands to be returned in the output of CloudRemoval operation.
    - (string) –
- GeoMosaicConfig (dict) –
  
  An object containing information about the job configuration for geomosaic.
  - AlgorithmName (string) –
    
    The name of the algorithm being used for geomosaic.
  - TargetBands (list) –
    
    The target bands for geomosaic.
    - (string) –
- LandCoverSegmentationConfig (dict) –
  
  An object containing information about the job configuration for land cover segmentation.
- ResamplingConfig (dict) –
  
  An object containing information about the job configuration for resampling.
  - AlgorithmName (string) –
    
    The name of the algorithm used for resampling.
  - OutputResolution (dict) – [REQUIRED]
    
    The structure representing output resolution (in target georeferenced units) of the result of resampling operation.
    - UserDefined (dict) – [REQUIRED]
      
      User Defined Resolution for the output of Resampling operation defined by value and unit.
      - Unit (string) – [REQUIRED]
        
        The units for output resolution of the result.
      - Value (float) – [REQUIRED]
        
        The value for output resolution of the result.
  - TargetBands (list) –
    
    Bands used in the operation. If no target bands are specified, it uses all bands available in the input.
    - (string) –
- StackConfig (dict) –
  
  An object containing information about the job configuration for a Stacking Earth Observation job.
  - OutputResolution (dict) –
    
    The structure representing output resolution (in target georeferenced units) of the result of stacking operation.
    - Predefined (string) –
      
      A string value representing Predefined Output Resolution for a stacking operation. Allowed values are HIGHEST, LOWEST, and AVERAGE.
    - UserDefined (dict) –
      
      The structure representing User Output Resolution for a Stacking operation defined as a value and unit.
      - Unit (string) – [REQUIRED]
        
        The units for output resolution of the result.
      - Value (float) – [REQUIRED]
        
        The value for output resolution of the result.
  - TargetBands (list) –
    
    A list of bands to be stacked in the specified order. When the parameter is not provided, all the available bands in the data collection are stacked in the alphabetical order of their asset names.
    - (string) –
- TemporalStatisticsConfig (dict) –
  
  An object containing information about the job configuration for temporal statistics.
  - GroupBy (string) –
    
    The input for the temporal statistics grouping by time frequency option.
  - Statistics (list) – [REQUIRED]
    
    The list of the statistics method options.
    - (string) –
  - TargetBands (list) –
    
    The list of target band names for the temporal statistic to calculate.
    - (string) –
- ZonalStatisticsConfig (dict) –
  
  An object containing information about the job configuration for zonal statistics.
  - Statistics (list) – [REQUIRED]
    
    List of zonal statistics to compute.
    - (string) –
  - TargetBands (list) –
    
    Bands used in the operation. If no target bands are specified, it uses all bands available input.
    - (string) –
  - ZoneS3Path (string) – [REQUIRED]
    
    The Amazon S3 path pointing to the GeoJSON containing the polygonal zones.
  - ZoneS3PathKmsKeyId (string) –
    
    The Amazon Resource Name (ARN) or an ID of a Amazon Web Services Key Management Service (Amazon Web Services KMS) key that Amazon SageMaker uses to decrypt your output artifacts with Amazon S3 server-side encryption. The SageMaker execution role must have kms:GenerateDataKey permission.
    
    The KmsKeyId can be any of the following formats:
    - // KMS Key ID "1234abcd-12ab-34cd-56ef-1234567890ab"
    - // Amazon Resource Name (ARN) of a KMS Key "arn:aws:kms:<region>:<account>:key/<key-id-12ab-34cd-56ef-1234567890ab>"
    For more information about key identifiers, see Key identifiers (KeyID) in the Amazon Web Services Key Management Service (Amazon Web Services KMS) documentation.
KmsKeyId (string) – The Key Management Service key ID for server-side encryption.
Name (string) –
[REQUIRED]

The name of the Earth Observation job.
Tags (dict) –
Each tag consists of a key and a value.
- (string) –
  - (string) –

Return type:

dict

Returns:

Response Syntax

{
    'Arn': 'string',
    'CreationTime': datetime(2015, 1, 1),
    'DurationInSeconds': 123,
    'ExecutionRoleArn': 'string',
    'InputConfig': {
        'PreviousEarthObservationJobArn': 'string',
        'RasterDataCollectionQuery': {
            'AreaOfInterest': {
                'AreaOfInterestGeometry': {
                    'MultiPolygonGeometry': {
                        'Coordinates': [
                            [
                                [
                                    [
                                        123.0,
                                    ],
                                ],
                            ],
                        ]
                    },
                    'PolygonGeometry': {
                        'Coordinates': [
                            [
                                [
                                    123.0,
                                ],
                            ],
                        ]
                    }
                }
            },
            'PropertyFilters': {
                'LogicalOperator': 'AND',
                'Properties': [
                    {
                        'Property': {
                            'EoCloudCover': {
                                'LowerBound': ...,
                                'UpperBound': ...
                            },
                            'LandsatCloudCoverLand': {
                                'LowerBound': ...,
                                'UpperBound': ...
                            },
                            'Platform': {
                                'ComparisonOperator': 'EQUALS'|'NOT_EQUALS'|'STARTS_WITH',
                                'Value': 'string'
                            },
                            'ViewOffNadir': {
                                'LowerBound': ...,
                                'UpperBound': ...
                            },
                            'ViewSunAzimuth': {
                                'LowerBound': ...,
                                'UpperBound': ...
                            },
                            'ViewSunElevation': {
                                'LowerBound': ...,
                                'UpperBound': ...
                            }
                        }
                    },
                ]
            },
            'RasterDataCollectionArn': 'string',
            'RasterDataCollectionName': 'string',
            'TimeRangeFilter': {
                'EndTime': datetime(2015, 1, 1),
                'StartTime': datetime(2015, 1, 1)
            }
        }
    },
    'JobConfig': {
        'BandMathConfig': {
            'CustomIndices': {
                'Operations': [
                    {
                        'Equation': 'string',
                        'Name': 'string',
                        'OutputType': 'INT32'|'FLOAT32'|'INT16'|'FLOAT64'|'UINT16'
                    },
                ]
            },
            'PredefinedIndices': [
                'string',
            ]
        },
        'CloudMaskingConfig': {},
        'CloudRemovalConfig': {
            'AlgorithmName': 'INTERPOLATION',
            'InterpolationValue': 'string',
            'TargetBands': [
                'string',
            ]
        },
        'GeoMosaicConfig': {
            'AlgorithmName': 'NEAR'|'BILINEAR'|'CUBIC'|'CUBICSPLINE'|'LANCZOS'|'AVERAGE'|'RMS'|'MODE'|'MAX'|'MIN'|'MED'|'Q1'|'Q3'|'SUM',
            'TargetBands': [
                'string',
            ]
        },
        'LandCoverSegmentationConfig': {},
        'ResamplingConfig': {
            'AlgorithmName': 'NEAR'|'BILINEAR'|'CUBIC'|'CUBICSPLINE'|'LANCZOS'|'AVERAGE'|'RMS'|'MODE'|'MAX'|'MIN'|'MED'|'Q1'|'Q3'|'SUM',
            'OutputResolution': {
                'UserDefined': {
                    'Unit': 'METERS',
                    'Value': ...
                }
            },
            'TargetBands': [
                'string',
            ]
        },
        'StackConfig': {
            'OutputResolution': {
                'Predefined': 'HIGHEST'|'LOWEST'|'AVERAGE',
                'UserDefined': {
                    'Unit': 'METERS',
                    'Value': ...
                }
            },
            'TargetBands': [
                'string',
            ]
        },
        'TemporalStatisticsConfig': {
            'GroupBy': 'ALL'|'YEARLY',
            'Statistics': [
                'MEAN'|'MEDIAN'|'STANDARD_DEVIATION',
            ],
            'TargetBands': [
                'string',
            ]
        },
        'ZonalStatisticsConfig': {
            'Statistics': [
                'MEAN'|'MEDIAN'|'STANDARD_DEVIATION'|'MAX'|'MIN'|'SUM',
            ],
            'TargetBands': [
                'string',
            ],
            'ZoneS3Path': 'string',
            'ZoneS3PathKmsKeyId': 'string'
        }
    },
    'KmsKeyId': 'string',
    'Name': 'string',
    'Status': 'INITIALIZING'|'IN_PROGRESS'|'STOPPING'|'COMPLETED'|'STOPPED'|'FAILED'|'DELETING'|'DELETED',
    'Tags': {
        'string': 'string'
    }
}

Response Structure

(dict) –
- Arn (string) –
  
  The Amazon Resource Name (ARN) of the Earth Observation job.
- CreationTime (datetime) –
  
  The creation time.
- DurationInSeconds (integer) –
  
  The duration of the session, in seconds.
- ExecutionRoleArn (string) –
  
  The Amazon Resource Name (ARN) of the IAM role that you specified for the job.
- InputConfig (dict) –
  
  Input configuration information for the Earth Observation job.
  - PreviousEarthObservationJobArn (string) –
    
    The Amazon Resource Name (ARN) of the previous Earth Observation job.
  - RasterDataCollectionQuery (dict) –
    
    The structure representing the RasterDataCollection Query consisting of the Area of Interest, RasterDataCollectionArn, RasterDataCollectionName, TimeRange, and Property Filters.
    - AreaOfInterest (dict) –
      
      The Area of Interest used in the search.
      Note
      This is a Tagged Union structure. Only one of the following top level keys will be set: AreaOfInterestGeometry. If a client receives an unknown member it will set SDK_UNKNOWN_MEMBER as the top level key, which maps to the name or tag of the unknown member. The structure of SDK_UNKNOWN_MEMBER is as follows:
      
      'SDK_UNKNOWN_MEMBER': {'name': 'UnknownMemberName'}
      - AreaOfInterestGeometry (dict) –
        
        A GeoJSON object representing the geographic extent in the coordinate space.
        
        Note
        This is a Tagged Union structure. Only one of the following top level keys will be set: MultiPolygonGeometry, PolygonGeometry. If a client receives an unknown member it will set SDK_UNKNOWN_MEMBER as the top level key, which maps to the name or tag of the unknown member. The structure of SDK_UNKNOWN_MEMBER is as follows:
        
        'SDK_UNKNOWN_MEMBER': {'name': 'UnknownMemberName'}
        
        MultiPolygonGeometry (dict) –
        
        The structure representing the MultiPolygon Geometry.
        
        Coordinates (list) –
        
        The coordinates of the multipolygon geometry.
        
        (list) –
        
        (list) –
        
        (list) –
        
        (float) –
        
        PolygonGeometry (dict) –
        
        The structure representing Polygon Geometry.
        
        Coordinates (list) –
        
        Coordinates representing a Polygon based on the GeoJson spec.
        
        (list) –
        
        (list) –
        
        (float) –
    - PropertyFilters (dict) –
      
      Property filters used in the search.
      - LogicalOperator (string) –
        
        The Logical Operator used to combine the Property Filters.
      - Properties (list) –
        
        A list of Property Filters.
        
        (dict) –
        
        The structure representing a single PropertyFilter.
        
        Property (dict) –
        
        Represents a single property to match with when searching a raster data collection.
        
        Note
        This is a Tagged Union structure. Only one of the following top level keys will be set: EoCloudCover, LandsatCloudCoverLand, Platform, ViewOffNadir, ViewSunAzimuth, ViewSunElevation. If a client receives an unknown member it will set SDK_UNKNOWN_MEMBER as the top level key, which maps to the name or tag of the unknown member. The structure of SDK_UNKNOWN_MEMBER is as follows:
        
        'SDK_UNKNOWN_MEMBER': {'name': 'UnknownMemberName'}
        
        EoCloudCover (dict) –
        
        The structure representing EoCloudCover property filter containing a lower bound and upper bound.
        
        LowerBound (float) –
        
        Lower bound for EoCloudCover.
        
        UpperBound (float) –
        
        Upper bound for EoCloudCover.
        
        LandsatCloudCoverLand (dict) –
        
        The structure representing Land Cloud Cover property filter for Landsat collection containing a lower bound and upper bound.
        
        LowerBound (float) –
        
        The minimum value for Land Cloud Cover property filter. This will filter items having Land Cloud Cover greater than or equal to this value.
        
        UpperBound (float) –
        
        The maximum value for Land Cloud Cover property filter. This will filter items having Land Cloud Cover less than or equal to this value.
        
        Platform (dict) –
        
        The structure representing Platform property filter consisting of value and comparison operator.
        
        ComparisonOperator (string) –
        
        The ComparisonOperator to use with PlatformInput.
        
        Value (string) –
        
        The value of the platform.
        
        ViewOffNadir (dict) –
        
        The structure representing ViewOffNadir property filter containing a lower bound and upper bound.
        
        LowerBound (float) –
        
        The minimum value for ViewOffNadir property filter. This filters items having ViewOffNadir greater than or equal to this value.
        
        UpperBound (float) –
        
        The maximum value for ViewOffNadir property filter. This filters items having ViewOffNadir lesser than or equal to this value.
        
        ViewSunAzimuth (dict) –
        
        The structure representing ViewSunAzimuth property filter containing a lower bound and upper bound.
        
        LowerBound (float) –
        
        The minimum value for ViewSunAzimuth property filter. This filters items having ViewSunAzimuth greater than or equal to this value.
        
        UpperBound (float) –
        
        The maximum value for ViewSunAzimuth property filter. This filters items having ViewSunAzimuth lesser than or equal to this value.
        
        ViewSunElevation (dict) –
        
        The structure representing ViewSunElevation property filter containing a lower bound and upper bound.
        
        LowerBound (float) –
        
        The lower bound to view the sun elevation.
        
        UpperBound (float) –
        
        The upper bound to view the sun elevation.
    - RasterDataCollectionArn (string) –
      
      The ARN of the Raster Data Collection against which the search is done.
    - RasterDataCollectionName (string) –
      
      The name of the raster data collection.
    - TimeRangeFilter (dict) –
      
      The TimeRange filter used in the search.
      - EndTime (datetime) –
        
        The ending time for the time range filter.
      - StartTime (datetime) –
        
        The starting time for the time range filter.
- JobConfig (dict) –
  
  An object containing information about the job configuration.
  Note
  This is a Tagged Union structure. Only one of the following top level keys will be set: BandMathConfig, CloudMaskingConfig, CloudRemovalConfig, GeoMosaicConfig, LandCoverSegmentationConfig, ResamplingConfig, StackConfig, TemporalStatisticsConfig, ZonalStatisticsConfig. If a client receives an unknown member it will set SDK_UNKNOWN_MEMBER as the top level key, which maps to the name or tag of the unknown member. The structure of SDK_UNKNOWN_MEMBER is as follows:
  'SDK_UNKNOWN_MEMBER': {'name': 'UnknownMemberName'}
  - BandMathConfig (dict) –
    
    An object containing information about the job configuration for BandMath.
    - CustomIndices (dict) –
      
      CustomIndices that are computed.
      - Operations (list) –
        
        A list of BandMath indices to compute.
        
        (dict) –
        
        Represents an arithmetic operation to compute spectral index.
        
        Equation (string) –
        
        Textual representation of the math operation; Equation used to compute the spectral index.
        
        Name (string) –
        
        The name of the operation.
        
        OutputType (string) –
        
        The type of the operation.
    - PredefinedIndices (list) –
      
      One or many of the supported predefined indices to compute. Allowed values: NDVI, EVI2, MSAVI, NDWI, NDMI, NDSI, and WDRVI.
      - (string) –
  - CloudMaskingConfig (dict) –
    
    An object containing information about the job configuration for cloud masking.
  - CloudRemovalConfig (dict) –
    
    An object containing information about the job configuration for cloud removal.
    - AlgorithmName (string) –
      
      The name of the algorithm used for cloud removal.
    - InterpolationValue (string) –
      
      The interpolation value you provide for cloud removal.
    - TargetBands (list) –
      
      TargetBands to be returned in the output of CloudRemoval operation.
      - (string) –
  - GeoMosaicConfig (dict) –
    
    An object containing information about the job configuration for geomosaic.
    - AlgorithmName (string) –
      
      The name of the algorithm being used for geomosaic.
    - TargetBands (list) –
      
      The target bands for geomosaic.
      - (string) –
  - LandCoverSegmentationConfig (dict) –
    
    An object containing information about the job configuration for land cover segmentation.
  - ResamplingConfig (dict) –
    
    An object containing information about the job configuration for resampling.
    - AlgorithmName (string) –
      
      The name of the algorithm used for resampling.
    - OutputResolution (dict) –
      
      The structure representing output resolution (in target georeferenced units) of the result of resampling operation.
      - UserDefined (dict) –
        
        User Defined Resolution for the output of Resampling operation defined by value and unit.
        
        Unit (string) –
        
        The units for output resolution of the result.
        
        Value (float) –
        
        The value for output resolution of the result.
    - TargetBands (list) –
      
      Bands used in the operation. If no target bands are specified, it uses all bands available in the input.
      - (string) –
  - StackConfig (dict) –
    
    An object containing information about the job configuration for a Stacking Earth Observation job.
    - OutputResolution (dict) –
      
      The structure representing output resolution (in target georeferenced units) of the result of stacking operation.
      - Predefined (string) –
        
        A string value representing Predefined Output Resolution for a stacking operation. Allowed values are HIGHEST, LOWEST, and AVERAGE.
      - UserDefined (dict) –
        
        The structure representing User Output Resolution for a Stacking operation defined as a value and unit.
        
        Unit (string) –
        
        The units for output resolution of the result.
        
        Value (float) –
        
        The value for output resolution of the result.
    - TargetBands (list) –
      
      A list of bands to be stacked in the specified order. When the parameter is not provided, all the available bands in the data collection are stacked in the alphabetical order of their asset names.
      - (string) –
  - TemporalStatisticsConfig (dict) –
    
    An object containing information about the job configuration for temporal statistics.
    - GroupBy (string) –
      
      The input for the temporal statistics grouping by time frequency option.
    - Statistics (list) –
      
      The list of the statistics method options.
      - (string) –
    - TargetBands (list) –
      
      The list of target band names for the temporal statistic to calculate.
      - (string) –
  - ZonalStatisticsConfig (dict) –
    
    An object containing information about the job configuration for zonal statistics.
    - Statistics (list) –
      
      List of zonal statistics to compute.
      - (string) –
    - TargetBands (list) –
      
      Bands used in the operation. If no target bands are specified, it uses all bands available input.
      - (string) –
    - ZoneS3Path (string) –
      
      The Amazon S3 path pointing to the GeoJSON containing the polygonal zones.
    - ZoneS3PathKmsKeyId (string) –
      
      The Amazon Resource Name (ARN) or an ID of a Amazon Web Services Key Management Service (Amazon Web Services KMS) key that Amazon SageMaker uses to decrypt your output artifacts with Amazon S3 server-side encryption. The SageMaker execution role must have kms:GenerateDataKey permission.
      
      The KmsKeyId can be any of the following formats:
      - // KMS Key ID "1234abcd-12ab-34cd-56ef-1234567890ab"
      - // Amazon Resource Name (ARN) of a KMS Key "arn:aws:kms:<region>:<account>:key/<key-id-12ab-34cd-56ef-1234567890ab>"
      For more information about key identifiers, see Key identifiers (KeyID) in the Amazon Web Services Key Management Service (Amazon Web Services KMS) documentation.
- KmsKeyId (string) –
  
  The Key Management Service key ID for server-side encryption.
- Name (string) –
  
  The name of the Earth Observation job.
- Status (string) –
  
  The status of the Earth Observation job.
- Tags (dict) –
  
  Each tag consists of a key and a value.
  - (string) –
    - (string) –

Exceptions

SageMakergeospatialcapabilities.Client.exceptions.ServiceQuotaExceededException
SageMakergeospatialcapabilities.Client.exceptions.AccessDeniedException
SageMakergeospatialcapabilities.Client.exceptions.ValidationException
SageMakergeospatialcapabilities.Client.exceptions.ThrottlingException
SageMakergeospatialcapabilities.Client.exceptions.InternalServerException
SageMakergeospatialcapabilities.Client.exceptions.ResourceNotFoundException
SageMakergeospatialcapabilities.Client.exceptions.ConflictException