describe_data_sources
(**kwargs)¶Returns a list of DataSource
that match the search criteria in the request.
See also: AWS API Documentation
Request Syntax
response = client.describe_data_sources(
FilterVariable='CreatedAt'|'LastUpdatedAt'|'Status'|'Name'|'DataLocationS3'|'IAMUser',
EQ='string',
GT='string',
LT='string',
GE='string',
LE='string',
NE='string',
Prefix='string',
SortOrder='asc'|'dsc',
NextToken='string',
Limit=123
)
Use one of the following variables to filter a list of DataSource
:
CreatedAt
- Sets the search criteria to DataSource
creation dates.Status
- Sets the search criteria to DataSource
statuses.Name
- Sets the search criteria to the contents of DataSource
Name
.DataUri
- Sets the search criteria to the URI of data files used to create the DataSource
. The URI can identify either a file or an Amazon Simple Storage Service (Amazon S3) bucket or directory.IAMUser
- Sets the search criteria to the user account that invoked the DataSource
creation.DataSource
results will have FilterVariable
values that exactly match the value specified with EQ
.DataSource
results will have FilterVariable
values that are greater than the value specified with GT
.DataSource
results will have FilterVariable
values that are less than the value specified with LT
.DataSource
results will have FilterVariable
values that are greater than or equal to the value specified with GE
.DataSource
results will have FilterVariable
values that are less than or equal to the value specified with LE
.DataSource
results will have FilterVariable
values not equal to the value specified with NE
.A string that is found at the beginning of a variable, such as Name
or Id
.
For example, a DataSource
could have the Name
2014-09-09-HolidayGiftMailer
. To search for this DataSource
, select Name
for the FilterVariable
and any of the following strings for the Prefix
:
A two-value parameter that determines the sequence of the resulting list of DataSource
.
asc
- Arranges the list in ascending order (A-Z, 0-9).dsc
- Arranges the list in descending order (Z-A, 9-0).Results are sorted by FilterVariable
.
DataSource
to include in the result.dict
Response Syntax
{
'Results': [
{
'DataSourceId': 'string',
'DataLocationS3': 'string',
'DataRearrangement': 'string',
'CreatedByIamUser': 'string',
'CreatedAt': datetime(2015, 1, 1),
'LastUpdatedAt': datetime(2015, 1, 1),
'DataSizeInBytes': 123,
'NumberOfFiles': 123,
'Name': 'string',
'Status': 'PENDING'|'INPROGRESS'|'FAILED'|'COMPLETED'|'DELETED',
'Message': 'string',
'RedshiftMetadata': {
'RedshiftDatabase': {
'DatabaseName': 'string',
'ClusterIdentifier': 'string'
},
'DatabaseUserName': 'string',
'SelectSqlQuery': 'string'
},
'RDSMetadata': {
'Database': {
'InstanceIdentifier': 'string',
'DatabaseName': 'string'
},
'DatabaseUserName': 'string',
'SelectSqlQuery': 'string',
'ResourceRole': 'string',
'ServiceRole': 'string',
'DataPipelineId': 'string'
},
'RoleARN': 'string',
'ComputeStatistics': True|False,
'ComputeTime': 123,
'FinishedAt': datetime(2015, 1, 1),
'StartedAt': datetime(2015, 1, 1)
},
],
'NextToken': 'string'
}
Response Structure
(dict) --
Represents the query results from a DescribeDataSources operation. The content is essentially a list of DataSource
.
Results (list) --
A list of DataSource
that meet the search criteria.
(dict) --
Represents the output of the GetDataSource
operation.
The content consists of the detailed metadata and data file information and the current status of the DataSource
.
DataSourceId (string) --
The ID that is assigned to the DataSource
during creation.
DataLocationS3 (string) --
The location and name of the data in Amazon Simple Storage Service (Amazon S3) that is used by a DataSource
.
DataRearrangement (string) --
A JSON string that represents the splitting and rearrangement requirement used when this DataSource
was created.
CreatedByIamUser (string) --
The AWS user account from which the DataSource
was created. The account type can be either an AWS root account or an AWS Identity and Access Management (IAM) user account.
CreatedAt (datetime) --
The time that the DataSource
was created. The time is expressed in epoch time.
LastUpdatedAt (datetime) --
The time of the most recent edit to the BatchPrediction
. The time is expressed in epoch time.
DataSizeInBytes (integer) --
The total number of observations contained in the data files that the DataSource
references.
NumberOfFiles (integer) --
The number of data files referenced by the DataSource
.
Name (string) --
A user-supplied name or description of the DataSource
.
Status (string) --
The current status of the DataSource
. This element can have one of the following values:
DataSource
.DataSource
did not run to completion. It is not usable.DataSource
is marked as deleted. It is not usable.Message (string) --
A description of the most recent details about creating the DataSource
.
RedshiftMetadata (dict) --
Describes the DataSource
details specific to Amazon Redshift.
RedshiftDatabase (dict) --
Describes the database details required to connect to an Amazon Redshift database.
DatabaseName (string) --
The name of a database hosted on an Amazon Redshift cluster.
ClusterIdentifier (string) --
The ID of an Amazon Redshift cluster.
DatabaseUserName (string) --
A username to be used by Amazon Machine Learning (Amazon ML)to connect to a database on an Amazon Redshift cluster. The username should have sufficient permissions to execute the RedshiftSelectSqlQuery
query. The username should be valid for an Amazon Redshift USER.
SelectSqlQuery (string) --
The SQL query that is specified during CreateDataSourceFromRedshift. Returns only if Verbose
is true in GetDataSourceInput.
RDSMetadata (dict) --
The datasource details that are specific to Amazon RDS.
Database (dict) --
The database details required to connect to an Amazon RDS.
InstanceIdentifier (string) --
The ID of an RDS DB instance.
DatabaseName (string) --
The name of a database hosted on an RDS DB instance.
DatabaseUserName (string) --
The username to be used by Amazon ML to connect to database on an Amazon RDS instance. The username should have sufficient permissions to execute an RDSSelectSqlQuery
query.
SelectSqlQuery (string) --
The SQL query that is supplied during CreateDataSourceFromRDS. Returns only if Verbose
is true in GetDataSourceInput
.
ResourceRole (string) --
The role (DataPipelineDefaultResourceRole) assumed by an Amazon EC2 instance to carry out the copy task from Amazon RDS to Amazon S3. For more information, see Role templates for data pipelines.
ServiceRole (string) --
The role (DataPipelineDefaultRole) assumed by the Data Pipeline service to monitor the progress of the copy task from Amazon RDS to Amazon S3. For more information, see Role templates for data pipelines.
DataPipelineId (string) --
The ID of the Data Pipeline instance that is used to carry to copy data from Amazon RDS to Amazon S3. You can use the ID to find details about the instance in the Data Pipeline console.
RoleARN (string) --
The Amazon Resource Name (ARN) of an AWS IAM Role, such as the following: arn:aws:iam::account:role/rolename.
ComputeStatistics (boolean) --
The parameter is true
if statistics need to be generated from the observation data.
ComputeTime (integer) --
Long integer type that is a 64-bit signed number.
FinishedAt (datetime) --
A timestamp represented in epoch time.
StartedAt (datetime) --
A timestamp represented in epoch time.
NextToken (string) --
An ID of the next page in the paginated results that indicates at least one more page follows.
Exceptions
MachineLearning.Client.exceptions.InvalidInputException
MachineLearning.Client.exceptions.InternalServerException