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search async

search(
    *,
    config_overrides: Optional[AsyncSageMakerClientConfig] = None,
    resource: Optional[ResourceType] = None,
    search_expression: Optional[SearchExpression] = None,
    sort_by: Optional[ResourcePropertyName] = None,
    sort_order: Optional[SearchSortOrder] = None,
    next_token: Optional[NextToken] = None,
    max_results: Optional[MaxResults] = None,
    cross_account_filter_option: Optional[CrossAccountFilterOption] = None,
    visibility_conditions: Optional[VisibilityConditionsList] = None,
) -> SearchResponse

Finds SageMaker resources that match a search query. Matching resources are returned as a list of SearchRecord objects in the response. You can sort the search results by any resource property in a ascending or descending order.

You can query against the following value types: numeric, text, Boolean, and timestamp.

The Search API may provide access to otherwise restricted data. See Amazon SageMaker API Permissions: Actions, Permissions, and Resources Reference for more information.

Parameters:

  • resource (Optional[ResourceType], default: None ) –

    The name of the SageMaker resource to search for.

  • search_expression (Optional[SearchExpression], default: None ) –

    A Boolean conditional statement. Resources must satisfy this condition to be included in search results. You must provide at least one subexpression, filter, or nested filter. The maximum number of recursive SubExpressions, NestedFilters, and Filters that can be included in a SearchExpression object is 50.

  • sort_by (Optional[ResourcePropertyName], default: None ) –

    The name of the resource property used to sort the SearchResults. The default is LastModifiedTime.

  • sort_order (Optional[SearchSortOrder], default: None ) –

    How SearchResults are ordered. Valid values are Ascending or Descending. The default is Descending.

  • next_token (Optional[NextToken], default: None ) –

    If more than MaxResults resources match the specified SearchExpression, the response includes a NextToken. The NextToken can be passed to the next SearchRequest to continue retrieving results.

  • max_results (Optional[MaxResults], default: None ) –

    The maximum number of results to return.

  • cross_account_filter_option (Optional[CrossAccountFilterOption], default: None ) –

    A cross account filter option. When the value is "CrossAccount" the search results will only include resources made discoverable to you from other accounts. When the value is "SameAccount" or null the search results will only include resources from your account. Default is null. For more information on searching for resources made discoverable to your account, see Search discoverable resources in the SageMaker Developer Guide. The maximum number of ResourceCatalogs viewable is 1000.

  • visibility_conditions (Optional[VisibilityConditionsList], default: None ) –

    Limits the results of your search request to the resources that you can access.

Raises:

Source code in docs_src/capo_sagemaker/_services/async_sage_maker.py
async def search(
    self,
    *,
    config_overrides: Optional[AsyncSageMakerClientConfig] = None,
    resource: Optional["capo_sagemaker.types.resource_type.ResourceType"] = None,
    search_expression: Optional[
        "capo_sagemaker.types.search_expression.SearchExpression"
    ] = None,
    sort_by: Optional[
        "capo_sagemaker.types.resource_property_name.ResourcePropertyName"
    ] = None,
    sort_order: Optional[
        "capo_sagemaker.types.search_sort_order.SearchSortOrder"
    ] = None,
    next_token: Optional["capo_sagemaker.types.next_token.NextToken"] = None,
    max_results: Optional["capo_sagemaker.types.max_results.MaxResults"] = None,
    cross_account_filter_option: Optional[
        "capo_sagemaker.types.cross_account_filter_option.CrossAccountFilterOption"
    ] = None,
    visibility_conditions: Optional[
        "capo_sagemaker.types.visibility_conditions_list.VisibilityConditionsList"
    ] = None,
) -> "capo_sagemaker.types.search_response.SearchResponse":
    """<p>Finds SageMaker resources that match a search query. Matching resources are returned as a list of <code>SearchRecord</code> objects in the response. You can sort the search results by any resource property in a ascending or descending order.</p> <p>You can query against the following value types: numeric, text, Boolean, and timestamp.</p> <note> <p>The Search API may provide access to otherwise restricted data. See <a href="https://docs.aws.amazon.com/sagemaker/latest/dg/api-permissions-reference.html">Amazon SageMaker API Permissions: Actions, Permissions, and Resources Reference</a> for more information.</p> </note>

    Args:
        resource: <p>The name of the SageMaker resource to search for.</p>
        search_expression: <p>A Boolean conditional statement. Resources must satisfy this condition to be included in search results. You must provide at least one subexpression, filter, or nested filter. The maximum number of recursive <code>SubExpressions</code>, <code>NestedFilters</code>, and <code>Filters</code> that can be included in a <code>SearchExpression</code> object is 50.</p>
        sort_by: <p>The name of the resource property used to sort the <code>SearchResults</code>. The default is <code>LastModifiedTime</code>.</p>
        sort_order: <p>How <code>SearchResults</code> are ordered. Valid values are <code>Ascending</code> or <code>Descending</code>. The default is <code>Descending</code>.</p>
        next_token: <p>If more than <code>MaxResults</code> resources match the specified <code>SearchExpression</code>, the response includes a <code>NextToken</code>. The <code>NextToken</code> can be passed to the next <code>SearchRequest</code> to continue retrieving results.</p>
        max_results: <p>The maximum number of results to return.</p>
        cross_account_filter_option: <p> A cross account filter option. When the value is <code>"CrossAccount"</code> the search results will only include resources made discoverable to you from other accounts. When the value is <code>"SameAccount"</code> or <code>null</code> the search results will only include resources from your account. Default is <code>null</code>. For more information on searching for resources made discoverable to your account, see <a href="https://docs.aws.amazon.com/sagemaker/latest/dg/feature-store-cross-account-discoverability-use.html"> Search discoverable resources</a> in the SageMaker Developer Guide. The maximum number of <code>ResourceCatalog</code>s viewable is 1000. </p>
        visibility_conditions: <p> Limits the results of your search request to the resources that you can access. </p>

    Raises:
        capo_sagemaker.errors.UnknownServiceError: The service returned an error code this client does not model.
    """

    async def _handler(
        req: "AsyncOperationRequest[capo_sagemaker.types.search_request.SearchRequest]",
    ) -> AsyncOperationResponse[
        "capo_sagemaker.types.search_response.SearchResponse"
    ]:
        import capo_sagemaker._operations.sage_maker.search

        (
            output,
            http_response,
        ) = await capo_sagemaker._operations.sage_maker.search.async_search(
            req.options, req.input
        )
        return AsyncOperationResponse(output=output, response=http_response)

    def _redact_output(
        output: "capo_sagemaker.types.search_response.SearchResponse",
    ) -> dict[str, Any]:
        import capo_sagemaker.types.search_response

        return capo_sagemaker.types.search_response.redact_sensitive(output)

    interceptors_, options_ = self.operation_options(
        config_overrides, OperationLogging("Search", redact_output=_redact_output)
    )
    input_: capo_sagemaker.types.search_request.SearchRequest = {}
    if resource is not None:
        input_["resource"] = resource
    if search_expression is not None:
        input_["search_expression"] = search_expression
    if sort_by is not None:
        input_["sort_by"] = sort_by
    if sort_order is not None:
        input_["sort_order"] = sort_order
    if next_token is not None:
        input_["next_token"] = next_token
    if max_results is not None:
        input_["max_results"] = max_results
    if cross_account_filter_option is not None:
        input_["cross_account_filter_option"] = cross_account_filter_option
    if visibility_conditions is not None:
        input_["visibility_conditions"] = visibility_conditions

    response = await aexecute_pipeline(
        AsyncOperationRequest(input=input_, options=options_),
        handler=_handler,
        interceptors=list(interceptors_),
    )
    await response.response.aclose()
    return response.output