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prefect_dbt.cli.configs.bigquery

Module containing models for BigQuery configs

BigQueryTargetConfigs

Bases: BaseTargetConfigs

Target configs contain credentials and settings, specific to BigQuery. To find valid keys, head to the BigQuery Profile page.

Attributes:

Name Type Description
credentials GcpCredentials

The credentials to use to authenticate; if there are duplicate keys between credentials and TargetConfigs, e.g. schema, an error will be raised.

Examples:

Load stored BigQueryTargetConfigs. 

from prefect_dbt.cli.configs import BigQueryTargetConfigs

bigquery_target_configs = BigQueryTargetConfigs.load("BLOCK_NAME")

Instantiate BigQueryTargetConfigs. 

from prefect_dbt.cli.configs import BigQueryTargetConfigs
from prefect_gcp.credentials import GcpCredentials

credentials = GcpCredentials.load("BLOCK-NAME-PLACEHOLDER")
target_configs = BigQueryTargetConfigs(
    schema="schema",  # also known as dataset
    credentials=credentials,
)

Source code in prefect_dbt/cli/configs/bigquery.py 
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class BigQueryTargetConfigs(BaseTargetConfigs):
    """
    Target configs contain credentials and
    settings, specific to BigQuery.
    To find valid keys, head to the [BigQuery Profile](
    https://docs.getdbt.com/reference/warehouse-profiles/bigquery-profile)
    page.

    Attributes:
        credentials: The credentials to use to authenticate; if there are
            duplicate keys between credentials and TargetConfigs,
            e.g. schema, an error will be raised.

    Examples:
        Load stored BigQueryTargetConfigs.
        ```python
        from prefect_dbt.cli.configs import BigQueryTargetConfigs

        bigquery_target_configs = BigQueryTargetConfigs.load("BLOCK_NAME")
        ```

        Instantiate BigQueryTargetConfigs.
        ```python
        from prefect_dbt.cli.configs import BigQueryTargetConfigs
        from prefect_gcp.credentials import GcpCredentials

        credentials = GcpCredentials.load("BLOCK-NAME-PLACEHOLDER")
        target_configs = BigQueryTargetConfigs(
            schema="schema",  # also known as dataset
            credentials=credentials,
        )
        ```
    """

    _block_type_name = "dbt CLI BigQuery Target Configs"
    _logo_url = "https://images.ctfassets.net/gm98wzqotmnx/5zE9lxfzBHjw3tnEup4wWL/9a001902ed43a84c6c96d23b24622e19/dbt-bit_tm.png?h=250"  # noqa
    _description = "dbt CLI target configs containing credentials and settings, specific to BigQuery."  # noqa
    _documentation_url = "https://prefecthq.github.io/prefect-dbt/cli/configs/bigquery/#prefect_dbt.cli.configs.bigquery.BigQueryTargetConfigs"  # noqa

    type: Literal["bigquery"] = Field(
        default="bigquery", description="The type of target."
    )
    project: Optional[str] = Field(default=None, description="The project to use.")
    credentials: GcpCredentials = Field(
        default_factory=GcpCredentials,
        description="The credentials to use to authenticate.",
    )

    def get_configs(self) -> Dict[str, Any]:
        """
        Returns the dbt configs specific to BigQuery profile.

        Returns:
            A configs JSON.
        """
        # since GcpCredentials will always define a project
        self_copy = self.copy()
        if self_copy.project is not None:
            self_copy.credentials.project = None
        all_configs_json = self._populate_configs_json(
            {}, self_copy.__fields__, model=self_copy
        )

        # decouple prefect-gcp from prefect-dbt
        # by mapping all the keys dbt gcp accepts
        # https://docs.getdbt.com/reference/warehouse-setups/bigquery-setup
        rename_keys = {
            # dbt
            "type": "type",
            "schema": "schema",
            "threads": "threads",
            # general
            "dataset": "schema",
            "method": "method",
            "project": "project",
            # service-account
            "service_account_file": "keyfile",
            # service-account json
            "service_account_info": "keyfile_json",
            # oauth secrets
            "refresh_token": "refresh_token",
            "client_id": "client_id",
            "client_secret": "client_secret",
            "token_uri": "token_uri",
            # optional
            "priority": "priority",
            "timeout_seconds": "timeout_seconds",
            "location": "location",
            "maximum_bytes_billed": "maximum_bytes_billed",
            "scopes": "scopes",
            "impersonate_service_account": "impersonate_service_account",
            "execution_project": "execution_project",
        }
        configs_json = {}
        extras = self.extras or {}
        for key in all_configs_json.keys():
            if key not in rename_keys and key not in extras:
                # skip invalid keys
                continue
            # rename key to something dbt profile expects
            dbt_key = rename_keys.get(key) or key
            configs_json[dbt_key] = all_configs_json[key]

        if "keyfile_json" in configs_json:
            configs_json["method"] = "service-account-json"
        elif "keyfile" in configs_json:
            configs_json["method"] = "service-account"
            configs_json["keyfile"] = str(configs_json["keyfile"])
        else:
            configs_json["method"] = "oauth-secrets"
            # through gcloud application-default login
            google_credentials = (
                self_copy.credentials.get_credentials_from_service_account()
            )
            if hasattr(google_credentials, "token"):
                request = Request()
                google_credentials.refresh(request)
                configs_json["token"] = google_credentials.token
            else:
                for key in ("refresh_token", "client_id", "client_secret", "token_uri"):
                    configs_json[key] = getattr(google_credentials, key)

        if "project" not in configs_json:
            raise ValueError(
                "The keyword, project, must be provided in either "
                "GcpCredentials or BigQueryTargetConfigs"
            )
        return configs_json

get_configs

Returns the dbt configs specific to BigQuery profile.

Returns:

Type Description
Dict[str, Any]

A configs JSON.
Source code in prefect_dbt/cli/configs/bigquery.py 
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def get_configs(self) -> Dict[str, Any]:
    """
    Returns the dbt configs specific to BigQuery profile.

    Returns:
        A configs JSON.
    """
    # since GcpCredentials will always define a project
    self_copy = self.copy()
    if self_copy.project is not None:
        self_copy.credentials.project = None
    all_configs_json = self._populate_configs_json(
        {}, self_copy.__fields__, model=self_copy
    )

    # decouple prefect-gcp from prefect-dbt
    # by mapping all the keys dbt gcp accepts
    # https://docs.getdbt.com/reference/warehouse-setups/bigquery-setup
    rename_keys = {
        # dbt
        "type": "type",
        "schema": "schema",
        "threads": "threads",
        # general
        "dataset": "schema",
        "method": "method",
        "project": "project",
        # service-account
        "service_account_file": "keyfile",
        # service-account json
        "service_account_info": "keyfile_json",
        # oauth secrets
        "refresh_token": "refresh_token",
        "client_id": "client_id",
        "client_secret": "client_secret",
        "token_uri": "token_uri",
        # optional
        "priority": "priority",
        "timeout_seconds": "timeout_seconds",
        "location": "location",
        "maximum_bytes_billed": "maximum_bytes_billed",
        "scopes": "scopes",
        "impersonate_service_account": "impersonate_service_account",
        "execution_project": "execution_project",
    }
    configs_json = {}
    extras = self.extras or {}
    for key in all_configs_json.keys():
        if key not in rename_keys and key not in extras:
            # skip invalid keys
            continue
        # rename key to something dbt profile expects
        dbt_key = rename_keys.get(key) or key
        configs_json[dbt_key] = all_configs_json[key]

    if "keyfile_json" in configs_json:
        configs_json["method"] = "service-account-json"
    elif "keyfile" in configs_json:
        configs_json["method"] = "service-account"
        configs_json["keyfile"] = str(configs_json["keyfile"])
    else:
        configs_json["method"] = "oauth-secrets"
        # through gcloud application-default login
        google_credentials = (
            self_copy.credentials.get_credentials_from_service_account()
        )
        if hasattr(google_credentials, "token"):
            request = Request()
            google_credentials.refresh(request)
            configs_json["token"] = google_credentials.token
        else:
            for key in ("refresh_token", "client_id", "client_secret", "token_uri"):
                configs_json[key] = getattr(google_credentials, key)

    if "project" not in configs_json:
        raise ValueError(
            "The keyword, project, must be provided in either "
            "GcpCredentials or BigQueryTargetConfigs"
        )
    return configs_json
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