mirror of
https://github.com/hwchase17/langchain
synced 2024-11-08 07:10:35 +00:00
288 lines
9.9 KiB
Python
288 lines
9.9 KiB
Python
from typing import Any, Callable, Iterator, Mapping, Optional
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from langchain_core.documents import Document
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from langchain_core.utils.utils import guard_import
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from langchain_community.document_loaders.base import BaseLoader
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RecordHandler = Callable[[Any, Optional[str]], Document]
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class AirbyteCDKLoader(BaseLoader):
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"""Load with an `Airbyte` source connector implemented using the `CDK`."""
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def __init__(
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self,
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config: Mapping[str, Any],
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source_class: Any,
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stream_name: str,
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record_handler: Optional[RecordHandler] = None,
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state: Optional[Any] = None,
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) -> None:
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"""Initializes the loader.
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Args:
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config: The config to pass to the source connector.
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source_class: The source connector class.
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stream_name: The name of the stream to load.
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record_handler: A function that takes in a record and an optional id and
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returns a Document. If None, the record will be used as the document.
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Defaults to None.
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state: The state to pass to the source connector. Defaults to None.
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"""
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from airbyte_cdk.models.airbyte_protocol import AirbyteRecordMessage
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from airbyte_cdk.sources.embedded.base_integration import (
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BaseEmbeddedIntegration,
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)
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from airbyte_cdk.sources.embedded.runner import CDKRunner
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class CDKIntegration(BaseEmbeddedIntegration):
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"""A wrapper around the CDK integration."""
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def _handle_record(
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self, record: AirbyteRecordMessage, id: Optional[str]
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) -> Document:
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if record_handler:
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return record_handler(record, id)
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return Document(page_content="", metadata=record.data)
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self._integration = CDKIntegration(
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config=config,
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runner=CDKRunner(source=source_class(), name=source_class.__name__),
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)
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self._stream_name = stream_name
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self._state = state
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def lazy_load(self) -> Iterator[Document]:
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return self._integration._load_data(
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stream_name=self._stream_name, state=self._state
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)
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@property
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def last_state(self) -> Any:
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return self._integration.last_state
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class AirbyteHubspotLoader(AirbyteCDKLoader):
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"""Load from `Hubspot` using an `Airbyte` source connector."""
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def __init__(
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self,
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config: Mapping[str, Any],
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stream_name: str,
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record_handler: Optional[RecordHandler] = None,
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state: Optional[Any] = None,
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) -> None:
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"""Initializes the loader.
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Args:
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config: The config to pass to the source connector.
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stream_name: The name of the stream to load.
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record_handler: A function that takes in a record and an optional id and
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returns a Document. If None, the record will be used as the document.
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Defaults to None.
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state: The state to pass to the source connector. Defaults to None.
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"""
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source_class = guard_import(
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"source_hubspot", pip_name="airbyte-source-hubspot"
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).SourceHubspot
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super().__init__(
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config=config,
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source_class=source_class,
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stream_name=stream_name,
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record_handler=record_handler,
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state=state,
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)
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class AirbyteStripeLoader(AirbyteCDKLoader):
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"""Load from `Stripe` using an `Airbyte` source connector."""
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def __init__(
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self,
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config: Mapping[str, Any],
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stream_name: str,
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record_handler: Optional[RecordHandler] = None,
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state: Optional[Any] = None,
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) -> None:
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"""Initializes the loader.
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Args:
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config: The config to pass to the source connector.
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stream_name: The name of the stream to load.
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record_handler: A function that takes in a record and an optional id and
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returns a Document. If None, the record will be used as the document.
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Defaults to None.
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state: The state to pass to the source connector. Defaults to None.
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"""
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source_class = guard_import(
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"source_stripe", pip_name="airbyte-source-stripe"
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).SourceStripe
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super().__init__(
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config=config,
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source_class=source_class,
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stream_name=stream_name,
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record_handler=record_handler,
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state=state,
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)
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class AirbyteTypeformLoader(AirbyteCDKLoader):
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"""Load from `Typeform` using an `Airbyte` source connector."""
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def __init__(
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self,
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config: Mapping[str, Any],
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stream_name: str,
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record_handler: Optional[RecordHandler] = None,
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state: Optional[Any] = None,
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) -> None:
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"""Initializes the loader.
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Args:
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config: The config to pass to the source connector.
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stream_name: The name of the stream to load.
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record_handler: A function that takes in a record and an optional id and
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returns a Document. If None, the record will be used as the document.
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Defaults to None.
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state: The state to pass to the source connector. Defaults to None.
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"""
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source_class = guard_import(
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"source_typeform", pip_name="airbyte-source-typeform"
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).SourceTypeform
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super().__init__(
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config=config,
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source_class=source_class,
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stream_name=stream_name,
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record_handler=record_handler,
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state=state,
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)
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class AirbyteZendeskSupportLoader(AirbyteCDKLoader):
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"""Load from `Zendesk Support` using an `Airbyte` source connector."""
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def __init__(
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self,
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config: Mapping[str, Any],
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stream_name: str,
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record_handler: Optional[RecordHandler] = None,
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state: Optional[Any] = None,
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) -> None:
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"""Initializes the loader.
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Args:
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config: The config to pass to the source connector.
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stream_name: The name of the stream to load.
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record_handler: A function that takes in a record and an optional id and
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returns a Document. If None, the record will be used as the document.
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Defaults to None.
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state: The state to pass to the source connector. Defaults to None.
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"""
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source_class = guard_import(
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"source_zendesk_support", pip_name="airbyte-source-zendesk-support"
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).SourceZendeskSupport
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super().__init__(
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config=config,
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source_class=source_class,
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stream_name=stream_name,
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record_handler=record_handler,
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state=state,
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)
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class AirbyteShopifyLoader(AirbyteCDKLoader):
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"""Load from `Shopify` using an `Airbyte` source connector."""
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def __init__(
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self,
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config: Mapping[str, Any],
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stream_name: str,
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record_handler: Optional[RecordHandler] = None,
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state: Optional[Any] = None,
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) -> None:
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"""Initializes the loader.
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Args:
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config: The config to pass to the source connector.
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stream_name: The name of the stream to load.
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record_handler: A function that takes in a record and an optional id and
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returns a Document. If None, the record will be used as the document.
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Defaults to None.
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state: The state to pass to the source connector. Defaults to None.
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"""
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source_class = guard_import(
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"source_shopify", pip_name="airbyte-source-shopify"
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).SourceShopify
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super().__init__(
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config=config,
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source_class=source_class,
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stream_name=stream_name,
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record_handler=record_handler,
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state=state,
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)
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class AirbyteSalesforceLoader(AirbyteCDKLoader):
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"""Load from `Salesforce` using an `Airbyte` source connector."""
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def __init__(
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self,
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config: Mapping[str, Any],
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stream_name: str,
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record_handler: Optional[RecordHandler] = None,
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state: Optional[Any] = None,
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) -> None:
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"""Initializes the loader.
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Args:
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config: The config to pass to the source connector.
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stream_name: The name of the stream to load.
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record_handler: A function that takes in a record and an optional id and
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returns a Document. If None, the record will be used as the document.
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Defaults to None.
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state: The state to pass to the source connector. Defaults to None.
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"""
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source_class = guard_import(
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"source_salesforce", pip_name="airbyte-source-salesforce"
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).SourceSalesforce
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super().__init__(
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config=config,
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source_class=source_class,
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stream_name=stream_name,
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record_handler=record_handler,
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state=state,
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)
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class AirbyteGongLoader(AirbyteCDKLoader):
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"""Load from `Gong` using an `Airbyte` source connector."""
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def __init__(
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self,
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config: Mapping[str, Any],
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stream_name: str,
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record_handler: Optional[RecordHandler] = None,
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state: Optional[Any] = None,
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) -> None:
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"""Initializes the loader.
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Args:
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config: The config to pass to the source connector.
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stream_name: The name of the stream to load.
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record_handler: A function that takes in a record and an optional id and
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returns a Document. If None, the record will be used as the document.
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Defaults to None.
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state: The state to pass to the source connector. Defaults to None.
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"""
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source_class = guard_import(
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"source_gong", pip_name="airbyte-source-gong"
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).SourceGong
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super().__init__(
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config=config,
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source_class=source_class,
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stream_name=stream_name,
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record_handler=record_handler,
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state=state,
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)
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