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128 lines
4.8 KiB
Python
128 lines
4.8 KiB
Python
# SPDX-FileCopyrightText: 2022-present deepset GmbH <info@deepset.ai>
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#
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# SPDX-License-Identifier: Apache-2.0
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from typing import Any
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from haystack import Document, component, default_from_dict, default_to_dict
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from haystack.document_stores.types import DocumentStore, DuplicatePolicy
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@component
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class DocumentWriter:
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"""
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Writes documents to a DocumentStore.
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### Usage example
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```python
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from haystack import Document
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from haystack.components.writers import DocumentWriter
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from haystack.document_stores.in_memory import InMemoryDocumentStore
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docs = [
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Document(content="Python is a popular programming language"),
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]
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doc_store = InMemoryDocumentStore()
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writer = DocumentWriter(document_store=doc_store)
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writer.run(docs)
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```
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"""
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def __init__(self, document_store: DocumentStore, policy: DuplicatePolicy = DuplicatePolicy.NONE) -> None:
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"""
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Create a DocumentWriter component.
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:param document_store:
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The instance of the document store where you want to store your documents.
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:param policy:
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The policy to apply when a Document with the same ID already exists in the DocumentStore.
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- `DuplicatePolicy.NONE`: Default policy, relies on the DocumentStore settings.
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- `DuplicatePolicy.SKIP`: Skips documents with the same ID and doesn't write them to the DocumentStore.
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- `DuplicatePolicy.OVERWRITE`: Overwrites documents with the same ID.
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- `DuplicatePolicy.FAIL`: Raises an error if a Document with the same ID is already in the DocumentStore.
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"""
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self.document_store = document_store
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self.policy = policy
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def _get_telemetry_data(self) -> dict[str, Any]:
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"""
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Data that is sent to Posthog for usage analytics.
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"""
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return {"document_store": type(self.document_store).__name__}
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def to_dict(self) -> dict[str, Any]:
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"""
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Serializes the component to a dictionary.
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:returns:
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Dictionary with serialized data.
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"""
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return default_to_dict(self, document_store=self.document_store, policy=self.policy.name)
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@classmethod
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def from_dict(cls, data: dict[str, Any]) -> "DocumentWriter":
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"""
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Deserializes the component from a dictionary.
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:param data:
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The dictionary to deserialize from.
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:returns:
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The deserialized component.
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:raises DeserializationError:
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If the document store is not properly specified in the serialization data or its type cannot be imported.
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"""
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init_params = data.get("init_parameters", {})
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if "policy" in init_params:
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init_params["policy"] = DuplicatePolicy[init_params["policy"]]
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return default_from_dict(cls, data)
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@component.output_types(documents_written=int)
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def run(self, documents: list[Document], policy: DuplicatePolicy | None = None) -> dict[str, int]:
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"""
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Run the DocumentWriter on the given input data.
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:param documents:
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A list of documents to write to the document store.
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:param policy:
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The policy to use when encountering duplicate documents.
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:returns:
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Number of documents written to the document store.
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:raises ValueError:
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If the specified document store is not found.
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"""
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if policy is None:
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policy = self.policy
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documents_written = self.document_store.write_documents(documents=documents, policy=policy)
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return {"documents_written": documents_written}
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@component.output_types(documents_written=int)
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async def run_async(self, documents: list[Document], policy: DuplicatePolicy | None = None) -> dict[str, int]:
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"""
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Asynchronously run the DocumentWriter on the given input data.
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This is the asynchronous version of the `run` method. It has the same parameters and return values
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but can be used with `await` in async code.
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:param documents:
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A list of documents to write to the document store.
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:param policy:
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The policy to use when encountering duplicate documents.
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:returns:
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Number of documents written to the document store.
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:raises ValueError:
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If the specified document store is not found.
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:raises TypeError:
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If the specified document store does not implement `write_documents_async`.
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"""
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if policy is None:
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policy = self.policy
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if not hasattr(self.document_store, "write_documents_async"):
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raise TypeError(f"Document store {type(self.document_store).__name__} does not provide async support.")
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documents_written = await self.document_store.write_documents_async(documents=documents, policy=policy)
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return {"documents_written": documents_written}
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