| |
| |
| |
|
|
| from typing import Any, Dict, List, Optional |
|
|
| from haystack import Document, component, default_from_dict, default_to_dict, logging |
| from haystack.document_stores.types import DocumentStore, DuplicatePolicy |
| from haystack.utils import deserialize_document_store_in_init_params_inplace |
|
|
| logger = logging.getLogger(__name__) |
|
|
|
|
| @component |
| class DocumentWriter: |
| """ |
| Writes documents to a DocumentStore. |
| |
| ### Usage example |
| ```python |
| from haystack import Document |
| from haystack.components.writers import DocumentWriter |
| from haystack.document_stores.in_memory import InMemoryDocumentStore |
| docs = [ |
| Document(content="Python is a popular programming language"), |
| ] |
| doc_store = InMemoryDocumentStore() |
| doc_store.write_documents(docs) |
| ``` |
| """ |
|
|
| def __init__(self, document_store: DocumentStore, policy: DuplicatePolicy = DuplicatePolicy.NONE): |
| """ |
| Create a DocumentWriter component. |
| |
| :param document_store: |
| The instance of the document store where you want to store your documents. |
| :param policy: |
| The policy to apply when a Document with the same ID already exists in the DocumentStore. |
| - `DuplicatePolicy.NONE`: Default policy, relies on the DocumentStore settings. |
| - `DuplicatePolicy.SKIP`: Skips documents with the same ID and doesn't write them to the DocumentStore. |
| - `DuplicatePolicy.OVERWRITE`: Overwrites documents with the same ID. |
| - `DuplicatePolicy.FAIL`: Raises an error if a Document with the same ID is already in the DocumentStore. |
| """ |
| self.document_store = document_store |
| self.policy = policy |
|
|
| def _get_telemetry_data(self) -> Dict[str, Any]: |
| """ |
| Data that is sent to Posthog for usage analytics. |
| """ |
| return {"document_store": type(self.document_store).__name__} |
|
|
| def to_dict(self) -> Dict[str, Any]: |
| """ |
| Serializes the component to a dictionary. |
| |
| :returns: |
| Dictionary with serialized data. |
| """ |
| return default_to_dict(self, document_store=self.document_store.to_dict(), policy=self.policy.name) |
|
|
| @classmethod |
| def from_dict(cls, data: Dict[str, Any]) -> "DocumentWriter": |
| """ |
| Deserializes the component from a dictionary. |
| |
| :param data: |
| The dictionary to deserialize from. |
| :returns: |
| The deserialized component. |
| |
| :raises DeserializationError: |
| If the document store is not properly specified in the serialization data or its type cannot be imported. |
| """ |
| |
| deserialize_document_store_in_init_params_inplace(data) |
|
|
| data["init_parameters"]["policy"] = DuplicatePolicy[data["init_parameters"]["policy"]] |
|
|
| return default_from_dict(cls, data) |
|
|
| @component.output_types(documents_written=int) |
| def run(self, documents: List[Document], policy: Optional[DuplicatePolicy] = None): |
| """ |
| Run the DocumentWriter on the given input data. |
| |
| :param documents: |
| A list of documents to write to the document store. |
| :param policy: |
| The policy to use when encountering duplicate documents. |
| :returns: |
| Number of documents written to the document store. |
| |
| :raises ValueError: |
| If the specified document store is not found. |
| """ |
| if policy is None: |
| policy = self.policy |
|
|
| documents_written = self.document_store.write_documents(documents=documents, policy=policy) |
| return {"documents_written": documents_written} |
|
|