| | |
| | |
| | |
| |
|
| | 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} |
| |
|