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|
| from typing import Any, Dict, List |
|
|
| from haystack import Document, component, default_from_dict, default_to_dict, logging |
| from haystack.document_stores.types import DocumentStore |
| from haystack.utils import deserialize_document_store_in_init_params_inplace |
|
|
| logger = logging.getLogger(__name__) |
|
|
|
|
| @component |
| class CacheChecker: |
| """ |
| Checks for the presence of documents in a Document Store based on a specified field in each document's metadata. |
| |
| If matching documents are found, they are returned as "hits". If not found in the cache, the items |
| are returned as "misses". |
| |
| ### Usage example |
| |
| ```python |
| from haystack import Document |
| from haystack.document_stores.in_memory import InMemoryDocumentStore |
| from haystack.components.caching.cache_checker import CacheChecker |
| |
| docstore = InMemoryDocumentStore() |
| documents = [ |
| Document(content="doc1", meta={"url": "https://example.com/1"}), |
| Document(content="doc2", meta={"url": "https://example.com/2"}), |
| Document(content="doc3", meta={"url": "https://example.com/1"}), |
| Document(content="doc4", meta={"url": "https://example.com/2"}), |
| ] |
| docstore.write_documents(documents) |
| checker = CacheChecker(docstore, cache_field="url") |
| results = checker.run(items=["https://example.com/1", "https://example.com/5"]) |
| assert results == {"hits": [documents[0], documents[2]], "misses": ["https://example.com/5"]} |
| ``` |
| """ |
|
|
| def __init__(self, document_store: DocumentStore, cache_field: str): |
| """ |
| Creates a CacheChecker component. |
| |
| :param document_store: |
| Document Store to check for the presence of specific documents. |
| :param cache_field: |
| Name of the document's metadata field |
| to check for cache hits. |
| """ |
| self.document_store = document_store |
| self.cache_field = cache_field |
|
|
| 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(), cache_field=self.cache_field) |
|
|
| @classmethod |
| def from_dict(cls, data: Dict[str, Any]) -> "CacheChecker": |
| """ |
| Deserializes the component from a dictionary. |
| |
| :param data: |
| Dictionary to deserialize from. |
| :returns: |
| Deserialized component. |
| """ |
| |
| deserialize_document_store_in_init_params_inplace(data) |
|
|
| return default_from_dict(cls, data) |
|
|
| @component.output_types(hits=List[Document], misses=List) |
| def run(self, items: List[Any]): |
| """ |
| Checks if any document associated with the specified cache field is already present in the store. |
| |
| :param items: |
| Values to be checked against the cache field. |
| :return: |
| A dictionary with two keys: |
| - `hits` - Documents that matched with at least one of the items. |
| - `misses` - Items that were not present in any documents. |
| """ |
| found_documents = [] |
| misses = [] |
|
|
| for item in items: |
| filters = {"field": self.cache_field, "operator": "==", "value": item} |
| found = self.document_store.filter_documents(filters=filters) |
| if found: |
| found_documents.extend(found) |
| else: |
| misses.append(item) |
| return {"hits": found_documents, "misses": misses} |
|
|