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