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124 lines
4.5 KiB
Python
124 lines
4.5 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
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@component
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class CacheChecker:
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"""
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Checks for the presence of documents in a Document Store based on a specified field in each document's metadata.
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If matching documents are found, they are returned as "hits". If not found in the cache, the items
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are returned as "misses".
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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.document_stores.in_memory import InMemoryDocumentStore
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from haystack.components.caching.cache_checker import CacheChecker
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docstore = InMemoryDocumentStore()
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documents = [
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Document(content="doc1", meta={"url": "https://example.com/1"}),
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Document(content="doc2", meta={"url": "https://example.com/2"}),
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Document(content="doc3", meta={"url": "https://example.com/1"}),
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Document(content="doc4", meta={"url": "https://example.com/2"}),
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]
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docstore.write_documents(documents)
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checker = CacheChecker(docstore, cache_field="url")
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results = checker.run(items=["https://example.com/1", "https://example.com/5"])
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assert results == {"hits": [documents[0], documents[2]], "misses": ["https://example.com/5"]}
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```
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"""
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def __init__(self, document_store: DocumentStore, cache_field: str) -> None:
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"""
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Creates a CacheChecker component.
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:param document_store:
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Document Store to check for the presence of specific documents.
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:param cache_field:
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Name of the document's metadata field
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to check for cache hits.
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"""
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self.document_store = document_store
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self.cache_field = cache_field
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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, cache_field=self.cache_field)
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@classmethod
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def from_dict(cls, data: dict[str, Any]) -> "CacheChecker":
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"""
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Deserializes the component from a dictionary.
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:param data:
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Dictionary to deserialize from.
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:returns:
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Deserialized component.
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"""
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return default_from_dict(cls, data)
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@component.output_types(hits=list[Document], misses=list)
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def run(self, items: list[Any]) -> dict[str, Any]:
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"""
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Checks if any document associated with the specified cache field is already present in the store.
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:param items:
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Values to be checked against the cache field.
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:return:
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A dictionary with two keys:
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- `hits` - Documents that matched with at least one of the items.
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- `misses` - Items that were not present in any documents.
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"""
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found_documents = []
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misses = []
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for item in items:
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filters = {"field": self.cache_field, "operator": "==", "value": item}
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found = self.document_store.filter_documents(filters=filters)
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if found:
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found_documents.extend(found)
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else:
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misses.append(item)
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return {"hits": found_documents, "misses": misses}
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@component.output_types(hits=list[Document], misses=list)
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async def run_async(self, items: list[Any]) -> dict[str, Any]:
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"""
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Asynchronously checks if any document associated with the specified cache field is already present in the store.
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:param items:
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Values to be checked against the cache field.
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:return:
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A dictionary with two keys:
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- `hits` - Documents that matched with at least one of the items.
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- `misses` - Items that were not present in any documents.
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"""
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found_documents = []
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misses = []
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if not hasattr(self.document_store, "filter_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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for item in items:
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filters = {"field": self.cache_field, "operator": "==", "value": item}
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found = await self.document_store.filter_documents_async(filters=filters)
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if found:
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found_documents.extend(found)
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else:
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misses.append(item)
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return {"hits": found_documents, "misses": misses}
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