chore: import upstream snapshot with attribution
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# 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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import pytest
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from haystack import Document, Pipeline, component
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from haystack.components.retrievers import InMemoryBM25Retriever, MultiQueryTextRetriever
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from haystack.components.writers import DocumentWriter
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from haystack.document_stores.in_memory import InMemoryDocumentStore
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from haystack.document_stores.types import DuplicatePolicy
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class TestMultiQueryTextRetrieverAsync:
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@pytest.fixture
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def sample_documents(self):
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return [
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Document(
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content="Solar energy is a type of green energy that is harnessed from the sun.",
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meta={"category": "solar"},
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),
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Document(content="Solar panels convert sunlight directly into electricity.", meta={"category": "solar"}),
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Document(content="Photovoltaic cells are the building blocks of solar panels.", meta={"category": "solar"}),
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Document(
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content="Wind energy is another type of green energy that is generated by wind turbines.",
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meta={"category": "wind"},
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),
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Document(
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content="Geothermal energy is heat that comes from the sub-surface of the earth.",
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meta={"category": "geo"},
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),
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Document(
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content="Renewable energy is energy that is collected from renewable resources.",
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meta={"category": "renewable"},
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),
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Document(
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content="Hydropower is a form of renewable energy using the flow of water.", meta={"category": "hydro"}
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),
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]
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@pytest.fixture
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def document_store_with_docs(self, sample_documents):
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document_store = InMemoryDocumentStore()
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doc_writer = DocumentWriter(document_store=document_store, policy=DuplicatePolicy.SKIP)
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doc_writer.run(documents=sample_documents)
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return document_store
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@pytest.mark.asyncio
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async def test_run_async_with_empty_queries(self, document_store_with_docs):
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multi_retriever = MultiQueryTextRetriever(
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retriever=InMemoryBM25Retriever(document_store=document_store_with_docs)
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)
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result = await multi_retriever.run_async(queries=[])
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assert "documents" in result
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assert result["documents"] == []
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@pytest.mark.asyncio
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async def test_run_async_with_multiple_queries(self, document_store_with_docs):
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multi_retriever = MultiQueryTextRetriever(
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retriever=InMemoryBM25Retriever(document_store=document_store_with_docs)
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)
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result = await multi_retriever.run_async(queries=["renewable energy", "solar power"])
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assert "documents" in result
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assert len(result["documents"]) > 0
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assert all(isinstance(doc, Document) for doc in result["documents"])
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scores = [doc.score for doc in result["documents"] if doc.score is not None]
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assert scores == sorted(scores, reverse=True)
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@pytest.mark.asyncio
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async def test_run_async_deduplication(self):
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doc2 = Document(content="Wind energy is clean", id="doc2", score=0.8)
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# doc3 intentionally uses the duplicate id "doc1" to simulate deduplication across multiple queries
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doc3 = Document(content="Solar energy is renewable", id="doc1", score=0.7)
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@component
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class MockRetriever:
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@component.output_types(documents=list[Document])
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def run(
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self, query: str, filters: dict[str, Any] | None = None, top_k: int | None = None, **kwargs: Any
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) -> dict[str, list[Document]]:
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return {"documents": [doc3, doc2]}
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@component.output_types(documents=list[Document])
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async def run_async(
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self, query: str, filters: dict[str, Any] | None = None, top_k: int | None = None, **kwargs: Any
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) -> dict[str, list[Document]]:
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return {"documents": [doc3, doc2]}
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multi_retriever = MultiQueryTextRetriever(retriever=MockRetriever())
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result = await multi_retriever.run_async(queries=["query1", "query2"])
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assert "documents" in result
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assert len(result["documents"]) == 2
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contents = [doc.content for doc in result["documents"]]
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assert contents.count("Solar energy is renewable") == 1
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assert contents.count("Wind energy is clean") == 1
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@pytest.mark.asyncio
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async def test_run_async_falls_back_to_sync_when_no_run_async(self):
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@component
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class SyncOnlyRetriever:
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@component.output_types(documents=list[Document])
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def run(
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self, query: str, filters: dict[str, Any] | None = None, top_k: int | None = None
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) -> dict[str, list[Document]]:
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return {"documents": [Document(content="Renewable energy", id="doc1", score=0.9)]}
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multi_retriever = MultiQueryTextRetriever(retriever=SyncOnlyRetriever())
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result = await multi_retriever.run_async(queries=["query"])
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assert "documents" in result
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assert len(result["documents"]) == 1
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assert result["documents"][0].content == "Renewable energy"
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@pytest.mark.asyncio
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@pytest.mark.integration
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async def test_run_async_with_filters(self, document_store_with_docs):
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in_memory_retriever = InMemoryBM25Retriever(document_store=document_store_with_docs)
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filters = {"field": "category", "operator": "==", "value": "solar"}
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multi_retriever = MultiQueryTextRetriever(retriever=in_memory_retriever)
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result = await multi_retriever.run_async(
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queries=["energy", "sunlight", "photovoltaic"], retriever_kwargs={"filters": filters}
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)
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assert "documents" in result
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assert len(result["documents"]) > 0
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assert all(doc.meta.get("category") == "solar" for doc in result["documents"])
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@pytest.mark.asyncio
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@pytest.mark.integration
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async def test_run_async_with_pipeline(self, document_store_with_docs):
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multi_retriever = MultiQueryTextRetriever(
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retriever=InMemoryBM25Retriever(document_store=document_store_with_docs)
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)
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pipeline = Pipeline()
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pipeline.add_component("retriever", multi_retriever)
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result = await pipeline.run_async(data={"retriever": {"queries": ["renewable energy", "solar power"]}})
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assert result
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assert "retriever" in result
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assert "documents" in result["retriever"]
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assert len(result["retriever"]["documents"]) > 0
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scores = [doc.score for doc in result["retriever"]["documents"] if doc.score is not None]
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assert scores == sorted(scores, reverse=True)
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