import pytest @pytest.mark.elasticsearch @pytest.mark.parametrize("document_store_with_docs", [("elasticsearch")], indirect=True) @pytest.mark.parametrize("retriever_with_docs", ["elasticsearch"], indirect=True) def test_elasticsearch_retrieval(retriever_with_docs, document_store_with_docs): res = retriever_with_docs.retrieve(query="Who lives in Berlin?") assert res[0].text == "My name is Carla and I live in Berlin" assert len(res) == 3 assert res[0].meta["name"] == "filename1" @pytest.mark.elasticsearch @pytest.mark.parametrize("document_store_with_docs", [("elasticsearch")], indirect=True) @pytest.mark.parametrize("retriever_with_docs", ["elasticsearch"], indirect=True) def test_elasticsearch_retrieval_filters(retriever_with_docs, document_store_with_docs): res = retriever_with_docs.retrieve(query="Who lives in Berlin?", filters={"name": ["filename1"]}) assert res[0].text == "My name is Carla and I live in Berlin" assert len(res) == 1 assert res[0].meta["name"] == "filename1" res = retriever_with_docs.retrieve(query="Who lives in Berlin?", filters={"name":["filename1"], "meta_field": ["not_existing_value"]}) assert len(res) == 0 res = retriever_with_docs.retrieve(query="Who lives in Berlin?", filters={"name":["filename1"], "not_existing_field": ["not_existing_value"]}) assert len(res) == 0 res = retriever_with_docs.retrieve(query="Who lives in Berlin?", filters={"name":["filename1"], "meta_field": ["test1","test2"]}) assert res[0].text == "My name is Carla and I live in Berlin" assert len(res) == 1 assert res[0].meta["name"] == "filename1" res = retriever_with_docs.retrieve(query="Who lives in Berlin?", filters={"name":["filename1"], "meta_field":["test2"]}) assert len(res) == 0