haystack/test/test_summarizer_translation.py

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import pytest
from haystack.pipelines import TranslationWrapperPipeline, SearchSummarizationPipeline
from haystack.nodes import DensePassageRetriever, EmbeddingRetriever
from test_summarizer import SPLIT_DOCS
# Keeping few (retriever,document_store) combination to reduce test time
@pytest.mark.slow
@pytest.mark.elasticsearch
@pytest.mark.summarizer
@pytest.mark.parametrize(
"retriever,document_store", [("embedding", "memory"), ("elasticsearch", "elasticsearch")], indirect=True
)
def test_summarization_pipeline_with_translator(
document_store, retriever, summarizer, en_to_de_translator, de_to_en_translator
):
document_store.write_documents(SPLIT_DOCS)
if isinstance(retriever, EmbeddingRetriever) or isinstance(retriever, DensePassageRetriever):
document_store.update_embeddings(retriever=retriever)
query = "Wo steht der Eiffelturm?"
base_pipeline = SearchSummarizationPipeline(retriever=retriever, summarizer=summarizer)
pipeline = TranslationWrapperPipeline(
input_translator=de_to_en_translator, output_translator=en_to_de_translator, pipeline=base_pipeline
)
output = pipeline.run(
query=query, params={"Retriever": {"top_k": 2}, "Summarizer": {"generate_single_summary": True}}
)
# SearchSummarizationPipeline return answers but Summarizer return documents
documents = output["documents"]
assert len(documents) == 1
assert documents[0].content in [
"Der Eiffelturm ist ein Wahrzeichen in Paris, Frankreich.",
"Der Eiffelturm, der 1889 in Paris, Frankreich, erbaut wurde, ist das höchste freistehende Bauwerk der Welt.",
]