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131 lines
6.1 KiB
Python
131 lines
6.1 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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import pytest
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from haystack import Document
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from haystack.components.joiners.answer_joiner import AnswerJoiner, JoinMode
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from haystack.dataclasses.answer import ExtractedAnswer, GeneratedAnswer
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class TestAnswerJoiner:
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def test_init(self):
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joiner = AnswerJoiner()
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assert joiner.join_mode == JoinMode.CONCATENATE
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assert joiner.top_k is None
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assert joiner.sort_by_score is False
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def test_init_with_custom_parameters(self):
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joiner = AnswerJoiner(join_mode="concatenate", top_k=5, sort_by_score=True)
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assert joiner.join_mode == JoinMode.CONCATENATE
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assert joiner.top_k == 5
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assert joiner.sort_by_score is True
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def test_to_dict(self):
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joiner = AnswerJoiner()
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data = joiner.to_dict()
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assert data == {
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"type": "haystack.components.joiners.answer_joiner.AnswerJoiner",
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"init_parameters": {"join_mode": "concatenate", "top_k": None, "sort_by_score": False},
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}
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def test_to_from_dict_custom_parameters(self):
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joiner = AnswerJoiner("concatenate", top_k=5, sort_by_score=True)
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data = joiner.to_dict()
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assert data == {
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"type": "haystack.components.joiners.answer_joiner.AnswerJoiner",
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"init_parameters": {"join_mode": "concatenate", "top_k": 5, "sort_by_score": True},
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}
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deserialized_joiner = AnswerJoiner.from_dict(data)
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assert deserialized_joiner.join_mode == JoinMode.CONCATENATE
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assert deserialized_joiner.top_k == 5
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assert deserialized_joiner.sort_by_score is True
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def test_from_dict(self):
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data = {"type": "haystack.components.joiners.answer_joiner.AnswerJoiner", "init_parameters": {}}
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answer_joiner = AnswerJoiner.from_dict(data)
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assert answer_joiner.join_mode == JoinMode.CONCATENATE
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assert answer_joiner.top_k is None
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assert answer_joiner.sort_by_score is False
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def test_from_dict_customs_parameters(self):
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data = {
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"type": "haystack.components.joiners.answer_joiner.AnswerJoiner",
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"init_parameters": {"join_mode": "concatenate", "top_k": 5, "sort_by_score": True},
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}
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answer_joiner = AnswerJoiner.from_dict(data)
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assert answer_joiner.join_mode == JoinMode.CONCATENATE
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assert answer_joiner.top_k == 5
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assert answer_joiner.sort_by_score is True
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def test_empty_list(self):
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joiner = AnswerJoiner()
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result = joiner.run([])
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assert result == {"answers": []}
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def test_list_of_empty_lists(self):
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joiner = AnswerJoiner()
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result = joiner.run([[], []])
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assert result == {"answers": []}
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def test_list_of_single_answer(self):
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joiner = AnswerJoiner()
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answers = [
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GeneratedAnswer(query="a", data="a", meta={}, documents=[Document(content="a")]),
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GeneratedAnswer(query="b", data="b", meta={}, documents=[Document(content="b")]),
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GeneratedAnswer(query="c", data="c", meta={}, documents=[Document(content="c")]),
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]
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result = joiner.run([answers])
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assert result == {"answers": answers}
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def test_two_lists_of_generated_answers(self):
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joiner = AnswerJoiner()
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answers1 = [GeneratedAnswer(query="a", data="a", meta={}, documents=[Document(content="a")])]
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answers2 = [GeneratedAnswer(query="d", data="d", meta={}, documents=[Document(content="d")])]
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result = joiner.run([answers1, answers2])
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assert result == {"answers": answers1 + answers2}
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def test_multiple_lists_of_mixed_answers(self):
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joiner = AnswerJoiner()
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answers1 = [GeneratedAnswer(query="a", data="a", meta={}, documents=[Document(content="a")])]
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answers2 = [ExtractedAnswer(query="d", score=0.9, meta={}, document=Document(content="d"))]
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answers3 = [GeneratedAnswer(query="f", data="f", meta={}, documents=[Document(content="f")])]
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all_answers = answers1 + answers2 + answers3 # type: ignore
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result = joiner.run([answers1, answers2, answers3])
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assert result == {"answers": all_answers}
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def test_unsupported_join_mode(self):
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unsupported_mode = "unsupported_mode"
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with pytest.raises(ValueError):
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AnswerJoiner(join_mode=unsupported_mode)
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def test_sort_by_score(self):
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joiner = AnswerJoiner(sort_by_score=True)
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answers1 = [ExtractedAnswer(query="a", score=0.3, meta={}, document=Document(content="a"))]
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answers2 = [ExtractedAnswer(query="b", score=0.9, meta={}, document=Document(content="b"))]
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result = joiner.run([answers1, answers2])
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scores = [answer.score for answer in result["answers"]]
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assert scores == [0.9, 0.3]
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def test_sort_by_score_with_none_score(self):
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# The docstring promises that an answer with no score is handled as if its score is -infinity.
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# ExtractedAnswer with score=None must not raise a TypeError during sorting and must be sorted last.
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joiner = AnswerJoiner(sort_by_score=True)
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answers1 = [ExtractedAnswer(query="a", score=0.5, meta={}, document=Document(content="a"))]
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answers2 = [ExtractedAnswer(query="b", score=None, meta={}, document=Document(content="b"))] # type: ignore[arg-type]
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result = joiner.run([answers1, answers2])
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assert [answer.data for answer in result["answers"]] == [None, None]
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assert [answer.score for answer in result["answers"]] == [0.5, None]
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def test_sort_by_score_with_answers_missing_score_attribute(self):
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# GeneratedAnswer has no score attribute at all; it must be handled as -infinity and sorted last.
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joiner = AnswerJoiner(sort_by_score=True)
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answers1 = [GeneratedAnswer(query="a", data="a", meta={}, documents=[Document(content="a")])]
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answers2 = [ExtractedAnswer(query="b", score=0.9, meta={}, document=Document(content="b"))]
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result = joiner.run([answers1, answers2])
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# The ExtractedAnswer (score 0.9) comes first, the GeneratedAnswer (no score) comes last.
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assert isinstance(result["answers"][0], ExtractedAnswer)
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assert isinstance(result["answers"][1], GeneratedAnswer)
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