haystack/test/components/builders/test_answer_builder.py
2025-05-26 16:22:51 +00:00

393 lines
17 KiB
Python

# SPDX-FileCopyrightText: 2022-present deepset GmbH <info@deepset.ai>
#
# SPDX-License-Identifier: Apache-2.0
import logging
import pytest
from haystack import Document, GeneratedAnswer
from haystack.components.builders.answer_builder import AnswerBuilder
from haystack.dataclasses.chat_message import ChatMessage
def _check_metadata_excluding_all_messages(actual_meta, expected_meta):
"""Helper function to check metadata while ignoring the all_messages field"""
actual_without_messages = {k: v for k, v in actual_meta.items() if k != "all_messages"}
assert actual_without_messages == expected_meta
class TestAnswerBuilder:
def test_run_unmatching_input_len(self):
component = AnswerBuilder()
with pytest.raises(ValueError):
component.run(query="query", replies=["reply1"], meta=[{"test": "meta"}, {"test": "meta2"}])
def test_run_without_meta(self):
component = AnswerBuilder()
output = component.run(query="query", replies=["reply1"])
answers = output["answers"]
assert answers[0].data == "reply1"
_check_metadata_excluding_all_messages(answers[0].meta, {})
assert "all_messages" in answers[0].meta # Check that all_messages exists
assert answers[0].query == "query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_meta_is_an_empty_list(self):
component = AnswerBuilder()
output = component.run(query="query", replies=["reply1"], meta=[])
answers = output["answers"]
assert answers[0].data == "reply1"
_check_metadata_excluding_all_messages(answers[0].meta, {})
assert "all_messages" in answers[0].meta
assert answers[0].query == "query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_with_meta(self):
component = AnswerBuilder()
output = component.run(query="query", replies=["reply1"], meta=[{"test": "meta"}])
answers = output["answers"]
assert answers[0].data == "reply1"
_check_metadata_excluding_all_messages(answers[0].meta, {"test": "meta"})
assert "all_messages" in answers[0].meta
assert answers[0].query == "query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_without_pattern(self):
component = AnswerBuilder()
output = component.run(query="test query", replies=["Answer: AnswerString"], meta=[{}])
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "Answer: AnswerString"
_check_metadata_excluding_all_messages(answers[0].meta, {})
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_with_pattern_with_capturing_group(self):
component = AnswerBuilder(pattern=r"Answer: (.*)")
output = component.run(query="test query", replies=["Answer: AnswerString"], meta=[{}])
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "AnswerString"
_check_metadata_excluding_all_messages(answers[0].meta, {})
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_with_pattern_without_capturing_group(self):
component = AnswerBuilder(pattern=r"'.*'")
output = component.run(query="test query", replies=["Answer: 'AnswerString'"], meta=[{}])
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "'AnswerString'"
_check_metadata_excluding_all_messages(answers[0].meta, {})
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_with_pattern_with_more_than_one_capturing_group(self):
with pytest.raises(ValueError, match="contains multiple capture groups"):
AnswerBuilder(pattern=r"Answer: (.*), (.*)")
def test_run_with_pattern_set_at_runtime(self):
component = AnswerBuilder(pattern="unused pattern")
output = component.run(query="test query", replies=["Answer: AnswerString"], meta=[{}], pattern=r"Answer: (.*)")
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "AnswerString"
_check_metadata_excluding_all_messages(answers[0].meta, {})
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_with_documents_without_reference_pattern(self):
component = AnswerBuilder()
output = component.run(
query="test query",
replies=["Answer: AnswerString"],
meta=[{}],
documents=[Document(content="test doc 1"), Document(content="test doc 2")],
)
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "Answer: AnswerString"
_check_metadata_excluding_all_messages(answers[0].meta, {})
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert len(answers[0].documents) == 2
assert answers[0].documents[0].content == "test doc 1"
assert answers[0].documents[1].content == "test doc 2"
def test_run_with_documents_with_reference_pattern(self):
component = AnswerBuilder(reference_pattern="\\[(\\d+)\\]")
output = component.run(
query="test query",
replies=["Answer: AnswerString[2]"],
meta=[{}],
documents=[Document(content="test doc 1"), Document(content="test doc 2")],
)
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "Answer: AnswerString[2]"
_check_metadata_excluding_all_messages(answers[0].meta, {})
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert len(answers[0].documents) == 1
assert answers[0].documents[0].content == "test doc 2"
def test_run_with_documents_with_reference_pattern_and_no_match(self, caplog):
component = AnswerBuilder(reference_pattern="\\[(\\d+)\\]")
with caplog.at_level(logging.WARNING):
output = component.run(
query="test query",
replies=["Answer: AnswerString[3]"],
meta=[{}],
documents=[Document(content="test doc 1"), Document(content="test doc 2")],
)
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "Answer: AnswerString[3]"
_check_metadata_excluding_all_messages(answers[0].meta, {})
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert len(answers[0].documents) == 0
assert "Document index '3' referenced in Generator output is out of range." in caplog.text
def test_run_with_reference_pattern_set_at_runtime(self):
component = AnswerBuilder(reference_pattern="unused pattern")
output = component.run(
query="test query",
replies=["Answer: AnswerString[2][3]"],
meta=[{}],
documents=[Document(content="test doc 1"), Document(content="test doc 2"), Document(content="test doc 3")],
reference_pattern="\\[(\\d+)\\]",
)
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "Answer: AnswerString[2][3]"
_check_metadata_excluding_all_messages(answers[0].meta, {})
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert len(answers[0].documents) == 2
assert answers[0].documents[0].content == "test doc 2"
assert answers[0].documents[1].content == "test doc 3"
def test_run_with_chat_message_replies_without_pattern(self):
component = AnswerBuilder()
message_meta = {
"model": "gpt-4o-mini",
"index": 0,
"finish_reason": "stop",
"usage": {"prompt_tokens": 32, "completion_tokens": 153, "total_tokens": 185},
}
replies = [ChatMessage.from_assistant("Answer: AnswerString", meta=message_meta)]
output = component.run(query="test query", replies=replies, meta=[{}])
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "Answer: AnswerString"
# Check metadata excluding all_messages
_check_metadata_excluding_all_messages(answers[0].meta, message_meta)
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_with_chat_message_replies_with_pattern(self):
component = AnswerBuilder(pattern=r"Answer: (.*)")
message_meta = {
"model": "gpt-4o-mini",
"index": 0,
"finish_reason": "stop",
"usage": {"prompt_tokens": 32, "completion_tokens": 153, "total_tokens": 185},
}
replies = [ChatMessage.from_assistant("Answer: AnswerString", meta=message_meta)]
output = component.run(query="test query", replies=replies, meta=[{}])
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "AnswerString"
_check_metadata_excluding_all_messages(answers[0].meta, message_meta)
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_with_chat_message_replies_with_documents(self):
component = AnswerBuilder(reference_pattern="\\[(\\d+)\\]")
message_meta = {
"model": "gpt-4o-mini",
"index": 0,
"finish_reason": "stop",
"usage": {"prompt_tokens": 32, "completion_tokens": 153, "total_tokens": 185},
}
replies = [ChatMessage.from_assistant("Answer: AnswerString[2]", meta=message_meta)]
output = component.run(
query="test query",
replies=replies,
meta=[{}],
documents=[Document(content="test doc 1"), Document(content="test doc 2")],
)
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "Answer: AnswerString[2]"
# Check metadata excluding all_messages
_check_metadata_excluding_all_messages(answers[0].meta, message_meta)
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert len(answers[0].documents) == 1
assert answers[0].documents[0].content == "test doc 2"
def test_run_with_chat_message_replies_with_pattern_set_at_runtime(self):
component = AnswerBuilder(pattern="unused pattern")
message_meta = {
"model": "gpt-4o-mini",
"index": 0,
"finish_reason": "stop",
"usage": {"prompt_tokens": 32, "completion_tokens": 153, "total_tokens": 185},
}
replies = [ChatMessage.from_assistant("Answer: AnswerString", meta=message_meta)]
output = component.run(query="test query", replies=replies, meta=[{}], pattern=r"Answer: (.*)")
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "AnswerString"
# Check metadata excluding all_messages
_check_metadata_excluding_all_messages(answers[0].meta, message_meta)
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_with_chat_message_replies_with_meta_set_at_run_time(self):
component = AnswerBuilder()
message_meta = {
"model": "gpt-4o-mini",
"index": 0,
"finish_reason": "stop",
"usage": {"prompt_tokens": 32, "completion_tokens": 153, "total_tokens": 185},
}
replies = [ChatMessage.from_assistant("AnswerString", meta=message_meta)]
output = component.run(query="test query", replies=replies, meta=[{"test": "meta"}])
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "AnswerString"
# Check metadata excluding all_messages
expected_meta = {
"model": "gpt-4o-mini",
"index": 0,
"finish_reason": "stop",
"usage": {"prompt_tokens": 32, "completion_tokens": 153, "total_tokens": 185},
"test": "meta",
}
_check_metadata_excluding_all_messages(answers[0].meta, expected_meta)
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_run_with_chat_message_no_meta_with_meta_set_at_run_time(self):
component = AnswerBuilder()
replies = [ChatMessage.from_assistant("AnswerString")]
output = component.run(query="test query", replies=replies, meta=[{"test": "meta"}])
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "AnswerString"
# Check metadata excluding all_messages
_check_metadata_excluding_all_messages(answers[0].meta, {"test": "meta"})
assert "all_messages" in answers[0].meta
assert answers[0].query == "test query"
assert answers[0].documents == []
assert isinstance(answers[0], GeneratedAnswer)
def test_conversation_history_with_last_message_only_false(self):
"""Test behavior with last_message_only=False (default)"""
# Test with two messages in replies
component = AnswerBuilder(last_message_only=False)
replies = [
ChatMessage.from_user("What is Haystack?"),
ChatMessage.from_assistant("Haystack is a framework for building LLM applications."),
]
output = component.run(query="test query", replies=replies)
answers = output["answers"]
# Should have one answer for each message in replies
assert len(answers) == 2
assert answers[0].data == "What is Haystack?"
assert answers[1].data == "Haystack is a framework for building LLM applications."
# Check that each answer contains the full conversation history
for answer in answers:
assert "all_messages" in answer.meta
assert len(answer.meta["all_messages"]) == 2
assert answer.meta["all_messages"] == replies
# Test with one message in replies
component = AnswerBuilder(last_message_only=False)
replies = [ChatMessage.from_user("What is Haystack?")]
output = component.run(query="test query", replies=replies)
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "What is Haystack?"
assert "all_messages" in answers[0].meta
assert answers[0].meta["all_messages"] == replies
assert len(answers[0].meta["all_messages"]) == 1
def test_conversation_history_with_last_message_only_true(self):
"""Test behavior with last_message_only=True"""
# Test with two messages in replies
component = AnswerBuilder(last_message_only=True)
replies = [
ChatMessage.from_user("What is Haystack?"),
ChatMessage.from_assistant("Haystack is a framework for building LLM applications."),
]
output = component.run(query="test query", replies=replies)
answers = output["answers"]
# Should only have one answer - the last message
assert len(answers) == 1
assert answers[0].data == "Haystack is a framework for building LLM applications."
# Check that the answer contains the full conversation history
assert "all_messages" in answers[0].meta
assert len(answers[0].meta["all_messages"]) == 2
assert answers[0].meta["all_messages"] == replies
# Test with one message in replies
component = AnswerBuilder(last_message_only=True)
replies = [ChatMessage.from_user("What is Haystack?")]
output = component.run(query="test query", replies=replies)
answers = output["answers"]
assert len(answers) == 1
assert answers[0].data == "What is Haystack?"
assert "all_messages" in answers[0].meta
assert answers[0].meta["all_messages"] == replies
assert len(answers[0].meta["all_messages"]) == 1