haystack/test/components/preprocessors/test_document_splitter.py

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# SPDX-FileCopyrightText: 2022-present deepset GmbH <info@deepset.ai>
#
# SPDX-License-Identifier: Apache-2.0
import pytest
2023-11-24 14:48:43 +01:00
from haystack import Document
from haystack.components.preprocessors import DocumentSplitter
class TestDocumentSplitter:
def test_non_text_document(self):
with pytest.raises(
ValueError, match="DocumentSplitter only works with text documents but document.content for document ID"
):
splitter = DocumentSplitter()
splitter.run(documents=[Document()])
def test_single_doc(self):
with pytest.raises(TypeError, match="DocumentSplitter expects a List of Documents as input."):
splitter = DocumentSplitter()
splitter.run(documents=Document())
def test_empty_list(self):
splitter = DocumentSplitter()
res = splitter.run(documents=[])
assert res == {"documents": []}
def test_unsupported_split_by(self):
with pytest.raises(ValueError, match="split_by must be one of 'word', 'sentence', 'page' or 'passage'."):
DocumentSplitter(split_by="unsupported")
def test_unsupported_split_length(self):
with pytest.raises(ValueError, match="split_length must be greater than 0."):
DocumentSplitter(split_length=0)
def test_unsupported_split_overlap(self):
with pytest.raises(ValueError, match="split_overlap must be greater than or equal to 0."):
DocumentSplitter(split_overlap=-1)
def test_split_by_word(self):
splitter = DocumentSplitter(split_by="word", split_length=10)
result = splitter.run(
documents=[
Document(
content="This is a text with some words. There is a second sentence. And there is a third sentence."
)
]
)
assert len(result["documents"]) == 2
assert result["documents"][0].content == "This is a text with some words. There is a "
assert result["documents"][1].content == "second sentence. And there is a third sentence."
def test_split_by_word_multiple_input_docs(self):
splitter = DocumentSplitter(split_by="word", split_length=10)
result = splitter.run(
documents=[
Document(
content="This is a text with some words. There is a second sentence. And there is a third sentence."
),
Document(
content="This is a different text with some words. There is a second sentence. And there is a third sentence. And there is a fourth sentence."
),
]
)
assert len(result["documents"]) == 5
assert result["documents"][0].content == "This is a text with some words. There is a "
assert result["documents"][1].content == "second sentence. And there is a third sentence."
assert result["documents"][2].content == "This is a different text with some words. There is "
assert result["documents"][3].content == "a second sentence. And there is a third sentence. And "
assert result["documents"][4].content == "there is a fourth sentence."
def test_split_by_sentence(self):
splitter = DocumentSplitter(split_by="sentence", split_length=1)
result = splitter.run(
documents=[
Document(
content="This is a text with some words. There is a second sentence. And there is a third sentence."
)
]
)
assert len(result["documents"]) == 3
assert result["documents"][0].content == "This is a text with some words."
assert result["documents"][1].content == " There is a second sentence."
assert result["documents"][2].content == " And there is a third sentence."
def test_split_by_passage(self):
splitter = DocumentSplitter(split_by="passage", split_length=1)
result = splitter.run(
documents=[
Document(
content="This is a text with some words. There is a second sentence.\n\nAnd there is a third sentence.\n\n And another passage."
)
]
)
assert len(result["documents"]) == 3
assert result["documents"][0].content == "This is a text with some words. There is a second sentence.\n\n"
assert result["documents"][1].content == "And there is a third sentence.\n\n"
assert result["documents"][2].content == " And another passage."
def test_split_by_page(self):
splitter = DocumentSplitter(split_by="page", split_length=1)
result = splitter.run(
documents=[
Document(
content="This is a text with some words. There is a second sentence.\f And there is a third sentence.\f And another passage."
)
]
)
assert len(result["documents"]) == 3
assert result["documents"][0].content == "This is a text with some words. There is a second sentence.\x0c"
assert result["documents"][1].content == " And there is a third sentence.\x0c"
assert result["documents"][2].content == " And another passage."
def test_split_by_word_with_overlap(self):
splitter = DocumentSplitter(split_by="word", split_length=10, split_overlap=2)
result = splitter.run(
documents=[
Document(
content="This is a text with some words. There is a second sentence. And there is a third sentence."
)
]
)
assert len(result["documents"]) == 2
assert result["documents"][0].content == "This is a text with some words. There is a "
assert result["documents"][1].content == "is a second sentence. And there is a third sentence."
def test_source_id_stored_in_metadata(self):
splitter = DocumentSplitter(split_by="word", split_length=10)
doc1 = Document(content="This is a text with some words.")
doc2 = Document(content="This is a different text with some words.")
result = splitter.run(documents=[doc1, doc2])
assert result["documents"][0].meta["source_id"] == doc1.id
assert result["documents"][1].meta["source_id"] == doc2.id
def test_copy_metadata(self):
splitter = DocumentSplitter(split_by="word", split_length=10)
documents = [
Document(content="Text.", meta={"name": "doc 0"}),
Document(content="Text.", meta={"name": "doc 1"}),
]
result = splitter.run(documents=documents)
assert len(result["documents"]) == 2
assert result["documents"][0].id != result["documents"][1].id
for doc, split_doc in zip(documents, result["documents"]):
assert doc.meta.items() <= split_doc.meta.items()
assert split_doc.content == "Text."
def test_add_page_number_to_metadata_with_no_overlap_word_split(self):
splitter = DocumentSplitter(split_by="word", split_length=2)
doc1 = Document(content="This is some text.\f This text is on another page.")
doc2 = Document(content="This content has two.\f\f page brakes.")
result = splitter.run(documents=[doc1, doc2])
expected_pages = [1, 1, 2, 2, 2, 1, 1, 3]
for doc, p in zip(result["documents"], expected_pages):
assert doc.meta["page_number"] == p
def test_add_page_number_to_metadata_with_no_overlap_sentence_split(self):
splitter = DocumentSplitter(split_by="sentence", split_length=1)
doc1 = Document(content="This is some text.\f This text is on another page.")
doc2 = Document(content="This content has two.\f\f page brakes.")
result = splitter.run(documents=[doc1, doc2])
expected_pages = [1, 1, 1, 1]
for doc, p in zip(result["documents"], expected_pages):
assert doc.meta["page_number"] == p
def test_add_page_number_to_metadata_with_no_overlap_passage_split(self):
splitter = DocumentSplitter(split_by="passage", split_length=1)
doc1 = Document(
content="This is a text with some words.\f There is a second sentence.\n\nAnd there is a third sentence.\n\nAnd more passages.\n\n\f And another passage."
)
result = splitter.run(documents=[doc1])
expected_pages = [1, 2, 2, 2]
for doc, p in zip(result["documents"], expected_pages):
assert doc.meta["page_number"] == p
def test_add_page_number_to_metadata_with_no_overlap_page_split(self):
splitter = DocumentSplitter(split_by="page", split_length=1)
doc1 = Document(
content="This is a text with some words. There is a second sentence.\f And there is a third sentence.\f And another passage."
)
result = splitter.run(documents=[doc1])
expected_pages = [1, 2, 3]
for doc, p in zip(result["documents"], expected_pages):
assert doc.meta["page_number"] == p
splitter = DocumentSplitter(split_by="page", split_length=2)
doc1 = Document(
content="This is a text with some words. There is a second sentence.\f And there is a third sentence.\f And another passage."
)
result = splitter.run(documents=[doc1])
expected_pages = [1, 3]
for doc, p in zip(result["documents"], expected_pages):
assert doc.meta["page_number"] == p
def test_add_page_number_to_metadata_with_overlap_word_split(self):
splitter = DocumentSplitter(split_by="word", split_length=3, split_overlap=1)
doc1 = Document(content="This is some text. And\f this text is on another page.")
doc2 = Document(content="This content has two.\f\f page brakes.")
result = splitter.run(documents=[doc1, doc2])
expected_pages = [1, 1, 1, 2, 2, 1, 1, 3]
for doc, p in zip(result["documents"], expected_pages):
print(doc.content, doc.meta, p)
assert doc.meta["page_number"] == p
def test_add_page_number_to_metadata_with_overlap_sentence_split(self):
splitter = DocumentSplitter(split_by="sentence", split_length=2, split_overlap=1)
doc1 = Document(content="This is some text. And this is more text.\f This text is on another page. End.")
doc2 = Document(content="This content has two.\f\f page brakes. More text.")
result = splitter.run(documents=[doc1, doc2])
expected_pages = [1, 1, 1, 2, 1, 1]
for doc, p in zip(result["documents"], expected_pages):
print(doc.content, doc.meta, p)
assert doc.meta["page_number"] == p
def test_add_page_number_to_metadata_with_overlap_passage_split(self):
splitter = DocumentSplitter(split_by="passage", split_length=2, split_overlap=1)
doc1 = Document(
content="This is a text with some words.\f There is a second sentence.\n\nAnd there is a third sentence.\n\nAnd more passages.\n\n\f And another passage."
)
result = splitter.run(documents=[doc1])
expected_pages = [1, 2, 2]
for doc, p in zip(result["documents"], expected_pages):
assert doc.meta["page_number"] == p
def test_add_page_number_to_metadata_with_overlap_page_split(self):
splitter = DocumentSplitter(split_by="page", split_length=2, split_overlap=1)
doc1 = Document(
content="This is a text with some words. There is a second sentence.\f And there is a third sentence.\f And another passage."
)
result = splitter.run(documents=[doc1])
expected_pages = [1, 2, 3]
for doc, p in zip(result["documents"], expected_pages):
assert doc.meta["page_number"] == p