haystack/test/test_preprocessor.py
Sara Zan a59bca3661
Apply black formatting (#2115)
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Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
2022-02-03 13:43:18 +01:00

94 lines
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Python

from pathlib import Path
from haystack.nodes.file_converter.pdf import PDFToTextConverter
from haystack.nodes.preprocessor.preprocessor import PreProcessor
from conftest import SAMPLES_PATH
TEXT = """
This is a sample sentence in paragraph_1. This is a sample sentence in paragraph_1. This is a sample sentence in
paragraph_1. This is a sample sentence in paragraph_1. This is a sample sentence in paragraph_1.
This is a sample sentence in paragraph_2. This is a sample sentence in paragraph_2. This is a sample sentence in
paragraph_2. This is a sample sentence in paragraph_2. This is a sample sentence in paragraph_2.
This is a sample sentence in paragraph_3. This is a sample sentence in paragraph_3. This is a sample sentence in
paragraph_3. This is a sample sentence in paragraph_3. This is to trick the test with using an abbreviation like Dr.
in the sentence.
"""
def test_preprocess_sentence_split():
document = {"content": TEXT}
preprocessor = PreProcessor(
split_length=1, split_overlap=0, split_by="sentence", split_respect_sentence_boundary=False
)
documents = preprocessor.process(document)
assert len(documents) == 15
preprocessor = PreProcessor(
split_length=10,
split_overlap=0,
split_by="sentence",
split_respect_sentence_boundary=False,
)
documents = preprocessor.process(document)
assert len(documents) == 2
def test_preprocess_word_split():
document = {"content": TEXT}
preprocessor = PreProcessor(
split_length=10, split_overlap=0, split_by="word", split_respect_sentence_boundary=False
)
documents = preprocessor.process(document)
assert len(documents) == 11
preprocessor = PreProcessor(split_length=15, split_overlap=0, split_by="word", split_respect_sentence_boundary=True)
documents = preprocessor.process(document)
for i, doc in enumerate(documents):
if i == 0:
assert len(doc["content"].split(" ")) == 14
assert len(doc["content"].split(" ")) <= 15 or doc["content"].startswith("This is to trick")
assert len(documents) == 8
preprocessor = PreProcessor(
split_length=40, split_overlap=10, split_by="word", split_respect_sentence_boundary=True
)
documents = preprocessor.process(document)
assert len(documents) == 5
preprocessor = PreProcessor(split_length=5, split_overlap=0, split_by="word", split_respect_sentence_boundary=True)
documents = preprocessor.process(document)
assert len(documents) == 15
def test_preprocess_passage_split():
document = {"content": TEXT}
preprocessor = PreProcessor(
split_length=1, split_overlap=0, split_by="passage", split_respect_sentence_boundary=False
)
documents = preprocessor.process(document)
assert len(documents) == 3
preprocessor = PreProcessor(
split_length=2, split_overlap=0, split_by="passage", split_respect_sentence_boundary=False
)
documents = preprocessor.process(document)
assert len(documents) == 2
def test_clean_header_footer():
converter = PDFToTextConverter()
document = converter.convert(
file_path=Path(SAMPLES_PATH / "pdf" / "sample_pdf_2.pdf")
) # file contains header/footer
preprocessor = PreProcessor(clean_header_footer=True, split_by=None)
documents = preprocessor.process(document)
assert len(documents) == 1
assert "This is a header." not in documents[0]["content"]
assert "footer" not in documents[0]["content"]