Skip to content

Commit

Permalink
Add unit tests for document_transformers/beautiful_soup_transformer.py (
Browse files Browse the repository at this point in the history
langchain-ai#12520)

- **Description:**
* Add unit tests for document_transformers/beautiful_soup_transformer.py
* Basic functionality is tested (extract tags, remove tags, drop lines)
    * add a FIXME comment about the order of tags that is not preserved
      (and a passing test, but with the expected tags now out-of-order)
  - **Issue:** None
  - **Dependencies:** None
  - **Tag maintainer:** @rlancemartin 
  - **Twitter handle:** `peter_v`

Please make sure your PR is passing linting and testing before
submitting.

=> OK: I ran `make format`, `make test` (passing after install of
beautifulsoup4) and `make lint`.
  • Loading branch information
petervandenabeele authored and HoaNQ9 committed Feb 2, 2024
1 parent e12aef9 commit 56c1074
Showing 1 changed file with 88 additions and 0 deletions.
Original file line number Diff line number Diff line change
@@ -0,0 +1,88 @@
"""Unit tests for beautiful soup document transformer."""
import pytest

from langchain.document_transformers import BeautifulSoupTransformer
from langchain.schema.document import Document


@pytest.mark.requires("bs4")
def test_transform_empty_html() -> None:
bs_transformer = BeautifulSoupTransformer()
empty_html = "<html></html>"
documents = [Document(page_content=empty_html)]
docs_transformed = bs_transformer.transform_documents(documents)
assert docs_transformed[0].page_content == ""


@pytest.mark.requires("bs4")
def test_extract_paragraph() -> None:
bs_transformer = BeautifulSoupTransformer()
paragraphs_html = "<html><p>First paragraph.</p><p>Second paragraph.</p><html>"
documents = [Document(page_content=paragraphs_html)]
docs_transformed = bs_transformer.transform_documents(documents)
assert docs_transformed[0].page_content == "First paragraph. Second paragraph."


@pytest.mark.requires("bs4")
def test_remove_style() -> None:
bs_transformer = BeautifulSoupTransformer()
with_style_html = (
"<html><style>my_funky_style</style><p>First paragraph.</p></html>"
)
documents = [Document(page_content=with_style_html)]
docs_transformed = bs_transformer.transform_documents(documents)
assert docs_transformed[0].page_content == "First paragraph."


@pytest.mark.requires("bs4")
def test_remove_unwanted_lines() -> None:
bs_transformer = BeautifulSoupTransformer()
with_lines_html = "<html>\n\n<p>First \n\n paragraph.</p>\n</html>\n\n"
documents = [Document(page_content=with_lines_html)]
docs_transformed = bs_transformer.transform_documents(documents)
assert docs_transformed[0].page_content == "First paragraph."


# FIXME: This test proves that the order of the tags is NOT preserved.
# Documenting the current behavior here, but this should be fixed.
@pytest.mark.requires("bs4")
def test_transform_keeps_order() -> None:
bs_transformer = BeautifulSoupTransformer()
multiple_tags_html = (
"<h1>First heading.</h1>"
"<p>First paragraph.</p>"
"<h1>Second heading.</h1>"
"<p>Second paragraph.</p>"
)
documents = [Document(page_content=multiple_tags_html)]

# order of "p" and "h1" in the "tags_to_extract" parameter is important here:
# it will first extract all "p" tags, then all "h1" tags, breaking the order
# of the HTML.
docs_transformed_p_then_h1 = bs_transformer.transform_documents(
documents, tags_to_extract=["p", "h1"]
)
assert (
docs_transformed_p_then_h1[0].page_content
== "First paragraph. Second paragraph. First heading. Second heading."
)

# Recreating `documents` because transform_documents() modifies it.
documents = [Document(page_content=multiple_tags_html)]

# changing the order of "h1" and "p" in "tags_to_extract" flips the order of
# the extracted tags:
docs_transformed_h1_then_p = bs_transformer.transform_documents(
documents, tags_to_extract=["h1", "p"]
)
assert (
docs_transformed_h1_then_p[0].page_content
== "First heading. Second heading. First paragraph. Second paragraph."
)

# The correct result should be:
#
# "First heading. First paragraph. Second heading. Second paragraph."
#
# That is the order in the original HTML, that should be preserved to preserve
# the semantic "meaning" of the text.

0 comments on commit 56c1074

Please sign in to comment.