markitdown/tests/test_markitdown.py

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#!/usr/bin/env python3 -m pytest
import io
import os
import shutil
import pytest
import requests
from warnings import catch_warnings, resetwarnings
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from markitdown import MarkItDown
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skip_remote = (
True if os.environ.get("GITHUB_ACTIONS") else False
) # Don't run these tests in CI
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# Don't run the llm tests without a key and the client library
skip_llm = False if os.environ.get("OPENAI_API_KEY") else True
try:
import openai
except ModuleNotFoundError:
skip_llm = True
# Skip exiftool tests if not installed
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skip_exiftool = shutil.which("exiftool") is None
TEST_FILES_DIR = os.path.join(os.path.dirname(__file__), "test_files")
JPG_TEST_EXIFTOOL = {
"Author": "AutoGen Authors",
"Title": "AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation",
"Description": "AutoGen enables diverse LLM-based applications",
"ImageSize": "1615x1967",
"DateTimeOriginal": "2024:03:14 22:10:00",
}
PDF_TEST_URL = "https://arxiv.org/pdf/2308.08155v2.pdf"
PDF_TEST_STRINGS = [
"While there is contemporaneous exploration of multi-agent approaches"
]
YOUTUBE_TEST_URL = "https://www.youtube.com/watch?v=V2qZ_lgxTzg"
YOUTUBE_TEST_STRINGS = [
"## AutoGen FULL Tutorial with Python (Step-By-Step)",
"This is an intermediate tutorial for installing and using AutoGen locally",
"PT15M4S",
"the model we're going to be using today is GPT 3.5 turbo", # From the transcript
]
XLSX_TEST_STRINGS = [
"## 09060124-b5e7-4717-9d07-3c046eb",
"6ff4173b-42a5-4784-9b19-f49caff4d93d",
"affc7dad-52dc-4b98-9b5d-51e65d8a8ad0",
]
DOCX_TEST_STRINGS = [
"314b0a30-5b04-470b-b9f7-eed2c2bec74a",
"49e168b7-d2ae-407f-a055-2167576f39a1",
"## d666f1f7-46cb-42bd-9a39-9a39cf2a509f",
"# Abstract",
"# Introduction",
"AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation",
]
MSG_TEST_STRINGS = [
"# Email Message",
"**From:** test.sender@example.com",
"**To:** test.recipient@example.com",
"**Subject:** Test Email Message",
"## Content",
"This is the body of the test email message",
]
DOCX_COMMENT_TEST_STRINGS = [
"314b0a30-5b04-470b-b9f7-eed2c2bec74a",
"49e168b7-d2ae-407f-a055-2167576f39a1",
"## d666f1f7-46cb-42bd-9a39-9a39cf2a509f",
"# Abstract",
"# Introduction",
"AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation",
"This is a test comment. 12df-321a",
"Yet another comment in the doc. 55yiyi-asd09",
]
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PPTX_TEST_STRINGS = [
"2cdda5c8-e50e-4db4-b5f0-9722a649f455",
"04191ea8-5c73-4215-a1d3-1cfb43aaaf12",
"44bf7d06-5e7a-4a40-a2e1-a2e42ef28c8a",
"1b92870d-e3b5-4e65-8153-919f4ff45592",
"AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation",
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"a3f6004b-6f4f-4ea8-bee3-3741f4dc385f", # chart title
"2003", # chart value
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]
BLOG_TEST_URL = "https://microsoft.github.io/autogen/blog/2023/04/21/LLM-tuning-math"
BLOG_TEST_STRINGS = [
"Large language models (LLMs) are powerful tools that can generate natural language texts for various applications, such as chatbots, summarization, translation, and more. GPT-4 is currently the state of the art LLM in the world. Is model selection irrelevant? What about inference parameters?",
"an example where high cost can easily prevent a generic complex",
]
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RSS_TEST_STRINGS = [
"The Official Microsoft Blog",
"In the case of AI, it is absolutely true that the industry is moving incredibly fast",
]
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WIKIPEDIA_TEST_URL = "https://en.wikipedia.org/wiki/Microsoft"
WIKIPEDIA_TEST_STRINGS = [
"Microsoft entered the operating system (OS) business in 1980 with its own version of [Unix]",
'Microsoft was founded by [Bill Gates](/wiki/Bill_Gates "Bill Gates")',
]
WIKIPEDIA_TEST_EXCLUDES = [
"You are encouraged to create an account and log in",
"154 languages",
"move to sidebar",
]
SERP_TEST_URL = "https://www.bing.com/search?q=microsoft+wikipedia"
SERP_TEST_STRINGS = [
"](https://en.wikipedia.org/wiki/Microsoft",
"Microsoft Corporation is **an American multinational corporation and technology company headquartered** in Redmond",
"19952007: Foray into the Web, Windows 95, Windows XP, and Xbox",
]
SERP_TEST_EXCLUDES = [
"https://www.bing.com/ck/a?!&&p=",
"data:image/svg+xml,%3Csvg%20width%3D",
]
CSV_CP932_TEST_STRINGS = [
"名前,年齢,住所",
"佐藤太郎,30,東京",
"三木英子,25,大阪",
"髙橋淳,35,名古屋",
]
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LLM_TEST_STRINGS = [
"5bda1dd6",
]
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# --- Helper Functions ---
def validate_strings(result, expected_strings, exclude_strings=None):
"""Validate presence or absence of specific strings."""
text_content = result.text_content.replace("\\", "")
for string in expected_strings:
assert string in text_content
if exclude_strings:
for string in exclude_strings:
assert string not in text_content
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@pytest.mark.skipif(
skip_remote,
reason="do not run tests that query external urls",
)
def test_markitdown_remote() -> None:
markitdown = MarkItDown()
# By URL
result = markitdown.convert(PDF_TEST_URL)
for test_string in PDF_TEST_STRINGS:
assert test_string in result.text_content
# By stream
response = requests.get(PDF_TEST_URL)
result = markitdown.convert_stream(
io.BytesIO(response.content), file_extension=".pdf", url=PDF_TEST_URL
)
for test_string in PDF_TEST_STRINGS:
assert test_string in result.text_content
# Youtube
# TODO: This test randomly fails for some reason. Haven't been able to repro it yet. Disabling until I can debug the issue
# result = markitdown.convert(YOUTUBE_TEST_URL)
# for test_string in YOUTUBE_TEST_STRINGS:
# assert test_string in result.text_content
def test_markitdown_local() -> None:
markitdown = MarkItDown()
# Test XLSX processing
result = markitdown.convert(os.path.join(TEST_FILES_DIR, "test.xlsx"))
validate_strings(result, XLSX_TEST_STRINGS)
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# Test DOCX processing
result = markitdown.convert(os.path.join(TEST_FILES_DIR, "test.docx"))
validate_strings(result, DOCX_TEST_STRINGS)
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# Test DOCX processing, with comments
result = markitdown.convert(
os.path.join(TEST_FILES_DIR, "test_with_comment.docx"),
style_map="comment-reference => ",
)
validate_strings(result, DOCX_COMMENT_TEST_STRINGS)
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# Test DOCX processing, with comments and setting style_map on init
markitdown_with_style_map = MarkItDown(style_map="comment-reference => ")
result = markitdown_with_style_map.convert(
os.path.join(TEST_FILES_DIR, "test_with_comment.docx")
)
validate_strings(result, DOCX_COMMENT_TEST_STRINGS)
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# Test PPTX processing
result = markitdown.convert(os.path.join(TEST_FILES_DIR, "test.pptx"))
validate_strings(result, PPTX_TEST_STRINGS)
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# Test HTML processing
result = markitdown.convert(
os.path.join(TEST_FILES_DIR, "test_blog.html"), url=BLOG_TEST_URL
)
validate_strings(result, BLOG_TEST_STRINGS)
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# Test ZIP file processing
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result = markitdown.convert(os.path.join(TEST_FILES_DIR, "test_files.zip"))
validate_strings(result, XLSX_TEST_STRINGS)
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# Test Wikipedia processing
result = markitdown.convert(
os.path.join(TEST_FILES_DIR, "test_wikipedia.html"), url=WIKIPEDIA_TEST_URL
)
text_content = result.text_content.replace("\\", "")
validate_strings(result, WIKIPEDIA_TEST_STRINGS, WIKIPEDIA_TEST_EXCLUDES)
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# Test Bing processing
result = markitdown.convert(
os.path.join(TEST_FILES_DIR, "test_serp.html"), url=SERP_TEST_URL
)
text_content = result.text_content.replace("\\", "")
validate_strings(result, SERP_TEST_STRINGS, SERP_TEST_EXCLUDES)
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# Test RSS processing
result = markitdown.convert(os.path.join(TEST_FILES_DIR, "test_rss.xml"))
text_content = result.text_content.replace("\\", "")
for test_string in RSS_TEST_STRINGS:
assert test_string in text_content
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## Test non-UTF-8 encoding
result = markitdown.convert(os.path.join(TEST_FILES_DIR, "test_mskanji.csv"))
validate_strings(result, CSV_CP932_TEST_STRINGS)
# Test MSG (Outlook email) processing
result = markitdown.convert(os.path.join(TEST_FILES_DIR, "test_outlook_msg.msg"))
validate_strings(result, MSG_TEST_STRINGS)
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@pytest.mark.skipif(
skip_exiftool,
reason="do not run if exiftool is not installed",
)
def test_markitdown_exiftool() -> None:
markitdown = MarkItDown()
# Test JPG metadata processing
result = markitdown.convert(os.path.join(TEST_FILES_DIR, "test.jpg"))
for key in JPG_TEST_EXIFTOOL:
target = f"{key}: {JPG_TEST_EXIFTOOL[key]}"
assert target in result.text_content
def test_markitdown_deprecation() -> None:
try:
with catch_warnings(record=True) as w:
test_client = object()
markitdown = MarkItDown(mlm_client=test_client)
assert len(w) == 1
assert w[0].category is DeprecationWarning
assert markitdown._llm_client == test_client
finally:
resetwarnings()
try:
with catch_warnings(record=True) as w:
markitdown = MarkItDown(mlm_model="gpt-4o")
assert len(w) == 1
assert w[0].category is DeprecationWarning
assert markitdown._llm_model == "gpt-4o"
finally:
resetwarnings()
try:
test_client = object()
markitdown = MarkItDown(mlm_client=test_client, llm_client=test_client)
assert False
except ValueError:
pass
try:
markitdown = MarkItDown(mlm_model="gpt-4o", llm_model="gpt-4o")
assert False
except ValueError:
pass
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@pytest.mark.skipif(
skip_llm,
reason="do not run llm tests without a key",
)
def test_markitdown_llm() -> None:
client = openai.OpenAI()
markitdown = MarkItDown(llm_client=client, llm_model="gpt-4o")
result = markitdown.convert(os.path.join(TEST_FILES_DIR, "test_llm.jpg"))
for test_string in LLM_TEST_STRINGS:
assert test_string in result.text_content
# This is not super precise. It would also accept "red square", "blue circle",
# "the square is not blue", etc. But it's sufficient for this test.
for test_string in ["red", "circle", "blue", "square"]:
assert test_string in result.text_content.lower()
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if __name__ == "__main__":
"""Runs this file's tests from the command line."""
test_markitdown_remote()
test_markitdown_local()
test_markitdown_exiftool()
test_markitdown_deprecation()
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test_markitdown_llm()