chore: import upstream snapshot with attribution
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import os
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import sys
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import time
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import csv
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from tabulate import tabulate
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from dataclasses import dataclass
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from typing import List
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parent_dir = os.path.dirname(
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os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
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)
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sys.path.append(parent_dir)
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__location__ = os.path.realpath(os.path.join(os.getcwd(), os.path.dirname(__file__)))
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from crawl4ai.content_scraping_strategy import LXMLWebScrapingStrategy
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# This test compares the same strategy with itself now since WebScrapingStrategy is deprecated
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@dataclass
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class TestResult:
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name: str
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success: bool
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images: int
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internal_links: int
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external_links: int
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markdown_length: int
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execution_time: float
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class StrategyTester:
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def __init__(self):
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self.new_scraper = LXMLWebScrapingStrategy()
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self.current_scraper = LXMLWebScrapingStrategy() # Same strategy now
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with open(__location__ + "/sample_wikipedia.html", "r", encoding="utf-8") as f:
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self.WIKI_HTML = f.read()
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self.results = {"new": [], "current": []}
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def run_test(self, name: str, **kwargs) -> tuple[TestResult, TestResult]:
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results = []
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for scraper in [self.new_scraper, self.current_scraper]:
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start_time = time.time()
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result = scraper._get_content_of_website_optimized(
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url="https://en.wikipedia.org/wiki/Test", html=self.WIKI_HTML, **kwargs
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)
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execution_time = time.time() - start_time
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test_result = TestResult(
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name=name,
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success=result["success"],
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images=len(result["media"]["images"]),
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internal_links=len(result["links"]["internal"]),
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external_links=len(result["links"]["external"]),
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markdown_length=len(result["markdown"]),
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execution_time=execution_time,
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)
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results.append(test_result)
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return results[0], results[1] # new, current
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def run_all_tests(self):
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test_cases = [
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("Basic Extraction", {}),
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("Exclude Tags", {"excluded_tags": ["table", "div.infobox", "div.navbox"]}),
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("Word Threshold", {"word_count_threshold": 50}),
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("CSS Selector", {"css_selector": "div.mw-parser-output > p"}),
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(
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"Link Exclusions",
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{
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"exclude_external_links": True,
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"exclude_social_media_links": True,
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"exclude_domains": ["facebook.com", "twitter.com"],
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},
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),
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(
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"Media Handling",
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{
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"exclude_external_images": True,
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"image_description_min_word_threshold": 20,
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},
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),
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("Text Only", {"only_text": True, "remove_forms": True}),
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("HTML Cleaning", {"clean_html": True, "keep_data_attributes": True}),
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(
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"HTML2Text Options",
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{
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"html2text": {
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"skip_internal_links": True,
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"single_line_break": True,
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"mark_code": True,
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"preserve_tags": ["pre", "code"],
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}
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},
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),
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]
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all_results = []
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for name, kwargs in test_cases:
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try:
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new_result, current_result = self.run_test(name, **kwargs)
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all_results.append((name, new_result, current_result))
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except Exception as e:
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print(f"Error in {name}: {str(e)}")
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self.save_results_to_csv(all_results)
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self.print_comparison_table(all_results)
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def save_results_to_csv(self, all_results: List[tuple]):
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csv_file = os.path.join(__location__, "strategy_comparison_results.csv")
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with open(csv_file, "w", newline="") as f:
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writer = csv.writer(f)
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writer.writerow(
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[
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"Test Name",
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"Strategy",
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"Success",
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"Images",
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"Internal Links",
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"External Links",
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"Markdown Length",
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"Execution Time",
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]
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)
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for name, new_result, current_result in all_results:
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writer.writerow(
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[
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name,
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"New",
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new_result.success,
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new_result.images,
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new_result.internal_links,
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new_result.external_links,
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new_result.markdown_length,
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f"{new_result.execution_time:.3f}",
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]
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)
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writer.writerow(
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[
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name,
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"Current",
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current_result.success,
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current_result.images,
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current_result.internal_links,
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current_result.external_links,
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current_result.markdown_length,
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f"{current_result.execution_time:.3f}",
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]
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)
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def print_comparison_table(self, all_results: List[tuple]):
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table_data = []
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headers = [
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"Test Name",
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"Strategy",
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"Success",
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"Images",
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"Internal Links",
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"External Links",
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"Markdown Length",
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"Time (s)",
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]
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for name, new_result, current_result in all_results:
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# Check for differences
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differences = []
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if new_result.images != current_result.images:
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differences.append("images")
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if new_result.internal_links != current_result.internal_links:
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differences.append("internal_links")
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if new_result.external_links != current_result.external_links:
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differences.append("external_links")
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if new_result.markdown_length != current_result.markdown_length:
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differences.append("markdown")
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# Add row for new strategy
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new_row = [
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name,
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"New",
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new_result.success,
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new_result.images,
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new_result.internal_links,
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new_result.external_links,
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new_result.markdown_length,
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f"{new_result.execution_time:.3f}",
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]
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table_data.append(new_row)
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# Add row for current strategy
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current_row = [
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"",
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"Current",
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current_result.success,
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current_result.images,
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current_result.internal_links,
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current_result.external_links,
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current_result.markdown_length,
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f"{current_result.execution_time:.3f}",
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]
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table_data.append(current_row)
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# Add difference summary if any
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if differences:
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table_data.append(
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["", "⚠️ Differences", ", ".join(differences), "", "", "", "", ""]
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)
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# Add empty row for better readability
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table_data.append([""] * len(headers))
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print("\nStrategy Comparison Results:")
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print(tabulate(table_data, headers=headers, tablefmt="grid"))
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if __name__ == "__main__":
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tester = StrategyTester()
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tester.run_all_tests()
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