Merge branch '2025-MAY-2' into next-MAY

This commit is contained in:
ntohidi
2025-07-08 11:46:13 +02:00
28 changed files with 448 additions and 154 deletions

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@@ -201,6 +201,7 @@ config = CrawlerRunConfig(markdown_generator=md_generator)
- **`user_query`**: The term you want to focus on. BM25 tries to keep only content blocks relevant to that query.
- **`bm25_threshold`**: Raise it to keep fewer blocks; lower it to keep more.
- **`use_stemming`** *(default `True`)*: If enabled, variations of words match (e.g., “learn,” “learning,” “learnt”).
- **`language (str)`**: Language for stemming (default: 'english').
**No query provided?** BM25 tries to glean a context from page metadata, or you can simply treat it as a scorched-earth approach that discards text with low generic score. Realistically, you want to supply a query for best results.
@@ -233,7 +234,7 @@ prune_filter = PruningContentFilter(
For intelligent content filtering and high-quality markdown generation, you can use the **LLMContentFilter**. This filter leverages LLMs to generate relevant markdown while preserving the original content's meaning and structure:
```python
from crawl4ai import AsyncWebCrawler, BrowserConfig, CrawlerRunConfig, LLMConfig
from crawl4ai import AsyncWebCrawler, BrowserConfig, CrawlerRunConfig, LLMConfig, DefaultMarkdownGenerator
from crawl4ai.content_filter_strategy import LLMContentFilter
async def main():
@@ -255,9 +256,12 @@ async def main():
chunk_token_threshold=4096, # Adjust based on your needs
verbose=True
)
md_generator = DefaultMarkdownGenerator(
content_filter=filter,
options={"ignore_links": True}
)
config = CrawlerRunConfig(
content_filter=filter
markdown_generator=md_generator,
)
async with AsyncWebCrawler() as crawler: