โก LLMLingua Compression Test
๐งช Test Your Compression
This is a comprehensive and detailed evaluation and assessment of the Microsoft LLMLingua compression technology which has been successfully integrated and combined with the WaterSlide framework through the implementation of a sophisticated Rust gateway architecture. The system has been specifically designed and engineered to demonstrate and showcase advanced semantic compression capabilities and innovative features that can achieve very significant and substantial token reduction while carefully preserving and maintaining essential meaning and important contextual information. The integration process involves and encompasses multiple different technological components including FastAPI backend services, high-performance Rust compression gateway libraries, Python wrapper functions, and the LLMLingua CPU-based compression service.
๐ฑ Gentle Mode
โ๏ธ Balanced Mode
๐ Aggressive Mode
๐ฐ GPT-4 Comparison
๐ Results
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Original Tokens
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Compressed Tokens
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Compression Ratio
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Tokens Saved