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The explosive growth of large language models has created a vast but opaque landscape: millions of models exist, yet their evolutionary relationships through fine-tuning, distillation, or adaptation are often undocumented. **RepTrace** provides a general, scalable, training-free pipeline for extracting LLM DNA — mathematically-grounded representations that satisfy inheritance and genetic determinism properties.
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The explosive growth of large language models has created a vast but opaque landscape: millions of models exist, yet their evolutionary relationships through fine-tuning, distillation, or adaptation are often undocumented. **LLM-DNA** provides a general, scalable, training-free pipeline for extracting LLM DNA — mathematically-grounded representations that satisfy inheritance and genetic determinism properties.
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**Key Features:**
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- 🧬 Extract DNA vectors from any HuggingFace or local model
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## Installation
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```bash
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pip install reptrace
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pip install llm-dna
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```
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Use `llm-dna` for install/package naming, and `llm_dna` for Python imports.
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