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  1. roofline-llama roofline-llama Public

    A from-scratch implementation of Llama-3.2-1B in PyTorch, decode-latency benchmarks on three GPUs (T4, L4, A100), and weight-only quantization (RTN and GPTQ) measured against both.

    Jupyter Notebook

  2. MishrTok MishrTok Public

    MishrTok (मिश्र = mixed): 32k BPE tokenizer for code-mixed Hinglish (Roman) + Hindi (Devanagari) — ~14% fewer tokens vs GPT-4o.

    Jupyter Notebook

  3. LlamaDistill-Sentiment LlamaDistill-Sentiment Public

    LlamaDistill-Sentiment (LLM-NEO v2) is a complete end-to-end machine learning system for distilling a large LLM (Meta-Llama-3-8B) into a compact, efficient student model (Llama-3.2-1B)

    Jupyter Notebook

  4. Roberta_FineTuning Roberta_FineTuning Public

    Jupyter Notebook