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  1. DeepSeek-V3-Architecture-Implementation DeepSeek-V3-Architecture-Implementation Public

    Converting SmolLM2-135M to DeepSeek-V3 with MLHA and MoE

    Python

  2. UNet-Segmentation UNet-Segmentation Public

    A modular U-Net implementation in PyTorch built from scratch. Features a dynamic Model Factory to benchmark architectural variations (Pooling vs. Strided, Transpose vs. Upsample) and loss functions…

    Python

  3. smollm2-135-implementation smollm2-135-implementation Public

    Complete from-scratch implementation of SmolLM2-135M, reverse-engineered from the pretrained model.

    Jupyter Notebook

  4. FlashMoE-Serve FlashMoE-Serve Public

    High-performance MoE inference engine. Features fused OpenAI Triton kernels, continuous batching, and NF4 quantization. +72% throughput on RTX 3060.

    Python 1