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open-weight 's Collections
Open Weight Inference, Serving and Model Portability
Open Weight Fine-Tuning, LoRA, PEFT and Model Adaptation
Open Weight Quantization, Compression and Efficient Inferenc
Open Weight Formats, Serialization and Model Files

Open Weight Quantization, Compression and Efficient Inferenc

updated 18 days ago

Curated resources for FP8, INT8, INT4, AWQ, GPTQ, QLoRA and efficient open-weight inference.

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  • Running

    Quantization Explorer

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    Explore quantization: FP8, INT8, INT4 and trade-offs.


  • Running
    6

    Quantization

    🐥
    6

    Explore quantization examples with Flan-T5, OPT, and Whisper


  • Qwen/Qwen3-8B-AWQ

    Text Generation • 8B • Updated May 21, 2025 • 2.24M • 59

  • Qwen/Qwen3-0.6B-GPTQ-Int8

    Text Generation • 0.6B • Updated May 21, 2025 • 985 • 14

  • QLoRA: Efficient Finetuning of Quantized LLMs

    Paper • 2305.14314 • Published May 23, 2023 • 64

  • GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

    Paper • 2210.17323 • Published Oct 31, 2022 • 12

  • AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

    Paper • 2306.00978 • Published Jun 1, 2023 • 16
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