GreenBitAI / low_bit_llama
Advanced Ultra-Low Bitrate Compression Techniques for the LLaMA Family of LLMs
☆111Updated last year
Alternatives and similar repositories for low_bit_llama:
Users that are interested in low_bit_llama are comparing it to the libraries listed below
- PB-LLM: Partially Binarized Large Language Models☆151Updated last year
- Reorder-based post-training quantization for large language model☆184Updated last year
- QuIP quantization☆50Updated 11 months ago
- ShiftAddLLM: Accelerating Pretrained LLMs via Post-Training Multiplication-Less Reparameterization☆102Updated 4 months ago
- A toolkit for fine-tuning, inferencing, and evaluating GreenBitAI's LLMs.☆80Updated 2 weeks ago
- Repository for CPU Kernel Generation for LLM Inference☆25Updated last year
- ☆107Updated last month
- An algorithm for static activation quantization of LLMs☆116Updated 2 weeks ago
- Repository for Sparse Finetuning of LLMs via modified version of the MosaicML llmfoundry☆40Updated last year
- ☆143Updated last year
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆229Updated this week
- Get down and dirty with FlashAttention2.0 in pytorch, plug in and play no complex CUDA kernels☆102Updated last year
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees" adapted for Llama models☆36Updated last year
- GPTQLoRA: Efficient Finetuning of Quantized LLMs with GPTQ☆99Updated last year
- Flexible simulator for mixed precision and format simulation of LLMs and vision transformers.☆47Updated last year
- ☆125Updated last year
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆266Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆184Updated last year
- ☆192Updated 2 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆332Updated 6 months ago
- Boosting 4-bit inference kernels with 2:4 Sparsity☆64Updated 5 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆295Updated 7 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆342Updated 2 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆272Updated last month
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆107Updated 2 months ago
- A safetensors extension to efficiently store sparse quantized tensors on disk☆77Updated this week
- FBI-LLM: Scaling Up Fully Binarized LLMs from Scratch via Autoregressive Distillation☆47Updated 7 months ago
- High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.☆97Updated 7 months ago
- ☆111Updated last week
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆159Updated last week