IST-DASLab / sparsegpt

Related projects ⓘ

Alternatives and complementary repositories for sparsegpt

• locuslab / wanda
  A simple and effective LLM pruning approach.
  ☆669Updated 3 months ago
• SqueezeAILab / SqueezeLLM
  [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
  ☆649Updated 3 months ago
• horseee / LLM-Pruner
  [NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support Llama-3/3.1, Llama-2, LLaMA, BLOOM, Vicuna, Baich…
  ☆874Updated last month
• OpenGVLab / OmniQuant
  [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.
  ☆731Updated last month
• hao-ai-lab / LookaheadDecoding
  [ICML 2024] Break the Sequential Dependency of LLM Inference Using Lookahead Decoding
  ☆1,149Updated last month
• mit-han-lab / smoothquant
  [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models
  ☆1,257Updated 4 months ago
• Vahe1994 / SpQR
  ☆527Updated 10 months ago
• IST-DASLab / gptq
  Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
  ☆1,941Updated 7 months ago
• Cornell-RelaxML / QuIP
  Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"
  ☆350Updated 8 months ago
• princeton-nlp / LLM-Shearing
  [ICLR 2024] Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning
  ☆558Updated 8 months ago
• yuhuixu1993 / qa-lora
  Official PyTorch implementation of QA-LoRA
  ☆117Updated 8 months ago
• microsoft / TransformerCompression
  For releasing code related to compression methods for transformers, accompanying our publications
  ☆372Updated last month
• SafeAILab / EAGLE
  Official Implementation of EAGLE-1 (ICML'24) and EAGLE-2 (EMNLP'24)
  ☆826Updated this week
• Cornell-RelaxML / quip-sharp
  ☆505Updated 3 weeks ago
• princeton-nlp / MeZO
  [NeurIPS 2023] MeZO: Fine-Tuning Language Models with Just Forward Passes. https://arxiv.org/abs/2305.17333
  ☆1,045Updated 10 months ago
• IST-DASLab / marlin
  FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.
  ☆624Updated 2 months ago
• punica-ai / punica
  Serving multiple LoRA finetuned LLM as one
  ☆984Updated 6 months ago
• pratyushasharma / laser
  The Truth Is In There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction
  ☆370Updated 4 months ago
• fpgaminer / GPTQ-triton
  GPTQ inference Triton kernel
  ☆284Updated last year
• facebookresearch / LLM-QAT
  Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"
  ☆254Updated 2 months ago
• FMInference / DejaVu
  ☆289Updated 7 months ago
• haoliuhl / ringattention
  Transformers with Arbitrarily Large Context
  ☆641Updated 3 months ago
• SqueezeAILab / KVQuant
  [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization
  ☆305Updated 3 months ago
• Azure / MS-AMP
  Microsoft Automatic Mixed Precision Library
  ☆525Updated last month
• FMInference / H2O
  [NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.
  ☆391Updated 3 months ago
• sabetAI / BLoRA
  batched loras
  ☆336Updated last year
• jzhang38 / EasyContext
  Memory optimization and training recipes to extrapolate language models' context length to 1 million tokens, with minimal hardware.
  ☆647Updated last month
• jquesnelle / yarn
  YaRN: Efficient Context Window Extension of Large Language Models
  ☆1,353Updated 7 months ago
• spcl / QuaRot
  Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.
  ☆284Updated 3 months ago