yuezhouhu / 2by4-pretrainLinks
Efficient 2:4 sparse training algorithms and implementations
☆57Updated 11 months ago
Alternatives and similar repositories for 2by4-pretrain
Users that are interested in 2by4-pretrain are comparing it to the libraries listed below
Sorting:
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆244Updated 3 months ago
- [ICML 2025] XAttention: Block Sparse Attention with Antidiagonal Scoring☆245Updated 4 months ago
- ☆130Updated 5 months ago
- [ICML 2025] SparseLoRA: Accelerating LLM Fine-Tuning with Contextual Sparsity☆61Updated 4 months ago
- 16-fold memory access reduction with nearly no loss☆106Updated 7 months ago
- Triton implementation of FlashAttention2 that adds Custom Masks.☆146Updated last year
- A sparse attention kernel supporting mix sparse patterns☆355Updated 8 months ago
- 🔥 A minimal training framework for scaling FLA models☆286Updated last month
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆151Updated 3 weeks ago
- ☆58Updated last year
- ☆21Updated 8 months ago
- Efficient triton implementation of Native Sparse Attention.☆242Updated 5 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆344Updated 3 months ago
- ☆146Updated 8 months ago
- A Survey of Efficient Attention Methods: Hardware-efficient, Sparse, Compact, and Linear Attention☆212Updated 2 months ago
- SeerAttention: Learning Intrinsic Sparse Attention in Your LLMs☆168Updated last month
- HALO: Hadamard-Assisted Low-Precision Optimization and Training method for finetuning LLMs. 🚀 The official implementation of https://arx…☆28Updated 8 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆162Updated last week
- Code for "Accelerating Transformer Pre-training with 2:4 Sparsity"☆25Updated 11 months ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆144Updated 8 months ago
- Flash-Muon: An Efficient Implementation of Muon Optimizer☆202Updated 4 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆169Updated last year
- PyTorch bindings for CUTLASS grouped GEMM.☆126Updated 5 months ago
- [COLM 2025] Official PyTorch implementation of "Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models"☆57Updated 4 months ago
- [ICLR 2025] Mixture Compressor for Mixture-of-Experts LLMs Gains More☆61Updated 8 months ago
- ☆95Updated 8 months ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆80Updated last year
- [CoLM'25] The official implementation of the paper <MoA: Mixture of Sparse Attention for Automatic Large Language Model Compression>☆148Updated 3 months ago
- Fast Hadamard transform in CUDA, with a PyTorch interface☆255Updated 3 weeks ago
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆70Updated 3 months ago