Raincleared-Song / sparse_gpu_operatorLinks
GPU operators for sparse tensor operations
☆35Updated last year
Alternatives and similar repositories for sparse_gpu_operator
Users that are interested in sparse_gpu_operator are comparing it to the libraries listed below
Sorting:
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆175Updated last year
- ☆156Updated 11 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆333Updated last year
- PyTorch bindings for CUTLASS grouped GEMM.☆140Updated 7 months ago
- ☆115Updated last year
- Summary of system papers/frameworks/codes/tools on training or serving large model☆57Updated 2 years ago
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆132Updated last year
- ☆85Updated 11 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆64Updated last year
- 16-fold memory access reduction with nearly no loss☆109Updated 9 months ago
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆136Updated last year
- ☆157Updated 2 years ago
- Vortex: A Flexible and Efficient Sparse Attention Framework☆43Updated this week
- ☆117Updated 7 months ago
- An easy-to-use package for implementing SmoothQuant for LLMs☆110Updated 9 months ago
- Boosting 4-bit inference kernels with 2:4 Sparsity☆91Updated last year
- Keyformer proposes KV Cache reduction through key tokens identification and without the need for fine-tuning☆59Updated last year
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆83Updated last year
- Code Repository of Evaluating Quantized Large Language Models☆136Updated last year
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆52Updated 5 months ago
- AFPQ code implementation☆23Updated 2 years ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆152Updated 10 months ago
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆55Updated last year
- ☆31Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆219Updated 2 years ago
- Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)☆113Updated 9 months ago
- Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity☆231Updated 2 years ago
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆123Updated 6 months ago
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆276Updated 6 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆171Updated last month