cat538 / SKVQLinks
[COLM 2024] SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models
☆21Updated 9 months ago
Alternatives and similar repositories for SKVQ
Users that are interested in SKVQ are comparing it to the libraries listed below
Sorting:
- 16-fold memory access reduction with nearly no loss☆100Updated 3 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆303Updated this week
- LLM Inference with Microscaling Format☆24Updated 8 months ago
- ☆54Updated last year
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆118Updated last month
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆51Updated last year
- The Official Implementation of Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference☆82Updated 3 weeks ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆58Updated last year
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆164Updated 9 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆165Updated last year
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆142Updated last month
- Code Repository of Evaluating Quantized Large Language Models☆130Updated 10 months ago
- [ICML 2025] XAttention: Block Sparse Attention with Antidiagonal Scoring☆191Updated last week
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆141Updated last month
- A GPU-optimized system for efficient long-context LLMs decoding with low-bit KV cache.☆52Updated this week
- [ICLR 2025] PEARL: Parallel Speculative Decoding with Adaptive Draft Length☆93Updated 3 months ago
- ☆54Updated 7 months ago
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆215Updated 3 weeks ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆125Updated 4 months ago
- ☆77Updated 2 months ago
- PoC for "SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning" [arXiv '25]☆41Updated last month
- A sparse attention kernel supporting mix sparse patterns☆249Updated 5 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆41Updated last year
- SeerAttention: Learning Intrinsic Sparse Attention in Your LLMs☆132Updated this week
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆111Updated last week
- [ICLR2025]: OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitt…☆67Updated 3 months ago
- Quantized Attention on GPU☆44Updated 7 months ago
- ☆19Updated 6 months ago
- More Tokens, Lower Precision: Towards the Optimal Token-Precision Trade-off in KV Cache Compression☆11Updated 6 months ago
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆115Updated last year