cat538 / SKVQLinks
[COLM 2024] SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models
☆24Updated 11 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☆105Updated 5 months ago
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆52Updated last year
- ☆55Updated last year
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆59Updated last year
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆165Updated last year
- LLM Inference with Microscaling Format☆31Updated 10 months ago
- The Official Implementation of Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference☆92Updated 2 months ago
- ☆78Updated 4 months ago
- A GPU-optimized system for efficient long-context LLMs decoding with low-bit KV cache.☆58Updated 2 weeks ago
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆138Updated 6 months ago
- [ICLR 2025] PEARL: Parallel Speculative Decoding with Adaptive Draft Length☆111Updated 5 months ago
- ☆81Updated 7 months ago
- AFPQ code implementation☆22Updated last year
- ☆56Updated 9 months ago
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆140Updated 3 months ago
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆47Updated last month
- Code Repository of Evaluating Quantized Large Language Models☆131Updated last year
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆333Updated 2 months ago
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆121Updated last year
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆65Updated last year
- [ICML 2024 Oral] Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs☆115Updated 2 months ago
- SpInfer: Leveraging Low-Level Sparsity for Efficient Large Language Model Inference on GPUs☆57Updated 5 months ago
- Pytorch implementation of our paper accepted by ICML 2024 -- CaM: Cache Merging for Memory-efficient LLMs Inference☆44Updated last year
- ☆278Updated 2 months ago
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆39Updated last year
- Adaptive Attention Sparsity with Hierarchical Top-p Pruning☆19Updated 7 months ago
- SQUEEZED ATTENTION: Accelerating Long Prompt LLM Inference☆52Updated 9 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆148Updated 3 months ago
- HALO: Hadamard-Assisted Low-Precision Optimization and Training method for finetuning LLMs. 🚀 The official implementation of https://arx…☆20Updated 6 months ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆160Updated last month