jy-yuan / KIVI
[ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache
☆272Updated last month
Alternatives and similar repositories for KIVI:
Users that are interested in KIVI are comparing it to the libraries listed below
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆332Updated 6 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆295Updated 7 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆245Updated 2 months ago
- ☆220Updated 9 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆157Updated 7 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆342Updated 2 months ago
- Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)☆223Updated 3 months ago
- Explorations into some recent techniques surrounding speculative decoding☆240Updated last month
- The official implementation of the EMNLP 2023 paper LLM-FP4☆184Updated last year
- Code for Palu: Compressing KV-Cache with Low-Rank Projection☆75Updated 2 weeks ago
- An algorithm for static activation quantization of LLMs☆115Updated 2 weeks ago
- QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving☆496Updated this week
- ☆314Updated 10 months ago
- [NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.☆420Updated 6 months ago
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆57Updated 7 months ago
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆234Updated 3 months ago
- Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity☆199Updated last year
- A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..☆178Updated last month
- [ICLR'25] Fast Inference of MoE Models with CPU-GPU Orchestration☆193Updated 3 months ago
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆107Updated 2 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆48Updated 7 months ago
- ☆111Updated this week
- Code associated with the paper **Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding**☆160Updated last week
- 📰 Must-read papers on KV Cache Compression (constantly updating 🤗).☆306Updated 2 weeks ago
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆229Updated this week
- REST: Retrieval-Based Speculative Decoding, NAACL 2024☆192Updated 2 months ago
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆101Updated this week
- Official repository for LightSeq: Sequence Level Parallelism for Distributed Training of Long Context Transformers☆205Updated 6 months ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆269Updated 5 months ago
- [ICLR 2025] DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads☆426Updated last week