FMInference / H2OLinks
[NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.
☆495Updated last year
Alternatives and similar repositories for H2O
Users that are interested in H2O are comparing it to the libraries listed below
Sorting:
- ☆351Updated last year
- ☆298Updated 5 months ago
- Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)☆347Updated 8 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆362Updated 5 months ago
- Code associated with the paper **Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding**☆214Updated 10 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆396Updated last year
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆346Updated last month
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆332Updated last year
- [ICLR 2025] PEARL: Parallel Speculative Decoding with Adaptive Draft Length☆144Updated 2 weeks ago
- Fast inference from large lauguage models via speculative decoding☆875Updated last year
- Latency and Memory Analysis of Transformer Models for Training and Inference☆475Updated 8 months ago
- Explorations into some recent techniques surrounding speculative decoding☆295Updated last year
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline mod…☆602Updated last year
- REST: Retrieval-Based Speculative Decoding, NAACL 2024☆213Updated 3 months ago
- 📰 Must-read papers on KV Cache Compression (constantly updating 🤗).☆631Updated 3 months ago
- Official Implementation of "Learning Harmonized Representations for Speculative Sampling" (HASS)☆52Updated 9 months ago
- Official repository for DistFlashAttn: Distributed Memory-efficient Attention for Long-context LLMs Training☆220Updated last year
- SeerAttention: Learning Intrinsic Sparse Attention in Your LLMs☆182Updated 3 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆175Updated last year
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆151Updated 10 months ago
- [ICLR 2025] DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads☆515Updated 10 months ago
- PyTorch implementation of paper "Response Length Perception and Sequence Scheduling: An LLM-Empowered LLM Inference Pipeline".☆93Updated 2 years ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆321Updated 10 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆63Updated last year
- ☆153Updated 10 months ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆219Updated 2 years ago
- ☆89Updated 3 years ago
- USP: Unified (a.k.a. Hybrid, 2D) Sequence Parallel Attention for Long Context Transformers Model Training and Inference☆619Updated 2 weeks ago
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆256Updated 4 months ago
- 16-fold memory access reduction with nearly no loss☆109Updated 9 months ago