taehokim20 / LLMemLinks
LLMem: GPU Memory Estimation for Fine-Tuning Pre-Trained LLMs
☆28Updated 7 months ago
Alternatives and similar repositories for LLMem
Users that are interested in LLMem are comparing it to the libraries listed below
Sorting:
- Summary of system papers/frameworks/codes/tools on training or serving large model☆57Updated 2 years ago
- Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)☆113Updated 9 months ago
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆136Updated last year
- Inferflow is an efficient and highly configurable inference engine for large language models (LLMs).☆250Updated last year
- Efficient, Flexible, and Highly Fault-Tolerant Model Service Management Based on SGLang☆61Updated last year
- ☆84Updated 8 months ago
- Skywork-MoE: A Deep Dive into Training Techniques for Mixture-of-Experts Language Models☆138Updated last year
- Official Implementation of SAM-Decoding: Speculative Decoding via Suffix Automaton☆39Updated 10 months ago
- ☆96Updated 9 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆175Updated last year
- GPU operators for sparse tensor operations☆35Updated last year
- [ICLR 2025] PEARL: Parallel Speculative Decoding with Adaptive Draft Length☆144Updated 2 weeks ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆64Updated last year
- ☆47Updated 8 months ago
- KV cache compression for high-throughput LLM inference☆148Updated 11 months ago
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆52Updated last year
- CPM.cu is a lightweight, high-performance CUDA implementation for LLMs, optimized for end-device inference and featuring cutting-edge tec…☆214Updated 3 months ago
- LLM Serving Performance Evaluation Harness☆82Updated 10 months ago
- ☆21Updated 8 months ago
- Boosting 4-bit inference kernels with 2:4 Sparsity☆90Updated last year
- Implementation of NAACL 2024 Outstanding Paper "LM-Infinite: Simple On-the-Fly Length Generalization for Large Language Models"☆152Updated 9 months ago
- Modular and structured prompt caching for low-latency LLM inference☆109Updated last year
- Triton implementation of Flash Attention2.0☆47Updated 2 years ago
- Code associated with the paper **Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding**☆214Updated 10 months ago
- Odysseus: Playground of LLM Sequence Parallelism☆79Updated last year
- An easy-to-use package for implementing SmoothQuant for LLMs☆110Updated 9 months ago
- An innovative method expediting LLMs via streamlined semi-autoregressive generation and draft verification.☆26Updated 8 months ago
- Multi-Candidate Speculative Decoding☆39Updated last year
- This repository is the official implementation of "Jakiro: Boosting Speculative Decoding with Decoupled Multi-Head via MoE"☆36Updated 3 months ago
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆55Updated last year