taehokim20 / LLMemLinks
LLMem: GPU Memory Estimation for Fine-Tuning Pre-Trained LLMs
☆24Updated 4 months ago
Alternatives and similar repositories for LLMem
Users that are interested in LLMem are comparing it to the libraries listed below
Sorting:
- Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)☆110Updated 6 months ago
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆130Updated 10 months ago
- Skywork-MoE: A Deep Dive into Training Techniques for Mixture-of-Experts Language Models☆137Updated last year
- Summary of system papers/frameworks/codes/tools on training or serving large model☆57Updated last year
- KV cache compression for high-throughput LLM inference☆141Updated 8 months ago
- Efficient, Flexible, and Highly Fault-Tolerant Model Service Management Based on SGLang☆58Updated 11 months ago
- [ICLR 2025] PEARL: Parallel Speculative Decoding with Adaptive Draft Length☆118Updated 6 months ago
- Implementation of Speculative Sampling as described in "Accelerating Large Language Model Decoding with Speculative Sampling" by Deepmind☆103Updated last year
- Bridge Megatron-Core to Hugging Face/Reinforcement Learning☆132Updated this week
- ☆43Updated 5 months ago
- ☆78Updated 6 months ago
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆49Updated last year
- Modular and structured prompt caching for low-latency LLM inference☆100Updated 11 months ago
- Inferflow is an efficient and highly configurable inference engine for large language models (LLMs).☆248Updated last year
- Multi-Candidate Speculative Decoding☆36Updated last year
- Official Implementation of SAM-Decoding: Speculative Decoding via Suffix Automaton☆32Updated 8 months ago
- [NeurIPS 2024] Fast Best-of-N Decoding via Speculative Rejection☆51Updated 11 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆169Updated last year
- Due to the huge vocaburary size (151,936) of Qwen models, the Embedding and LM Head weights are excessively heavy. Therefore, this projec…☆27Updated last year
- Implementation of NAACL 2024 Outstanding Paper "LM-Infinite: Simple On-the-Fly Length Generalization for Large Language Models"☆148Updated 7 months ago
- [NeurIPS 2025] Simple extension on vLLM to help you speed up reasoning model without training.☆197Updated 4 months ago
- A lightweight reinforcement learning framework that integrates seamlessly into your codebase, empowering developers to focus on algorithm…☆68Updated last month
- Vocabulary Parallelism☆23Updated 7 months ago
- A simple calculation for LLM MFU.☆48Updated last month
- REST: Retrieval-Based Speculative Decoding, NAACL 2024☆210Updated last month
- ☆78Updated last year
- Boosting 4-bit inference kernels with 2:4 Sparsity☆83Updated last year
- ☆96Updated 6 months ago
- Unofficial implementation for the paper "Mixture-of-Depths: Dynamically allocating compute in transformer-based language models"☆173Updated last year
- ☆118Updated 4 months ago