Infini-AI-Lab / UMbreLLaLinks
LLM Inference on consumer devices
☆128Updated 9 months ago
Alternatives and similar repositories for UMbreLLa
Users that are interested in UMbreLLa are comparing it to the libraries listed below
Sorting:
- ☆162Updated 6 months ago
- ☆69Updated 6 months ago
- Sparse Inferencing for transformer based LLMs☆216Updated 5 months ago
- KV cache compression for high-throughput LLM inference☆148Updated 11 months ago
- Code for data-aware compression of DeepSeek models☆66Updated last month
- Samples of good AI generated CUDA kernels☆99Updated 7 months ago
- Official PyTorch implementation for Hogwild! Inference: Parallel LLM Generation with a Concurrent Attention Cache☆137Updated 4 months ago
- scalable and robust tree-based speculative decoding algorithm☆366Updated 11 months ago
- ☆114Updated last week
- REAP: Router-weighted Expert Activation Pruning for SMoE compression☆189Updated last month
- ☆63Updated 7 months ago
- 1.58-bit LLaMa model☆83Updated last year
- Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models☆260Updated last year
- Training-free Post-training Efficient Sub-quadratic Complexity Attention. Implemented with OpenAI Triton.☆147Updated 2 months ago
- CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning☆277Updated 2 months ago
- Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients.☆201Updated last year
- Efficient non-uniform quantization with GPTQ for GGUF☆58Updated 3 months ago
- ArcticInference: vLLM plugin for high-throughput, low-latency inference☆363Updated last week
- QuIP quantization☆61Updated last year
- Reverse Engineering Gemma 3n: Google's New Edge-Optimized Language Model☆257Updated 7 months ago
- [ICLR'25] Fast Inference of MoE Models with CPU-GPU Orchestration☆253Updated last year
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆323Updated last month
- Lightweight toolkit package to train and fine-tune 1.58bit Language models☆104Updated 7 months ago
- Work in progress.☆76Updated last month
- ☆219Updated 11 months ago
- VPTQ, A Flexible and Extreme low-bit quantization algorithm☆671Updated 8 months ago
- ☆460Updated last month
- A unified library for building, evaluating, and storing speculative decoding algorithms for LLM inference in vLLM☆182Updated this week
- Repo for "LoLCATs: On Low-Rank Linearizing of Large Language Models"☆249Updated 11 months ago
- Easy, Fast, and Scalable Multimodal AI☆89Updated this week