mlc-ai / llm-perf-benchLinks
☆120Updated last year
Alternatives and similar repositories for llm-perf-bench
Users that are interested in llm-perf-bench are comparing it to the libraries listed below
Sorting:
- GPTQ inference Triton kernel☆311Updated 2 years ago
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆180Updated 6 months ago
- ☆205Updated 5 months ago
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆266Updated 3 months ago
- A high-throughput and memory-efficient inference and serving engine for LLMs☆266Updated last year
- Reorder-based post-training quantization for large language model☆194Updated 2 years ago
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆277Updated last year
- ☆72Updated 6 months ago
- ☆121Updated last year
- vLLM: A high-throughput and memory-efficient inference and serving engine for LLMs☆90Updated this week
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆320Updated last year
- Boosting 4-bit inference kernels with 2:4 Sparsity☆83Updated last year
- High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.☆117Updated last year
- [ICLR'25] Fast Inference of MoE Models with CPU-GPU Orchestration☆238Updated 11 months ago
- An easy-to-use package for implementing SmoothQuant for LLMs☆107Updated 6 months ago
- ☆97Updated 7 months ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆217Updated last year
- llama INT4 cuda inference with AWQ☆55Updated 9 months ago
- ☆167Updated this week
- ☆78Updated 10 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆389Updated last year
- A safetensors extension to efficiently store sparse quantized tensors on disk☆180Updated this week
- Easy and Efficient Quantization for Transformers☆202Updated 4 months ago
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆144Updated 2 months ago
- Repository for the QUIK project, enabling the use of 4bit kernels for generative inference - EMNLP 2024☆183Updated last year
- ☆112Updated last year
- ☆158Updated 2 years ago
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆385Updated last year
- Advanced Ultra-Low Bitrate Compression Techniques for the LLaMA Family of LLMs☆110Updated last year
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees" adapted for Llama models☆40Updated 2 years ago