mlc-ai / llm-perf-benchLinks
☆119Updated 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:
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆172Updated 2 months ago
- GPTQ inference Triton kernel☆299Updated 2 years ago
- Boosting 4-bit inference kernels with 2:4 Sparsity☆75Updated 8 months ago
- Easy and Efficient Quantization for Transformers☆198Updated 3 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆305Updated 11 months ago
- ☆85Updated 2 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆355Updated 9 months ago
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆124Updated last month
- ☆71Updated 2 months ago
- High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.☆109Updated 10 months ago
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆117Updated last year
- Reorder-based post-training quantization for large language model☆189Updated 2 years ago
- ☆118Updated last year
- A safetensors extension to efficiently store sparse quantized tensors on disk☆116Updated this week
- ☆193Updated 3 weeks ago
- ☆156Updated 2 months ago
- Inferflow is an efficient and highly configurable inference engine for large language models (LLMs).☆242Updated last year
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆251Updated 7 months ago
- vLLM: A high-throughput and memory-efficient inference and serving engine for LLMs☆86Updated this week
- The official implementation of the EMNLP 2023 paper LLM-FP4☆204Updated last year
- Fast low-bit matmul kernels in Triton☆303Updated this week
- ☆34Updated last week
- Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity☆211Updated last year
- Standalone Flash Attention v2 kernel without libtorch dependency☆109Updated 8 months ago
- An easy-to-use package for implementing SmoothQuant for LLMs☆99Updated last month
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees" adapted for Llama models☆35Updated last year
- scalable and robust tree-based speculative decoding algorithm☆345Updated 4 months ago
- A high-throughput and memory-efficient inference and serving engine for LLMs☆262Updated 7 months ago
- Repository for the QUIK project, enabling the use of 4bit kernels for generative inference - EMNLP 2024☆182Updated last year
- [ICLR'25] Fast Inference of MoE Models with CPU-GPU Orchestration☆211Updated 6 months ago