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MARLIN
Fast FP16xINT4 LLM inference kernel for 4-bit models
Apache-2.0
ABOUT
Running large language models with 4-bit quantization reduces memory but causes significant inference slowdown due to inefficient FP16xINT4 matrix multiplication on GPUs. Marlin provides a near-optimal kernel that achieves close to theoretical 4x speedup for common batch sizes, making quantized LLM inference practical on consumer hardware.
INSTALL
pip install marlinINTEGRATION GUIDE
1. Accelerate 4-bit quantized LLM inference on consumer GPUs for real-time text generation
2. Serve quantized models with lower latency for interactive chatbot applications
3. Reduce inference cost and hardware requirements for production LLM deployments
TAGS
inferencequantizationllmkernelgpuperformance