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The GLM-5.1 REAP series models are released, offering multiple quantization and pruning variants
ME News Report, April 22 (UTC+8), recently, based on the 7,440-billion-parameter BF16 model GLM-5.1, the GLM-5.1 REAP series models have been released. The series is generated through REAP pruning and various quantization techniques, designed to adapt to different hardware. REAP pruning evaluates the contribution of each expert in the mixture-of-experts model, removes the least contributing experts, and renumbers the routing gates to minimize quality loss. The series offers multiple core variants, including BF16, NVFP4, GPTQ W4A16, and GGUF formats, with parameter sizes ranging from approximately 285GB to 1125GB, optimized for GPUs or CPUs with architectures such as Hopper, Ampere, and Blackwell. All models are licensed under the MIT License and can be deployed using engines like sglang, vLLM, or llama.cpp. (Source: InFoQ)