glm-5.1#

  • Context Length: 202752

  • Model Name: glm-5.1

  • Languages: en, zh

  • Abilities: chat, vision, tools, reasoning, hybrid

  • Description: GLM-5.1 is our next-generation flagship model for agentic engineering, with significantly stronger coding capabilities than its predecessor. It achieves state-of-the-art performance on SWE-Bench Pro and leads GLM-5 by a wide margin on NL2Repo (repo generation) and Terminal-Bench 2.0 (real-world terminal tasks).

Specifications#

Model Spec 1 (pytorch, 744 Billion)#

  • Model Format: pytorch

  • Model Size (in billions): 744

  • Quantizations: none

  • Engines: Transformers

  • Model ID: zai-org/GLM-5.1

  • Model Hubs: Hugging Face, ModelScope

Execute the following command to launch the model, remember to replace ${quantization} with your chosen quantization method from the options listed above:

xinference launch --model-engine ${engine} --model-name glm-5.1 --size-in-billions 744 --model-format pytorch --quantization ${quantization}

Model Spec 2 (fp8, 744 Billion)#

  • Model Format: fp8

  • Model Size (in billions): 744

  • Quantizations: FP8

  • Engines:

  • Model ID: zai-org/GLM-5.1-FP8

  • Model Hubs: Hugging Face, ModelScope

Execute the following command to launch the model, remember to replace ${quantization} with your chosen quantization method from the options listed above:

xinference launch --model-engine ${engine} --model-name glm-5.1 --size-in-billions 744 --model-format fp8 --quantization ${quantization}

Model Spec 3 (ggufv2, 744 Billion)#

  • Model Format: ggufv2

  • Model Size (in billions): 744

  • Quantizations: none

  • Engines:

  • Model ID: unsloth/GLM-5.1-GGUF

  • Model Hubs: Hugging Face, ModelScope

Execute the following command to launch the model, remember to replace ${quantization} with your chosen quantization method from the options listed above:

xinference launch --model-engine ${engine} --model-name glm-5.1 --size-in-billions 744 --model-format ggufv2 --quantization ${quantization}

Model Spec 4 (mlx, 744 Billion)#

  • Model Format: mlx

  • Model Size (in billions): 744

  • Quantizations: 8bit-MXFP8

  • Engines:

  • Model ID: mlx-community/GLM-5.1-{quantization}

  • Model Hubs: Hugging Face, ModelScope

Execute the following command to launch the model, remember to replace ${quantization} with your chosen quantization method from the options listed above:

xinference launch --model-engine ${engine} --model-name glm-5.1 --size-in-billions 744 --model-format mlx --quantization ${quantization}