GLM-4.6#

  • Context Length: 202752

  • Model Name: GLM-4.6

  • Languages: en, zh

  • Abilities: chat, reasoning, hybrid, tools

  • Description: GLM-4.6 significantly enhances context length (up to 200K tokens), code generation, reasoning with tool use, agent capabilities, and human-aligned writing compared to GLM-4.5.

Specifications#

Model Spec 1 (pytorch, 355 Billion)#

  • Model Format: pytorch

  • Model Size (in billions): 355

  • Quantizations: none

  • Engines: vLLM, Transformers

  • Model ID: zai-org/GLM-4.6

  • 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-4.6 --size-in-billions 355 --model-format pytorch --quantization ${quantization}

Model Spec 2 (fp8, 355 Billion)#

  • Model Format: fp8

  • Model Size (in billions): 355

  • Quantizations: FP8

  • Engines: vLLM

  • Model ID: zai-org/GLM-4.6-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-4.6 --size-in-billions 355 --model-format fp8 --quantization ${quantization}

Model Spec 3 (gptq, 355 Billion)#

  • Model Format: gptq

  • Model Size (in billions): 355

  • Quantizations: Int4-Int8Mix

  • Engines: vLLM, Transformers

  • Model ID: QuantTrio/GLM-4.6-GPTQ-Int4-Int8Mix

  • 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-4.6 --size-in-billions 355 --model-format gptq --quantization ${quantization}

Model Spec 4 (awq, 355 Billion)#

  • Model Format: awq

  • Model Size (in billions): 355

  • Quantizations: Int4

  • Engines: vLLM, Transformers

  • Model ID: QuantTrio/GLM-4.6-AWQ

  • 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-4.6 --size-in-billions 355 --model-format awq --quantization ${quantization}

Model Spec 5 (mlx, 355 Billion)#

  • Model Format: mlx

  • Model Size (in billions): 355

  • Quantizations: 4bit, 5bit

  • Engines: MLX

  • Model ID: mlx-community/GLM-4.6-{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-4.6 --size-in-billions 355 --model-format mlx --quantization ${quantization}