GLM-5.2 GPTQ NVFP4
This checkpoint is a streaming GPTQ quantization of zai-org/GLM-5.2.
Only routed MoE expert linear weights and their activations are NVFP4; attention, shared experts, routers,
dense layers, embeddings, and the language-model head remain BF16. NVFP4 uses E2M1 weights and activations,
FP8 E4M3 block scales with group size 16, and FP32 tensor scales.
Quantization used 64 coding-oriented calibration sequences of 1024
tokens, damp=0.01, GPTQ block size=128, and expert Hessian shrinkage
tau=1024.0. The source revision is b4734de4facf877f85769a911abafc5283eab3d9 and the calibration token SHA256 is
0bd4f9e13a6714335a83225915efe43855fb6351ba1f17c27f99b9e2aeda6b1f.
The checkpoint follows NVIDIA ModelOpt's serialized NVFP4 layout and is intended for B200-class GPUs:
vllm serve kevincuicsx/GLM-5.2-GPTQ-NVFP4 --tensor-parallel-size 8 --quantization modelopt_fp4
Quantization implementation: Together's tquark GLM-5.2 streaming GPTQ driver. KV cache quantization is disabled.