ToriiGate-0.5 ComfyUI NVFP4

ComfyUI-native NVFP4 safetensors conversion of Minthy/ToriiGate-0.5.

Files

toriigate_0.5_qwen35_4b_nvfp4_comfyui.safetensors
toriigate_0.5_qwen35_4b_nvfp4_calibrated_comfyui.safetensors

Place the file in:

ComfyUI/models/text_encoders/

Then use ComfyUI CLIPLoader + TextGenerate.

Important Fix

model.visual.pos_embed.weight is intentionally kept full precision.

It is an Embedding table, not a Linear weight. ComfyUI expects it as [2304, 1024]. Packing it as NVFP4 would turn it into [2304, 512] and break loading.

Build

Quantized layers: 347 Copied tensors: 377 Base output size: 3.570 GiB Calibrated output size: 3.570 GiB Activation input scales added: 347 GPU: NVIDIA RTX PRO 6000 Blackwell Server Edition Torch: 2.12.0+cu130 CUDA: 13.0

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Model tree for Moeblack/ToriiGate-0.5-ComfyUI-NVFP4

Base model

Qwen/Qwen3.5-4B-Base

Finetuned

Minthy/ToriiGate-0.5

Finetuned

(2)

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