Convrot Models | Sweet Tea Studio
Resources / Convrot Models Convrot Models This repository contains a collection of popular generative models quantized to INT8 using the ConvRot method for optimized inference with minimal quality loss.
Verification pending
Kind Model Base model Klein 9B Version vd68ba28cb56f68be4101c7ef13d0fb4a3646d008 License other Publisher Supermind D grade
Model source
Kind Model
Base model Klein 9B
Version vd68ba28cb56f68be4101c7ef13d0fb4a3646d008
License other
Publisher Supermind
Source Hugging Face
📦 INT8 Quantized Model Collection (ConvRot) This repository contains a collection of popular generative models quantized to using the method for optimized inference with minimal quality loss. Almost all models were quantized from the original weights using the script with the attribute for calibration. --- ## 🛠️ Quantization Details - BF16 → INT8 ConvRot - ConvRot (Convolution Rotation) - for per-layer clipping optimization (couple has ) - (Comfy-Org) was first quantized in ComfyUI using , then convert to format via --- ## 📂 Included Models | Model Name | Original Source | Notes | |------------|----------------|-------| | | | LTX 2.3 22B | — | | | | | Flux-2 dev | via ComfyUI-INT8-Fast | | | Flux-2 dev | — | | | Flux-2 dev | — | | | Flux-2 Klein 4B | — | | | Flux-2 Klein 9B | — | | | Flux-2 Klein 9B KV | — | | | Qwen Image 2512 | — | | | Qwen Image Edit 2511 | — | | | Z-Image | — | | | Z-Image Turbo | — | | | Krea 2 Raw | — | | | Krea 2 Turbo | — | | | Ideogram 4 | via dequant FP8 | | | Ideogram 4 Uncond. | via dequant FP8 | | | | | Trellis 2 | — | | | Pixal 3D | — | | | | | Gemma 4 E4B IT | — | | | Gemma 2 2B IT | — | | | Qwen 3.5 4B | — | | | Qwen 3 VL 8B | — | | | Qwen 3 VL 4B | — | | | Qwen 3 8B | — | | | Qwen 3 4B | — | | | Qwen 2.5 VL 7B | — | | | Mistral 3 Small for Flux2 | — | > The Ideogram 4 models were sourced from and added to this repository for convenience purposes. --- ## 📜 Licenses Each model retains the from its respective base model. Please refer to the original model cards for licensing terms: - - - - - - - - - - - - - - - - - - - --- ## 🙏 Acknowledgments - for the quantization script and bf16 models - for and conversion tools - for nodes - All original model authors and teams Source excerpts
3 excerpts license: other tags: quantized int8 comfyui diffusionmodels convrot textencoders
INT8
ConvRot
BF16
quant_int8_convrot.py
--mseclip
Base Precision:
Method:
Calibration:
--mseclip
--absmax
Tool:
flux-2-dev_int8_convrot_quantops.safetensors
int8_convrot
Checkpoints
ltx-2.3-22b-dev_int8_convrot.safetensors
Diffusion models
flux-2-dev_int8_convrot_quantops.safetensors
flux-2-dev_int8_convrot_mseclip.safetensors
flux-2-dev_int8_convrot_absmax.safetensors
flux-2-klein-4b_int8_convrot.safetensors
flux-2-klein-9b_int8_convrot.safetensors
flux-2-klein-9b-kv_int8_convrot.safetensors
qwen_image_2512_int8_convrot.safetensors
qwen_image_edit_2511_int8_convrot.safetensors
z_image_int8_convrot.safetensors
z_image_turbo_int8_convrot.safetensors
krea2_raw_int8_convrot.safetensors
krea2_turbo_int8_convrot.safetensors
ideogram4_int8_convrot.safetensors
ideogram4_unconditional_int8_convrot.safetensors
3D models
trellis_2_int8_convrot.safetensors
pixal3d_int8_convrot.safetensors
Text encoders
gemma4_e4b_it_int8_convrot.safetensors
gemma_2_2b_it_elm_int8_convrot.safetensors
qwen3.5_4b_int8_convrot.safetensors
qwen3vl_8b_int8_convrot.safetensors
qwen3vl_4b_int8_convrot.safetensors
qwen_3_8b_int8_convrot.safetensors
qwen_3_4b_int8_convrot.safetensors
qwen_2.5_vl_7b_int8_convrot.safetensors
mistral_3_small_flux2_int8_convrot.safetensors
Note:
original license
ComfyUI-INT8-Fast
ComfyUI-QuantOps
This repository contains a collection of popular generative models quantized to INT8 using the ConvRot method for optimized inference with minimal quality loss.
supermind/int8_convrot_models