Instructions to use ProCreations/Image-2.1-Calibrated-FP8 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use ProCreations/Image-2.1-Calibrated-FP8 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("ProCreations/Image-2.1-Calibrated-FP8", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
- DiffusionBee
Download multi-image/verification.json from ProCreations/Image-2.1-Calibrated-FP8: direct link, hf CLI and curl.
- Browser
- Download file 5.62 kB
-
https://huggingface.co/ProCreations/Image-2.1-Calibrated-FP8/resolve/main/multi-image/verification.json
- Command line
-
hf download hf://ProCreations/Image-2.1-Calibrated-FP8/multi-image/verification.json
-
curl -L -o verification.json https://huggingface.co/ProCreations/Image-2.1-Calibrated-FP8/resolve/main/multi-image/verification.json
5.62 kB
| { | |
| "started_at": "2026-09-20T19:00:12.518850+00:00", | |
| "runs": [ | |
| { | |
| "name": "single-before", | |
| "arguments": [ | |
| "--image", | |
| "/home/user/.local/share/rtx-pro-apps/qwen-image-2.1-fp8/release/rgba/corgi.png", | |
| "--prompt", | |
| "Change the corgi fur to silver gray, keeping its pose and transparent background." | |
| ], | |
| "result": { | |
| "seconds": 24.052810517023318, | |
| "output": "/home/user/.local/share/rtx-pro-apps/qwen-image-2.1-fp8/multi-image-20260920/validation/single-before.png", | |
| "width": 1024, | |
| "height": 1024, | |
| "steps": 40, | |
| "eager": false, | |
| "load_seconds": 9.019867572002113, | |
| "transparent_requested": false, | |
| "mode": "RGBA", | |
| "has_alpha": true, | |
| "alpha_min": 0, | |
| "alpha_max": 255, | |
| "transparent_fraction": 0.7469921112060547, | |
| "translucent_fraction": 0.0233306884765625, | |
| "opaque_fraction": 0.2296772003173828, | |
| "prompt_cache": null, | |
| "warmup_seconds": 0, | |
| "timing_note": "Generation includes any compilation on this call; excludes model load and PNG writing." | |
| }, | |
| "png_sha256": "877a7cc5953e6b575ade21e87dadf4abe1785e2fa11682fa5d81927e3da4da04" | |
| }, | |
| { | |
| "name": "single-after", | |
| "arguments": [ | |
| "--image", | |
| "/home/user/.local/share/rtx-pro-apps/qwen-image-2.1-fp8/release/rgba/corgi.png", | |
| "--prompt", | |
| "Change the corgi fur to silver gray, keeping its pose and transparent background." | |
| ], | |
| "result": { | |
| "seconds": 13.8697060799459, | |
| "output": "/home/user/.local/share/rtx-pro-apps/qwen-image-2.1-fp8/multi-image-20260920/validation/single-after.png", | |
| "width": 1024, | |
| "height": 1024, | |
| "steps": 40, | |
| "eager": false, | |
| "load_seconds": 4.602915681025479, | |
| "input_image_count": 1, | |
| "transparent_requested": false, | |
| "mode": "RGBA", | |
| "has_alpha": true, | |
| "alpha_min": 0, | |
| "alpha_max": 255, | |
| "transparent_fraction": 0.7469921112060547, | |
| "translucent_fraction": 0.0233306884765625, | |
| "opaque_fraction": 0.2296772003173828, | |
| "prompt_cache": null, | |
| "warmup_seconds": 0, | |
| "timing_note": "Generation includes any compilation on this call; excludes model load and PNG writing." | |
| }, | |
| "png_sha256": "877a7cc5953e6b575ade21e87dadf4abe1785e2fa11682fa5d81927e3da4da04" | |
| }, | |
| { | |
| "name": "multi-list", | |
| "arguments": [ | |
| "--image", | |
| "/home/user/.local/share/rtx-pro-apps/qwen-image-2.1-fp8/release/rgba/corgi.png", | |
| "/home/user/.local/share/rtx-pro-apps/qwen-image-2.1-fp8/release/rgba/dragon.png", | |
| "--prompt", | |
| "Place the corgi from image 1 next to the mint-green dragon from image 2. Keep both characters recognizable, full body, on a transparent background.", | |
| "--transparent", | |
| "--cache-prompts" | |
| ], | |
| "result": { | |
| "seconds": 12.846379211987369, | |
| "output": "/home/user/.local/share/rtx-pro-apps/qwen-image-2.1-fp8/multi-image-20260920/validation/multi-list.png", | |
| "width": 1024, | |
| "height": 1024, | |
| "steps": 40, | |
| "eager": false, | |
| "load_seconds": 4.587249354983214, | |
| "input_image_count": 2, | |
| "transparent_requested": true, | |
| "mode": "RGBA", | |
| "has_alpha": true, | |
| "alpha_min": 0, | |
| "alpha_max": 255, | |
| "transparent_fraction": 0.6059894561767578, | |
| "translucent_fraction": 0.02529621124267578, | |
| "opaque_fraction": 0.3687143325805664, | |
| "prompt_cache": { | |
| "hits": 0, | |
| "misses": 0 | |
| }, | |
| "warmup_seconds": 0, | |
| "timing_note": "Generation includes any compilation on this call; excludes model load and PNG writing." | |
| }, | |
| "png_sha256": "478630ba16cdf1605f5d57830a51fd4725eb51e447edfb33d35d0bca00c83564" | |
| }, | |
| { | |
| "name": "multi-repeat", | |
| "arguments": [ | |
| "--image", | |
| "/home/user/.local/share/rtx-pro-apps/qwen-image-2.1-fp8/release/rgba/corgi.png", | |
| "--image", | |
| "/home/user/.local/share/rtx-pro-apps/qwen-image-2.1-fp8/release/rgba/dragon.png", | |
| "--prompt", | |
| "Place the corgi from image 1 next to the mint-green dragon from image 2. Keep both characters recognizable, full body, on a transparent background.", | |
| "--transparent", | |
| "--cache-prompts" | |
| ], | |
| "result": { | |
| "seconds": 12.75120751495706, | |
| "output": "/home/user/.local/share/rtx-pro-apps/qwen-image-2.1-fp8/multi-image-20260920/validation/multi-repeat.png", | |
| "width": 1024, | |
| "height": 1024, | |
| "steps": 40, | |
| "eager": false, | |
| "load_seconds": 4.588079258974176, | |
| "input_image_count": 2, | |
| "transparent_requested": true, | |
| "mode": "RGBA", | |
| "has_alpha": true, | |
| "alpha_min": 0, | |
| "alpha_max": 255, | |
| "transparent_fraction": 0.6059894561767578, | |
| "translucent_fraction": 0.02529621124267578, | |
| "opaque_fraction": 0.3687143325805664, | |
| "prompt_cache": { | |
| "hits": 0, | |
| "misses": 0 | |
| }, | |
| "warmup_seconds": 0, | |
| "timing_note": "Generation includes any compilation on this call; excludes model load and PNG writing." | |
| }, | |
| "png_sha256": "478630ba16cdf1605f5d57830a51fd4725eb51e447edfb33d35d0bca00c83564" | |
| } | |
| ], | |
| "help_and_input_validation_passed": true, | |
| "single_image_rgba_identical": true, | |
| "multi_image_syntaxes_rgba_identical": true, | |
| "image_conditioning_bypasses_prompt_cache": true, | |
| "completed_at": "2026-09-20T19:01:50.731807+00:00" | |
| } | |