SD.Next supported models
https://vladmandic.github.io/sdnext-docs/Models/
List of Models by Size
Created on 2025-07-15. Last update 2025-08-08
Publisher | Model | Version | Size | Diffusion Architecture | Model Params | Text Encoder(s) | TE Params | Auto Encoder | |
Wan-AI | WAN | 2.2 A14B | 118G | MMDiT | 14.28B |
UMT5-XXL |
5.6B | 48ch VAE | |
Wan-AI | WAN | 2.1 14B | 78.52GB | MMDiT | 14.28B | UMT5-XXL | 5.6B | 16ch VAE | |
HiDream-AI | HiDream | I2 Fast/Dev/Full | 42.71 GB + 15.69 | MMDiT | 17.10B | CLiP ViT-L + ViT+G + T5-XXL + LLama-3.1-8B | 0.12B + 0.69B + 2.95B + 4.54B | 16ch VAE | |
Qwen | Qwen-Image | 1 | 56.10GB | MMDiT | 20.43 | QWen-2.5 | 8.29B | ||
nVidia | Cosmos-Predict2 T2I | 14B | 37.36GB | MMDiT | 14.26B | T5-XXL | 4.86 | WAN-VAE | |
Black Forest Labs | Flux |
1 Dev/Schnell Krea |
32.93GB | MMDiT | 11.9B | CLiP ViT-L + T5-XXL | 0.12B + 4.76B | 16ch VAE | |
ShuttleAI | shuttle | 3.1 | 32.93GB | MMDiT | 11.9B | CLiP ViT-L + T5-XXL | 0.12B + 4.76B | 16ch VAE | |
WAN-AI | WAN | 2.2 5B | 32G | tbd | 5B | tbd | tbd | tbd | |
FAL | AuraFlow | 0.3 | 31.90GB | MMDiT | 6.8B | UMT5 | 12.1B | VAE | |
VectorSpaceLab | OmniGen | v2 | 30.50GB | Transformer | 3.97B | Qwen-VL-2.5 | 3.75B | VAE | |
Thudm | CogView | 4 | 30.39GB | DiT | 6.37B | GLM-4 | 9.40B | VAE | |
Kandinsky | Kandinsky | 3 | 27.72GB | Unet | 3.05B | T5-XXXL | 8.72B | VQ | |
Wan-AI | WAN | 2.1 1.3B | 27.72GB | MMDiT | 1.42xB | UMT5-XXL | 5.68B | 16ch VAE | |
StabilityAI | Stable Diffusion | 3.5 Large | 26.98GB | MMDiT | 8.05B | CLiP ViT-L + ViT+G + T5-XXL | 0.12B + 0.69B + 4.76B | 16ch VAE | |
lodestones | Chroma | 36 | 26.84GB | MMDiT | 8.9B | CLiP ViT-L + T5-XXL | 0.12B + 4.76B | 16ch VAE | |
Ostris | Flex | 1 Alpha | 25.65GB | MMDiT | 4.0B | CLiP ViT-L + T5-XXL | 0.12B + 2.95B | 16ch VAE | |
Thudm | CogView | 3 Plus | 24.96GB | DiT | 2.85B | T5-XXL | 4.76B | VAE | |
PixArt | Α, Σ | XL 2 | 21.3GB | DiT | 0.61B | T5-XXL | 4.76B | VAE | |
AlphaVLLM | Lumina | 2 | 20.75GB | DiT | 2.61B | Gemma-2 | 2.61B | 16ch VAE | |
FreePix | F-Lite | 19.81GB | MMDiT | 9.8B | T5-XXL | 2.95B | 16ch VAE | ||
Bria AI | Bria | 3.2 | 18.66GB | MMDiT | 3.78B | T5-XXL | 4.76B | 16ch VAE | |
Kwai | Kolors | N/A | 17.40GB | UNnet | 2.58B | ChatGLM | 6.24B | VAE | |
StabilityAI | Stable Diffusion | 3.5 Medium | 15.89GB | MMDiT | 2.25B | CLiP ViT-L + ViT+G + T5-XXL | 0.12B + 0.69B + 4.76B | 16ch VAE | |
NVLabs | Sana | 1.5 4.8B | 15.58GB | MMDiT | 4.72B | Gemma2 | 2.61B | DC-AE | |
DeepFloyd | IF | L | 15.48GB | Multi-stage UNet | 0.61B + 0.93B | T5-XXL | 4.76B | Pixel | |
VectorSpaceLab | OmniGen | v1 | 15.47GB | Transformer | 3.76B | Phi-3 | 0 | VAE | |
StabilityAI | Stable Diffusion | 3.0 Medium | 15.14GB | MMDiT | 2.0B | CLiP ViT-L + ViT+G + T5-XXL | 0.12B + 0.69B + 4.76B | 16ch VAE | |
Tencent | HunyuanDiT | 1.2 | 14.09GB | DiT | 1.5B | BERT + T5-XL | 3.52B + 1.67B | VAE | |
PlaygroundAI | Playground | 2.x | 13.35GB | UNet | 2.56B | CLiP ViT-L + ViT+G | 0.12B + 0.69B | VAE | |
nVidia | Cosmos-Predict2 T2I | 2B | 13.32GB | MMDiT | 1.96B | T5-XXL | 4.86 | WAN-VAE | |
DeepFloyd | IF | M | 12.79GB | Multi-stage UNet | 0.37B + 0.46B | T5-XXL | 4.76B | Pixel | |
NVLabs | Sana | 1.0 1600M | 12.63GB | MMDiT | 1.60B | Gemma2 | 2.61B | DC-AE | |
Warp AI | Wuerstchen | N/A | 12.16GB | Multi-stage UNet | 1.0B + 1.05B | CLiP ViT-L + ViT+G | 0.12B + 0.69B | 42x VQE | |
StabilityAI | Stable Cascade | Medium | 11.82GB | Multi-stage UNet | 1.56B + 3.6B | CLiP ViT-G | 0.69B | 42x VQE | |
NVLabs | Sana | 1.5 1.6B | 9.49GB | MMDiT | 1.60B | Gemma2 | 2.61B | DC-AE | |
Segmind | SSD-1B | N/A | 8.72GB | UNet | 1.33B | CLiP ViT-L + ViT+G | 0.12B + 0.69B | VAE | |
AlphaVLLM | Lumina | Next SFT | 8.67GB | DiT | 1.7B | Gemma | 2.5B | VAE | |
NVLabs | Sana | 1.0 600M | 7.51GB | MMDiT | 0.59B | Gemma2 | 2.61B | DC-AE | |
Salesforce | BLIP-Diffusion | N/A | 7.23GB | UNet | 0.86B | CLiP ViT-L + BLiP-2 | 0.12B + 0.49B | VAE | |
StabilityAI | Stable Diffusion | XL | 6.94GB | UNet | 2.56B | CLiP ViT-L + ViT+G | 0.12B + 0.69B | VAE | |
Koala | Koala | 700M | 6.58GB | UNet | 0.78B | CLiP ViT-L + ViT+G | 0.12B + 0.69B | VAE | |
Segmind | Vega | N/A | 6.43GB | UNet | 0.75B | CLiP ViT-L + ViT+G | 0.12B + 0.69B | VAE | |
Thu-ML | UniDiffuser | v1 | 5.37GB | U-ViT | 0.95B | CLiP ViT-L + CLiP ViT-B | 0.12B + 0.16B | VAE | |
Kandinsky | Kandinsky | 2.2 | 5.15GB | Unet | 1.25B | CLiP ViT-G | 0.69B | VQ | |
StabilityAI | Stable Cascade | Lite | 4.97GB | Multi-stage UNet | 0.7B + 1.0B | CLiP ViT-G | 0.69B | 42x VQE | |
PlaygroundAI | Playground | 1 | 4.95GB | UNet | 0.86B | CLiP ViT-L | 0.12B | VAE | |
MeissonFlow | Meissonic | N/A | 3.64GB | DiT | 1.18B | CLiP ViT-H | 0.35B | VQ | |
Open-MUSE | aMUSEd | 256 | 3.41GB | ViT | 0.60B | CLiP ViT-L | 0.12B | VQ | |
StabilityAI | Stable Diffusion | 2.1 | 2.58GB | UNet | 0.86B | CLiP ViT-H | 0.34B | VAE | |
StabilityAI | Stable Diffusion | 1.5 | 2.28GB | UNet | 0.86B | CLiP ViT-L | 0.12B | VAE | |
IDKiro | SDXS | N/A | 2.05GB | UNet | 0.32B | CLiP ViT-L | 0.12B | VAE | |
Segmind | Tiny | N/A | 1.03GB | UNet | 0.32B | CLiP ViT-L | 0.12B | VAE |
Generation Examples
Searching for highest resolution available on SD.Next ipex (dev 2025-07-15) on ultra 9 185H + 128GB RAM
Test Prompt: VibrantlySharp style, 3pic_vist4, animeniji, in a soft-focus painterly concept art style Upper body profile view, autumn dryad elf adorned in translucent red foliage and bark-textured silk, wind animating her hair and dress into motion, background: ancient twilight forest, distant amber sunlight diffused through fog and drifting leaves.
Stable Diffusion 3.5 Large+ class models
Text to Image generation examples for models with size larger than 26.8GB. It is range from lodestone Chroma and SD3.5L which both are about 27GB in size. And up to Wan 2.1 14B which is about 75GB in size. Decent quality is generated in about 10 minutes on this Model size class on Intel Core Ultra 9 185H with 128GB of DDR5 (ipex, iGPU)
🪪- Models require identification, access request, agree on terms
Model |
Low steps |
High steps |
Wan2.2-T2V-A14B256x256 - 2m 7.55s @ 24 STEPS 256x256 - 4m 21.77s @ 50 STEPS 512x512 -5m 55.53s @ 20STEPS 768x768 - hangs 768x1024 - hangs 1024x1024- 27m 6.16s @ 20STEPS
UniPC Multistep Scheduler
generation progress + preview
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2025-07-30 2025-07-31 - OOM for all |
Parameters: Steps: 20| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 636d261| Pipeline: WanPipeline| Operations: txt2img| Model: Wan2.2-T2V-A14B-Diffusers
Time: 27m 6.16s | total 1721.93 pipeline 1625.83 preview 64.05 vae 10.38 offload 10.13 te 9.62 gc 2.15 post 0.31 | GPU 39894 MB 31% | RAM 29.77 GB 24% |
Parameters: Steps: 50| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 636d261| Pipeline: WanPipeline| Operations: txt2img| Model: Wan2.2-T2V-A14B-Diffusers
Time: 66m 59.70s | total 4090.56 pipeline 4019.37 preview 46.47 vae 10.70 offload 10.06 gc 2.17 te 2.04 post 0.32 | GPU 40040 MB 31% | RAM 29.63 GB 24% |
Wan2.1-T2V-14B256x256 - 1m 41.11s @ 16 STEPS 512x512 - 5m 48.96s @ 20STEPS 512x512 - 11m 42.14s @ 40STEPS 512x768 - hangs
UniPC Multistep Scheduler
generation progress + preview
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512x512- 5m 48.96s @ 20 STEPS Parameters: Pipeline: WanPipeline| Steps: 20| Size: 512x512| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 251c919| Operations: txt2img| Model: Wan2.1-T2V-14B-Diffusers
Time: 5m 48.96s | total 511.83 pipeline 348.65 preview 140.76 offload 9.90 vae 8.66 gc 2.12 te 1.99 post 0.29 | GPU 39054 MB 30% | RAM 29.72 GB 24% |
512x512- 11m 42.14s @ 40 STEPS Parameters: Pipeline: WanPipeline| Steps: 40| Size: 512x512| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 251c919| Operations: txt2img| Model: Wan2.1-T2V-14B-Diffusers
Time: 11m 42.14s | total 1079.70 pipeline 701.83 preview 345.45 vae 12.42 offload 11.25 te 6.87 gc 2.12 post 0.28 | GPU 38830 MB 30% | RAM 29.44 GB 23% |
HiDream I1 Full🪪(Meta-Llama-3.1-8B-Instruct 🪪)
1024x1024 -10m 29.57s @ 12 STEPS 1024x1024 -16m 42.62s @ 20 STEPS 1024x1024 -41m 42.55s @ 50 STEPS
UniPC Multistep Scheduler
generation progress + preview
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1024x1024 - 10m 29.57s @ 12 STEPS Parameters: Pipeline: HiDreamImagePipeline| Steps: 12| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 3c66c35| Operations: txt2img| Model: HiDream-I1-Full
Time: 10m 29.57s | total 685.95 pipeline 593.18 move 21.17 prompt 21.13 te 18.92 decode 14.95 offload 11.79 preview 4.42 gc 0.61 post 0.27 | GPU 4508 MB 4% | RAM 58.59 GB 47% |
1024x1024 - 41m 42.55s @ 50 STEPS Parameters: Pipeline: HiDreamImagePipeline| Steps: 50| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 3c66c35| Operations: txt2img| Model: HiDream-I1-Full
Time: 41m 42.55s | total 2576.47 pipeline 2466.40 preview 22.89 move 20.63 prompt 20.52 te 18.32 decode 15.24 offload 12.13 gc 0.55 post 0.27 | GPU 4572 MB 4% | RAM 58.59 GB 47% |
HiDream I1 Dev🪪
1024x1024 17m 47.83s @ 20 STEP 1024x1024 23m 59.26s @ 28 STEP
FlowMatch LCM Scheduler
generation progress + preview
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1024x1024 - 17m 47.83s @ 20 STEPS Parameters: Pipeline: HiDreamImagePipeline| Steps: 20| Size: 1024x1024| Seed: 1460879190| CFG scale: 2| App: SD.Next| Version: 3c66c35| Operations: txt2img| Model: HiDream-I1-Dev
Time: 17m 47.83s | total 1151.56 pipeline 1019.03 move 30.23 prompt 30.11 te 27.23 decode 18.25 offload 15.44 preview 10.76 gc 0.74 post 0.32 | GPU 4378 MB 3% | RAM 58.68 GB 47% |
1024x1024 - 23m 59.26s @ 28 STEPS Parameters: Pipeline: HiDreamImagePipeline| Steps: 28| Size: 1024x1024| Seed: 1460879190| CFG scale: 2| App: SD.Next| Version: 3c66c35| Operations: txt2img| Model: HiDream-I1-Dev
Time: 23m 59.26s | total 1529.78 pipeline 1389.13 move 34.36 prompt 34.23 offload 22.57 te 21.92 decode 15.51 preview 11.74 gc 0.53 post 0.26 | GPU 4510 MB 4% | RAM 58.7 GB 47% |
HiDream I1 Fast🪪CFG (0-2)
1024x1024 3m 39.03s @ 4 STEP 1024x1024 20m 16.60s @ 24 STEP
FlowMatch LCM Scheduler
generation progress + preview
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1024x1024 - 3m 39.03s @ 4 STEPS Parameters: Pipeline: HiDreamImagePipeline| Steps: 4| Size: 1024x1024| Seed: 1460879190| CFG scale: 2| App: SD.Next| Version: 3c66c35| Operations: txt2img| Model: HiDream-I1-Fast
Time: 3m 39.03s | total 249.11 pipeline 194.59 offload 18.99 decode 14.74 move 9.39 prompt 9.24 preview 1.85 gc 0.57 post 0.32 | GPU 4440 MB 3% | RAM 58.61 GB 47% |
1024x1024 - 20m 16.60s @ 24 STEPS Parameters: Pipeline: HiDreamImagePipeline| Steps: 24| Size: 1024x1024| Seed: 1460879190| CFG scale: 2| App: SD.Next| Version: 3c66c35| Operations: txt2img| Model: HiDream-I1-Fast
Time: 20m 16.60s | total 1283.51 pipeline 1178.55 move 22.60 prompt 22.47 te 20.27 decode 15.17 offload 12.25 preview 11.87 gc 0.53 post 0.27 | GPU 4502 MB 4% | RAM 58.63 GB 47% |
HiDream E1 Full 🪪
1024x1024 7m 33.98s @ 8 STEP 1024x1024 10m 25.10s @ 12 STEP 1024x1024 13m 40.41s @ 16 STEP 1024x1024 26m 55.45s @ 32 STEP
UniPC Multistep Scheduler
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1024x1024 - 13m 40.41s @ 16 STEPS Parameters: Pipeline: HiDreamImagePipeline| Steps: 16| Size: 1024x1024| Seed: 1460879190| CFG scale: 2| App: SD.Next| Version: 3c66c35| Operations: txt2img| Model: HiDream-E1-Full
Time: 13m 40.41s | total 860.48 pipeline 782.43 move 21.89 prompt 19.66 decode 15.80 offload 12.73 preview 7.64 gc 0.52 post 0.27 | GPU 4500 MB 4% | RAM 58.7 GB 47% |
1024x1024 - 26m 55.45s @ 32 STEPS Parameters: Pipeline: HiDreamImagePipeline| Steps: 32| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 3c66c35| Operations: txt2img| Model: HiDream-E1-Full
Time: 26m 55.45s | total 1665.14 pipeline 1578.31 move 20.86 prompt 18.67 preview 17.96 decode 16.01 offload 13.01 gc 0.54 post 0.27 | GPU 4564 MB 4% | RAM 58.64 GB 47% |
Qwen-ImageWith true_cfg=0 512x512 - 2m 0.22s @ 20 steps 768x768 - 5m 23.78s @ 20 steps 1024x1024 - 9m 18.46s @ 16 steps 1024x1024 - 11m 34.66s @ 20 steps 1024x1024 - 18m 46.91s @ 32 steps 1024x1536 - 21m 59.50s @ 20 steps 1600x1600 - 49m 24.79s @ 20 steps
With true_cfg=4 1024x1024 - 18m 46.05s @ 16 steps 1024x1024 - 37m 42.68s @ 32 steps
FlowMatch Euler DiscreteScheduler
progress without preview
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created 2025-08-05 update 2025-08-08 |
1024x1024 - 9m 18.46s @ 16 STEPS Parameters: Steps: 16| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 1d37a25| Pipeline: QwenImagePipeline| Operations: txt2img| Model: Qwen-Image
Time: 9m 18.46s | total 559.47 pipeline 558.44 te 0.98 | GPU 61110 MB 48% | RAM 3.1 GB 2% 1024x1024 - 18m 46.05s @ 16 STEPS Parameters: Steps: 16| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| CFG true: 4| App: SD.Next| Version: 9ef6baf| Pipeline: QwenImagePipeline| Operations: txt2img| Model: Qwen-Image
Time: 18m 46.05s | total 1132.26 pipeline 1125.98 te 4.41 vae 1.79 | GPU 60262 MB 47% | RAM 3.13 GB 2% |
1024x1024 - 18m 46.91s @ 32 STEPS Parameters: Steps: 32| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 1d37a25| Pipeline: QwenImagePipeline| Operations: txt2img| Model: Qwen-Image
Time: 18m 46.91s | total 1127.93 pipeline 1126.88 te 0.98 | GPU 61110 MB 48% | RAM 3.1 GB 2% 1024x1024 - 37m 42.68s @ 16 STEPS Parameters: Steps: 32| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| CFG true: 4| App: SD.Next| Version: 9ef6baf| Pipeline: QwenImagePipeline| Operations: txt2img| Model: Qwen-Image
Time: 37m 42.68s | total 2264.61 pipeline 2262.65 te 1.89 | GPU 60264 MB 47% | RAM 3.12 GB 2% |
Cosmos-Predict2 T2I 14B 🪪
256x256 - 2m 31.30s @ 20 STEPS 512x512 - 5m 54.52s @ 20 STEPS 768x768 - 10m 23.35s @ 16 STEPS 768x768 - 12m 41.39s @ 20 STEPS 768x768 - 20m 9.11s @ 32 STEPS 768x1024 - hangs
FlowMatch Euler DiscreteScheduler
progress without preview
"diffusers_offload_mode": "model"
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768x768- 10m 23.35s @ 16 STEPS Parameters: Steps: 16| Size: 768x768| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: af58803| Pipeline: Cosmos2TextToImagePipeline| Operations: txt2img| Model: Cosmos-Predict2-14B-Text2Image
Time: 10m 23.35s | total 643.47 pipeline 623.02 te 11.87 vae 8.56 post 0.32 gc 0.31 | GPU 27938 MB 22% | RAM 38.86 GB 31% |
768x768- 20m 9.11s @ 32 STEPS Parameters: Steps: 32| Size: 768x768| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: af58803| Pipeline: Cosmos2TextToImagePipeline| Operations: txt2img| Model: Cosmos-Predict2-14B-Text2Image
Time: 20m 9.11s | total 1224.37 pipeline 1208.85 vae 7.85 te 7.65 post 0.26 | GPU 27938 MB 22% | RAM 38.88 GB 31% |
shuttle-3.1-aesthetic
512x512 - 6m 11.47s @ 50 STEPS 768x768 - 4m 35.14s @ 20 STEPS 768x1024 - 6m 3.73s @ 20 STEPS 1024x1024 -8m 5.95s @20 STEPS 1024x1280 - 4m 31.69s @ 8 STEPS 1024x1536 - 3m 58.29s @ 6 STEPS 1024x1536 - 20m 29.93s@ 32 STEPS 1280x1600 - 13m 44.74s @ 8 STEPS 1536x2048 - 12m 45.33s @ 6 STEPS
FlowMatch Euler DiscreteScheduler
generation progress + preview
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2025-07-30
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1024x1536 - 3m 58.29s @ 6 STEPS Parameters: Steps: 6| Size: 1024x1536| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 12d7246| Pipeline: FluxPipeline| Operations: txt2img| Model: shuttle-3.1-aesthetic
Time: 3m 58.29s | total 244.61 pipeline 229.67 decode 8.30 preview 6.31 gc 0.55 post 0.30 | GPU 37402 MB 29% | RAM 3.21 GB 3% |
1024x1536 - 20m 29.93s@ 32 STEPS Parameters: Steps: 32| Size: 1024x1536| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 12d7246| Pipeline: FluxPipeline| Operations: txt2img| Model: shuttle-3.1-aesthetic
Time: 20m 29.93s | total 1270.02 pipeline 1221.19 preview 36.27 decode 8.43 prompt 1.92 te 1.89 gc 0.55 post 0.31 | GPU 37066 MB 29% | RAM 3.22 GB 3% |
FLUX.1-dev 🪪
64x64 - 58.97s @ 16 STEPS 128x128 - 1m 0.43s @ 16 STEPS 256x256 - 1m 7.51s @ 16 STEPS 512x512 - 2m 0.41s @ 16 STEPS 768x768 - 3m 41.69s @ 16 STEPS 768x1024 - 4m 54.68s @ 16 STEPS 768x1024 - 14m 56.94s@ 40 STEPS 1024x1536 - 5m 9.01s @ 8 STEPS 1024x1536 - 20m 13.60s @ 32 steps
FlowMatch Euler DiscreteScheduler
generation progress + preview
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Updated 2025-07-30 |
1024x1536 - 5m 9.01s @ 8 STEPS Parameters: Steps: 8| Size: 1024x1536| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 12d7246| Pipeline: FluxPipeline| Operations: txt2img| Model: FLUX.1-dev
Time: 5m 9.01s | total 321.00 pipeline 300.51 decode 8.20 preview 8.10 prompt 1.96 te 1.94 gc 0.52 post 0.30 | GPU 37048 MB 29% | RAM 3.24 GB 3% |
1024x1536 - 20m 13.60s @ 32 STEPS Parameters: Steps: 32| Size: 1024x1536| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 12d7246| Pipeline: FluxPipeline| Operations: txt2img| Model: FLUX.1-dev
Time: 20m 13.60s | total 1217.57 pipeline 1204.89 decode 8.40 prompt 1.91 te 1.89 gc 0.54 post 0.31 | GPU 37048 MB 29% | RAM 3.23 GB 3%
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FLUX.1-Krea-dev 🪪512x512 - 7m 27.95s @ 20 STEPS 768x768 - 2m 24.02s @ 8 STEPS 768x1024 - 2m 23.60s @ 8 STEPS 1024x1024 - 6m 22.68s @ 16 STEPS 1024x1024 - 12m 35.18s @ 32steps 1024x1536 - hangs
FlowMatch Euler DiscreteScheduler
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Added 2025-08-01 |
Parameters: Steps: 16| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 42706fb| Pipeline: FluxPipeline| Operations: txt2img| Model: FLUX.1-Krea-dev
Time: 6m 22.68s | total 471.62 pipeline 376.23 preview 84.90 decode 6.43 prompt 1.90 te 1.88 gc 0.25 | GPU 34688 MB 27% | RAM 3.39 GB 3% |
Parameters: Steps: 32| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 42706fb| Pipeline: FluxPipeline| Operations: txt2img| Model: FLUX.1-Krea-dev
Time: 12m 35.18s | total 1494.92 pipeline 748.48 preview 731.88 decode 6.66 prompt 3.78 te 3.76 gc 0.31 | GPU 35284 MB 27% | RAM 2.97 GB 2% |
FLUX.1-schnell 🪪
768x768 - ok 768x1024 - 1m 24.86s @ 4 STEPS 768x1024 - 7m 45.92s @ 24 STEPS 1024x1024 - hangs
FlowMatch Euler DiscreteScheduler
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768x1024 - 1m 24.86s @ 4 STEPS Parameters: Pipeline: FluxPipeline| Steps: 4| Size: 768x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 251c919| Operations: txt2img| Model: FLUX.1-schnell
Time: 1m 24.86s | total 127.77 pipeline 74.92 preview 36.64 decode 9.63 offload 6.53 post 0.29 gc 0.27 | GPU 33784 MB 26% | RAM 25.14 GB 20% |
768x1024 - 7m 45.92s @ 24 STEPS Parameters: Pipeline: FluxPipeline| Steps: 24| Size: 768x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 251c919| Operations: txt2img| Model: FLUX.1-schnell
Time: 7m 45.92s | total 903.61 pipeline 438.91 preview 400.19 move 14.96 prompt 14.96 te 14.91 decode 11.74 offload 7.80 post 0.30 gc 0.28 | GPU 33614 MB 26% | RAM 25.17 GB 20% |
AuraFlow v0.3
768x768 - 4m 37.98s @ STEPS 16 768x768 - 14m 17.12s @ STEPS 50 768x768 - 29m 46.26s @ STEPS 100 1024x1024 - hangs FlowMatch Euler DiscreteScheduler
generation progress + preview
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768x768- 14m 17.12s @ 50 STEPS Parameters: Steps: 50| Size: 768x768| Seed: 1460879190| CFG scale: 3.5| App: SD.Next| Version: b61118f| Pipeline: AuraFlowPipeline| Operations: txt2img| Model: AuraFlow-v0.3
Time: 14m 17.12s | total 1163.36 pipeline 853.70 preview 306.23 decode 3.15 gc 0.47 post 0.25 | GPU 17638 MB 14% | RAM 2.75 GB 2% |
768x768- 29m 46.26s @ 100 STEPS Parameters: Steps: 100| Size: 768x768| Seed: 1460879190| CFG scale: 3.5| App: SD.Next| Version: b61118f| Pipeline: AuraFlowPipeline| Operations: txt2img| Model: AuraFlow-v0.3
Time: 29m 46.26s | total 3499.63 pipeline 1782.79 preview 1713.40 decode 3.13 gc 0.56 post 0.32 | GPU 17638 MB 14% | RAM 2.76 GB 2% |
Wan2.2-TI2V-5B
768x768 - 3m 50.42s @ STEPS 50 704x1280 - 2m 17.40s @ STEPS 20 704x1280 - 5m 29.53s @ STEPS 50 1024x1024 - 2m 28.14s @ STEPS 20
UniPC Multistep Scheduler
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Parameters: Steps: 20| Size: 704x1280| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 12d7246| Pipeline: WanPipeline| Operations: txt2img| Model: Wan2.2-TI2V-5B-Diffusers
Time: 2m 17.40s | total 140.87 pipeline 137.10 te 2.03 vae 1.68 post 0.29 gc 0.27 | GPU 25558 MB 20% | RAM 3.09 GB 2% |
Parameters: Steps: 50| Size: 704x1280| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 12d7246| Pipeline: WanPipeline| Operations: txt2img| Model: Wan2.2-TI2V-5B-Diffusers
Time: 5m 29.53s | total 332.80 pipeline 329.25 te 2.02 vae 1.47 post 0.28 gc 0.25 | GPU 25558 MB 20% | RAM 3.09 GB 2% |
OmniGen2
512x512 - 2m 12.11s @ 20STEPS 768x768 - 5m 39.35s @ 20STEPS 1024x1024 - 9m 33.83s @ 16 STEPS 1024x1024 - 12m 35.39s @ 20STEPS 1024x1024 - 30m 29.41s @ 50STEPS 1280x1280 - 9m 30.35s @ 8STEPS 1280x1280 - 14m 26.83s @ 12STEPS 1280x1280 - 23m 49.50s @ 20STEPS 1280x1280 - 60m 14.48s @ 50STEPS 1600x1600 - 50m 50.81s @ 20STEPS 2048x2048 - hangs
FlowMatch Euler DiscreteScheduler
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1024x1024 - 9m 33.83s @ 16 STEPS Parameters: Pipeline: OmniGen2Pipeline| Steps: 16| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 54bdf01| Operations: txt2img| Model: OmniGen2
Time: 9m 33.83s | total 573.61 pipeline 573.55 post 0.26 | GPU 18054 MB 14% | RAM 2.71 GB 2% |
1024x1024 - 30m 29.41s @ 50 STEPS Parameters: Pipeline: OmniGen2Pipeline| Steps: 50| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 54bdf01| Operations: txt2img| Model: OmniGen2
Time: 30m 29.41s | total 1829.18 pipeline 1829.12 post 0.27 | GPU 18054 MB 14% | RAM 2.72 GB 2% |
CogView 4256x256 - 1m 11.07s @ 16 STEPS 512x512 - 2m 44.92s @ 16 STEPS 768x768 - 6m 44.86s @ 16 STEPS 1024x1024 - 14m 9.97s @ 16 STEPS 1024x1024 - 43m 56.72s@ 50 STEPS 1280x1280 - hangs
FlowMatch Euler DiscreteScheduler
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1024x1024 - 14m 9.97s @ 16 STEPS Parameters: Steps: 16| Size: 1024x1024| Seed: 1460879190| CFG scale: 3.5| App: SD.Next| Version: fe61b5e| Pipeline: CogView4Pipeline| Operations: txt2img| Model: CogView4-6B
Time: 14m 9.97s | total 857.86 pipeline 825.42 decode 16.59 move 15.57 gc 0.53 post 0.29 | GPU 7926 MB 6% | RAM 31.98 GB 26% |
1024x1024 - 43m 56.72s @ 50 STEPS Parameters: Steps: 50| Size: 1024x1024| Seed: 1460879190| CFG scale: 3.5| App: SD.Next| Version: fe61b5e| Pipeline: CogView4Pipeline| Operations: txt2img| Model: CogView4-6B
Time: 43m 56.72s | total 2644.35 pipeline 2612.41 decode 16.72 move 14.90 gc 0.53 post 0.26 | GPU 7926 MB 6% | RAM 31.99 GB 26% |
Kandinsky 3
768x768 - 1m 5.40s @ 20STEPS 768x1024 - 45.45s @ 8 STEP 768x1024 - 1m 9.35s @ 20 STEP 768x1024 - 2m 35.93s @ 64 STEP 1024x1024 - hangs
DDPM Scheduler
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768x1024 - 1m 9.35s @ 20 STEPS Parameters: Steps: 20| Size: 768x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: fe61b5e| Pipeline: Kandinsky3Pipeline| Operations: txt2img| Model: kandinsky-3
Time: 1m 9.35s | total 73.34 pipeline 64.79 offload 4.26 decode 4.24 post 0.29 gc 0.27 | GPU 29500 MB 23% | RAM 18.93 GB 15% |
768x1024 - 2m 35.93s @ 64 STEPS Parameters: Steps: 64| Size: 768x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: fe61b5e| Pipeline: Kandinsky3Pipeline| Operations: txt2img| Model: kandinsky-3
Time: 2m 35.93s| total 159.72 pipeline 151.59 offload 4.05 decode 4.03 post 0.29 gc 0.27 | GPU 29482 MB 23% | RAM 18.93 GB 15% |
Wan2.1-T2V-1.3B256x256 - 23.16s @ 16 STEPS 512x512 - 54.41s @ 20STEPS 768x768 - 3m 43.11s @ 40STEPS 1024x1024 - 7m 35.17s @ 40STEPS 1280x1280 - 12m 42.76s @ 40STEPS
(resolution to be divisible by 16)
UniPC Multistep Scheduler
generation progress + preview
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512x512 - 54.41s @ 20 STEPS Parameters: Pipeline: WanPipeline| Steps: 20| Size: 512x512| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 3c66c35| Operations: txt2img| Model: Wan2.1-T2V-1.3B-Diffusers
Time: 54.41s | total 96.96 pipeline 54.15 preview 36.26 gc 2.09 te 1.98 offload 1.88 vae 0.80 | GPU 15416 MB 12% | RAM 3.16 GB 3% |
1280x1280- 12m 42.76s @ 40 STEPS Parameters: Pipeline: WanPipeline| Steps: 40| Size: 1280x1280| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 3c66c35| Operations: txt2img| Model: Wan2.1-T2V-1.3B-Diffusers Time: 12m 42.76s | total 1282.37 pipeline 762.43 preview 511.77 vae 2.40 gc 2.11 te 1.98 offload 1.88 post 0.30 | GPU 21686 MB 17% | RAM 3.14 GB 3% |
Stable Diffusion 3.5 L 🪪
512x512 - 4m 18.84s @ 32 STEPS 512x768 - 3m 25.31s @ 16 STEPS 512x768 - 11m 9.34s @ 50 STEPS 768x768 - @ 1024x1024 - 14m 15.60s @ 16 steps 1024x1024 - 28m 56.13s @ 32 steps 1024x1536 - 29m 24.32s @ 16 steps 1024x1536 - 58m 47.43s @ 32 steps
FlowMatch Euler DiscreteScheduler
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update 2025-07-30
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Parameters: Steps: 16| Size: 1024x1024| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: 12d7246| Pipeline: StableDiffusion3Pipeline| Operations: txt2img| Model: stable-diffusion-3.5-large
Time: 14m 15.60s | total 921.29 pipeline 848.32 preview 61.93 decode 6.98 prompt 3.64 gc 0.65 post 0.30 | GPU 29320 MB 23% | RAM 3.11 GB 2% |
Parameters: Steps: 32| Size: 1024x1024| Sampler: DPM++ 2M SDE| Seed: 1460879190| CFG scale: 6| App: SD.Next| Version: b56d508| Pipeline: StableDiffusion3Pipeline| Operations: txt2img| Model: stable-diffusion-3.5-large
Time: 28m 56.13s | total 1743.07 pipeline 1729.54 preview 6.68 decode 6.57 gc 0.26 | GPU 29320 MB 23% | RAM 3.0 GB 2% |
Chroma 36512x512 - 4m 59.14s @ 20 STEPS 768x768 - 7m 4.50s @ 16 STEPS 768x768 - 21m 56.62s @ 50 STEPS 768X1024 - 12m 0.43s @ 20 steps 1024x1024 - hangs
progress with preview
FlowMatch Euler DiscreteScheduler
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only some CFG/resolutions is ok |
768x768 - 7m 4.50s @ 16 STEPS Parameters: Steps: 16| Size: 768x768| Seed: 1460879190| CFG scale: 2| App: SD.Next| Version: fe61b5e| Pipeline: ChromaPipeline| Operations: txt2img| Model: Chroma
Time: 7m 4.50s | total 627.03 pipeline 416.87 preview 197.83 decode 7.35 offload 4.69 gc 0.49 post 0.26 | GPU 11132 MB 9% | RAM 19.33 GB 15% |
768x768 - 21m 56.62s @ 50 STEPS Parameters: Steps: 50| Size: 768x768| Seed: 1460879190| CFG scale: 2| App: SD.Next| Version: fe61b5e| Pipeline: ChromaPipeline| Operations: txt2img| Model: Chroma
Time: 21m 56.62s | total 1945.92 pipeline 1308.96 preview 624.37 decode 7.38 offload 4.90 gc 0.50 post 0.27 | GPU 11154 MB 9% | RAM 19.62 GB 16%
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chroma-unlocked-v48-detail-calibrated512x768 - 4m 51.82s @ 16 STEPS 768x768 - 7m 6.56s @ 16 STEPS 768x768 - 14m 11.86s @ 32 STEPS 768x1024 - 9m 30.73s @ 16 STEPS 1024x1024- 13m 3.35s @ 16 STEPS
FlowMatch Euler DiscreteScheduler
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Added 2025-08-01 |
Parameters: Steps: 16| Size: 768x768| Seed: 1460879190| CFG scale: 2| App: SD.Next| Version: 42706fb| Pipeline: ChromaPipeline| Operations: txt2img| Model: chroma-unlocked-v48-detail-calibrated
Time: 7m 6.56s | total 563.91 pipeline 423.91 preview 137.06 decode 2.61 gc 0.28 | GPU 28122 MB 22% | RAM 2.94 GB 2% |
Parameters: Steps: 32| Size: 768x768| Seed: 1460879190| CFG scale: 2| App: SD.Next| Version: 42706fb| Pipeline: ChromaPipeline| Operations: txt2img| Model: chroma-unlocked-v48-detail-calibrated
Time: 14m 11.86s | total 1162.50 pipeline 849.22 preview 302.91 prompt 3.72 te 3.70 decode 2.62 gc 0.30 | GPU 28134 MB 22% | RAM 2.95 GB 2% |
SD.Next Config
{
"samples_filename_pattern": "[seq]-[date]-[model_name]-[height]x[width]-Seed[seed]-CFG[cfg]-STEP[steps]",
"diffusers_offload_mode": "none",
"diffusers_to_gpu": true,
"device_map": "gpu"
}
Dockerfile variables
# intel specific environment variables
ENV IPEX_SDPA_SLICE_TRIGGER_RATE=1
ENV IPEX_ATTENTION_SLICE_RATE=0.5
ENV IPEX_FORCE_ATTENTION_SLICE=1
ENV IPEXRUN=true
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