SD.Next supported models

https://vladmandic.github.io/sdnext-docs/Models/

List of Models by Size

On 2025-07-15 sorted by size

Publisher	Model	Version	Size	Diffusion Architecture	Model Params	Text Encoder(s)	TE Params	Auto Encoder
Wan-AI	WAN	2.1 14B	78.52GB	MMDiT		UMT5-XXL	14.288B	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
nVidia	Cosmos-Predict2 T2I	14B	37.36GB	MMDiT	14.26B	T5-XXL	4.86	WAN-VAE
Black Forest Labs	Flux	1 Dev/Schnell Kontext	32.93GB	MMDiT	11.9B	CLiP ViT-L + T5-XXL	0.12B + 4.76B	16ch VAE
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
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

Model	Low steps	High steps
Wan2.1-T2V-14B 256x256 - 1m 41.11s @ 16 STEPS 512x512 - 5m 48.96s @ 20STEPS 512x512 - 11m 42.14s @ 40STEPS 512x768 - hangs ⭐⭐⭐⭐ UniPC Multistep Scheduler generation progress + preview	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 🪪) ~~512x512 generates 1024x1024~~ ~~768x768 generates 1024x1024~~ 1024x1024 -10m 29.57s @ 12 STEPS 1024x1024 -16m 42.62s @ 20 STEPS 1024x1024 -41m 42.55s @ 50 STEPS ~~1280x1280 generates 1024x1024~~ ~~2048x2048 generates 1024x1024~~ ⭐⭐⭐⭐⭐ UniPC Multistep Scheduler generation progress + preview	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	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	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 🪪 ~~768x768 generates 1024x1024~~ 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 generation progress + preview	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%	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%
Cosmos-Predict2 T2I 14B
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 1024x1024 - hangs ⭐⭐⭐⭐ FlowMatch Euler DiscreteScheduler	768x1024 - 4m 54.68s @ 16 STEPS Parameters: Pipeline: FluxPipeline\| Steps: 16\| Size: 768x1024\| Seed: 1460879190\| CFG scale: 6\| App: SD.Next\| Version: 251c919\| Operations: txt2img\| Model: FLUX.1-dev Time: 4m 54.68s \| total 444.67 pipeline 282.38 preview 139.55 decode 10.05 offload 6.89 move 1.92 prompt 1.91 te 1.88 post 0.33 gc 0.32 \| GPU 33804 MB 26% \| RAM 25.12 GB 20%	768x1024 - 14m 56.94s@ 40 STEPS Parameters: Pipeline: FluxPipeline\| Steps: 50\| Size: 768x1024\| Seed: 1460879190\| CFG scale: 6\| App: SD.Next\| Version: 251c919\| Operations: txt2img\| Model: FLUX.1-dev Time: 14m 56.94s \| total 1776.47 pipeline 875.87 preview 852.86 decode 10.81 move 9.96 prompt 9.95 te 9.91 offload 6.88 post 0.29 gc 0.27 \| GPU 33632 MB 26% \| RAM 25.15 GB 20%
FLUX.1-Kontext-dev FlowMatch Euler DiscreteScheduler
FLUX.1-schnell 🪪 768x768 - ok 768x1024 - 1m 24.86s @ 4 STEPS 768x1024 - 7m 45.92s @ 24 STEPS 1024x1024 - hangs ⭐⭐⭐⭐ FlowMatch Euler DiscreteScheduler	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
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 generation progress not shown ⭐⭐⭐⭐	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 4
Kandinsky 3
Wan2.1-T2V-1.3B 256x256 - 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) ⭐ TODO: try lower CFG UniPC Multistep Scheduler generation progress + preview	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%
SD 3.5
Chroma

Model

Low steps

High steps

Wan2.1-T2V-14B

256x256 - 1m 41.11s @ 16 STEPS

512x512 - 5m 48.96s @ 20STEPS

512x512 - 11m 42.14s @ 40STEPS

512x768 - hangs

⭐⭐⭐⭐

UniPC Multistep Scheduler

generation progress + preview

512x512- 5m 48.96s @ 20 STEPS

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

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 🪪)

~~512x512 generates 1024x1024~~

~~768x768 generates 1024x1024~~

1024x1024 -10m 29.57s @ 12 STEPS

1024x1024 -16m 42.62s @ 20 STEPS

1024x1024 -41m 42.55s @ 50 STEPS

~~1280x1280 generates 1024x1024~~

~~2048x2048 generates 1024x1024~~

⭐⭐⭐⭐⭐

UniPC Multistep Scheduler

generation progress + preview

1024x1024 - 10m 29.57s @ 12 STEPS

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

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

1024x1024 - 17m 47.83s @ 20 STEPS

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

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

1024x1024 - 3m 39.03s @ 4 STEPS

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

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 🪪

~~768x768 generates 1024x1024~~

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

generation progress + preview

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%

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%

Cosmos-Predict2 T2I 14B

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

1024x1024 - hangs

⭐⭐⭐⭐

FlowMatch Euler DiscreteScheduler

768x1024 - 4m 54.68s @ 16 STEPS

Time: 4m 54.68s | total 444.67 pipeline 282.38 preview 139.55 decode 10.05 offload 6.89 move 1.92 prompt 1.91 te 1.88 post 0.33 gc 0.32 | GPU 33804 MB 26% | RAM 25.12 GB 20%

768x1024 - 14m 56.94s@ 40 STEPS

Time: 14m 56.94s | total 1776.47 pipeline 875.87 preview 852.86 decode 10.81 move 9.96 prompt 9.95 te 9.91 offload 6.88 post 0.29 gc 0.27 | GPU 33632 MB 26% | RAM 25.15 GB 20%

FLUX.1-Kontext-dev

FlowMatch Euler DiscreteScheduler

FLUX.1-schnell 🪪

768x768 - ok

768x1024 - 1m 24.86s @ 4 STEPS

768x1024 - 7m 45.92s @ 24 STEPS

1024x1024 - hangs

⭐⭐⭐⭐

FlowMatch Euler DiscreteScheduler

768x1024 - 1m 24.86s @ 4 STEPS

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

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

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

generation progress not shown

⭐⭐⭐⭐

1024x1024 - 9m 33.83s @ 16 STEPS

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

Time: 30m 29.41s | total 1829.18 pipeline 1829.12 post 0.27 | GPU 18054 MB 14% | RAM 2.72 GB 2%

CogView 4

Kandinsky 3

Wan2.1-T2V-1.3B

256x256 - 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)

⭐

TODO: try lower CFG

UniPC Multistep Scheduler

generation progress + preview

512x512 - 54.41s @ 20 STEPS

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

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%

SD 3.5

Chroma