Model	pipeline	Memory Usage	time	hand	legs
Stable Cascade 1.0
stable-cascade [a89f66d459]	StableCascadeCombinedPipeline	GPU 7620 MB 6% RAM 13.93 GB 11%	2m 44.11s
Stable Diffusion 3.5 (1024x1024)
tensorart--stable-diffusion-3.5-large-TurboX Image Size: 512x512 [23edf37b1f]	StableDiffusion3Pipeline	GPU 16604 MB 13% RAM 28.83 GB 23%	2m 48.05s
stabilityai--stable-diffusion-3.5-large-turbo (Authentification needed) Image Size: 512x512 [ec07796fc0]	StableDiffusion3Pipeline	GPU 16604 MB 13% RAM 28.51 GB 23%	2m 55.18s
stabilityai--stable-diffusion-3.5-large (Authentification needed) Image Size: 512x512 [ceddf0a7fd]	StableDiffusion3Pipeline	GPU 16528 MB 13% RAM 28.76 GB 23%	2m 41.02s
tensorart--stable-diffusion-3.5-medium-turbo [e89195b004]	StableDiffusion3Pipeline	GPU 9178 MB 7% RAM 18.02 GB 14%	7m 3.79s
Stable Diffusion XL (1024x1024)
dreamshaperXL_v21TurboDPMSDE [4496b36d48]	StableDiffusionXLPipeline	GPU 6590 MB 5% RAM 8.89 GB 7%	1m 45.68s
TempestV0.1-Artistic [9ca260b31e]	StableDiffusionXLPipeline	GPU 6590 MB 5% RAM 8.93 GB 7%	1m 47.59s
Segmind-Vega	StableDiffusionXLPipeline	GPU 2972 MB 2% RAM 6.33 GB 5%	54.78s
Segmind SSD-1B	StableDiffusionXLPipeline	GPU 4116 MB 3% RAM 7.45 GB 6%	1m 14.13s
juggernautXL_ragnarokBy [dd08fa32f9]	StableDiffusionXLPipeline	GPU 6588 MB 5% RAM 8.89 GB 7%	1m 47.37s
realvisxlV50_v50Bakedvae [49527024b6]	StableDiffusionXLPipeline	GPU 6588 MB 5% RAM 9.14 GB 7%	1m 46.33s
ponyDiffusionV6XL_v6TurboMerge [7555ac941f]	StableDiffusionXLPipeline	GPU 6588 MB 5% RAM 9.16 GB 7%	1m 46.88s
prefectPonyXL_v50 [d1a2aac8e5]	StableDiffusionXLPipeline	GPU 6588 MB 5% RAM 9.16 GB 7%	1m 45.82s
realismByStableYogi_ponyV3VAE [4796b66fd0]	StableDiffusionXLPipeline	GPU 6588 MB 5% RAM 9.17 GB 7%	1m 47.67s
ponyRealism_V23 [8ffda79382]	StableDiffusionXLPipeline	GPU 6588 MB 5% RAM 9.15 GB 7%	1m 49.29s
etri-vilab--koala-700m-llava-cap [d7992bd7b2]	StableDiffusionXLPipeline	GPU 2976 MB 2% RAM 5.61 GB 4%	51.43s
Stable diffusion 2.1 (512x512)
stable-diffusion-2.1	StableDiffusionPipeline	GPU 2576 MB 2% RAM 4.94 GB 4%	19.52s
Euler	StableDiffusionPipeline	GPU 2736 MB 2% RAM 4.87 GB 4%	17.60s
Steps: 50 Sampler: DDIM	StableDiffusionPipeline	GPU 2740 MB 2% RAM 4.92 GB 4%	42.43s
Stable diffusion 1.5 (512x512)
dreamshaper_8 [879db523c3]	StableDiffusionPipeline	GPU 3224 MB 3% RAM 4.62 GB 4%	23.51s
counterfeitV30_25 [a074b8864e]	StableDiffusionPipeline	GPU 2930 MB 2% RAM 5.18 GB 4%	21.06s
cyberrealistic_v80 [90389105e4]	StableDiffusionPipeline	GPU 2784 MB 2% RAM 5.05 GB 4%	21.80s
juggernaut_reborn [338b85bc4f] (need more steps)	StableDiffusionPipeline	GPU 2948 MB 2% RAM 5.06 GB 4%	21.86s
juggernaut_reborn Steps: 80	StableDiffusionPipeline	GPU 2784 MB 2% RAM 5.16 GB	1m 15.75s
juggernaut_reborn Steps: 40 Sampling DPM++ 2M SDE	StableDiffusionPipeline	GPU 2948 MB 2% RAM 5.15 GB 4%	38.21s
epicrealism_naturalSin [bff4610d23]	StableDiffusionPipeline	GPU 2784 MB 2% RAM 5.17 GB 4%	21.96s
Steps: 80	StableDiffusionPipeline	GPU 2784 MB 2% RAM 5.18 GB 4%	1m 17.22s
Steps: 40 Sampling DPM++ 2M SDE	StableDiffusionPipeline	GPU 2784 MB 2% RAM 5.17 GB 4%	39.37s
SegMoE-SD-4x2-v0 [7a7d12be30]	StableDiffusionPipeline	GPU 4522 MB 4% RAM 6.32 GB 5%	36.68s
majicmixRealistic_v7 [7c819b6d13]	StableDiffusionPipeline	GPU 2784 MB 2% RAM 5.25 GB 4%	22.85s
Steps: 40 Sampling Euler a	StableDiffusionPipeline	GPU 2784 MB 2% RAM 5.25 GB 4%	39.69s
meinamix_v12Final [a5e5a941a3]	StableDiffusionPipeline	GPU 2784 MB 2% RAM 5.33 GB 4%	24.68s
disney-pixal-cartoon [bd1ac21dc5]	StableDiffusionPipeline	GPU 2784 MB 2% RAM 5.25 GB 4%	24.80s
Sampling DPM++ 2M SDE	StableDiffusionPipeline	GPU 2952 MB 2% RAM 5.25 GB 4%	22.12s
Steps: 40 Sampling DPM++ 2M SDE Size: 768x768	StableDiffusionPipeline	GPU 7328 MB 6% RAM 5.27 GB 4%	4m 4.13s
Flux.1 Schnell
shuttle-3.1-aesthetic Steps: 20 Size: 512x512 Seed: 2646842481	FluxPipeline	GPU 23084 MB 18% RAM 34.95 GB 28%	2m 56.49s
Steps: 6 Size: 512x512 Seed: 2544969645	FluxPipeline	GPU 23084 MB 18% RAM 35.0 GB 28%	1m 3.14s
Steps: 15 Size: 768x768 Seed: 2544969645 Sampling DPM++ 2M	FluxPipeline	GPU 23770 MB 19% RAM 34.31 GB 27%	3m 55.38s
shuttle-jaguar Steps: 6 Size: 512x512 Seed: 2390905673	FluxPipeline	GPU 23074 MB 18% RAM 33.9 GB 27%	1m 10.53s
Steps: 15 Size: 768x768 Seed: 966612124	FluxPipeline	GPU 23778 MB 19% RAM 33.98 GB 27%	3m 32.41s
Black Forest Labs FLUX.1 Schnell (Authentification needed) Steps: 4 Size: 512x512 Seed: 2544969645 Sampling DPM++ 2M	FluxPipeline	GPU 23070 MB 18% RAM 34.24 GB 27%	1m 1.83s
Steps: 20 Seed: 2544969645 Size: 768x768	FluxPipeline	GPU 23770 MB 19% RAM 34.23 GB 27%	4m 52.01s
FLUX.1-dev [0ef5fff789] Steps: 20 Size: 512x512 Seed: 2544969645	FluxPipeline	GPU 23088 MB 18% RAM 34.22 GB 27%	2m 33.27s
Steps: 20 Size: 768x768 Sampler: DPM++ 2M Seed: 2544969645	FluxPipeline	GPU 23794 MB 19% RAM 34.23 GB 27%	4m 29.58s
ostris--Flex.1-alpha [5dd0b1bc2a] Steps: 20 Size: 512x512 Seed: 2646842481	FluxPipeline	GPU 15972 MB 12% RAM 27.59 GB 22%	2m 1.51s
Steps: 30 Size: 1024x1024Seed: 271048284	FluxPipeline	GPU 18070 MB 14% RAM 27.5 GB 22%	9m 32.13s	Image Added	Image Added
Flex.2
ostris/Flex.2-preview Size: 512x512 Seed: 2544969645	Flex2Pipeline	GPU 16128 MB 13% RAM 27.3 GB 22%	2m 23.92s
Steps: 34 Seed: 2544969645	Flex2Pipeline	GPU 16136 MB 13% RAM 27.17 GB 22%	3m 11.60s
kandinsky (512x512)
kandinsky-3 [bf79e6c219] Size: 512x512 Seed: 519161814	Kandinsky3Pipeline	GPU 16662 MB 13% RAM 25.34 GB 20%	41.31s
Steps: 50 Size: 512x512	Kandinsky3Pipeline	GPU 16666 MB 13% RAM 25.46 GB 20%	1m 4.68s
Steps: 35 Size: 768x768 Seed: 472327535	Kandinsky3Pipeline	GPU 16668 MB 13% RAM 25.29 GB 20%	1m 21.45s
CogView
CogView4-6B Steps: 20 Size: 1024x1024 Seed: 3047948615	CogView4Pipeline	GPU 18008 MB 14% RAM 32.6 GB 26%	18m 31.15s
Steps: 20 Size: 512x512 Seed: 3047948615	CogView4Pipeline	GPU 18876 MB 15% RAM 32.62 GB 26%	3m 42.76s
CogView3-Plus-3B Steps: 20 Size: 512x512 Seed: 3047948615	CogView3PlusPipeline	GPU 9172 MB 7% RAM 17.47 GB 14%	2m 52.31s
PixArtAlpha
PixArt-Sigma-XL-2-1024-MS Size: 1024x1024	PixArtSigmaPipeline	GPU 9422 MB 7% RAM 13.42 GB 11%	1m 57.11s
Size: 1280x1280 Seed: 1977597170	PixArtSigmaPipeline	GPU 11398 MB 9% RAM 13.47 GB 11%	3m 39.43s
Sana (1024x1024)
Sana_600M_512px Size: 512x512	SanaPipeline	GPU 5304 MB 4% RAM 9.47 GB 8%	17.30s
Sana_1600M_1024px Seed: 3047948615	SanaPipeline	GPU 5866 MB 5% RAM 11.31 GB 9%	51.80s
Sana_Sprint_1.6B_1024px Steps: 2 Seed: 3047948615	SanaSprintPipeline	GPU 14340 MB 11% RAM 11.41 GB 9%	11.90s
SANA1.5_1.6B_1024px Seed: 3047948615	SanaPipeline	GPU 5304 MB 4% RAM 10.97 GB 9%	54.40s
SANA1.5_4.8B_1024px Seed: 3047948615	SanaPipeline	GPU 10080 MB 8% RAM 16.8 GB 13%	2m 19.11s

Test 2. Get Idea from short

...

prompts and multilanguage test

Random prompts used in this test

crazy frog on the moon
Asian girl with white rabbit in New York Central Park
Sports car in faraway winter village get towed by coca-cola truck
Президент України на центральній площі столиці

Defaults (All SD.Next App parameters left in defaults)

Batch count =1
Batch size = 1
Guidance end = 1
Guidance scale = 6
Steps = 20
Sampling method = default

...

Model	crazy frog on the moon	Asian girl with white rabbit in New York Central Park	Sports car in faraway winter village get towed by coca-cola truck	Президент України на центральній площі столиці
stabilityai--stable-diffusion-3.5-large Model Size: 24G Image Size: 1024x1024, Time: 17m 48.33s
THUDM--CogView4-6B Model Size: 24G Image Size: 1024x1024, Pipeline: CogView4Pipeline Site https://cogview4.net/				Image Removed	Image Added
stable-diffusion-3.5-medium-turbo pipeline=StableDiffusion3Pipeline Model Size: 16G Image Size: 1024x1024,	Time: 13m
tensorart--stable-diffusion-3.5-large-TurboX pipeline=StableDiffusion3Pipeline Model Size: 28G Image Size: 1024x1024,	Time: 17m 49.71s
stabilityai--stable-cascade Model Size: 15G Image Size: 1024x1024, Pipeline: StableCascadeCombinedPipeline	Time: 2m 43.67s	Time: 2m 45.05s	Time: 2m 44.83s	Time: 2m 44.93s
stabilityai--stable-cascade-prior Model Size: 31G Image Size: 1024x1024, Pipeline: StableCascadeCombinedPipeline	Time: 2m 44.86s 86s	Time: 2m 44.76s	Time: 2m 44.76s	Time: 2m 44.77s
dreamshaperXL_v21TurboDPMSDE Model Size: 6.5G Image Size: 1024x1024, Pipeline: StableDiffusionXLPipeline	Time: 4m 10.85	Time: 4m 5.84s	Time: 4m 5.55s	Time: 4m 5.27s
dreamshaperXL_v21TurboDPMSDE Model Size: 6.5G Image Size: 1024x1024, (OpenVINO)	Time: 1m 25.62s	Time: 1m 27.45s 45s	Time: 1m 27.33s	Time: 1m 27.47s
ostris--Flex.1-alpha Model Size: 6.5G Pipeline: FluxPipeline Image Size: 1024x1024,	Time: 6m 52.95s	Time: 6m 27.95s	Time: 6m 26.53s	Time: 6m 27.70s
TempestV0.1-Artistic Model Size: 6.5G Pipeline: StableDiffusionXLPipeline Image Size: 1024x1024,	Time: 1m 45.31s	Time: 1m 46.13s	Time: 1m 45.31s 31s	Time: 1m 47.05s
dreamshaper_8 Model Size: 2.0G Pipeline: StableDiffusionPipeline Image Size: 1024x1024,	Time: 5m 53.64s
kandinsky-community--kandinsky-3 Model Size: 27G Pipeline: Kandinsky3Pipeline Image Size: 512x512,	Time: 22.38s	Time: 22.41s	Time: 22.96s	Time: 22.93s
segmind---SD-4x2-v0 Model Size: 3.7G Pipeline: StableDiffusionPipeline Image Size: 1024x1024,	time=868.29 (other high load)	Time: 5m 55.77s	Time: 6m 25.73s	Time: 6m 35.28s
segmind--tiny-sd Model Size: 1G Pipeline: StableDiffusionPipeline Image Size: 1024x1024,	Time: 3m 25.01s	Time: 3m 25.15s	Time: 3m 24.95s	Time: 3m 26.57s
XCLiu--instaflow_0_9B_from_sd_1_5 Model Size: 5.2G Pipeline: InstaFlowPipeline Image Size: 1024x1024,	Time: 13m 47.34s	Time: 13m 48.29s	Time: 13m 54.21s	Time: 13m 54.96s
juggernautXL_ragnarokBy Model Size: 6.7G Pipeline: StableDiffusionXLPipeline Image Size: 1024x1024,	Time: 1m 45.56s	Time: 1m 45.57s	Time: 1m 45.27s	Time: 1m 45.51s
juggernaut_reborn Model Size: 2.0G Pipeline: StableDiffusionPipeline Image Size: 1024x1024,	Time: 7m 51.51s	Time: 7m 12.42s	Time: 6m 32.72s	Time: 6m 12.55s
meinamix_v12Final Model Size: 2G Pipeline: StableDiffusionPipeline Image Size: 1024x1024,	7m 5.59s	Time: 5m 50.81s	6m 18.95s	Time: 14m 30.83s (background tasks)
ponyRealism_V23 Model Size: 6.2G Pipeline: StableDiffusionXLPipeline Image Size: 1024x1024,	Time: 1m 48.85s	Time: 1m 45.83s	Time: 1m 45.75s	Time: 1m 45.75s +neg. prompt (no nudes)
prefectPonyXL_v50 Model Size: 6.2G Pipeline: StableDiffusionXLPipeline Image Size: 1024x1024,	Time: 1m 45.26s	Time: 1m 45.37s	Time: 1m 45.31s	Time: 1m 45.46s
ponyDiffusionV6XL_v6TurboMerge Model Size: 6.5G Pipeline: StableDiffusionXLPipeline Image Size: 1024x1024,	Time: 1m 46.17s	Time: 1m 46.72s	Time: 1m 46.04s	Time: 4m 14.59s
epicrealism_naturalSin Model Size: 2G Pipeline: StableDiffusionPipeline Image Size: 1024x1024,	Time: 5m 49.91s (20 step)	Time: 5m 50.01s (20 steps, CFG=6)	Time: 8m 34.48s (30 steps, CFG=7.5)	Time: 8m 37.26s (30 steps, CFG=7.5)
counterfeitV30_25 Model Size: 4G Image Size: 1024x1024,		Time: 5m 50.00s	Time: 5m 49.99s	Time: 10m 58.72s
stablediffusionapi--disney-pixal-cartoon Model Size: 5.2G Pipeline: StableDiffusionPipeline Image Size: 1024x1024,	Time: 5m 52.60s	Time: 5m 52.44s	Time: 5m 52.57s	5m 56.06s
stablediffusionapi--anything-v5 Model Size: 5.2G Pipeline: StableDiffusionPipeline Image Size: 1024x1024,				Time: 6m 8.78s
Tencent-Hunyuan--HunyuanDiT-v1.2-Diffusers Model Size: 14G Image Size: 1024x1024, Pipeline: HunyuanDiTPipeline Sampling method = default
PixArt-alpha--PixArt-XL-2-512x512 Model Size: 21G Pipeline: PixArtAlphaPipeline Size: 512x512,	Time: 24.79s	Time: 24.69s	Time: 24.76s	Time: 24.69s
PixArt-alpha--PixArt-XL-2-512x512 Model Size: 21G Pipeline: PixArtAlphaPipeline Size: 1024x1024,
Efficient-Large-Model–Sana_Sprint_1.6B_1024px_diffuser Model Size: 9.1G Image Size: 1024x1024, Pipeline: SanaSprintPipeline Steps: 2	Time: 19.60s	Time: 12.25s	Time: 11.77s	Time: 11.51s
playgroundai--playground-v2-256px-base Model Size: 13G Pipeline: StableDiffusionXLPipeline Image Size: 256x256,	Time: 14.15s	Time: 14.15s	Time: 14.07s	Time: 14.13s
models--warp-ai–wuerstchen Pipeline: WuerstchenCombinedPipeline Model Size: 9.1G Image Size: 1024x1024,	Time: 1m 39.51s	Time: 1m 38.01s	Time: 1m 38.29s	Time: 1m 37.76s
etri-vilab--koala-700m-llava-cap Pipeline: StableDiffusionXLPipeline Model Size: 6.3G Image Size: 1024x1024,	Time: 50.27s	Time: 49.80s	Time: 50.52s	Time: 50.52s