Info

Info
DRAFT ARTICLE

https://huggingface.co/tencent/SRPO

Test 0 - Different seed variations

Prompt: photorealistic girl in bookshop choosing the book in romantic stories shelf. smiling

...

CFG6, STEP 32	Seed: 1620085323	Seed:1931701040	Seed:4075624134	Seed:2736029172
bookshop girl
hand and face
legs and shoes

Test 1 - Bookshop

Prompt: photorealistic girl in bookshop choosing the book in romantic stories shelf. smiling

	4	8	16	20	32
CFG1	Image Modified	Image Modified	Image Modified	Image Modified	Image Modified
CFG2	Image Modified	Image Modified	Image Added	Image Added	Image Added
CFG3	Image Added	Image Added	Image Added	Image Added	Image Added
CFG4	Image Added	Image Added	Image Added	Image Added	Image Added
CFG5	Image Added	Image Added	Image Added	Image Added	Image Added
CFG6	Image Added	Image Added	Image Added	Image Added	Image Added
CFG8	Image Added	Image Added	Image Added	Image Added	Image Added

Test 2 - Face and hand

	8	16	20	32
CFG1	Image Added	Image Added	Image Added	Image Added
CFG2	Image Added	Image Added	Image Added	Image Added
CFG3	Image Added	Image Added	Image Added	Image Added
CFG3.5	Image Added	Image Added	Image Added	Image Added
CFG4	Image Added	Image Added	Image Added	Image Added
CFG5	CFG8

Test 3 - Legs

	Image Added	Image Added	Image Added	Image Added
CFG6	Image Added	Image Added	Image Added	Image Added
CFG8	Image Added	Image Added	Image Added	Image Added

Test 3 - Legs

Prompt: Generate a Prompt: Generate a photo of a woman's legs, with her feet crossed and wearing white high-heeled shoes with ribbons tied around her ankles. The shoes should have a pointed toe and a stiletto heel. The woman's legs should be smooth and tanned, with a slight sheen to them. The background should be a light gray color. The photo should be taken from a low angle, looking up at the woman's legs. The ribbons should be tied in a bow shape around the ankles. The shoes should have a red sole. The woman's legs should be slightly bent at the knee.

	8	16	20	32
CFG1	Image Added	Image Added	Image Added	Image Added
CFG2	Image Added	Image Added	Image Added	Image Added
CFG3	Image Added	Image Added	Image Added	Image Added
CFG3.5	Image Added	Image Added	Image Added	Image Added
CFG4 CFG5	Image Added	CFG8	Image Added	Image Added	Image Added
CFG5	Image Added	Image Added	Image Added	Image Added
CFG6	Image Added	Image Added	Image Added	Image Added
CFG8	Image Added	Image Added	Image Added	Image Added

Test 4 CivitAi profile cover generation

1600x400

Image Added

Prompt: image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is surprised look back at the camera. paint brush is in the robot hand. Left bottom corner text "Flux.1 KreaSRPO"

Parameters: Steps: 32| Size: 1600x400| Seed: 433989387| CFG scale: 3.5

Prompt: image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is surprised look back at the camera. paint brush is in the robot hand. Left bottom corner text "Flux.1 dev"

Parameters: Steps: 32| Size: 1600x400| Seed: 4014230639| CFG scale: 8

Time: 7m 56.22s | total 699.72 pipeline 473.19 callback 203.91 preview 15.51 decode 3.01 prompt 1.91 te 1.90 gc 0.28 | GPU 33968 MB 28% | RAM 3.94 GB 3%

Image Added

Prompt: image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is surprised look back at the camera. paint brush is in the robot hand. Left bottom corner text "Flux.1 SRPO dev"

Time: 7m 57.51s | total 736.34 pipeline 474.42 callback 210.88 preview 43.84 decode 3.07 prompt 1.91 te 1.90 gc 0.30 | GPU 33968 MB 28% | RAM 3.94 GB 3%

Image Added

Prompt: with analog noise and glitches, CivitAi cover image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is surprised look back at the camera. paint brush is in the robot hand.

Time: 7m 59.44s | total 805.63 pipeline 475.91 callback 213.35 preview 105.11 prompt 3.73 te 3.72 decode 3.50 gc 0.29 | GPU 33936 MB 28% | RAM 4.02 GB 3%

Image Added

Prompt: with analog noise and glitches, CivitAi cover image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is surprised look back at the camera. paint brush is in the robot hand. Left bottom corner text "SD.Next + Flux.1 SRPO dev", upper right corner text "Stable Diffusion at home"

Image Added

Prompt: 80s cartoon stylePrompt: with analog noise and glitches, CivitAi cover image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is surprised look back at the camera. paint brush is in the robot hand. Left bottom corner text "SD.Next + Flux.1 Krea SRPO dev", upper right corner text "Stable Diffusion at home"

Image Added

Prompt: 3d render Prompt: 80s cartoon style, CivitAi cover image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is suprised surprised look back at the camera. paint brush is in the robot hand. Left bottom corner text "SD.Next + Flux.1 SRPO dev", uper upper right corner text "Stable Diffusion at home"

Image Added

Prompt: 3d render Retro poster style, CivitAi cover image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is suprised surprised look back at the camera. paint brush is in the robot hand. Left bottom corner text "SD.Next + Flux.1 SRPO dev", uper upper right corner text "Stable Diffusion at home"

Image Added

Prompt: Retro poster LEGO style, CivitAi cover image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is suprised surprised look back at the camera. paint brush is in the robot hand. Left bottom corner text "SD.Next + Flux.1 SRPO dev", uper upper right corner text "Stable Diffusion at home"

Parameters: Steps: 20| Size: 1600x400| Seed: 1620085323| CFG scale: 6

Prompt: LEGO style, CivitAi cover image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is surprised look back at the camera. paint brush is in the robot hand. Left bottom corner text "SD.Next + Flux.1 dev", upper right corner text "Stable Diffusion at home"

...

Time: 5m 1.74s | total 538.84 pipeline 298.69 callback 138.10 preview 94.91 decode 3.02 prompt 1.91 te 1.90 gc 0.29 | GPU 33950 MB 28% | RAM 3.96 GB 3%

Image Added

Prompt: CivitAi cover image with 5 canvases and one android robot painting on the 3rd canvas. first two is done with some futuristic images, last two is blank. robot is surprised look back at the camera. paint brush is in the robot hand. Left bottom corner text "SD.Next + Flux.1 dev", upper right corner text "Stable Diffusion at home"

Test 5 CFG 6 vs CFG

...

3.5

https://imgsli.com/NDE3MjY5

https://imgsli.com/NDE3Mjcx

CFG3.5														Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	CFG 6	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed	Image Removed		Image Added	Image Added	Image Added	Image Added	Image Added
CFG 6	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added	Image Added

Test 6 - Empty prompts

1024x1024, Steps 20


Image Added seed 1	Image Added	Image Added	Image Added	Image Added
Image Added seed 6	Image Added seed 7	Image Added seed 8	Image Added seed 9
Image Added seed 42	Image Added seed 324	Image Added seed 777	Image Added seed 1587494415Image Removed

System info

Code Block

Mon Sep 22 09:38:44 2025
app: sdnext.git updated: 2025-09-21 hash: 82504e96 url: https://github.com/vladmandic/sdnext.git/tree/dev
arch: x86_64 cpu: x86_64 system: Linux release: 6.14.0-29-generic python: 3.12.3

Torch: 2.7.1+xpu device: Intel(R) Arc(TM) Graphics (1) ipex: 2.7.10+xpu

ram: free:121.28 used:4.05 total:125.33
gpu: free:81.62 used:35.75 total:117.37
gpu-active: current:31.63 peak:33.68
gpu-allocated: current:31.63 peak:33.68
gpu-reserved: current:35.75 peak:35.75
gpu-inactive: current:0.13 peak:0.74
events: retries:0 oom:0
utilization: 0

xformers: diffusers: 0.36.0.dev0 transformers: 4.56.1
active: xpu dtype: torch.bfloat16 vae: torch.bfloat16 unet: torch.bfloat16
base: vladmandic/flux.1-dev-SRPO refiner: none vae: none te: none unet: none
Backend: ipex Cross-attention: Scaled-Dot-Product

Config

Code Block

{
  "theme_type": "Standard",
  "diffusers_version": "efb7a299af46d739dec6a57a5d2814165fba24b5",
  "diffusers_offload_mode": "none",
  "ui_request_timeout": 300000,
  "huggingface_token": "hf_..FraU",
  "samples_filename_pattern": "[date]-[seq]-[model_name]-[height]x[width]-Seed[seed]-CFG[cfg]-AG[pag]-STEP[steps]",
  "sd_model_checkpoint": "vladmandic/flux.1-dev-SRPO",
  "sd_checkpoint_hash": null,
  "hf_transfer_mode": "xet",
  "extra_networks_sort": "sort: no cards",
  "schedulers_solver_order": 1,
  "schedulers_sigma": "flowmatch",
  "schedulers_prediction_type": "flow_prediction",
  "schedulers_timestep_spacing": "leading",
  "schedulers_beta_schedule": "scaled",
  "cuda_compile_backend": "none",
  "diffusers_to_gpu": true,
  "device_map": "gpu",
  "queue_paused": true
}

Model info

Module	Class	Device	DType	Params	Modules	Config
vae	AutoencoderKL	xpu:0	torch.bfloat16	None	83819683	241	FrozenDict({'in_channels': 3, 'out_channels': 3, 'down_block_types': ['DownEncoderBlock2D', 'DownEncoderBlock2D', 'DownEncoderBlock2D', 'DownEncoderBlock2D'], 'up_block_types': ['UpDecoderBlock2D', 'UpDecoderBlock2D', 'UpDecoderBlock2D', 'UpDecoderBlock2D'], 'block_out_channels': [128, 256, 512, 512], 'layers_per_block': 2, 'act_fn': 'silu', 'latent_channels': 16, 'norm_num_groups': 32, 'sample_size': 1024, 'scaling_factor': 0.3611, 'shift_factor': 0.1159, 'latents_mean': None, 'latents_std': None, 'force_upcast': True, 'use_quant_conv': False, 'use_post_quant_conv': False, 'mid_block_add_attention': True, '_class_name': 'AutoencoderKL', '_diffusers_version': '0.36.0.dev0', '_name_or_path': '/mnt/models/Diffusers/models--vladmandic--flux.1-dev-SRPO/snapshots/690eab4805ea624e20d1abbe4318afba7cccd6b1/vae'})
text_encoder	CLIPTextModel	xpu:0	torch.bfloat16	None	123060480	152	CLIPTextConfig { "architectures": [ "CLIPTextModel" ], "attention_dropout": 0.0, "bos_token_id": 0, "dropout": 0.0, "dtype": "bfloat16", "eos_token_id": 2, "hidden_act": "quick_gelu", "hidden_size": 768, "initializer_factor": 1.0, "initializer_range": 0.02, "intermediate_size": 3072, "layer_norm_eps": 1e-05, "max_position_embeddings": 77, "model_type": "clip_text_model", "num_attention_heads": 12, "num_hidden_layers": 12, "pad_token_id": 1, "projection_dim": 768, "transformers_version": "4.56.1", "vocab_size": 49408 }
text_encoder_2	T5EncoderModel	xpu:0	torch.bfloat16	None	4762310656	463	T5Config { "architectures": [ "T5EncoderModel" ], "classifier_dropout": 0.0, "d_ff": 10240, "d_kv": 64, "d_model": 4096, "decoder_start_token_id": 0, "dense_act_fn": "gelu_new", "dropout_rate": 0.1, "dtype": "bfloat16", "eos_token_id": 1, "feed_forward_proj": "gated-gelu", "initializer_factor": 1.0, "is_encoder_decoder": false, "is_gated_act": true, "layer_norm_epsilon": 1e-06, "model_type": "t5", "num_decoder_layers": 24, "num_heads": 64, "num_layers": 24, "output_past": true, "pad_token_id": 0, "relative_attention_max_distance": 128, "relative_attention_num_buckets": 32, "tie_word_embeddings": false, "transformers_version": "4.56.1", "use_cache": false, "vocab_size": 32128 }
tokenizer	CLIPTokenizer	None	None	None	0	0	None
tokenizer_2	T5TokenizerFast	None	None	None	0	0	None
transformer	FluxTransformer2DModel	xpu:0	torch.bfloat16	None	11901408320	1279	FrozenDict({'patch_size': 1, 'in_channels': 64, 'out_channels': None, 'num_layers': 19, 'num_single_layers': 38, 'attention_head_dim': 128, 'num_attention_heads': 24, 'joint_attention_dim': 4096, 'pooled_projection_dim': 768, 'guidance_embeds': True, 'axes_dims_rope': [16, 56, 56], '_class_name': 'FluxTransformer2DModel', '_diffusers_version': '0.36.0.dev0', '_name_or_path': 'vladmandic/flux.1-dev-SRPO'})
scheduler	FlowMatchEulerDiscreteScheduler	None	None	None	0	0	FrozenDict({'num_train_timesteps': 1000, 'shift': 3.0, 'use_dynamic_shifting': True, 'base_shift': 0.5, 'max_shift': 1.15, 'base_image_seq_len': 256, 'max_image_seq_len': 4096, 'invert_sigmas': False, 'shift_terminal': None, 'use_karras_sigmas': False, 'use_exponential_sigmas': False, 'use_beta_sigmas': False, 'time_shift_type': 'exponential', 'stochastic_sampling': False, '_class_name': 'FlowMatchEulerDiscreteScheduler', '_diffusers_version': '0.36.0.dev0'})
image_encoder	NoneType	None	None	None	0	0	None
feature_extractor	NoneType	None	None	None	0	0	None

...

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Versions Compared

Old Version 10

New Version Current

Key

Info

Test 0 - Different seed variations

Test 1 - Bookshop

Test 2 - Face and hand

Test 3 - Legs

Test 3 - Legs

Test 4 CivitAi profile cover generation

Test 5 CFG 6 vs CFG

3.5

Test 6 - Empty prompts

System info

Config

Model info

Page tree

Page History

Versions Compared

Old Version 10

New Version Current

Key

Info

Test 0 - Different seed variations

Test 1 - Bookshop

Test 2 - Face and hand

Test 3 - Legs

Test 3 - Legs

Test 4 CivitAi profile cover generation

Test 5 CFG 6 vs CFG

3.5

Test 6 - Empty prompts

System info

Config

Model info