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

Time: 27m 11.72s | total 1246.29 pipeline 1224.28 preview 7.57 decode 6.36 callback 3.69 prompt 2.02 te 2.01 gc 0.33 | GPU 34676 MB 29% | RAM 4.04 GB 3%

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
CFG2
CFG3
CFG4
CFG5
CFG6
CFG8

Test 2 - Face and hand

Prompt: Create a close-up photograph of a woman's face and hand, with her hand raised to her chin. She is wearing a white blazer and has a gold ring on her finger. Her nails are neatly manicured and her hair is pulled back into a low bun. She is smiling and has a radiant expression on her face. The background is a plain light gray color. The overall mood of the photo is elegant and sophisticated. The photo should have a soft, natural light and a slight warmth to it. The woman's hair is dark brown and pulled back into a low bun, with a few loose strands framing her face.

Time: 3m 16.71s | total 269.85 pipeline 190.50 preview 69.13 decode 6.19 prompt 1.88 te 1.86 gc 0.26 | GPU 34674 MB 27% | RAM 2.93 GB 2%

Time: 8m 9.21s | total 608.23 pipeline 482.79 preview 114.79 decode 6.39 prompt 1.98 te 1.96 gc 0.26 | GPU 34672 MB 27% | RAM 2.96 GB 2%

Time: 12m 36.06s | total 1492.01 pipeline 749.41 preview 727.33 decode 6.62 prompt 4.19 te 4.17 | GPU 35284 MB 27% | RAM 3.03 GB 2%

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

Test 3 - Legs

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
CFG2
CFG3
CFG3.5
CFG4
CFG5
CFG8

Test 4 CivitAi profile cover generation

1600x400

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 Krea"

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"

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.

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 Krea dev", upper right corner text "Stable Diffusion at home"

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 look back at the camera. paint brush is in the robot hand. Left bottom corner text "SD.Next + Flux.1 dev", uper right corner text "Stable Diffusion at home"

Prompt: 3d render 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 look back at the camera. paint brush is in the robot hand. Left bottom corner text "SD.Next + Flux.1 dev", uper right corner text "Stable Diffusion at home"

Prompt: 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 look back at the camera. paint brush is in the robot hand. Left bottom corner text "SD.Next + Flux.1 dev", uper right corner text "Stable Diffusion at home"

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"

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

CFG3.5
CFG 6

System info

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

{
  "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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Test 42 - Flux.1 SRPO dev DRAFT