Model Info and links

https://huggingface.co/circlestone-labs/Anima

https://huggingface.co/CalamitousFelicitousness/Anima-sdnext-diffusers

Test 0 - Seed and guidance

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

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.

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.

CFG4.5, STEP50Seed: 1620085323Seed:1931701040Seed:4075624134Seed:2736029172
Bookshop girl

Face and hand

Legs and shoes

Test 1 - Bookstore

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

Parameters: Steps: 30| Size: 1024x1024| Seed: 1620085323| CFG scale: 4| App: SD.Next| Version: c7ecba6| Pipeline: AnimaTextToImagePipeline| Operations: txt2img| Model: Anima-sdnext-diffusers

285H Time: 2m 26.69s | total 151.26 pipeline 146.65 preview 3.29 callback 0.98 | GPU 10654 MB 8% | RAM 22.38 GB 18%


51020304050100
CFG1

CFG2

CFG3

CFG4

CFG5

CFG6

CFG8

Test 2 - Face and hands

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.

Parameters: Steps: 32| Size: 1024x1024| Seed: 4075624134| CFG scale: 4| App: SD.Next| Version: c7ecba6| Pipeline: AnimaTextToImagePipeline| Operations: txt2img| Model: Anima-sdnext-diffusers

285H Time: 2m 40.12s | total 170.54 pipeline 160.07 preview 9.08 callback 1.06 | GPU 10654 MB 8% | RAM 22.48 GB 18%


8163264
CFG4

CFG4.5

CFG4.75

CFG5

CFG6

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.


8163264
CFG3

CFG4

CFG4.5

CFG5

CFG5.5

CFG6

Test 4 - Other model covers

Test 5 - Other prompts

Test 6 - Optional find the cover

Test 7 - Empty prompts


seed:1seed:2seed:3seed:4seed:5

seed:6seed:7seed:8seed:9seed:10

seed:21seed:42seed:68seed:324seed:2026


Test 8 - Compare Anima to Cosmos Predict 2B and WAI Illustrious

Cosmos 2B - 170 secondsAnima 2B - 170 seconds

WAI Illustrious XL v15 2.5B - 50 seconds

Z Image Turbo (7B) - 60 seconds

Prompt: masterpiece, best quality, score_7, safe. An anime girl wearing a black tank-top and denim shorts is standing outdoors. She's holding a rectangular sign out in front of her that reads "COSMOS" in solid white text. She's looking at the viewer with a smile. The background features some trees and blue sky with clouds. In the top left corner there is "2B" written in white drippy text.

Negative: out of frame, cropped

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 4| App: SD.Next| Version: 5b0f86b| Pipeline: Cosmos2TextToImagePipeline| Operations: txt2img| Model: Cosmos-Predict2-2B-Text2Image


Time: 2m 52.28s | total 452.06 pipeline 172.23 preview 139.04 callback 137.51 te 2.23 vae 1.01 | GPU 18668 MB 15% | RAM 36.1 GB 29%

Prompt: masterpiece, best quality, score_7, safe. An anime girl wearing a black tank-top and denim shorts is standing outdoors. She's holding a rectangular sign out in front of her that reads "ANIMA" in solid white text. She's looking at the viewer with a smile. The background features some trees and blue sky with clouds. In the top left corner there is "2B" written in white drippy text.

Negative: out of frame, cropped

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 4| App: SD.Next| Version: 5b0f86b| Pipeline: AnimaTextToImagePipeline| Operations: txt2img| Model: Anima-sdnext-diffusers


Time: 2m 50.03s | total 442.83 pipeline 169.98 callback 137.80 preview 134.76 | GPU 10784 MB 9% | RAM 25.57 GB 21%

Prompt: masterpiece, best quality, score_7, safe. An anime girl wearing a black tank-top and denim shorts is standing outdoors. She's holding a rectangular sign out in front of her that reads "WAI" in solid white text. She's looking at the viewer with a smile. The background features some trees and blue sky with clouds. In the top left corner there is "2B" written in white drippy text.

Negative: out of frame, cropped

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 7| App: SD.Next| Version: 5b0f86b| Pipeline: StableDiffusionXLPipeline| Operations: txt2img| Model: waiIllustriousSDXL_v150| Model hash: befc694a29


Time: 50.52s | total 120.96 pipeline 48.56 callback 41.03 preview 28.63 decode 1.89 gc 0.44 prompt 0.34 | GPU 10602 MB 8% | RAM 18.77 GB 15%

Prompt: masterpiece, best quality, score_7, safe. An anime girl wearing a black tank-top and denim shorts is standing outdoors. She's holding a rectangular sign out in front of her that reads "Z IMAGE ⚡" in solid white text. She's looking at the viewer with a smile. The background features some trees and blue sky with clouds. In the top left corner there is "7B" written in white drippy text.

Negative: out of frame, cropped

Parameters: Steps: 9| Size: 1024x1024| Seed: 42| CFG scale: 1.0| App: SD.Next| Version: 5b0f86b| Pipeline: ZImagePipeline| Operations: txt2img| Model: Z-Image-Turbo


Time: 1m 4.03s | total 167.43 pipeline 61.32 preview 53.37 callback 49.07 decode 2.66 te 0.52 gc 0.45 | GPU 23660 MB 19% | RAM 51.54 GB 42%

Prompt: mature female, solo, breasts, red hair, long hair, red eyes, large breasts, sunglasses, looking over eyewear, hair over one eye, sweater, looking at viewer, sleeveless, watch, adjusting eyewear, kirijou mitsuru, white sweater, bare shoulders, turtleneck, wristwatch, bangs, smile, tinted eyewear ,abstract background, foreshortening, masterpiece,best quality,amazing quality

Negative: bad quality,worst quality,worst detail,sketch,censor

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 4| App: SD.Next| Version: 5b0f86b| Pipeline: Cosmos2TextToImagePipeline| Operations: txt2img| Model: Cosmos-Predict2-2B-Text2Image

285H Time: 2m 50.14s | total 442.44 pipeline 170.10 callback 146.17 preview 123.99 te 2.11 | GPU 18516 MB 15% | RAM 25.93 GB 21%

Prompt: mature female, solo, breasts, red hair, long hair, red eyes, large breasts, sunglasses, looking over eyewear, hair over one eye, sweater, looking at viewer, sleeveless, watch, adjusting eyewear, kirijou mitsuru, white sweater, bare shoulders, turtleneck, wristwatch, bangs, smile, tinted eyewear ,abstract background, foreshortening, masterpiece,best quality,amazing quality

Negative: bad quality,worst quality,worst detail,sketch,censor

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 4| App: SD.Next| Version: 5b0f86b| Pipeline: AnimaTextToImagePipeline| Operations: txt2img| Model: Anima-sdnext-diffusers


Time: 2m 50.06s | total 455.26 pipeline 170.02 preview 143.23 callback 141.74 | GPU 10784 MB 9% | RAM 25.56 GB 21%

Prompt: mature female, solo, breasts, red hair, long hair, red eyes, large breasts, sunglasses, looking over eyewear, hair over one eye, sweater, looking at viewer, sleeveless, watch, adjusting eyewear, kirijou mitsuru, white sweater, bare shoulders, turtleneck, wristwatch, bangs, smile, tinted eyewear ,abstract background, foreshortening, masterpiece,best quality,amazing quality

Negative: bad quality,worst quality,worst detail,sketch,censor

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 7| App: SD.Next| Version: 5b0f86b| Pipeline: StableDiffusionXLPipeline| Operations: txt2img| Model: waiIllustriousSDXL_v150| Model hash: befc694a29


Time: 50.08s | total 118.48 pipeline 48.16 callback 39.72 preview 28.26 decode 1.88 gc 0.43 | GPU 10602 MB 8% | RAM 18.78 GB 15%

Prompt: mature female, solo, breasts, red hair, long hair, red eyes, large breasts, sunglasses, looking over eyewear, hair over one eye, sweater, looking at viewer, sleeveless, watch, adjusting eyewear, kirijou mitsuru, white sweater, bare shoulders, turtleneck, wristwatch, bangs, smile, tinted eyewear ,abstract background, foreshortening, masterpiece,best quality,amazing quality

Negative: bad quality,worst quality,worst detail,sketch,censor

Parameters: Steps: 9| Size: 1024x1024| Seed: 42| CFG scale: 1.0| App: SD.Next| Version: 5b0f86b| Pipeline: ZImagePipeline| Operations: txt2img| Model: Z-Image-Turbo


Time: 59.92s | total 108.08 pipeline 57.55 callback 37.01 preview 10.22 decode 2.32 te 0.48 gc 0.43 | GPU 23636 MB 19% | RAM 45.18 GB 37%

Prompt: 1girl, hatsune miku, dress, long hair, jewelry, white dress, blue eyes, necklace, bubble, solo, underwater, hair between eyes, looking at viewer, bangs, blue hair, bow, reaching towards viewer, blue theme, air bubble, hair bow, collarbone, floating hair, frills, twintails, blurry foreground, frilled dress, off-shoulder dress, bare shoulders, blurry, very long hair ,masterpiece,best quality,amazing quality

Negative: bad quality,worst quality,worst detail,sketch,censor

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 4| App: SD.Next| Version: 5b0f86b| Pipeline: Cosmos2TextToImagePipeline| Operations: txt2img| Model: Cosmos-Predict2-2B-Text2Image

285H Time: 2m 51.57s | total 462.25 pipeline 171.52 preview 145.39 callback 143.14 te 2.10 | GPU 18516 MB 15% | RAM 25.92 GB 21%

Prompt: 1girl, hatsune miku, dress, long hair, jewelry, white dress, blue eyes, necklace, bubble, solo, underwater, hair between eyes, looking at viewer, bangs, blue hair, bow, reaching towards viewer, blue theme, air bubble, hair bow, collarbone, floating hair, frills, twintails, blurry foreground, frilled dress, off-shoulder dress, bare shoulders, blurry, very long hair ,masterpiece,best quality,amazing quality

Negative: bad quality,worst quality,worst detail,sketch,censor

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 4| App: SD.Next| Version: 5b0f86b| Pipeline: AnimaTextToImagePipeline| Operations: txt2img| Model: Anima-sdnext-diffusers


Time: 2m 49.74s | total 434.46 pipeline 169.65 preview 132.45 callback 128.52 te 2.78 vae 0.97 | GPU 10784 MB 9% | RAM 25.53 GB 21%

Prompt: 1girl, hatsune miku, dress, long hair, jewelry, white dress, blue eyes, necklace, bubble, solo, underwater, hair between eyes, looking at viewer, bangs, blue hair, bow, reaching towards viewer, blue theme, air bubble, hair bow, collarbone, floating hair, frills, twintails, blurry foreground, frilled dress, off-shoulder dress, bare shoulders, blurry, very long hair ,masterpiece,best quality,amazing quality

Negative: bad quality,worst quality,worst detail,sketch,censor

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 7| App: SD.Next| Version: 5b0f86b| Pipeline: StableDiffusionXLPipeline| Operations: txt2img| Model: waiIllustriousSDXL_v150| Model hash: befc694a29


Time: 50.14s | total 117.81 pipeline 48.19 callback 38.90 preview 28.34 decode 1.89 gc 0.43 | GPU 10602 MB 8% | RAM 18.81 GB 15%

Prompt: 1girl, hatsune miku, dress, long hair, jewelry, white dress, blue eyes, necklace, bubble, solo, underwater, hair between eyes, looking at viewer, bangs, blue hair, bow, reaching towards viewer, blue theme, air bubble, hair bow, collarbone, floating hair, frills, twintails, blurry foreground, frilled dress, off-shoulder dress, bare shoulders, blurry, very long hair ,masterpiece,best quality,amazing quality

Negative: bad quality,worst quality,worst detail,sketch,censor

Parameters: Steps: 9| Size: 1024x1024| Seed: 42| CFG scale: 1.0| App: SD.Next| Version: 5b0f86b| Pipeline: ZImagePipeline| Operations: txt2img| Model: Z-Image-Turbo


Time: 59.81s | total 108.40 pipeline 57.43 callback 41.00 preview 6.68 decode 2.33 te 0.48 gc 0.43 | GPU 23636 MB 19% | RAM 45.21 GB 37%

Prompt: Naruto vs Sasuke final battle

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 4| App: SD.Next| Version: 5b0f86b| Pipeline: Cosmos2TextToImagePipeline| Operations: txt2img| Model: Cosmos-Predict2-2B-Text2Image

285H Time: 2m 51.47s | total 449.57 pipeline 171.42 preview 141.22 callback 134.72 te 2.12 | GPU 18516 MB 15% | RAM 25.94 GB 21%

Prompt: Naruto vs Sasuke final battle

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 4| App: SD.Next| Version: 5b0f86b| Pipeline: AnimaTextToImagePipeline| Operations: txt2img| Model: Anima-sdnext-diffusers


Time: 2m 50.34s | total 462.06 pipeline 170.29 callback 147.75 preview 143.46 te 0.46 | GPU 10784 MB 9% | RAM 25.55 GB 21%

Prompt: Naruto vs Sasuke final battle

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 7| App: SD.Next| Version: 5b0f86b| Pipeline: StableDiffusionXLPipeline| Operations: txt2img| Model: waiIllustriousSDXL_v150| Model hash: befc694a29


Time: 53.09s | total 131.10 pipeline 50.15 callback 42.47 preview 34.85 decode 2.89 gc 0.48 | GPU 10606 MB 8% | RAM 38.66 GB 31%

Prompt: Naruto vs Sasuke final battle

Parameters: Steps: 9| Size: 1024x1024| Seed: 42| CFG scale: 1.0| App: SD.Next| Version: 5b0f86b| Pipeline: ZImagePipeline| Operations: txt2img| Model: Z-Image-Turbo


Time: 1m 0.65s | total 108.69 pipeline 58.28 callback 41.51 preview 5.60 decode 2.33 te 0.49 gc 0.44 | GPU 23636 MB 19% | RAM 44.34 GB 36%

Prompt: looking at viewer, sitting, chair, 1girl, solo, the herta, purple eyes, witch hat, long hair, gradient hair, pantyhose, uneven footwear, boots,, masterpiece,best quality

Negative: bad quality,worst quality,worst detail

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 4| App: SD.Next| Version: 5b0f86b| Pipeline: Cosmos2TextToImagePipeline| Operations: txt2img| Model: Cosmos-Predict2-2B-Text2Image

285H Time: 2m 51.52s | total 466.14 pipeline 171.48 callback 147.49 preview 144.96 te 2.13 | GPU 18516 MB 15% | RAM 25.94 GB 21%

Prompt: looking at viewer, sitting, chair, 1girl, solo, the herta, purple eyes, witch hat, long hair, gradient hair, pantyhose, uneven footwear, boots,, masterpiece,best quality

Negative: bad quality,worst quality,worst detail

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 4| App: SD.Next| Version: 5b0f86b| Pipeline: AnimaTextToImagePipeline| Operations: txt2img| Model: Anima-sdnext-diffusers


Time: 2m 50.08s | total 455.30 pipeline 170.04 preview 142.77 callback 142.24 | GPU 10784 MB 9% | RAM 25.56 GB 21%

Prompt: looking at viewer, sitting, chair, 1girl, solo, the herta, purple eyes, witch hat, long hair, gradient hair, pantyhose, uneven footwear, boots,, masterpiece,best quality

Negative: bad quality,worst quality,worst detail

Parameters: Steps: 35| Size: 1024x1024| Seed: 42| CFG scale: 7| App: SD.Next| Version: 5b0f86b| Pipeline: StableDiffusionXLPipeline| Operations: txt2img| Model: waiIllustriousSDXL_v150| Model hash: befc694a29


Time: 49.96s | total 119.30 pipeline 48.01 callback 40.54 preview 28.14 decode 1.89 gc 0.44 | GPU 10600 MB 8% | RAM 18.83 GB 15%

Prompt: looking at viewer, sitting, chair, 1girl, solo, the herta, purple eyes, witch hat, long hair, gradient hair, pantyhose, uneven footwear, boots,, masterpiece,best quality

Negative: bad quality,worst quality,worst detail

Parameters: Steps: 9| Size: 1024x1024| Seed: 42| CFG scale: 1.0| App: SD.Next| Version: 5b0f86b| Pipeline: ZImagePipeline| Operations: txt2img| Model: Z-Image-Turbo


Time: 59.54s | total 107.56 pipeline 57.16 callback 42.06 preview 5.00 decode 2.33 te 0.52 gc 0.44 | GPU 23636 MB 19% | RAM 45.24 GB 37%

System Info

Tue Feb  3 12:50:13 2026
app: sdnext.git updated: 2026-02-02 hash: c7ecba67c tag:  tags:  url: https://github.com/liutyi/sdnext/tree/pytorch
arch: x86_64 cpu: x86_64 system: Linux release: 6.17.0-8-generic
python: 3.12.3 Pytorch: 2.10.0+xpu
device: Intel(R) Arc(TM) Graphics (1) ipex: 
ram: free:112.69 used:10.38 total:123.07
xformers: diffusers: 0.37.0.dev0 transformers: 4.57.5
active: xpu dtype: torch.bfloat16 vae: torch.bfloat16 unet: torch.bfloat16
base: CalamitousFelicitousness/Anima-sdnext-diffusers refiner: none vae: none te: none unet: none
Backend: ipex Pipeline: native Memory optimization: none Cross-attention: Scaled-Dot-Product


App config

.


Model metadata

CalamitousFelicitousness/Anima-sdnext-diffusers

ModuleClassDeviceDtypeQuantParamsModulesConfig
text_encoderQwen3Modelxpu:0torch.bfloat16None596049920425

Qwen3Config { "architectures": [ "Qwen3Model" ], "attention_bias": false, "attention_dropout": 0.0, "dtype": "bfloat16", "head_dim": 128, "hidden_act": "silu", "hidden_size": 1024, "initializer_range": 0.02, "intermediate_size": 3072, "layer_types": [ "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention", "full_attention" ], "max_position_embeddings": 32768, "max_window_layers": 28, "model_type": "qwen3", "num_attention_heads": 16, "num_hidden_layers": 28, "num_key_value_heads": 8, "rms_norm_eps": 1e-06, "rope_scaling": null, "rope_theta": 1000000.0, "sliding_window": null, "tie_word_embeddings": false, "transformers_version": "4.57.5", "use_cache": false, "use_sliding_window": false, "vocab_size": 151936 }

tokenizerQwen2TokenizerFastNoneNoneNone00

None

t5_tokenizerT5TokenizerFastNoneNoneNone00

None

llm_adapterAnimaLLMAdapterxpu:0torch.bfloat16None134663680139

FrozenDict({'source_dim': 1024, 'target_dim': 1024, 'model_dim': 1024, 'num_layers': 6, 'num_heads': 16, 'mlp_ratio': 4.0, 'vocab_size': 32128, 'use_self_attn': True, '_class_name': 'AnimaLLMAdapter', '_diffusers_version': '0.37.0', '_name_or_path': 'CalamitousFelicitousness/Anima-sdnext-diffusers'})

transformerCosmosTransformer3DModelxpu:0torch.bfloat16None19564052481138

FrozenDict({'in_channels': 16, 'out_channels': 16, 'num_attention_heads': 16, 'attention_head_dim': 128, 'num_layers': 28, 'mlp_ratio': 4.0, 'text_embed_dim': 1024, 'adaln_lora_dim': 256, 'max_size': [128, 240, 240], 'patch_size': [1, 2, 2], 'rope_scale': [1.0, 4.0, 4.0], 'concat_padding_mask': True, 'extra_pos_embed_type': None, 'use_crossattn_projection': False, 'crossattn_proj_in_channels': 1024, 'encoder_hidden_states_channels': 1024, '_use_default_values': ['use_crossattn_projection', 'crossattn_proj_in_channels', 'encoder_hidden_states_channels'], '_class_name': 'CosmosTransformer3DModel', '_diffusers_version': '0.37.0', '_name_or_path': 'CalamitousFelicitousness/Anima-sdnext-diffusers'})

vaeAutoencoderKLWanxpu:0torch.bfloat16None126892531260

FrozenDict({'base_dim': 96, 'decoder_base_dim': None, 'z_dim': 16, 'dim_mult': [1, 2, 4, 4], 'num_res_blocks': 2, 'attn_scales': [], 'temperal_downsample': [False, True, True], 'dropout': 0.0, 'latents_mean': [-0.7571, -0.7089, -0.9113, 0.1075, -0.1745, 0.9653, -0.1517, 1.5508, 0.4134, -0.0715, 0.5517, -0.3632, -0.1922, -0.9497, 0.2503, -0.2921], 'latents_std': [2.8184, 1.4541, 2.3275, 2.6558, 1.2196, 1.7708, 2.6052, 2.0743, 3.2687, 2.1526, 2.8652, 1.5579, 1.6382, 1.1253, 2.8251, 1.916], 'is_residual': False, 'in_channels': 3, 'out_channels': 3, 'patch_size': None, 'scale_factor_temporal': 4, 'scale_factor_spatial': 8, '_use_default_values': ['is_residual', 'decoder_base_dim', 'in_channels', 'patch_size', 'out_channels', 'scale_factor_spatial', 'scale_factor_temporal'], '_class_name': 'AutoencoderKLWan', '_diffusers_version': '0.33.0.dev0', '_name_or_path': '/mnt/models/Diffusers/models--CalamitousFelicitousness--Anima-sdnext-diffusers/snapshots/587e3941c37ace6234f9c0daa5c908408652870a/vae'})

schedulerFlowMatchEulerDiscreteSchedulerNoneNoneNone00

FrozenDict({'num_train_timesteps': 1000, 'shift': 3.0, 'use_dynamic_shifting': False, '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, '_use_default_values': ['time_shift_type', 'max_image_seq_len', 'shift_terminal', 'use_beta_sigmas', 'base_image_seq_len', 'use_exponential_sigmas', 'max_shift', 'use_dynamic_shifting', 'use_karras_sigmas', 'stochastic_sampling', 'base_shift', 'invert_sigmas'], '_class_name': 'FlowMatchEulerDiscreteScheduler', '_diffusers_version': '0.37.0'})