Nanakusa Nazuna - Yofukashi no uta [Pony][DoRA]

This is a DoRA version of Nanakusa Nazuna - Yofukashi no uta XL (Pony version) uploaded as a separate model to conform to the Civitai model Type field.

This is part of a small network test training comparison (LoRA, DoRA, LoKR), can reference this post for their comparisons - I can upload the LoKR version on request but I felt the LoRA/DoRA versions were better.

I'm also trying to train GLoRA with kohya_ss without much luck yet (black outputs).

Recommended prompt:

Images were manually rated with quality/aesthetic tags:

masterpiece, best quality, low quality, very aesthetic, aesthetic

Positive prompt:

nanakusa nazuna \(yofukashi no uta\), 1girl, solo, blue eyes, ringed eyes, vampire, braided hair rings, blunt bangs, short hair,

{{outfit}},

score_9, score_8_up, score_7_up, score_6_up, masterpiece, best quality, very aesthetic

Negative prompt:

(worst quality, low quality:1.1), score_4, score_3, score_2, score_1, error, bad anatomy, bad hands, watermark, ugly, distorted, signature

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License

Fair AI Public License 1.0-SD

描述:

This is a DoRA, not your typically made LoRA. A1111 v1.9.0 and up is required to use this. Forge users must download two files, which can be found here. Go to stable-diffusion-webui\ldm_patched\modules and replace the files there.

Kohya training config (toml):

bucket_no_upscale = true

bucket_reso_steps = 256

cache_latents = true

cache_latents_to_disk = true

caption_extension = ".txt"

clip_skip = 2

dynamo_backend = "no"

enable_bucket = true

epoch = 20

full_bf16 = true

gradient_accumulation_steps = 1

gradient_checkpointing = true

huber_c = 0.1

huber_schedule = "snr"

learning_rate = 1.0

logging_dir = "E:/work/LoRa_work/logging"

loss_type = "l2"

lr_scheduler = "cosine"

lr_scheduler_args = []

lr_scheduler_num_cycles = 1

lr_scheduler_power = 1

max_bucket_reso = 2048

max_data_loader_n_workers = 0

max_grad_norm = 1

max_timestep = 1000

max_token_length = 225

max_train_epochs = 20

max_train_steps = 153

metadata_author = "motimalu"

min_bucket_reso = 512

min_snr_gamma = 5

mixed_precision = "bf16"

multires_noise_discount = 0.3

multires_noise_iterations = 6

network_alpha = 32

network_args = [ "preset=full", "conv_dim=1", "conv_alpha=1", "rank_dropout=0",

"bypass_mode=False", "dora_wd=True", "module_dropout=0", "use_tucker=False",

"use_scalar=False", "rank_dropout_scale=False", "algo=locon", "train_norm=False",]

network_dim = 32

network_module = "lycoris.kohya"

no_half_vae = true

noise_offset_type = "Multires"

optimizer_args = []

optimizer_type = "Prodigy"

output_dir = "D:/model_output"

output_name = "pony_nanakusa_nazuna_dora_v3"

pretrained_model_name_or_path =

"C:/workspace/webui_forge_cu121_torch21/webui/models/Stable-diffusion/ponyDiffusionV6XL_v6Start

WithThisOne.safetensors"

prior_loss_weight = 1

resolution = "1024,1024"

sample_every_n_epochs = 10

sample_prompts = "D:/model_output\\prompt.txt"

sample_sampler = "euler_a"

save_every_n_epochs = 20

save_model_as = "safetensors"

save_precision = "bf16"

seed = 339491249

text_encoder_lr = 1

train_batch_size = 8

train_data_dir = "C:/data/nanakusa_nazuna"

unet_lr = 1

xformers = true

训练词语: nanakusa nazuna \(yofukashi no uta\),blue eyes, ringed eyes, vampire, braided hair rings, blunt bangs, short hair,sleeveless turtleneck, hood, black cloak, crop top, cleavage cutout, jacket, short shorts, black shorts, thigh boots, black thighhighs