Bouguereau Style NOOB
このバージョンについて
{
"LoRA_type": "LyCORIS/LoCon",
"LyCORIS_preset": "full",
"adaptive_noise_scale": 0,
"additional_parameters": "--zero_terminal_snr",
"ae": "",
"apply_t5_attn_mask": false,
"async_upload": false,
"block_alphas": "",
"block_dims": "",
"block_lr_zero_threshold": "",
"blocks_to_swap": 0,
"bucket_no_upscale": true,
"bucket_reso_steps": 64,
"bypass_mode": false,
"cache_latents": false,
"cache_latents_to_disk": false,
"caption_dropout_every_n_epochs": 0,
"caption_dropout_rate": 0,
"caption_extension": ".txt",
"clip_g": "",
"clip_g_dropout_rate": 0,
"clip_l": "",
"clip_skip": 0,
"color_aug": false,
"constrain": 0,
"conv_alpha": 8,
"conv_block_alphas": "",
"conv_block_dims": "",
"conv_dim": 16,
"cpu_offload_checkpointing": false,
"dataset_config": "",
"debiased_estimation_loss": false,
"decompose_both": false,
"dim_from_weights": false,
"discrete_flow_shift": 3,
"dora_wd": false,
"double_blocks_to_swap": 0,
"down_lr_weight": "",
"dynamo_backend": "no",
"dynamo_mode": "default",
"dynamo_use_dynamic": false,
"dynamo_use_fullgraph": false,
"enable_all_linear": false,
"enable_bucket": true,
"epoch": 10,
"extra_accelerate_launch_args": "",
"factor": -1,
"flip_aug": false,
"flux1_cache_text_encoder_outputs": false,
"flux1_cache_text_encoder_outputs_to_disk": false,
"flux1_checkbox": false,
"fp8_base": false,
"fp8_base_unet": false,
"full_bf16": false,
"full_fp16": false,
"gpu_ids": "",
"gradient_accumulation_steps": 1,
"gradient_checkpointing": true,
"guidance_scale": 3.5,
"highvram": false,
"huber_c": 0.1,
"huber_scale": 1,
"huber_schedule": "snr",
"huggingface_path_in_repo": "",
"huggingface_repo_id": "",
"huggingface_repo_type": "",
"huggingface_repo_visibility": "",
"huggingface_token": "",
"img_attn_dim": "",
"img_mlp_dim": "",
"img_mod_dim": "",
"in_dims": "",
"ip_noise_gamma": 0.1,
"ip_noise_gamma_random_strength": false,
"keep_tokens": 0,
"learning_rate": 1,
"log_config": false,
"log_tracker_config": "",
"log_tracker_name": "",
"log_with": "tensorboard",
"logging_dir": "/root/autodl-tmp/outputs",
"logit_mean": 0,
"logit_std": 1,
"loraplus_lr_ratio": 0,
"loraplus_text_encoder_lr_ratio": 0,
"loraplus_unet_lr_ratio": 0,
"loss_type": "l2",
"lowvram": false,
"lr_scheduler": "cosine",
"lr_scheduler_args": "",
"lr_scheduler_num_cycles": 1,
"lr_scheduler_power": 1,
"lr_scheduler_type": "",
"lr_warmup": 0,
"lr_warmup_steps": 0,
"main_process_port": 0,
"masked_loss": false,
"max_bucket_reso": 4096,
"max_data_loader_n_workers": 0,
"max_grad_norm": 1,
"max_resolution": "1024,1024",
"max_timestep": 1000,
"max_token_length": 225,
"max_train_epochs": 0,
"max_train_steps": 0,
"mem_eff_attn": false,
"mem_eff_save": false,
"metadata_author": "",
"metadata_description": "",
"metadata_license": "",
"metadata_tags": "",
"metadata_title": "",
"mid_lr_weight": "",
"min_bucket_reso": 1024,
"min_snr_gamma": 1,
"min_timestep": 0,
"mixed_precision": "bf16",
"mode_scale": 1.29,
"model_list": "custom",
"model_prediction_type": "sigma_scaled",
"module_dropout": 0,
"multi_gpu": false,
"multires_noise_discount": 0.1,
"multires_noise_iterations": 6,
"network_alpha": 16,
"network_dim": 32,
"network_dropout": 0.1,
"network_weights": "",
"noise_offset": 0,
"noise_offset_random_strength": false,
"noise_offset_type": "Original",
"num_cpu_threads_per_process": 2,
"num_machines": 1,
"num_processes": 1,
"optimizer": "Prodigy",
"optimizer_args": "\"weight_decay=0\" \"d_coef=1\" \"use_bias_correction=True\" \"safeguard_warmup=True\" \"betas=0.9,0.999\" \"decouple=True\"",
"output_dir": "/root/autodl-tmp/outputs",
"output_name": "oilpainting-NOOB-VPRED1.0-V1-locon-dim32alpha16-drop0.1-SNR1",
"persistent_data_loader_workers": false,
"pos_emb_random_crop_rate": 0,
"pretrained_model_name_or_path": "/root/kohya_ss/models/noobaiXLNAIXL_vPred10Version.safetensors",
"prior_loss_weight": 1,
"random_crop": false,
"rank_dropout": 0,
"rank_dropout_scale": false,
"reg_data_dir": "",
"rescaled": false,
"resume": "",
"resume_from_huggingface": "",
"sample_every_n_epochs": 1,
"sample_every_n_steps": 0,
"sample_prompts": "1girl, solo, breasts, brown hair, navel, medium breasts, nipples, standing, closed eyes, nude, small breasts, outdoors, sky, pussy, day, cloud, signature, water, hair bun, pubic hair, completely nude, uncensored, bird, ocean, beach, female pubic hair, single hair bun, wading, realistic, waves, oil painting \\(medium\\), masterpiece, absurdres --n worst quality, low quality, old, lowres, bad anatomy, bad hands, multiple views, text, signature, watermark, logo, username, mammal, anthro, furry, ambiguous form, feral, semi-anthro, censored, mosaic censoring, bar censor --w 1024 --h 1344 --l 5 --s 28",
"sample_sampler": "euler_a",
"save_clip": false,
"save_every_n_epochs": 1,
"save_every_n_steps": 0,
"save_last_n_epochs": 0,
"save_last_n_epochs_state": 0,
"save_last_n_steps": 0,
"save_last_n_steps_state": 0,
"save_model_as": "safetensors",
"save_precision": "bf16",
"save_state": false,
"save_state_on_train_end": false,
"save_state_to_huggingface": false,
"save_t5xxl": false,
"scale_v_pred_loss_like_noise_pred": false,
"scale_weight_norms": 0,
"sd3_cache_text_encoder_outputs": false,
"sd3_cache_text_encoder_outputs_to_disk": false,
"sd3_checkbox": false,
"sd3_clip_l": "",
"sd3_clip_l_dropout_rate": 0,
"sd3_disable_mmap_load_safetensors": false,
"sd3_enable_scaled_pos_embed": false,
"sd3_fused_backward_pass": false,
"sd3_t5_dropout_rate": 0,
"sd3_t5xxl": "",
"sd3_text_encoder_batch_size": 1,
"sdxl": true,
"sdxl_cache_text_encoder_outputs": false,
"sdxl_no_half_vae": true,
"seed": 31337,
"shuffle_caption": true,
"single_blocks_to_swap": 0,
"single_dim": "",
"single_mod_dim": "",
"skip_cache_check": false,
"split_mode": false,
"split_qkv": false,
"stop_text_encoder_training": 0,
"t5xxl": "",
"t5xxl_device": "",
"t5xxl_dtype": "bf16",
"t5xxl_lr": 0,
"t5xxl_max_token_length": 512,
"text_encoder_lr": 1,
"timestep_sampling": "sigma",
"train_batch_size": 2,
"train_blocks": "all",
"train_data_dir": "/root/autodl-tmp/oilpainting_V3",
"train_double_block_indices": "all",
"train_norm": false,
"train_on_input": true,
"train_single_block_indices": "all",
"train_t5xxl": false,
"training_comment": "",
"txt_attn_dim": "",
"txt_mlp_dim": "",
"txt_mod_dim": "",
"unet_lr": 1,
"unit": 1,
"up_lr_weight": "",
"use_cp": false,
"use_scalar": false,
"use_tucker": false,
"v2": false,
"v_parameterization": true,
"v_pred_like_loss": 0,
"vae": "",
"vae_batch_size": 0,
"wandb_api_key": "",
"wandb_run_name": "",
"weighted_captions": false,
"weighting_scheme": "logit_normal",
"xformers": "xformers"
}
モデル説明
NOOB V-PRED V4
NOOB V-PRED 1.0をベースに、改善されたパラメータで学習されました。このバージョンの学習詳細についてはこちらをご覧ください。
NOOB V-PRED V3
NOOB V-PRED 1.0をベースに学習されました。このバージョンの学習詳細についてはこちらをご覧ください。
いくつかの実験の後、V2での改善は実際には十分な学習が行われていなかったことの現れであることに気づきました。ブーゲローの絵画にはこのような高彩度の色は存在しないため、学習パラメータを調整し、minSNRを1に下げてアートスタイルのキャプチャを最大化しました。これにより四肢に多少の歪みが生じましたが、まだ許容範囲内だと考えています。
NOOB V-PRED V2
NOOB V-PRED 1.0をOneTrainerで学習しました。このバージョンの学習詳細についてはこちらをご覧ください。色合いとプロンプトへの反応が向上しています。
はじめに
ブーゲロー風を生成するためのLycoris。NOOB V0.65Sをベースに学習されました。OUT00-11ブロックはopnmfスタイルフュージョンの基盤を形成しています。生成時には写実的かつ油絵(medium)を使用してください。
利点
- スタイルの生成
欠点
四肢の歪み
目のぼやけ











