accelerate launch --num_cpu_threads_per_process=10 train_network.py --network_module=networks.lora --pretrained_model_name_or_path=$ckpt --train_data_dir=$image_dir --reg_data_dir=$reg_dir --output_dir=$output --caption_extension=".txt" --shuffle_caption --prior_loss_weight=1 --resolution=512 --enable_bucket --min_bucket_reso=320 --max_bucket_reso=960 --train_batch_size=$train_batch_size --learning_rate=$learning_rate --max_train_steps=$mts --mixed_precision="fp16" --save_precision="fp16" --use_8bit_adam --xformers --save_every_n_epochs=$save_every_n_epochs --save_model_as=safetensors --output_name=$model_name --clip_skip=2 --seed=23 --network_dim=$network_dim --max_token_length=150 --cache_latents --lr_scheduler=$scheduler




python train_network.py --network_module=networks.lora --pretrained_model_name_or_path=/home/ubuntu/vdb/models/v1-5-pruned-emaonly.safetensors --train_data_dir=example/image_dir/ --reg_data_dir=example/reg_dir --output_dir=example/ --caption_extension=.txt --shuffle_caption --prior_loss_weight=1 --resolution=512 --enable_bucket --min_bucket_reso=320 --max_bucket_reso=960 --train_batch_size=8 --learning_rate=1e-4 --max_train_steps=45 --mixed_precision=fp16 --save_precision=fp16 --use_8bit_adam --xformers --save_every_n_epochs=4 --save_model_as=safetensors --output_name=example --clip_skip=2 --seed=23 --network_dim=128 --max_token_length=150 --cache_latents --lr_scheduler=cosine_with_restarts


python train_network.py --network_module=networks.lora --pretrained_model_name_or_path=/home/ubuntu/vdb/models/v1-5-pruned-emaonly.safetensors --train_data_dir=example/image_dir/ --reg_data_dir=example/reg_dir --output_dir=example/  --shuffle_caption --prior_loss_weight=1 --resolution=512 --enable_bucket --min_bucket_reso=320 --max_bucket_reso=960 --train_batch_size=8 --learning_rate=1e-4 --max_train_steps=45 --mixed_precision=fp16 --save_precision=fp16 --use_8bit_adam --xformers --save_every_n_epochs=4 --save_model_as=safetensors --output_name=example --clip_skip=2 --seed=23 --network_dim=128 --max_token_length=150 --cache_latents --lr_scheduler=cosine_with_restarts



(8k, RAW photo, best quality, masterpiece:1.2), (realistic, photo-realistic:1.37), ultra-detailed, 1 girl, cute, solo, beautiful detailed sky, detailed cafe, night, sitting, dating, (nose blush), (smile:1.1), (closed mouth), medium breasts, beautiful detailed eyes, (collared shirt:1.1), bowtie, pleated skirt, (short hair:1.2), floating hair

Paintings, sketches, (worst quality:2), (low quality:2), (normal quality:2), lowres, normal quality, ((monochrome)), ((grayscale)), skin spots, acnes, skin blemishes, age spot, glans



Random posture, (An extremely delicate and beautiful work), (masterpiece), 1girl, highly detailed,  (8k, RAW photo, best quality, masterpiece:1.2), radiosity, physically-based rendering,  pendant earrings , beautiful detailed sky, detailed cafe, night, sitting, dating, (nose blush), (smile:1.1), (closed mouth), (shirt:1.1), bowtie, pleated skirt, floating hair, 




 (masterpiece),  (8k, RAW photo, best quality, masterpiece:1.2), pendant earrings, beautiful detailed sky, detailed cafe, night, sitting, dating, (An extremely delicate and beautiful work)     <lora:idol_v01:1>