| Loading settings from /content/LoRA/config/config_file.toml... | |
| /content/LoRA/config/config_file | |
| prepare tokenizer | |
| Downloading (…)olve/main/vocab.json: 100% 961k/961k [00:00<00:00, 1.13MB/s] | |
| Downloading (…)olve/main/merges.txt: 100% 525k/525k [00:00<00:00, 823kB/s] | |
| Downloading (…)cial_tokens_map.json: 100% 389/389 [00:00<00:00, 257kB/s] | |
| Downloading (…)okenizer_config.json: 100% 905/905 [00:00<00:00, 399kB/s] | |
| update token length: 225 | |
| Load dataset config from /content/LoRA/config/dataset_config.toml | |
| prepare images. | |
| found directory /content/LoRA/train_data contains 11 image files | |
| 2750 train images with repeating. | |
| 0 reg images. | |
| no regularization images / 正則化画像が見つかりませんでした | |
| [Dataset 0] | |
| batch_size: 6 | |
| resolution: (512, 512) | |
| enable_bucket: True | |
| min_bucket_reso: 256 | |
| max_bucket_reso: 1024 | |
| bucket_reso_steps: 64 | |
| bucket_no_upscale: False | |
| [Subset 0 of Dataset 0] | |
| image_dir: "/content/LoRA/train_data" | |
| image_count: 11 | |
| num_repeats: 250 | |
| shuffle_caption: True | |
| keep_tokens: 0 | |
| caption_dropout_rate: 0 | |
| caption_dropout_every_n_epoches: 0 | |
| caption_tag_dropout_rate: 0 | |
| color_aug: False | |
| flip_aug: False | |
| face_crop_aug_range: None | |
| random_crop: False | |
| token_warmup_min: 1, | |
| token_warmup_step: 0, | |
| is_reg: False | |
| class_tokens: mksks | |
| caption_extension: .txt | |
| [Dataset 0] | |
| loading image sizes. | |
| 100% 11/11 [00:00<00:00, 439.09it/s] | |
| make buckets | |
| number of images (including repeats) / 各bucketの画像枚数（繰り返し回数を含む） | |
| bucket 0: resolution (384, 640), count: 250 | |
| bucket 1: resolution (512, 512), count: 1000 | |
| bucket 2: resolution (576, 448), count: 500 | |
| bucket 3: resolution (640, 384), count: 1000 | |
| mean ar error (without repeats): 0.0969292682863697 | |
| prepare accelerator | |
| Using accelerator 0.15.0 or above. | |
| loading model for process 0/1 | |
| load StableDiffusion checkpoint | |
| loading u-net: <All keys matched successfully> | |
| loading vae: <All keys matched successfully> | |
| Downloading (…)lve/main/config.json: 100% 4.52k/4.52k [00:00<00:00, 3.13MB/s] | |
| Downloading pytorch_model.bin: 100% 1.71G/1.71G [00:23<00:00, 73.3MB/s] | |
| loading text encoder: <All keys matched successfully> | |
| Replace CrossAttention.forward to use xformers | |
| [Dataset 0] | |
| caching latents. | |
| 100% 5/5 [00:13<00:00, 2.62s/it] | |
| import network module: lycoris.kohya | |
| Using rank adaptation algo: lora | |
| Use Dropout value: 0.0 | |
| Create LyCORIS Module | |
| create LyCORIS for Text Encoder: 72 modules. | |
| Create LyCORIS Module | |
| create LyCORIS for U-Net: 278 modules. | |
| enable LyCORIS for text encoder | |
| enable LyCORIS for U-Net | |
| prepare optimizer, data loader etc. | |
| Deprecated: use prepare_optimizer_params(text_encoder_lr, unet_lr, learning_rate) instead of prepare_optimizer_params(text_encoder_lr, unet_lr) | |
| CUDA SETUP: CUDA runtime path found: /usr/local/cuda-11.8/targets/x86_64-linux/lib/libcudart.so | |
| CUDA SETUP: Highest compute capability among GPUs detected: 7.5 | |
| CUDA SETUP: Detected CUDA version 118 | |
| CUDA SETUP: Loading binary /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cuda118.so... | |
| use 8-bit AdamW optimizer | {} | |
| override steps. steps for 2 epochs is / 指定エポックまでのステップ数: 920 | |
| running training / 学習開始 | |
| num train images * repeats / 学習画像の数×繰り返し回数: 2750 | |
| num reg images / 正則化画像の数: 0 | |
| num batches per epoch / 1epochのバッチ数: 460 | |
| num epochs / epoch数: 2 | |
| batch size per device / バッチサイズ: 6 | |
| gradient accumulation steps / 勾配を合計するステップ数 = 1 | |
| total optimization steps / 学習ステップ数: 920 | |
| steps: 0% 0/920 [00:00<?, ?it/s]epoch 1/2 | |
| steps: 50% 460/920 [11:32<11:32, 1.51s/it, loss=0.0465]saving checkpoint: /content/drive/MyDrive/LoRA/output/last-000001.safetensors | |
| generating sample images at step / サンプル画像生成 ステップ: 460 | |
| prompt: (masterpiece, best quality, highres, illustration, perfect anatomy), 1girl, solo, 40 years old mature female, sharp mature face, lipstick, red lips, beautiful pupil, sexy blue eyes:1.2, highlights in eyes:1.4, short hair, parted bangs, blonde hair, glasses, long nose, glamorous proportion, business suit | |
| negative_prompt: lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry | |
| height: 768 | |
| width: 512 | |
| sample_steps: 28 | |
| scale: 7.0 | |
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| epoch 2/2 | |
| steps: 100% 920/920 [23:20<00:00, 1.52s/it, loss=0.0274]generating sample images at step / サンプル画像生成 ステップ: 920 | |
| prompt: (masterpiece, best quality, highres, illustration, perfect anatomy), 1girl, solo, 40 years old mature female, sharp mature face, lipstick, red lips, beautiful pupil, sexy blue eyes:1.2, highlights in eyes:1.4, short hair, parted bangs, blonde hair, glasses, long nose, glamorous proportion, business suit | |
| negative_prompt: lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry | |
| height: 768 | |
| width: 512 | |
| sample_steps: 28 | |
| scale: 7.0 | |
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| save trained model to /content/drive/MyDrive/LoRA/output/last.safetensors | |
| model saved. | |
| steps: 100% 920/920 [23:31<00:00, 1.53s/it, loss=0.0274] |