CivArchive
    janku marin style - after training 2
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    Description

    ๐Ÿ“‚ Connecting to Google Drive...
    Mounted at /content/drive
    
    ๐Ÿ’ฟ Checking dataset...
    ๐Ÿ“MyDrive/Loras/sed/dataset
    ๐Ÿ“ˆ Found 404 images with 2 repeats, equaling 808 steps.
    ๐Ÿ“‰ Divide 808 steps by 4 batch size to get 202.0 steps per epoch.
    ๐Ÿ”ฎ There will be 20 epochs, for around 4040 total training steps.
    
    ๐Ÿญ Installing trainer...
    
    59 packages can be upgraded. Run 'apt list --upgradable' to see them.
    W: Skipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)
    The following additional packages will be installed:
      libaria2-0 libc-ares2 python3-pip-whl python3-setuptools-whl
    The following NEW packages will be installed:
      aria2 libaria2-0 libc-ares2 python3-pip-whl python3-setuptools-whl
      python3.10-venv
    0 upgraded, 6 newly installed, 0 to remove and 59 not upgraded.
    Need to get 3,994 kB of archives.
    After this operation, 8,194 kB of additional disk space will be used.
    Selecting previously unselected package libc-ares2:amd64.
    (Reading database ... 122363 files and directories currently installed.)
    Preparing to unpack .../0-libc-ares2_1.18.1-1ubuntu0.22.04.3_amd64.deb ...
    Unpacking libc-ares2:amd64 (1.18.1-1ubuntu0.22.04.3) ...
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    Preparing to unpack .../1-libaria2-0_1.36.0-1_amd64.deb ...
    Unpacking libaria2-0:amd64 (1.36.0-1) ...
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    Unpacking python3.10-venv (3.10.12-1~22.04.15) ...
    Setting up python3-setuptools-whl (68.1.2-2~jammy3) ...
    Setting up python3-pip-whl (22.0.2+dfsg-1ubuntu0.7) ...
    Setting up libc-ares2:amd64 (1.18.1-1ubuntu0.22.04.3) ...
    Setting up libaria2-0:amd64 (1.36.0-1) ...
    Setting up python3.10-venv (3.10.12-1~22.04.15) ...
    Setting up aria2 (1.36.0-1) ...
    Processing triggers for man-db (2.10.2-1) ...
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    /sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link
    
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    Cloning into '/content/trainer'...
    remote: Enumerating objects: 388, done.
    remote: Total 388 (delta 0), reused 0 (delta 0), pack-reused 388 (from 1)
    Receiving objects: 100% (388/388), 7.80 MiB | 6.36 MiB/s, done.
    Resolving deltas: 100% (223/223), done.
    HEAD is now at 47ef6ed added installer for linux python 3.12 added a log-like output of the warmup steps in the console
    Submodule 'sd_scripts' (https://github.com/kohya-ss/sd-scripts) registered for path 'sd_scripts'
    Cloning into '/content/trainer/sd_scripts'...
    Submodule path 'sd_scripts': checked out 'e89653975ddf429cdf0c0fd268da0a5a3e8dba1f'
    creating venv and installing requirements
    Looking in indexes: https://download.pytorch.org/whl/cu124
    Collecting torch==2.5.1
      Downloading https://download-r2.pytorch.org/whl/cu124/torch-2.5.1%2Bcu124-cp310-cp310-linux_x86_64.whl (908.3 MB)
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    Collecting torchvision==0.20.1
      Downloading https://download-r2.pytorch.org/whl/cu124/torchvision-0.20.1%2Bcu124-cp310-cp310-linux_x86_64.whl (7.3 MB)
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    Collecting triton==3.1.0
      Downloading https://download-r2.pytorch.org/whl/triton-3.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (209.5 MB)
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    Collecting nvidia-cuda-cupti-cu12==12.4.127
      Downloading https://download.pytorch.org/whl/cu124/nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl (13.8 MB)
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    Collecting nvidia-cudnn-cu12==9.1.0.70
      Downloading https://download.pytorch.org/whl/cu124/nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl (664.8 MB)
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    Collecting nvidia-nvjitlink-cu12==12.4.127
      Downloading https://download.pytorch.org/whl/cu124/nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl (21.1 MB)
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    Collecting filelock
      Downloading filelock-3.29.0-py3-none-any.whl (39 kB)
    Collecting nvidia-curand-cu12==10.3.5.147
      Downloading https://download.pytorch.org/whl/cu124/nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_x86_64.whl (56.3 MB)
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    Collecting nvidia-nvtx-cu12==12.4.127
      Downloading https://download.pytorch.org/whl/cu124/nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl (99 kB)
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    Collecting nvidia-cuda-runtime-cu12==12.4.127
      Downloading https://download.pytorch.org/whl/cu124/nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl (883 kB)
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    Collecting fsspec
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    Collecting nvidia-nccl-cu12==2.21.5
      Downloading https://download.pytorch.org/whl/nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl (188.7 MB)
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    Collecting jinja2
      Downloading https://download.pytorch.org/whl/jinja2-3.1.6-py3-none-any.whl (134 kB)
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    Collecting sympy==1.13.1
      Downloading sympy-1.13.1-py3-none-any.whl (6.2 MB)
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    Collecting typing-extensions>=4.8.0
      Downloading https://download.pytorch.org/whl/typing_extensions-4.15.0-py3-none-any.whl (44 kB)
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    Collecting networkx
      Downloading networkx-3.4.2-py3-none-any.whl (1.7 MB)
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    Collecting nvidia-cusparse-cu12==12.3.1.170
      Downloading https://download.pytorch.org/whl/cu124/nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl (207.5 MB)
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    Collecting nvidia-cusolver-cu12==11.6.1.9
      Downloading https://download.pytorch.org/whl/cu124/nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl (127.9 MB)
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    Collecting nvidia-cublas-cu12==12.4.5.8
      Downloading https://download.pytorch.org/whl/cu124/nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_x86_64.whl (363.4 MB)
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    Collecting nvidia-cufft-cu12==11.2.1.3
      Downloading https://download.pytorch.org/whl/cu124/nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_x86_64.whl (211.5 MB)
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    Collecting nvidia-cuda-nvrtc-cu12==12.4.127
      Downloading https://download.pytorch.org/whl/cu124/nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl (24.6 MB)
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    Collecting pillow!=8.3.*,>=5.3.0
      Downloading pillow-12.2.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (7.1 MB)
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    Collecting numpy
      Downloading numpy-2.2.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (16.8 MB)
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    Collecting mpmath<1.4,>=1.1.0
      Downloading mpmath-1.3.0-py3-none-any.whl (536 kB)
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    Collecting MarkupSafe>=2.0
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    Installing collected packages: mpmath, typing-extensions, sympy, pillow, nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, numpy, networkx, MarkupSafe, fsspec, filelock, triton, nvidia-cusparse-cu12, nvidia-cudnn-cu12, jinja2, nvidia-cusolver-cu12, torch, torchvision
    Successfully installed MarkupSafe-3.0.3 filelock-3.29.0 fsspec-2026.4.0 jinja2-3.1.6 mpmath-1.3.0 networkx-3.4.2 numpy-2.2.6 nvidia-cublas-cu12-12.4.5.8 nvidia-cuda-cupti-cu12-12.4.127 nvidia-cuda-nvrtc-cu12-12.4.127 nvidia-cuda-runtime-cu12-12.4.127 nvidia-cudnn-cu12-9.1.0.70 nvidia-cufft-cu12-11.2.1.3 nvidia-curand-cu12-10.3.5.147 nvidia-cusolver-cu12-11.6.1.9 nvidia-cusparse-cu12-12.3.1.170 nvidia-nccl-cu12-2.21.5 nvidia-nvjitlink-cu12-12.4.127 nvidia-nvtx-cu12-12.4.127 pillow-12.2.0 sympy-1.13.1 torch-2.5.1+cu124 torchvision-0.20.1+cu124 triton-3.1.0 typing-extensions-4.15.0
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    Installing collected packages: xformers
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      Downloading smmap-5.0.3-py3-none-any.whl (24 kB)
    Requirement already satisfied: MarkupSafe>=2.0 in ./venv/lib/python3.10/site-packages (from jinja2->torch->lycoris-lora==3.0.1.dev10->-r ../requirements.txt (line 10)) (3.0.3)
    Using legacy 'setup.py install' for lycoris-lora, since package 'wheel' is not installed.
    Building wheels for collected packages: dadaptation
      Building wheel for dadaptation (pyproject.toml) ... done
      Created wheel for dadaptation: filename=dadaptation-3.2-py3-none-any.whl size=23290 sha256=b432ddb7ade49274eec2586f531f54f9336acc0719ef9ae4f6b5a6c5055bf8d2
      Stored in directory: /root/.cache/pip/wheels/d0/03/6d/feba04df15ef39d9ac4e3504058ac2a88fb2ef9183ba92b111
    Successfully built dadaptation
    Installing collected packages: wheel, websockets, uvloop, typing-inspection, tomli, smmap, sentry-sdk, scipy, python-dotenv, pyngrok, pydantic-core, platformdirs, httptools, h11, exceptiongroup, dadaptation, click, annotated-types, uvicorn, pydantic, pycloudflared, gitdb, anyio, watchfiles, starlette, gitpython, wandb, pytorch_optimizer, lycoris-lora, came-pytorch
      Running setup.py install for lycoris-lora ... done
    Successfully installed annotated-types-0.7.0 anyio-4.13.0 came-pytorch-0.1.3 click-8.4.0 dadaptation-3.2 exceptiongroup-1.3.1 gitdb-4.0.12 gitpython-3.1.50 h11-0.16.0 httptools-0.7.1 lycoris-lora-3.0.1.dev10 platformdirs-4.9.6 pycloudflared-0.3.0 pydantic-2.13.4 pydantic-core-2.46.4 pyngrok-8.1.2 python-dotenv-1.2.2 pytorch_optimizer-3.1.2 scipy-1.15.3 sentry-sdk-2.60.0 smmap-5.0.3 starlette-1.0.0 tomli-2.4.1 typing-inspection-0.4.2 uvicorn-0.47.0 uvloop-0.22.1 wandb-0.27.0 watchfiles-1.2.0 websockets-16.0 wheel-0.47.0
    completed installing
    Found existing installation: rich 13.7.0
    Uninstalling rich-13.7.0:
      Successfully uninstalled rich-13.7.0
    
    โœ… Installation finished in 330 seconds.
    
    ๐Ÿ”„ Getting model...
    
    Download Results:
    gid   |stat|avg speed  |path/URI
    ======+====+===========+=======================================================
    28731f|OK  |   176MiB/s|//content/downloaded_model.safetensors
    
    Status Legend:
    (OK):download completed.
    
    Download Results:
    gid   |stat|avg speed  |path/URI
    ======+====+===========+=======================================================
    af4d91|OK  |   239MiB/s|//content/sdxl_vae.safetensors
    
    Status Legend:
    (OK):download completed.
    
    
    ๐Ÿ“„ Config saved to /content/drive/MyDrive/Loras/sed/training_config.toml
    ๐Ÿ“„ Dataset config saved to /content/drive/MyDrive/Loras/sed/dataset_config.toml
    
    โญ Starting trainer...
    
    rich is not installed, using basic logging
    Loading settings from /content/drive/MyDrive/Loras/sed/training_config.toml...
    /content/drive/MyDrive/Loras/sed/training_config
    rich is not installed, using basic logging
    tokenizer_config.json: 100% 905/905 [00:00<00:00, 7.81MB/s]
    vocab.json: 961kB [00:00, 115MB/s]
    merges.txt: 525kB [00:00, 144MB/s]
    special_tokens_map.json: 100% 389/389 [00:00<00:00, 3.41MB/s]
    tokenizer.json: 2.22MB [00:00, 197MB/s]
    tokenizer_config.json: 100% 904/904 [00:00<00:00, 5.95MB/s]
    vocab.json: 862kB [00:00, 157MB/s]
    merges.txt: 525kB [00:00, 148MB/s]
    special_tokens_map.json: 100% 389/389 [00:00<00:00, 3.48MB/s]
    tokenizer.json: 2.22MB [00:00, 191MB/s]
    Loading dataset config from /content/drive/MyDrive/Loras/sed/dataset_config.toml
    prepare images.
    get image size from name of cache files
    100% 404/404 [00:00<00:00, 320927.81it/s]
    set image size from cache files: 0/404
    found directory /content/drive/MyDrive/Loras/sed/dataset contains 404 image files
    read caption:  75% 304/404 [00:53<00:01, 54.88it/s]neither caption file nor class tokens are found. use empty caption for /content/drive/MyDrive/Loras/sed/dataset/309.jpeg / ใ‚ญใƒฃใƒ—ใ‚ทใƒงใƒณใƒ•ใ‚กใ‚คใƒซใ‚‚class tokenใ‚‚่ฆ‹ใคใ‹ใ‚Šใพใ›ใ‚“ใงใ—ใŸใ€‚็ฉบใฎใ‚ญใƒฃใƒ—ใ‚ทใƒงใƒณใ‚’ไฝฟ็”จใ—ใพใ™: /content/drive/MyDrive/Loras/sed/dataset/309.jpeg
    read caption: 100% 404/404 [00:53<00:00,  7.56it/s] 
    No caption file found for 1 images. Training will continue without captions for these images. If class token exists, it will be used. / 1ๆžšใฎ็”ปๅƒใซใ‚ญใƒฃใƒ—ใ‚ทใƒงใƒณใƒ•ใ‚กใ‚คใƒซใŒ่ฆ‹ใคใ‹ใ‚Šใพใ›ใ‚“ใงใ—ใŸใ€‚ใ“ใ‚Œใ‚‰ใฎ็”ปๅƒใซใคใ„ใฆใฏใ‚ญใƒฃใƒ—ใ‚ทใƒงใƒณใชใ—ใงๅญฆ็ฟ’ใ‚’็ถš่กŒใ—ใพใ™ใ€‚class tokenใŒๅญ˜ๅœจใ™ใ‚‹ๅ ดๅˆใฏใใ‚Œใ‚’ไฝฟใ„ใพใ™ใ€‚
    /content/drive/MyDrive/Loras/sed/dataset/309.jpeg
    808 train images with repeating.
    0 reg images.
    no regularization images / ๆญฃๅ‰‡ๅŒ–็”ปๅƒใŒ่ฆ‹ใคใ‹ใ‚Šใพใ›ใ‚“ใงใ—ใŸ
    [Dataset 0]
      batch_size: 4
      resolution: (1024, 1024)
      enable_bucket: True
      network_multiplier: 1.0
      min_bucket_reso: 256
      max_bucket_reso: 4096
      bucket_reso_steps: 64
      bucket_no_upscale: False
    
      [Subset 0 of Dataset 0]
        image_dir: "/content/drive/MyDrive/Loras/sed/dataset"
        image_count: 404
        num_repeats: 2
        shuffle_caption: True
        keep_tokens: 1
        keep_tokens_separator: 
        caption_separator: ,
        secondary_separator: None
        enable_wildcard: False
        caption_dropout_rate: 0.0
        caption_dropout_every_n_epochs: 0
        caption_tag_dropout_rate: 0.0
        caption_prefix: None
        caption_suffix: None
        color_aug: False
        flip_aug: False
        face_crop_aug_range: None
        random_crop: False
        token_warmup_min: 1
        token_warmup_step: 0
        alpha_mask: False
        custom_attributes: {}
        is_reg: False
        class_tokens: None
        caption_extension: .txt
    
    
    [Dataset 0]
    loading image sizes.
    100% 404/404 [00:01<00:00, 354.86it/s]
    make buckets
    number of images (including repeats) / ๅ„bucketใฎ็”ปๅƒๆžšๆ•ฐ๏ผˆ็นฐใ‚Š่ฟ”ใ—ๅ›žๆ•ฐใ‚’ๅซใ‚€๏ผ‰
    bucket 0: resolution (832, 1216), count: 2
    bucket 1: resolution (1024, 1024), count: 804
    bucket 2: resolution (1152, 896), count: 2
    mean ar error (without repeats): 7.977811976167784e-05
    preparing accelerator
    accelerator device: cuda
    loading model for process 0/1
    load StableDiffusion checkpoint: /content/downloaded_model.safetensors
    building U-Net
    loading U-Net from checkpoint
    U-Net: <All keys matched successfully>
    building text encoders
    loading text encoders from checkpoint
    text encoder 1: <All keys matched successfully>
    text encoder 2: <All keys matched successfully>
    building VAE
    loading VAE from checkpoint
    VAE: <All keys matched successfully>
    load VAE: /content/sdxl_vae.safetensors
    additional VAE loaded
    Enable SDPA for U-Net
    import network module: networks.lora
    [Dataset 0]
    caching latents with caching strategy.
    caching latents...
    100% 404/404 [10:18<00:00,  1.53s/it]
    create LoRA network. base dim (rank): 32, alpha: 16
    neuron dropout: p=None, rank dropout: p=None, module dropout: p=None
    apply LoRA to Conv2d with kernel size (3,3). dim (rank): 32, alpha: 16.0
    create LoRA for Text Encoder 1:
    create LoRA for Text Encoder 2:
    create LoRA for Text Encoder: 88 modules.
    create LoRA for U-Net: 788 modules.
    enable LoRA for text encoder: 88 modules
    enable LoRA for U-Net: 788 modules
    prepare optimizer, data loader etc.
    use 8-bit AdamW optimizer | {'weight_decay': 0.1, 'betas': [0.9, 0.99]}
    override steps. steps for 20 epochs is / ๆŒ‡ๅฎšใ‚จใƒใƒƒใ‚ฏใพใงใฎใ‚นใƒ†ใƒƒใƒ—ๆ•ฐ: 4060
    enable full fp16 training.
    running training / ๅญฆ็ฟ’้–‹ๅง‹
      num train images * repeats / ๅญฆ็ฟ’็”ปๅƒใฎๆ•ฐร—็นฐใ‚Š่ฟ”ใ—ๅ›žๆ•ฐ: 808
      num reg images / ๆญฃๅ‰‡ๅŒ–็”ปๅƒใฎๆ•ฐ: 0
      num batches per epoch / 1epochใฎใƒใƒƒใƒๆ•ฐ: 203
      num epochs / epochๆ•ฐ: 20
      batch size per device / ใƒใƒƒใƒใ‚ตใ‚คใ‚บ: 4
      gradient accumulation steps / ๅ‹พ้…ใ‚’ๅˆ่จˆใ™ใ‚‹ใ‚นใƒ†ใƒƒใƒ—ๆ•ฐ = 1
      total optimization steps / ๅญฆ็ฟ’ใ‚นใƒ†ใƒƒใƒ—ๆ•ฐ: 4060
    steps:   0% 0/4060 [00:00<?, ?it/s]unet dtype: torch.float16, device: cuda:0
    text_encoder [0] dtype: torch.float16, device: cuda:0
    text_encoder [1] dtype: torch.float16, device: cuda:0
    
    epoch 1/20
    epoch is incremented. current_epoch: 0, epoch: 1
    steps:   5% 203/4060 [34:57<11:04:16, 10.33s/it, avr_loss=0.0936]
    saving checkpoint: /content/drive/MyDrive/Loras/sed/output/sed-01.safetensors
    
    epoch 2/20
    epoch is incremented. current_epoch: 1, epoch: 2
    steps:  10% 406/4060 [1:09:54<10:29:08, 10.33s/it, avr_loss=0.0929]
    saving checkpoint: /content/drive/MyDrive/Loras/sed/output/sed-02.safetensors
    
    epoch 3/20
    epoch is incremented. current_epoch: 2, epoch: 3
    steps:  15% 609/4060 [1:44:46<9:53:45, 10.32s/it, avr_loss=0.101]
    saving checkpoint: /content/drive/MyDrive/Loras/sed/output/sed-03.safetensors
    
    epoch 4/20
    epoch is incremented. current_epoch: 3, epoch: 4
    steps:  20% 812/4060 [2:19:48<9:19:12, 10.33s/it, avr_loss=0.103]
    saving checkpoint: /content/drive/MyDrive/Loras/sed/output/sed-04.safetensors
    
    epoch 5/20
    epoch is incremented. current_epoch: 4, epoch: 5
    steps:  25% 1015/4060 [2:54:49<8:44:28, 10.33s/it, avr_loss=0.089]
    saving checkpoint: /content/drive/MyDrive/Loras/sed/output/sed-05.safetensors
    
    epoch 6/20
    epoch is incremented. current_epoch: 5, epoch: 6
    steps:  30% 1218/4060 [3:29:52<8:09:42, 10.34s/it, avr_loss=0.0877]
    saving checkpoint: /content/drive/MyDrive/Loras/sed/output/sed-06.safetensors
    
    epoch 7/20
    epoch is incremented. current_epoch: 6, epoch: 7
    steps:  35% 1421/4060 [4:04:52<7:34:45, 10.34s/it, avr_loss=0.0962]
    saving checkpoint: /content/drive/MyDrive/Loras/sed/output/sed-07.safetensors
    
    epoch 8/20
    epoch is incremented. current_epoch: 7, epoch: 8
    steps:  40% 1624/4060 [4:39:53<6:59:49, 10.34s/it, avr_loss=0.0971]
    saving checkpoint: /content/drive/MyDrive/Loras/sed/output/sed-08.safetensors
    
    epoch 9/20
    epoch is incremented. current_epoch: 8, epoch: 9
    steps:  43% 1756/4060 [5:02:40<6:37:08, 10.34s/it, avr_loss=0.0931]
    LORA
    SD 1.5

    Details

    Downloads
    4
    Platform
    CivitAI
    Platform Status
    Available
    Created
    5/26/2026
    Updated
    5/26/2026
    Deleted
    -

    Files

    sed-02.safetensors

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    CivitAI (1 mirrors)