1665 lines
39 KiB
HTML
1665 lines
39 KiB
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<link rel="canonical" href="https://awslabs.github.io/stable-diffusion-aws-extension/user-guide/training-guide/">
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<title>Kohya Training guide - Extension for Stable Diffusion on AWS</title>
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Extension for Stable Diffusion on AWS
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Kohya Training guide
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg>
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<div class="md-source__repository">
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awslabs/stable-diffusion-aws-extension
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</a>
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<li class="md-tabs__item md-tabs__item--active">
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<a href="../.." class="md-tabs__link">
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Implementation Guide
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<img src="https://s3.cn-north-1.amazonaws.com.cn/aws-assets-prod/libra-css/images/site/fav/favicon.ico" alt="logo">
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Extension for Stable Diffusion on AWS
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<a href="https://github.com/awslabs/stable-diffusion-aws-extension" title="Go to repository" class="md-source" data-md-component="source">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg>
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<div class="md-source__repository">
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awslabs/stable-diffusion-aws-extension
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</a>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested">
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<label class="md-nav__link" for="__nav_1" id="__nav_1_label" tabindex="">
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<span class="md-ellipsis">
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Implementation Guide
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_1_label" aria-expanded="true">
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<label class="md-nav__title" for="__nav_1">
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<span class="md-nav__icon md-icon"></span>
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Implementation Guide
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<span class="md-ellipsis">
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Solution Overview
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<span class="md-nav__icon md-icon"></span>
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</label>
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<span class="md-nav__icon md-icon"></span>
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Solution Overview
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Configure API and Users Management
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Cloud Assets Management
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</a>
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txt2img guide
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</a>
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img2img guide
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</a>
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<span class="md-ellipsis">
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controlNet guide
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</a>
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<li class="md-nav__item">
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<a href="../webUI/extensions-guide/" class="md-nav__link">
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<span class="md-ellipsis">
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Other Extensions guide
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</a>
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<li class="md-nav__item">
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<a href="../ComfyUI/inference/" class="md-nav__link">
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<span class="md-ellipsis">
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ComfyUI guide
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</span>
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</a>
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<h1 id="training-guide">Training Guide</h1>
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<p>The training is based on <a href="https://github.com/kohya-ss/sd-scripts">Kohya-SS</a>. Kohya-SS is a Python library for finetuning stable diffusion model which is friendly for consumer-grade GPU and compatible with the Stable Diffusion WebUI. The solution can do LoRA training both on SDXL and SD 1.5.</p>
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<h2 id="training-user-guide">Training User Guide</h2>
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<p><img alt="Kohya Training" src="../../images/Kohya_training.png" /></p>
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<h3 id="prepare-foundation-model">Prepare Foundation Model</h3>
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<p>Please refresh and check the dropdown list under <strong>Model</strong> to ensure that the required base models for this training session are available. If not, you can use the <strong>Upload Models</strong> in <a href="../webUI/CloudAssetsManage/">Cloud Asset Management</a> to upload the base models under the <em>SD Checkpoints</em> category.</p>
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<p>Alternatively, you can also upload local SD models to an S3 bucket using the following command:</p>
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<p>Upload your local SD model to S3 bucket by following commands
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<div class="highlight"><pre><span></span><code># Configure credentials
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aws configure
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# Copy local SD model to S3 bucket
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aws s3 cp *safetensors s3://<bucket_path>/<model_path>
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</code></pre></div></p>
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<h3 id="prepare-dataset">Prepare Dataset</h3>
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<p>The dataset is an indispensable input for model training and fine-tuning.</p>
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<p>Taking the example of training a LoRa model containing specific image style, users need to prepare a set of images in advance. These images should have a consistent theme or style, with moderate resolution, and a few dozen images are sufficient. For this image set, users need to preprocess it to adapt to the capabilities of the base model. For example, it is recommended to crop the images to a size of 512 x 512 pixels in preparation for training tasks on the LoRa model based on the base model SD 1.5.</p>
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<p>After preprocessing, it is necessary to annotate the images in dataset, that is, add textual descriptions to each training image and save them as text files with the same name as the corresponding images. Image annotation can be complete through the built-in image annotation function in the SD WebUI or through multi-modal large models. The annotations made by the model may not be perfect, so manual review and adjustments are recommended to ensure the final effect.</p>
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<p>Please refer <strong>Dataset Management</strong> in <a href="../webUI/CloudAssetsManage/">Cloud Asset Management</a> to upload dataset to cloud.</p>
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<p>In addition, user could also upload dataset by execute AWS CLI command to copy the dataset to S3 bucket
|
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<div class="highlight"><pre><span></span><code>aws s3 sync local_folder_name s3://<bucket_name>/<folder_name>
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</code></pre></div></p>
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<blockquote>
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<p><strong>Notice:</strong> The folder name should be started with a number and underline, eg. 100_demo. Each image should be paired with a txt file with the same name, eg. demo1.png, demo1.txt, the demo1.txt contains the captions of demo1.png.</p>
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</blockquote>
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<h3 id="train-the-lora-model">Train the LoRa Model</h3>
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<p>After the base model and dataset have been uploaded successfully, please follow these steps:
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1. Navigate to <strong>Train Management</strong> tab, select desired training instance type in <strong>Training Instance Type</strong>, select the base model type for this training job in the <strong>FM Type</strong> field (i.e., based on Stable Diffusion 1.5 or Stable Diffusion XL). Then, choose the base model for this training session using the <strong>Model</strong> option. Finally, select the dataset that this training session will depend on using the <strong>Dataset</strong> option.
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2. Update the training parameters in <strong>config_params</strong>, and click <strong>Format config Params</strong> to check and correct updated params file format.
|
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3. Click <strong>Create Training Job</strong> to submit training job.
|
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4. Refresh <strong>Trainings List</strong> to follow status of training job.
|
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5. The successfully trained LoRa model can be selected directly in <strong>txt2img</strong> or <strong>img2img</strong>, and used in image generation. More details refer to <a href="../webUI/txt2img-guide/">txt2img guide</a> or <a href="../webUI/img2img-guide/">img2img guide</a>.</p>
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<h3 id="train-loss-visualization">Train Loss Visualization</h3>
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<p>On the <strong>Train Management</strong> tab, all the finished training job will be listed in the <strong>Training List</strong>, click the training id and the logs will show the below referred to the following figure.
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<img alt="Training List" src="../../images/traininglist.jpg" />
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Click the log event link and a new web page with loss tensorboard will be appeared as the below figure.
|
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<img alt="Training Loss" src="../../images/trainingloss.jpg" /></p>
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<h3 id="invoke-training-api">Invoke Training API</h3>
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<p>Refer to <a href="https://awslabs.github.io/stable-diffusion-aws-extension/en/developer-guide/api/1.5.0/">API document</a> to invoke training API.</p>
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