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discuss issues with adding controlnet models
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@ -8,20 +8,61 @@ title: ControlNet
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ControlNet
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ControlNet
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ControlNet is a powerful set of features developed by the open-source community (notably, Stanford researcher [**@ilyasviel**](https://github.com/lllyasviel)) that allows you to apply a secondary neural network model to your image generation process in Invoke.
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ControlNet is a powerful set of features developed by the open-source
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community (notably, Stanford researcher
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[**@ilyasviel**](https://github.com/lllyasviel)) that allows you to
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apply a secondary neural network model to your image generation
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process in Invoke.
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With ControlNet, you can get more control over the output of your image generation, providing you with a way to direct the network towards generating images that better fit your desired style or outcome.
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With ControlNet, you can get more control over the output of your
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image generation, providing you with a way to direct the network
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towards generating images that better fit your desired style or
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outcome.
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### How it works
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### How it works
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ControlNet works by analyzing an input image, pre-processing that image to identify relevant information that can be interpreted by each specific ControlNet model, and then inserting that control information into the generation process. This can be used to adjust the style, composition, or other aspects of the image to better achieve a specific result.
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ControlNet works by analyzing an input image, pre-processing that
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image to identify relevant information that can be interpreted by each
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specific ControlNet model, and then inserting that control information
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into the generation process. This can be used to adjust the style,
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composition, or other aspects of the image to better achieve a
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specific result.
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### Models
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### Models
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As part of the model installation, ControlNet models can be selected including a variety of pre-trained models that have been added to achieve different effects or styles in your generated images. Further ControlNet models may require additional code functionality to also be incorporated into Invoke's Invocations folder. You should expect to follow any installation instructions for ControlNet models loaded outside the default models provided by Invoke. The default models include:
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InvokeAI provides access to a series of ControlNet models that provide
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different effects or styles in your generated images. Currently
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InvokeAI only supports "diffuser" style ControlNet models. These are
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directories that contain the files `config.json` and either
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`diffusion_pytorch_model.safetensors` or
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`diffusion_pytorch_model.fp16.safetensors`. The name of the directory
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is the same as the name of the model. ***We do not support
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checkpoint-format ControlNets, which come in a single file with the
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extension `.safetensors`.***
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Diffuser-style ControlNet models are available at HuggingFace
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(http://huggingface.co) and accessed via their repo IDs (identifiers
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in the format "author/modelname"). The easiest way to install them is
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to use the InvokeAI model installer application. If you use the
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`invoke.sh`/`invoke.bat` launcher, select item [5] and navigate to the
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CONTROLNETS section. From the command line, the model installer can be
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started with `invokeai-model-install`.
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You can select as many ControlNet models from the checkbox list as you
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like, or enter additional HuggingFace repo_ids in the "Additional
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models" textbox:
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![Model Installer - Controlnetl](../assets/installing-models/model-installer-controlnet.png){:width="640px"}
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_Be aware that some ControlNet models require additional code
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functionality in order to work properly, so just installing a
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third-party ControlNet model may not have the desired effect._ Please
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read and follow the documentation for installing a third party model
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not currently included among InvokeAI's default list.
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The models currently supported include:
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**Canny**:
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**Canny**:
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@ -17,8 +17,12 @@ a single convenient digital artist-optimized user interface.
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### * [Prompt Engineering](PROMPTS.md)
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### * [Prompt Engineering](PROMPTS.md)
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Get the images you want with the InvokeAI prompt engineering language.
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Get the images you want with the InvokeAI prompt engineering language.
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## * The [Concepts Library](CONCEPTS.md)
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### * The [LoRA, LyCORIS and Textual Inversion Models](CONCEPTS.md)
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Add custom subjects and styles using HuggingFace's repository of embeddings.
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Add custom subjects and styles using a variety of fine-tuned models.
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### * [ControlNet](CONTROLNET.md)
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Learn how to install and use ControlNet models for fine control over
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image output.
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### * [Image-to-Image Guide](IMG2IMG.md)
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### * [Image-to-Image Guide](IMG2IMG.md)
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Use a seed image to build new creations in the CLI.
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Use a seed image to build new creations in the CLI.
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@ -29,26 +33,28 @@ are the ticket.
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## Model Management
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## Model Management
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## * [Model Installation](../installation/050_INSTALLING_MODELS.md)
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### * [Model Installation](../installation/050_INSTALLING_MODELS.md)
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Learn how to import third-party models and switch among them. This
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Learn how to import third-party models and switch among them. This
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guide also covers optimizing models to load quickly.
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guide also covers optimizing models to load quickly.
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## * [Merging Models](MODEL_MERGING.md)
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### * [Merging Models](MODEL_MERGING.md)
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Teach an old model new tricks. Merge 2-3 models together to create a
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Teach an old model new tricks. Merge 2-3 models together to create a
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new model that combines characteristics of the originals.
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new model that combines characteristics of the originals.
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## * [Textual Inversion](TRAINING.md)
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### * [Textual Inversion](TRAINING.md)
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Personalize models by adding your own style or subjects.
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Personalize models by adding your own style or subjects.
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# Other Features
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## Other Features
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## * [The NSFW Checker](NSFW.md)
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### * [The NSFW Checker](NSFW.md)
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Prevent InvokeAI from displaying unwanted racy images.
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Prevent InvokeAI from displaying unwanted racy images.
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## * [Controlling Logging](LOGGING.md)
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### * [Controlling Logging](LOGGING.md)
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Control how InvokeAI logs status messages.
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Control how InvokeAI logs status messages.
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## * [Miscellaneous](OTHER.md)
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<!-- OUT OF DATE
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### * [Miscellaneous](OTHER.md)
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Run InvokeAI on Google Colab, generate images with repeating patterns,
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Run InvokeAI on Google Colab, generate images with repeating patterns,
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batch process a file of prompts, increase the "creativity" of image
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batch process a file of prompts, increase the "creativity" of image
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generation by adding initial noise, and more!
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generation by adding initial noise, and more!
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-->
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@ -145,6 +145,7 @@ This method is recommended for those familiar with running Docker containers
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### Model Management
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### Model Management
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- [Installing](installation/050_INSTALLING_MODELS.md)
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- [Installing](installation/050_INSTALLING_MODELS.md)
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- [Model Merging](features/MODEL_MERGING.md)
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- [Model Merging](features/MODEL_MERGING.md)
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- [ControlNet Models](features/CONTROLNET.md)
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- [Style/Subject Concepts and Embeddings](features/CONCEPTS.md)
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- [Style/Subject Concepts and Embeddings](features/CONCEPTS.md)
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- [Not Safe for Work (NSFW) Checker](features/NSFW.md)
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- [Not Safe for Work (NSFW) Checker](features/NSFW.md)
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<!-- seperator -->
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