2022-10-29 05:02:45 +00:00
|
|
|
---
|
|
|
|
title: Installing Models
|
|
|
|
---
|
|
|
|
|
|
|
|
# :octicons-paintbrush-16: Installing Models
|
|
|
|
|
2023-02-08 05:40:21 +00:00
|
|
|
## Checkpoint and Diffusers Models
|
|
|
|
|
|
|
|
The model checkpoint files ('\*.ckpt') are the Stable Diffusion
|
|
|
|
"secret sauce". They are the product of training the AI on millions of
|
|
|
|
captioned images gathered from multiple sources.
|
|
|
|
|
|
|
|
Originally there was only a single Stable Diffusion weights file,
|
|
|
|
which many people named `model.ckpt`. Now there are dozens or more
|
|
|
|
that have been fine tuned to provide particulary styles, genres, or
|
|
|
|
other features. In addition, there are several new formats that
|
|
|
|
improve on the original checkpoint format: a `.safetensors` format
|
|
|
|
which prevents malware from masquerading as a model, and `diffusers`
|
|
|
|
models, the most recent innovation.
|
|
|
|
|
|
|
|
InvokeAI supports all three formats but strongly prefers the
|
|
|
|
`diffusers` format. These are distributed as directories containing
|
|
|
|
multiple subfolders, each of which contains a different aspect of the
|
|
|
|
model. The advantage of this is that the models load from disk really
|
|
|
|
fast. Another advantage is that `diffusers` models are supported by a
|
|
|
|
large and active set of open source developers working at and with
|
|
|
|
HuggingFace organization, and improvements in both rendering quality
|
|
|
|
and performance are being made at a rapid pace. Among other features
|
|
|
|
is the ability to download and install a `diffusers` model just by
|
|
|
|
providing its HuggingFace repository ID.
|
|
|
|
|
|
|
|
While InvokeAI will continue to support `.ckpt` and `.safetensors`
|
|
|
|
models for the near future, these are deprecated and support will
|
|
|
|
likely be withdrawn at some point in the not-too-distant future.
|
|
|
|
|
|
|
|
This manual will guide you through installing and configuring model
|
|
|
|
weight files and converting legacy `.ckpt` and `.safetensors` files
|
|
|
|
into performant `diffusers` models.
|
2022-10-29 14:37:38 +00:00
|
|
|
|
|
|
|
## Base Models
|
|
|
|
|
2023-02-08 05:40:21 +00:00
|
|
|
InvokeAI comes with support for a good set of starter models. You'll
|
|
|
|
find them listed in the master models file
|
|
|
|
`configs/INITIAL_MODELS.yaml` in the InvokeAI root directory. The
|
|
|
|
subset that are currently installed are found in
|
2023-07-18 16:45:47 +00:00
|
|
|
`configs/models.yaml`.
|
2022-10-29 14:37:38 +00:00
|
|
|
|
2023-02-24 14:33:07 +00:00
|
|
|
Note that these files are covered by an "Ethical AI" license which
|
|
|
|
forbids certain uses. When you initially download them, you are asked
|
|
|
|
to accept the license terms. In addition, some of these models carry
|
|
|
|
additional license terms that limit their use in commercial
|
|
|
|
applications or on public servers. Be sure to familiarize yourself
|
|
|
|
with the model terms by visiting the URLs in the table above.
|
2022-10-29 14:37:38 +00:00
|
|
|
|
|
|
|
## Community-Contributed Models
|
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
[HuggingFace](https://huggingface.co/models?library=diffusers)
|
2023-02-08 05:40:21 +00:00
|
|
|
is a great resource for diffusers models, and is also the home of a
|
|
|
|
[fast-growing repository](https://huggingface.co/sd-concepts-library)
|
|
|
|
of embedding (".bin") models that add subjects and/or styles to your
|
|
|
|
images. The latter are automatically installed on the fly when you
|
|
|
|
include the text `<concept-name>` in your prompt. See [Concepts
|
|
|
|
Library](../features/CONCEPTS.md) for more information.
|
|
|
|
|
|
|
|
Another popular site for community-contributed models is
|
|
|
|
[CIVITAI](https://civitai.com). This extensive site currently supports
|
|
|
|
only `.safetensors` and `.ckpt` models, but they can be easily loaded
|
|
|
|
into InvokeAI and/or converted into optimized `diffusers` models. Be
|
|
|
|
aware that CIVITAI hosts many models that generate NSFW content.
|
2022-10-29 14:37:38 +00:00
|
|
|
|
|
|
|
## Installation
|
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
There are two ways to install and manage models:
|
2022-10-29 14:37:38 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
1. The `invokeai-model-install` script which will download and install
|
|
|
|
them for you. In addition to supporting main models, you can install
|
|
|
|
ControlNet, LoRA and Textual Inversion models.
|
2022-10-29 14:37:38 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
2. The web interface (WebUI) has a GUI for importing and managing
|
2023-02-11 22:59:12 +00:00
|
|
|
models.
|
2022-10-29 14:37:38 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
3. By placing models (or symbolic links to models) inside one of the
|
|
|
|
InvokeAI root directory's `autoimport` folder.
|
|
|
|
|
|
|
|
### Installation via `invokeai-model-install`
|
|
|
|
|
|
|
|
From the `invoke` launcher, choose option [5] "Download and install
|
|
|
|
models." This will launch the same script that prompted you to select
|
|
|
|
models at install time. You can use this to add models that you
|
|
|
|
skipped the first time around. It is all right to specify a model that
|
|
|
|
was previously downloaded; the script will just confirm that the files
|
|
|
|
are complete.
|
|
|
|
|
|
|
|
The installer has different panels for installing main models from
|
|
|
|
HuggingFace, models from Civitai and other arbitrary web sites,
|
|
|
|
ControlNet models, LoRA/LyCORIS models, and Textual Inversion
|
|
|
|
embeddings. Each section has a text box in which you can enter a new
|
|
|
|
model to install. You can refer to a model using its:
|
|
|
|
|
|
|
|
1. Local path to the .ckpt, .safetensors or diffusers folder on your local machine
|
|
|
|
2. A directory on your machine that contains multiple models
|
|
|
|
3. A URL that points to a downloadable model
|
|
|
|
4. A HuggingFace repo id
|
|
|
|
|
|
|
|
Previously-installed models are shown with checkboxes. Uncheck a box
|
|
|
|
to unregister the model from InvokeAI. Models that are physically
|
|
|
|
installed inside the InvokeAI root directory will be deleted and
|
|
|
|
purged (after a confirmation warning). Models that are located outside
|
|
|
|
the InvokeAI root directory will be unregistered but not deleted.
|
|
|
|
|
|
|
|
Note: The installer script uses a console-based text interface that requires
|
|
|
|
significant amounts of horizontal and vertical space. If the display
|
|
|
|
looks messed up, just enlarge the terminal window and/or relaunch the
|
|
|
|
script.
|
|
|
|
|
|
|
|
If you wish you can script model addition and deletion, as well as
|
|
|
|
listing installed models. Start the "developer's console" and give the
|
|
|
|
command `invokeai-model-install --help`. This will give you a series
|
|
|
|
of command-line parameters that will let you control model
|
|
|
|
installation. Examples:
|
2023-02-08 05:40:21 +00:00
|
|
|
|
|
|
|
```
|
2023-07-18 16:45:47 +00:00
|
|
|
# (list all controlnet models)
|
|
|
|
invokeai-model-install --list controlnet
|
2023-02-08 05:40:21 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
# (install the model at the indicated URL)
|
2023-08-04 02:41:05 +00:00
|
|
|
invokeai-model-install --add https://civitai.com/api/download/models/128713
|
2023-02-08 05:40:21 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
# (delete the named model)
|
|
|
|
invokeai-model-install --delete sd-1/main/analog-diffusion
|
2023-02-08 05:40:21 +00:00
|
|
|
```
|
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
### Installation via the Web GUI
|
2023-02-13 22:10:58 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
To install a new model using the Web GUI, do the following:
|
2023-02-08 05:40:21 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
1. Open the InvokeAI Model Manager (cube at the bottom of the
|
|
|
|
left-hand panel) and navigate to *Import Models*
|
2023-02-08 05:40:21 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
2. In the field labeled *Location* type in the path to the model you
|
|
|
|
wish to install. You may use a URL, HuggingFace repo id, or a path on
|
|
|
|
your local disk.
|
2023-02-13 22:10:58 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
3. Alternatively, the *Scan for Models* button allows you to paste in
|
|
|
|
the path to a folder somewhere on your machine. It will be scanned for
|
|
|
|
importable models and prompt you to add the ones of your choice.
|
2023-02-13 22:10:58 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
4. Press *Add Model* and wait for confirmation that the model
|
|
|
|
was added.
|
2023-02-08 05:40:21 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
To delete a model, Select *Model Manager* to list all the currently
|
|
|
|
installed models. Press the trash can icons to delete any models you
|
|
|
|
wish to get rid of. Models whose weights are located inside the
|
|
|
|
InvokeAI `models` directory will be purged from disk, while those
|
|
|
|
located outside will be unregistered from InvokeAI, but not deleted.
|
2023-02-08 05:40:21 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
You can see where model weights are located by clicking on the model name.
|
|
|
|
This will bring up an editable info panel showing the model's characteristics,
|
|
|
|
including the `Model Location` of its files.
|
2023-02-08 05:40:21 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
### Installation via the `autoimport` function
|
2023-02-13 22:10:58 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
In the InvokeAI root directory you will find a series of folders under
|
|
|
|
`autoimport`, one each for main models, controlnets, embeddings and
|
|
|
|
Loras. Any models that you add to these directories will be scanned
|
|
|
|
at startup time and registered automatically.
|
2023-02-13 22:10:58 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
You may create symbolic links from these folders to models located
|
|
|
|
elsewhere on disk and they will be autoimported. You can also create
|
|
|
|
subfolders and organize them as you wish.
|
2023-02-08 05:40:21 +00:00
|
|
|
|
2023-07-18 16:45:47 +00:00
|
|
|
The location of the autoimport directories are controlled by settings
|
2023-08-04 02:41:05 +00:00
|
|
|
in `invokeai.yaml`. See [Configuration](../features/CONFIGURATION.md).
|
2023-09-28 02:17:29 +00:00
|
|
|
|
|
|
|
### Installing models that live in HuggingFace subfolders
|
|
|
|
|
|
|
|
On rare occasions you may need to install a diffusers-style model that
|
|
|
|
lives in a subfolder of a HuggingFace repo id. In this event, simply
|
|
|
|
add ":_subfolder-name_" to the end of the repo id. For example, if the
|
|
|
|
repo id is "monster-labs/control_v1p_sd15_qrcode_monster" and the model
|
|
|
|
you wish to fetch lives in a subfolder named "v2", then the repo id to
|
|
|
|
pass to the various model installers should be
|
|
|
|
|
|
|
|
```
|
|
|
|
monster-labs/control_v1p_sd15_qrcode_monster:v2
|
|
|
|
```
|