https://github.com/mkschulz9/fine-tuning-stable-diffusion-3
https://github.com/mkschulz9/fine-tuning-stable-diffusion-3
Last synced: 2 months ago
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- Host: GitHub
- URL: https://github.com/mkschulz9/fine-tuning-stable-diffusion-3
- Owner: mkschulz9
- Created: 2024-10-03T21:02:06.000Z (9 months ago)
- Default Branch: main
- Last Pushed: 2024-12-11T04:22:19.000Z (6 months ago)
- Last Synced: 2025-02-12T01:30:14.810Z (4 months ago)
- Language: Jupyter Notebook
- Size: 332 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Comparing Stable Diffusion 3 Fine-Tuning Methods for Image Generation
Welcome ...
## Environment Setup
We use separate environments for running two models: Stable Diffusion 3 and Stable Diffusion 3 Flash. The instructions for setting up the environments are provided below.
### SD3 Flash
1. We use Miniconda to manage the Python environment. Install Miniconda [here](https://docs.conda.io/en/latest/miniconda.html).
- To install conda via the command line, you can use the following commands (Linux):
```bash
wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh
chmod +x Miniconda3-latest-Linux-x86_64.sh
./Miniconda3-latest-Linux-x86_64.sh
```
2. After installing Miniconda, you can create a new environment using the `environment.yml` file provided in the repository.
```bash
conda env create -f environment.yml
```
3. Finally, you can activate the environment:
```bash
conda activate csci566_project
```
(**_Note:_** You should see `(csci566_project)` in the terminal prompt after activating the environment)
4. When you are done working, deactivate the environment:
```bash
conda deactivate
```
### Adding Dependencies
1. If you need to add a new dependency, you can install it using the following command:
```bash
conda install
```
2. After installing the package, you can update the `environment.yml` file using:
```bash
conda env export > environment.yml
```
## Getting Started on a Task:
- **Before Starting:**
- Discuss work items in team meetings.
- **Starting Work:**
- **IMPORTANT**: Switch to the `main` branch (if not already) and sync the
latest changes.
- Create a branch from `main`; the branch's name should follow the convention
below:
> [name using dashes as spaces]
- Switch to the new branch to begin your work.
- **Development Process:**
- Commit and push changes frequently, adhering to
[Conventional Commits](https://github.com/angular/angular/blob/22b96b9/CONTRIBUTING.md#-commit-message-guidelines).
- Start a pull request early; begin the request's name with "DRAFT:"
- Write and run unit tests (if applicable).
- Resolve merge conflicts promptly.
- **Finishing Up:**
- Clean and review your code.
- Ensure all tests pass (if applicable).
- Finalize the pull request, remove "DRAFT:" from the name, and request code
reviews.
- Implement review feedbacks and merge upon approval.