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To run Gradio apps locally using Windows Subsystem for Linux (WSL) and Visual Studio Code (VSCode), follow these steps:
1. Set Up WSL
Enable WSL
Windows Features Dialog:
- Open the Windows search bar, type "features," and select Turn Windows Features on or off.
- Scroll down and check Windows Subsystem for Linux.
- Click OK and restart your computer.
PowerShell:
- Open PowerShell as an Administrator and run:
Enable-WindowsOptionalFeature -Online -FeatureName Microsoft-Windows-Subsystem-Linux
- Restart your computer when prompted.
- Open PowerShell as an Administrator and run:
Install a Linux Distro
- Open the Microsoft Store and search for a Linux distribution (e.g., Ubuntu).
- Install and launch the distribution.
- Follow the prompts to complete the installation and create a user ID and password.
2. Set Up Visual Studio Code with WSL
Install VSCode and WSL Extension
- Download and install Visual Studio Code.
- Install the Remote - WSL extension from the VSCode marketplace.
Open a WSL Terminal in VSCode
- Open your WSL terminal (e.g., Ubuntu).
- Navigate to your project directory.
- Type
code .
to open the current directory in VSCode.
3. Install and Run Gradio in a Virtual Environment
Create a Virtual Environment
- In your WSL terminal, navigate to your project directory:
cd /path/to/your/project
- Create a virtual environment:
python3 -m venv gradio-env
- Activate the virtual environment:
source gradio-env/bin/activate
Install Gradio
- With the virtual environment activated, install Gradio:
pip install gradio
Run the App
2. Run the Gradio app:
```bash
python app.py
- The app will open in a browser at
http://localhost:7860
.
Hot Reload Mode (Optional)
For development convenience, you can use Gradio's hot reload mode:
gradio app.py
This setup allows you to develop and run Gradio apps efficiently using WSL and VSCode, leveraging the power of a Linux environment on a Windows machine[1][3][4][5].
Citations: [1] https://code.visualstudio.com/docs/remote/wsl-tutorial [2] https://learn.microsoft.com/en-us/windows/ai/toolkit/toolkit-fine-tune [3] https://www.gradio.app/guides/quickstart [4] https://code.visualstudio.com/docs/remote/wsl [5] https://www.gradio.app/guides/installing-gradio-in-a-virtual-environment
To automatically create and update a requirements.txt file for your Python application, you have several options. Here are the most effective methods:
Updating the requirements.txt
Using pipreqs (Recommended)
Pipreqs is a third-party tool that analyzes your project's imports and generates a more accurate requirements.txt file[4][8].
- Install pipreqs:
pip install pipreqs
- Navigate to your project directory.
- Run pipreqs:
pipreqs .
Pipreqs will scan your project, identify the imports, and create a requirements.txt file with only the packages your project actually uses[4][8].
TODO Automating with GitHub Actions
For projects hosted on GitHub, you can automate the process using GitHub Actions:
- Create a workflow file (e.g.,
.github/workflows/update-requirements.yml
). - Use an action like
timmypidashev/auto-pipreqs-cpy@master
to automatically generate the requirements.txt file[5].
Best Practices
- Use virtual environments: This ensures your requirements.txt only includes project-specific dependencies[4].
- Specify versions: Use
==
to pin exact versions for reproducibility[4]. - Update regularly: Keep your requirements.txt up to date as you add or remove dependencies[4].
- Review generated files: Always review automatically generated requirements.txt files to ensure they're accurate and complete[6].
By following these methods and best practices, you can efficiently manage your Python project's dependencies and ensure consistency across different environments.
Citations: [1] https://stackoverflow.com/questions/31684375/automatically-create-file-requirements-txt [2] https://www.mend.io/free-developer-tools/a/community/software-dependencies/how-can-i-automatically-generate-and-update-a-requirements-txt-file-from-a-pipfile-using-pipenv/ [3] https://stackoverflow.com/questions/24764549/upgrade-python-packages-from-requirements-txt-using-pip-command [4] https://www.squash.io/how-to-automatically-create-requirementstxt-in-python/ [5] https://github.com/marketplace/actions/automatic-requirements-txt-generation-for-python-projects [6] https://pynwb.readthedocs.io/en/stable/update_requirements.html [7] https://www.geeksforgeeks.org/how-to-create-requirements-txt-file-in-python/ [8] https://www.youtube.com/watch?v=0ZeoruSobc4 [9] https://www.paleblueapps.com/rockandnull/python-update-requirements-txt/ [10] https://www.scaler.com/topics/how-to-create-requirements-txt-python/ [11] https://learn.microsoft.com/en-us/visualstudio/python/managing-required-packages-with-requirements-txt?view=vs-2022 [12] https://www.jetbrains.com/help/pycharm/managing-dependencies.html [13] https://note.nkmk.me/en/python-pip-install-requirements/ [14] https://www.freecodecamp.org/news/python-requirementstxt-explained/ [15] https://learnpython.com/blog/python-requirements-file/