RunPod Stable Diffusion, Serverless Complete Tutorial, June 2023 (Updated)
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7 months ago
Published on May 26, 2024
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Table of Contents
How to Create a Stable Diffusion API Using RunPod Serverless
-
Prerequisites:
- Ensure you have Docker and Git installed on your system.
- Obtain custom models from civitai.com.
- Install Postman for testing your endpoint.
-
Download Template from GitHub:
- Clone the GitHub repository for the template provided in the helper file.
- Download custom models (e.g., one for photorealistic images and another for anime images) and place them in the worker template directory.
- Name the models as
model.tensor_safe
andmodel2.tensor_safe
.
-
Modify Handler Method:
- The Handler method defines the entry point for calling the run interference function to support stable diffusion APIs.
- Customize the Handler method as needed.
-
Build Docker Image:
- Use
docker build
anddocker tag
commands to build and tag the Docker image. - Push the Docker image to a container registry using the
docker push
command.
- Use
-
Create Serverless Endpoint:
- Use RunPod to create a serverless endpoint.
- Create a template referencing the Docker image pushed to Docker Hub.
- Set configurations such as disk size, number of workers, idle timeout, and Q delay.
-
Generate API Key:
- Note the ID of the serverless endpoint created.
- Create an API key in the settings section of RunPod and securely store it.
-
Set Up Postman:
- Import the Postman configuration file provided in the helper file.
- Paste your serverless endpoint ID and API key in the variables tab.
-
Run Jobs Using Postman:
- The Postman Collection includes requests for running jobs asynchronously or synchronously and checking job status.
- Execute requests based on the desired stable diffusion API.
-
Visualize Images:
- Use the provided script in Postman to visualize images generated by the stable diffusion API.
-
Explore Different Models:
- Change the API name in the request to
get models
to see available models. - Select a model and make an image-to-image request.
- Change the API name in the request to
-
Check Stable Diffusion Options:
- Change the API name to
get options
to view available options for the stable diffusion API.
- Change the API name to
-
Wrap-Up:
- Experiment with different APIs and options to explore the capabilities of the stable diffusion API.
- Provide feedback and suggestions for future tutorials to help improve content quality.
By following these steps, you can create and test your own stable diffusion API using RunPod Serverless efficiently.