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InstantID : Zero-shot Identity-Preserving Generation in Seconds | RunPod Serverless Worker

This is the source code for a RunPod
Serverless worker for InstantID:
Zero-shot Identity-Preserving Generation in Seconds.

Docker Pulls
Worker Version

Model

Model
YamerMIX_v8

Testing

  1. Local Testing
  2. RunPod Testing

Unit Tests

Unit tests are provided in the tests/ directory using pytest.

# Install test dependencies
pip3 install ".[test]"

# Run tests with verbose output and coverage
pytest -v

Coverage is included by default via the pyproject.toml configuration.
Coverage reports show line-by-line miss details in the terminal output.

Building the Docker image that will be used by the Serverless Worker

There are two options:

  1. Network Volume
  2. Standalone (without Network Volume)

RunPod API Endpoint

You can send requests to your RunPod API Endpoint using the /run
or /runsync endpoints.

Requests sent to the /run endpoint will be handled asynchronously,
and are non-blocking operations. Your first response status will always
be IN_QUEUE. You need to send subsequent requests to the /status
endpoint to get further status updates, and eventually the COMPLETED
status will be returned if your request is successful.

Requests sent to the /runsync endpoint will be handled synchronously
and are blocking operations. If they are processed by a worker within
90 seconds, the result will be returned in the response, but if
the processing time exceeds 90 seconds, you will need to handle the
response and request status updates from the /status endpoint until
you receive the COMPLETED status which indicates that your request
was successful.

RunPod API Examples

Endpoint Status Codes

Status Description
IN_QUEUE Request is in the queue waiting to be picked up by a worker. You can call the /status endpoint to check for status updates.
IN_PROGRESS Request is currently being processed by a worker. You can call the /status endpoint to check for status updates.
FAILED The request failed, most likely due to encountering an error.
CANCELLED The request was cancelled. This usually happens when you call the /cancel endpoint to cancel the request.
TIMED_OUT The request timed out. This usually happens when your handler throws some kind of exception that does return a valid response.
COMPLETED The request completed successfully and the output is available in the output field of the response.

Serverless Handler

The serverless handler (handler.py) is a Python script that handles
the API requests to your Endpoint using the runpod
Python library. It defines a function handler(event) that takes an
API request (event), runs the inference using InstantID with the input, and returns
the output in the JSON response.

Acknowledgements

Additional Resources

Community and Contributing

Pull requests and issues on GitHub
are welcome. Bug fixes and new features are encouraged.

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