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singularitynet/example-service

By singularitynet

•Updated almost 8 years ago
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SingularityNET example TensorFlow image recognition service

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singularitynet/example-service repository overview

⁠example-service

CircleCI

Simple image classification service compatible with the SingularityNET daemon

⁠Getting Started

⁠Prerequisites
⁠Installing
  • Clone the git repository
$ git clone [email protected]:singnet/example-service.git
$ cd example-service
  • Install the dependencies
$ pip install -r requirements.txt
⁠Configuration
  • The following default configuration can be overridden by populating configuration/config.json in the source tree with the desired values
{
  "SERVER_PORT": 5001,
  "MINIMUM_SCORE": 0.20,
  "LOG_LEVEL": 10
}
  • SERVER_PORT: the port on which the example service will listen for incoming JSON-RPC calls over http
  • MINIMUM_SCORE: the minimum confidence score (between 0 and 1 inclusive) required to return a given prediction
  • LOG_LEVEL: the logging verbosity
⁠Running
⁠Standalone
  • Invoke the example service directly
$ python image_classification_service
⁠With SingularityNET Daemon
⁠SingularityNET Daemon Configuration

Create snetd.config.json file containing the following:

{
  "passthrough_enabled": true
}

in order to enable example service work with daemon. See SingularityNet daemon configuration⁠ for detailed configuration description.

⁠Running Service + Daemon on Host
  • Invoke the run-snet-service script which launches both snetd and the example service
$ ./scripts/run-snet-service
⁠Running Service + Daemon in Docker Container
  • Ensure that PASSTHROUGH_ENDPOINT is configured to be "http://127.0.0.1:5001⁠" in your daemon configuration
  • Run the docker image with your daemon configuration (where HOST_PORT is the port you want the daemon bound to on your host)
$ docker run --detach -p HOST_PORT:DAEMON_LISTENING_PORT -v /path/to/config:/snetd.config singularitynet/example-service:latest
⁠Testing
  • Invoke the test-call script against a running instance of the example service
$ ./scripts/test-call
⁠Building Docker Image
  • Invoke the docker build script
$ ./scripts/build-docker

⁠License

This project is licensed under the MIT License - see the LICENSE⁠ file for details.

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Last updated

almost 8 years ago

docker pull singularitynet/example-service