Model Insertion Checker (MIC)
Model Insertion Checker (MIC) is a command line wizard for users to add new calibrated models and their metadata.
MIC is an application that asks the information of your model, model version, model configuration, parameters, inputs, outputs, authors and contributors.
MIC has been tested in OSX and Linux. Windows is not currently supported. It is installed through a simple pip command.
pip install mic
Please report any issue here.
Full documentation available at: https://mic-cli.readthedocs.io/en/latest/
Features
- [x] Create a new model/model configuration entry including: Author, Contributors, Model Version, Model Configuration, Parameters, Inputs and Outputs.
- [x] Save model metadata as a file
- [x] Submit model metadata to the Model Catalog Server (you must have an account)
- [x] Initializing a component making sure it is consistent with its metadata
- [x] Testing that a component can be executed with local data.
- [x] Upload a valid component to GitHub
- [x] Help initializing a Docker image for capturing the dependencies of a component
- [x] Help building a Docker image
- [x] Test a Docker image with a component
- [x] Support uploading a tested Docker image to DockerHub
Next Features
- [ ] Automatically capture the invocation command of your model component
- [ ] Automatic creation of the Docker image needed to execute your model
- [ ] Advanced guidance to select parameters and inputs to expose in a model component.