This guide focuses on directly exporting data using the REST API.
Mona also offers other solutions for data export, such as the Python SDK and integrations with cloud storage solutions.
Find more information here.
The first step of using Mona is to set up the data export from your monitored context. You can export any JSON serializable data to Mona.
Each JSON you export relates to one specific context instance, identifiable using a context ID. You can send several JSONs with complementary information about a single context instance (using the same context ID) asynchronously and from different parts of your system. Mona will then automatically aggregate JSON data according to the context ID, so you donβt have to worry about getting all the relevant data in one place on your system.
The common approach is to export anything that would be useful in assessing model behavior, including but not limited to metadata, meta-features, feature vectors, intermediate results, scores, and other outputs.