Want to monitor your ML models without touching your serving code? We just released a cool new tool for you!
Aporia Importer is an open-source utility to import your inference data from cloud storage providers such as Amazon S3 and others into Aporia.
The tool currently supports CSV and Parquet files.
pip install aporia-importer[all]
Copy the following YAML config file and adjust it to your needs:
# Data source configuration # Specify the URL/path to your data here (either a local file or s3) # Glob patterns are supported, but all files must be of the same format source: s3://my-bucket/data.parquet # Specify the format of the files in the source pattern above # Supported formats: csv, parquet format: parquet # SDK configuration (these values are passed directly to the Aporia SDK) token: environment: production # Model configuration # You can find the model_id after creating a model in the Aporia dashboard model_id: my-model-a2f4 # Define your model version schema here # See: https://auth.prod.aporia.com/login?state=hKFo2SA1NnV3VS04b09iRW9BY1FuMXczXzdPQVlBTnhfMDNZc6FupWxvZ2luo3RpZNkgYzFkQ21SYWQwODJRcWk0N0lQeWt3NzdCOXJMd1BiLXWjY2lk2SBNb0VhN1cwdTM3OG0zWnFkazQ4bnViWjdWY1pZODNHMA&client=MoEa7W0u378m3Zqdk48nubZ7VcZY83G0&protocol=oauth2&error_message=&invite_token=&mode=&redirect_uri=https%3A%2F%2Fapp.aporia.com%2Fv1%2Fauth%2Fcallback&response_type=code&scope=openid%20profile%20email/docs/getting-started/concepts/#model-version-schema) model_version: name: v1 type: binary predictions: will_buy_insurance: boolean features: Age: numeric Driving_License: boolean Region_Code: categorical Annual_Premium: numeric Vintage: numeric Vehicle_Damage: boolean
Now you can run:
As mentioned above, this utility is completely open-source, so if need to join datasets, read different file formats, or pretty much anything else – you can easily customize it for your needs.
If you have feature requests or any other suggestions, please let us know!