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.
Installation
pip install aporia-importer[all]
Usage
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: <YOUR APORIA 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:
aporia-importer config.yaml
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!