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We’re excited 😁 to share that Forbes has named Aporia a Next Billion-Dollar Company. This recognition comes on the heels of our recent $25 million Series A funding and is a huge testament that Aporia’s mission and the need for trust in AI are more relevant than ever. We are very proud to be listed […]
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
# Specify the format of the files in the source pattern above
# Supported formats: csv, parquet
# SDK configuration (these values are passed directly to the Aporia SDK)
token: <YOUR APORIA TOKEN>
# Model configuration
# You can find the model_id after creating a model in the Aporia dashboard
# 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)
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!