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Supported File Types

Arize supports CSV, Parquet, and Avro. The required model schema parameters vary based on the specific model type selected. Learn more about model types here.
embeddings_features and list_of_strings are available for Parquet and Avro files.

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How To Upload A Local File

Uploading a local file is as simple as dropping a file into the upload container and can be broken down into a few easy steps.
  • Go to the ‘Upload Data’ page from the left-side navigation and click on Local Files

Select 'Local Files' from Upload Data Page

Drag file or click 'Select File'

  • Fill out model schema fields using this schema reference

Fill out model schema

  • Validate your file; errors will be displayed on this page

Validate file

  • ‘Start Job’ to create a file import job for your local file
    • You’ll be taken to the Job Status tab to see your local file uploads

Successful local file import

  • Go to Job Status Tab to see your local file uploads

Job Status of All Local File imports

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Local File Upload Model Schema

Model schema parameters are a way of organizing model inference data to ingest to Arize. When configuring your schema, be sure to match your file column headers with the model schema. Use a form or a simple JSON-based schema to specify the column mapping.

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Example Row

prediction_idprediction_tsuser_idfeature/metropolitan_areaindustryprediction_scoreactual_scoreprediction_labelactual_labeltag/zone
1fcd50f46891637538845822561PAengineering0.077736960No ClaimsNo Claimsus-east-1

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Example Schema

{
  "prediction_id": "prediction_id",
  "timestamp": "prediction_ts",
  "features": "feature/", #with explicit features (must pick explicit or implicit)
  "prediction_score": "prediction_score",
  "prediction_label": "prediction_label",
  "actual_score": "actual_score",
  "actual_label": "actual_label",
  "tags": "tag/",
  "shap_values": "shap/",
  "exclude": ["user_id"]
}

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Schema Parameters

Learn more about Schema fields here. Refer here for a list of the expected data types for Schema fields by file type.
We currently support uploading one file at a time, and a maximum file size of 300 mb.To upload multiple files or larger files, use one of our data connectors.