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  1. Nuxeo AI Core
  2. AICORE-106

Document for Corpus (training and evaluation data)

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    Details

    • Type: New Feature
    • Status: Resolved
    • Priority: Major
    • Resolution: Fixed
    • Affects Version/s: None
    • Fix Version/s: NXP-10.3
    • Component/s: ML Custom Model
    • Release Notes Summary:
      Document reference to represent Corpus objects
    • Tags:
    • Sprint:
      nxAI Sprint 10.3.1, nxAI Sprint 10.3.3

      Description

      This Document works as a reference to an S3 TFRecord file, created for training Custom Models
      It contains a pointer towards the S3 location, as well as a set of metadatas with some statistics on the data.

      To train a custom model, we can use one or more of these for training, and for evaluation.

      Schema

      • data_location (string) : Where we can find the TFRecord binary in S3 (bucket called sagemaker for easy access )
      • training_data (bool) : identifies if this is for training or evaluation
      • inputs: [Complex(name,type)] : identifies the input fields
      • outputs : [Complex(name,type,multi_class)] : identifies the output fields
      • input and output histogram : [Complex(field,label,count)] : histogram on the labels for each field in input and output. List of tuples (field, label) with a counter
      • documents_count (int) : total number of documents in this binary

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