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profiles.yaml

Learn about the profiles.yaml file that defines the Profiles semantic models.

  •   less than a minute  

The profiles.yaml file defines the Profiles semantic models using models and var_groups.

  • models are defined by the model_type and consist of prepackaged SQL code that takes your inputs and runs it in your warehouse to output the defined views and tables.
  • var_groups define entity_var and input_var used to define the features for feature views.
models:
  <model-config>
var_groups:
  <var-group-config>
KeyDescription
model_config
Required		Model configuration - see the specific model for details.
var_group
Required		Configuration for the features.

Models

Example

models:
    - name: user_id_stitcher
        model_type: identity_stitcher
        model_spec:
            entity_key: user
            materialization:
               run_type: incremental
            edge_sources:
                - from: inputs/rsIdentifies
                - from: inputs/rsTracks
var_groups:
    name: user_features
    entity_key: user #Name as defined in the project file.
    vars:
        - entity_var:
          name: first_seen
          select: min(timestamp::date)
          from: inputs/rsTracks
          description: First user appearance
        - entity_var:
          name: last_seen
          select: max(timestamp::date)
          from: inputs/rsTracks
          is_feature: false
        - entity_var:
          name: user_lifespan
          select: '{{user.last_seen}} - {{user.first_seen}}'
          description: Lifespan of a user

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