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Parameter transformation utilities for LangGate

Project description

LangGate Transform

Parameter transformation utilities for LangGate AI Gateway.

This package provides the core parameter transformation logic used by both:

  • Local registry clients to transform parameters for direct model calls
  • The Envoy external processor to transform parameters in the proxy

It implements a declarative approach to parameter transformation that can be:

  1. Used directly in Python applications
  2. Potentially reimplemented in other languages (like Go) for external processors
  3. Extended with custom transformation rules

Parameter Transformation Precedence

The transformation module follows a specific precedence order when applying parameter transformations:

Defaults (applied only if key doesn't exist yet):

  1. Model-specific defaults (highest precedence for defaults)
  2. Pattern defaults (matching patterns applied in config order)
  3. Service provider defaults
  4. Global defaults (lowest precedence for defaults)

Overrides/Removals/Renames (applied in order, later steps overwrite/modify earlier ones):

  1. Input parameters (initial state)
  2. Service-level API keys and base URLs
  3. Service-level overrides, removals, renames
  4. Pattern-level overrides, removals, renames (matching patterns applied in config order)
  5. Model-specific overrides, removals, renames (highest precedence)
  6. Model ID (always overwritten with service_model_id)
  7. Environment variable substitution (applied last to all string values)

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