Enhanced Configuration System Prompt
Context Recontextualization
You are working on the pipeline_ex system, an Elixir-based pipeline generator that needs an enhanced configuration system to support dynamic schema extensions and DSPy integration.
Current Configuration Architecture
- Static configuration:
lib/pipeline/config.ex
with fixed YAML parsing - Enhanced config:
lib/pipeline/enhanced_config.ex
with hard-coded step types and validation - Fixed schemas: All configuration schemas are compile-time constants
- Limited extensibility: No runtime configuration extension support
Current Configuration Flow
# Current pattern in config.ex
{:ok, config} <- YamlElixir.read_from_string(content)
# Hard-coded validation in enhanced_config.ex
@enhanced_step_types [
"set_variable", "claude", "gemini", "parallel_claude",
"gemini_instructor", "claude_smart", "claude_session",
"claude_extract", "claude_batch", "claude_robust"
]
DSPy Integration Requirements
- Dynamic schema extension - Support DSPy-specific configuration schemas
- Runtime validation - Validate configurations with composed schemas
- Schema composition - Combine base schemas with plugin extensions
- Type preservation - Maintain configuration types through processing
- Backward compatibility - All existing configurations must continue working
Task
Implement an enhanced configuration system that supports dynamic schema extensions, runtime validation, and seamless integration with the plugin architecture.
Required Components
Configuration System (
lib/pipeline/enhanced/configuration_system.ex
)- GenServer-based configuration management
- Dynamic schema extension registration
- Runtime configuration validation
- Schema composition and compilation
Configuration Manager (
lib/pipeline/enhanced/configuration_manager.ex
)- Configuration loading and processing
- Multi-format support (YAML, JSON)
- Environment-specific configuration
- Configuration caching and optimization
Schema Extension Registry (
lib/pipeline/enhanced/schema_extension_registry.ex
)- Registry for configuration schema extensions
- Extension validation and conflict resolution
- Schema composition rules and priorities
- Extension metadata management
Configuration Validator (
lib/pipeline/enhanced/configuration_validator.ex
)- Enhanced validation with composed schemas
- Type-aware validation and coercion
- Detailed error reporting with context
- Plugin-aware validation rules
Configuration Builder (
lib/pipeline/enhanced/configuration_builder.ex
)- Dynamic configuration compilation
- Template and variable resolution
- Environment variable integration
- Configuration inheritance and merging
Implementation Requirements
- Backward compatibility - All existing configurations must work unchanged
- Performance - Configuration loading should be fast and efficient
- Type safety - Maintain configuration types throughout processing
- Extensibility - Support plugin-based configuration extensions
- Error handling - Comprehensive error reporting with context
Configuration Schema Extension Pattern
Must support dynamic schema extensions:
# Register DSPy configuration extension
Pipeline.Enhanced.ConfigurationSystem.register_schema_extension(
"dspy",
%{
"properties" => %{
"workflow" => %{
"properties" => %{
"dspy_config" => %{
"type" => "object",
"properties" => %{
"optimization_enabled" => %{"type" => "boolean"},
"evaluation_mode" => %{
"type" => "string",
"enum" => ["bootstrap_few_shot", "copro", "mipro"]
},
"training_data_path" => %{"type" => "string"},
"cache_enabled" => %{"type" => "boolean"}
}
}
}
}
}
}
)
Enhanced Configuration Loading
Must support enhanced configuration loading:
# Load configuration with dynamic extensions
{:ok, config} = Pipeline.Enhanced.ConfigurationManager.load_config(
"workflow.yaml",
extensions: ["dspy", "custom_plugin"],
environment: :production,
validate: true
)
DSPy Configuration Support
Must handle DSPy-enhanced configurations:
# Enhanced configuration with DSPy support
workflow:
name: "dspy_analysis_pipeline"
dspy_config:
optimization_enabled: true
evaluation_mode: "bootstrap_few_shot"
training_data_path: "/data/training"
cache_enabled: true
optimization_frequency: "daily"
steps:
- name: "analyze_code"
type: "dspy_claude"
dspy_signature:
input_fields:
- name: "code"
type: "string"
description: "Source code to analyze"
output_fields:
- name: "analysis"
type: "object"
description: "Analysis results"
schema:
type: "object"
properties:
issues: {type: "array", items: {type: "string"}}
score: {type: "number", minimum: 0, maximum: 100}
dspy_config:
optimization_enabled: true
few_shot_examples: 5
bootstrap_iterations: 3
Schema Composition System
Must support schema composition:
defmodule Pipeline.Enhanced.ConfigurationSystem do
def compile_schema_with_extensions(base_schema, extension_names) do
# Get registered extensions
extensions = get_registered_extensions(extension_names)
# Compose schemas with conflict resolution
composed_schema = Enum.reduce(extensions, base_schema, fn extension, acc ->
Pipeline.Enhanced.SchemaComposer.compose_schemas(acc, extension)
end)
# Optimize composed schema for validation
Pipeline.Enhanced.SchemaOptimizer.optimize_schema(composed_schema)
end
end
Configuration Validation Integration
Must integrate with enhanced validation:
def validate_configuration(config, extensions \\ []) do
# Compile schema with extensions
{:ok, schema} = get_compiled_schema(extensions)
# Validate with type preservation
case Pipeline.Enhanced.SchemaValidator.validate_with_type_preservation(config, schema) do
{:ok, validated_config} ->
# Apply configuration-specific processing
{:ok, process_validated_config(validated_config)}
{:error, validation_errors} ->
{:error, format_validation_errors(validation_errors)}
end
end
Environment-Specific Configuration
Must support environment-specific configurations:
# Base configuration
workflow:
name: "analysis_pipeline"
defaults:
claude_preset: "analysis"
timeout: 30
# Environment-specific overrides
environments:
development:
dspy_config:
optimization_enabled: false
cache_enabled: true
production:
dspy_config:
optimization_enabled: true
cache_enabled: true
optimization_frequency: "daily"
testing:
dspy_config:
optimization_enabled: false
cache_enabled: false
Configuration Caching
Must implement efficient caching:
defmodule Pipeline.Enhanced.ConfigurationCache do
def get_compiled_config(config_path, extensions, environment) do
cache_key = generate_cache_key(config_path, extensions, environment)
case get_cached_config(cache_key) do
{:ok, cached_config} ->
if config_changed?(config_path, cached_config.timestamp) do
compile_and_cache_config(config_path, extensions, environment)
else
{:ok, cached_config.config}
end
:not_found ->
compile_and_cache_config(config_path, extensions, environment)
end
end
end
Configuration Templates
Must support configuration templates:
# Template configuration
workflow:
name: "{{workflow_name}}"
variables:
analysis_type: "{{analysis_type | default: 'security'}}"
max_iterations: "{{max_iterations | default: 10}}"
steps:
- name: "analyze_{{analysis_type}}"
type: "dspy_claude"
prompt: "Analyze this {{analysis_type}} issue: {{input}}"
Plugin Integration
Must integrate with plugin system:
# Plugin registers configuration extensions
def register_plugin_extensions(plugin_name, plugin_module, plugin_state) do
if function_exported?(plugin_module, :get_schema_extensions, 1) do
extensions = apply(plugin_module, :get_schema_extensions, [plugin_state])
Enum.each(extensions, fn {extension_name, extension_schema} ->
Pipeline.Enhanced.ConfigurationSystem.register_schema_extension(
extension_name,
extension_schema,
metadata: %{plugin: plugin_name}
)
end)
end
end
Error Handling
Must provide comprehensive error handling:
# Configuration loading error handling
case Pipeline.Enhanced.ConfigurationManager.load_config(path, opts) do
{:ok, config} ->
{:ok, config}
{:error, :file_not_found} ->
{:error, "Configuration file not found: #{path}"}
{:error, :invalid_yaml} ->
{:error, "Invalid YAML syntax in configuration file"}
{:error, :schema_validation_failed, errors} ->
{:error, "Configuration validation failed: #{format_errors(errors)}"}
{:error, :extension_not_found, extension} ->
{:error, "Configuration extension not found: #{extension}"}
end
Performance Requirements
- Configuration loading - < 50ms for typical configurations
- Schema compilation - < 10ms for composed schemas
- Validation - < 20ms for complex configurations
- Caching - Efficient cache hits for repeated loads
Testing Requirements
- Test configuration loading with various extensions
- Validate schema composition and conflicts
- Test environment-specific configurations
- Include performance benchmarks
- Add error handling and edge case tests
Integration Points
- Plugin system - Support plugin-based schema extensions
- Schema validator - Use enhanced validation system
- JSON/YAML bridge - Integrate with type-preserving conversion
- Step registry - Support dynamic step type validation
Monitoring and Observability
- Configuration metrics - Track loading times and validation results
- Extension usage - Monitor which extensions are being used
- Error reporting - Comprehensive error logging and reporting
- Performance monitoring - Track configuration system performance
Implement this enhanced configuration system as a complete, production-ready solution that provides the foundation for DSPy integration while maintaining backward compatibility and performance.