Module: Legion::LLM::Inference::Steps::RagContext

Includes:
Logging, Legion::Logging::Helper
Included in:
Executor
Defined in:
lib/legion/llm/inference/steps/rag_context.rb

Instance Method Summary collapse

Instance Method Details

#step_rag_context ⇒ Object 



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# File 'lib/legion/llm/inference/steps/rag_context.rb', line 14

def step_rag_context
  unless rag_enabled?
    log_step_debug(:rag_context, :skipped, reason: :disabled)
    return
  end
  unless substantive_query?
    log_step_debug(:rag_context, :skipped, reason: :non_substantive_query)
    return
  end
  unless apollo_available_or_warn?
    log_step_debug(:rag_context, :skipped, reason: :apollo_unavailable)
    return
  end

  utilization = estimate_utilization
  strategy = select_context_strategy(utilization: utilization)
  if strategy == :none
    log_step_debug(:rag_context, :skipped, reason: :context_window_high, utilization: utilization.round(3))
    return
  end

  query = extract_query
  start_time = Time.now
  log_step_debug(:rag_context, :retrieve, strategy: strategy, query_chars: query.to_s.length)
  result = apollo_retrieve(query: query, strategy: strategy)
  record_rag_enrichment(result, strategy)
  record_rag_timeline(result, strategy, start_time)
rescue StandardError => e
  @warnings << "RAG context error: #{e.message}"
  handle_exception(e, level: :warn, operation: 'llm.pipeline.steps.rag_context')
end