Module: Legion::LLM::API::Native::Models

Extended by:
Legion::Logging::Helper
Defined in:
lib/legion/llm/api/native/models.rb

Constant Summary collapse

AUTO_ROUTING_MODEL_ID = 
'legionio'
AUTO_ROUTING_MODEL_DISPLAY = 
'LegionIO'
AUTO_ROUTING_OFFERING_ID = 
'legionio:auto:inference:legionio'
AUTO_ROUTING_CAPABILITIES = 
%w[auto_routing chat completion json_schema tools].freeze
AUTO_ROUTING_MODEL_ALIASES = 
%w[auto].freeze

Class Method Summary collapse

Class Method Details

.auto_routing_alias_offering ⇒ Object 



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# File 'lib/legion/llm/api/native/models.rb', line 137

def self.auto_routing_alias_offering
  base = auto_routing_offering
  base.merge(
    id:                    'legionio:auto:inference:auto',
    offering_id:           'legionio:auto:inference:auto',
    model:                 'auto',
    display_name:          'LegionIO (auto)',
    canonical_model_alias: 'auto'
  )
end

.auto_routing_model?(model) ⇒ Boolean

Returns:

  • (Boolean) 


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# File 'lib/legion/llm/api/native/models.rb', line 197

def self.auto_routing_model?(model)
  m = model.to_s.strip.downcase
  m == AUTO_ROUTING_MODEL_ID || AUTO_ROUTING_MODEL_ALIASES.include?(m)
end

.auto_routing_offering ⇒ Object 



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# File 'lib/legion/llm/api/native/models.rb', line 148

def self.auto_routing_offering
  ctx = Legion::Settings[:llm][:context_window] || 262_144
  max_out = Legion::Settings[:llm][:max_output_tokens] || 16_384
  {
    id:                    AUTO_ROUTING_OFFERING_ID,
    offering_id:           AUTO_ROUTING_OFFERING_ID,
    model:                 AUTO_ROUTING_MODEL_ID,
    display_name:          AUTO_ROUTING_MODEL_DISPLAY,
    model_family:          'legionio',
    canonical_model_alias: AUTO_ROUTING_MODEL_ID,
    type:                  :inference,
    provider_family:       'legionio',
    provider_instance:     'auto',
    instance_id:           'auto',
    tier:                  :auto,
    transport:             :internal,
    enabled:               true,
    capabilities:          AUTO_ROUTING_CAPABILITIES,
    limits:                { context_window: ctx, max_output_tokens: max_out },
    health:                { circuit_state: 'available' },
    metadata:              { auto_route: true, placeholder: true, display_name: AUTO_ROUTING_MODEL_DISPLAY },
    routing_metadata:      { strategy: 'auto' },
    source:                'static'
  }
end

.auto_routing_offering_matches?(filters) ⇒ Boolean

Returns:

  • (Boolean) 


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# File 'lib/legion/llm/api/native/models.rb', line 174

def self.auto_routing_offering_matches?(filters)
  normalized = request_filters(filters)
  type = normalized[:type]
  return false if type && !type.to_s.empty? && type.to_s != 'inference' && type.to_s != 'chat'

  provider = normalized[:provider]
  return false if provider && !provider.to_s.empty? && !%w[legionio auto].include?(provider.to_s.downcase)

  instance = normalized[:instance_id]
  return false if instance && !instance.to_s.empty? && !%w[auto legionio].include?(instance.to_s.downcase)

  model = normalized[:model] || normalized[:offering_id]
  return false if model && !model.to_s.empty? && !auto_routing_model?(model) && model.to_s != AUTO_ROUTING_OFFERING_ID

  family = normalized[:model_family]
  return false if family && !family.to_s.empty? && family.to_s.downcase != 'legionio'

  capability = normalized[:capability]
  return false if capability && !AUTO_ROUTING_CAPABILITIES.include?(capability.to_s)

  true
end

.model_summaries(offerings) ⇒ Object 



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# File 'lib/legion/llm/api/native/models.rb', line 92

def self.model_summaries(offerings)
  summaries = offerings.group_by { |offering| offering[:model] }.map do |model, rows|
    summarize_model(model, rows)
  end
  summaries.sort_by { |model| [auto_routing_model?(model[:id]) ? 0 : 1, model[:id]] }
end

.registered(app) ⇒ Object 



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# File 'lib/legion/llm/api/native/models.rb', line 18

def self.registered(app)
  log.debug('[llm][api][models] registering model inventory routes')

  app.get '/api/llm/models' do
    log.debug('[llm][api][models] action=list_models')
    require_llm!

    filters = Legion::LLM::API::Native::Models.request_filters(params)
    offerings = Legion::LLM::Inventory.offerings(filters)
    offerings = Legion::LLM::API::Native::Models.with_auto_routing_offering(offerings, filters)

    json_response({
                    models:    Legion::LLM::API::Native::Models.model_summaries(offerings),
                    offerings: offerings,
                    summary:   Legion::LLM::API::Native::Models.summary(offerings)
                  })
  rescue StandardError => e
    handle_exception(e, level: :error, handled: true, operation: 'llm.api.models.list')
    json_error('model_inventory_error', e.message, status_code: 500)
  end

  app.get '/api/llm/models/:id' do
    model_id = params[:id]
    log.debug("[llm][api][models] action=get_model id=#{model_id}")
    require_llm!

    filters = { model: model_id }
    offerings = Legion::LLM::Inventory.offerings(filters)
    offerings = Legion::LLM::API::Native::Models.with_auto_routing_offering(offerings, filters)
    halt json_error('model_not_found', "Model '#{model_id}' not found", status_code: 404) unless offerings.any?

    json_response({
                    model:     Legion::LLM::API::Native::Models.summarize_model(model_id, offerings),
                    offerings: offerings
                  })
  rescue StandardError => e
    handle_exception(e, level: :error, handled: true, operation: 'llm.api.models.get')
    json_error('model_inventory_error', e.message, status_code: 500)
  end

  app.get '/api/llm/providers/:name/models' do
    provider = params[:name]
    log.debug("[llm][api][models] action=list_provider_models provider=#{provider}")
    require_llm!

    filters = Legion::LLM::API::Native::Models.request_filters(params).merge(provider: provider)
    offerings = Legion::LLM::Inventory.offerings(filters)

    json_response({
                    provider:  provider,
                    models:    Legion::LLM::API::Native::Models.model_summaries(offerings),
                    offerings: offerings,
                    summary:   Legion::LLM::API::Native::Models.summary(offerings)
                  })
  rescue StandardError => e
    handle_exception(e, level: :error, handled: true, operation: 'llm.api.models.provider')
    json_error('model_inventory_error', e.message, status_code: 500)
  end

  log.debug('[llm][api][models] model inventory routes registered')
end

.request_filters(params) ⇒ Object 



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# File 'lib/legion/llm/api/native/models.rb', line 80

def self.request_filters(params)
  {
    provider:     params[:provider],
    instance_id:  params[:instance_id] || params[:instance],
    type:         params[:type] || params[:purpose],
    model:        params[:model],
    offering_id:  params[:offering_id],
    model_family: params[:model_family],
    capability:   params[:capability]
  }
end

.summarize_model(model, offerings) ⇒ Object 



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# File 'lib/legion/llm/api/native/models.rb', line 99

def self.summarize_model(model, offerings)
  summary = {
    id:             model.to_s,
    types:          offerings.map { |offering| offering[:type].to_s }.uniq.sort,
    providers:      offerings.map { |offering| offering[:provider_family] }.uniq.sort,
    model_families: offerings.filter_map { |offering| offering[:model_family] }.uniq.sort,
    offering_ids:   offerings.filter_map { |offering| offering[:offering_id] }.uniq.sort,
    instances:      offerings.map { |offering| offering[:instance_id] }.uniq.sort,
    capabilities:   offerings.flat_map { |offering| offering[:capabilities] }.uniq.sort,
    max_context:    offerings.filter_map { |offering| offering.dig(:limits, :context_window) }.max,
    enabled:        offerings.any? { |offering| offering[:enabled] != false }
  }
  if auto_routing_model?(model)
    first_display = offerings.filter_map { |o| o[:display_name] }.first
    summary[:display_name] = first_display || AUTO_ROUTING_MODEL_DISPLAY
    summary[:auto_route] = true
    summary[:default] = model.to_s == AUTO_ROUTING_MODEL_ID
  end
  summary
end

.summary(offerings) ⇒ Object 



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# File 'lib/legion/llm/api/native/models.rb', line 120

def self.summary(offerings)
  {
    total_offerings: offerings.size,
    models:          offerings.map { |offering| offering[:model] }.uniq.size,
    providers:       offerings.map { |offering| offering[:provider_family] }.uniq.size,
    by_type:         offerings.group_by { |offering| offering[:type].to_s }
                              .transform_values(&:size)
  }
end

.with_auto_routing_offering(offerings, filters = {}) ⇒ Object 



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# File 'lib/legion/llm/api/native/models.rb', line 130

def self.with_auto_routing_offering(offerings, filters = {})
  return offerings unless auto_routing_offering_matches?(filters)
  return offerings if offerings.any? { |offering| auto_routing_model?(offering[:model]) }

  [auto_routing_offering, auto_routing_alias_offering, *offerings]
end