Module: Legion::LLM::API::Namespaces::OpenAI::Moderations
- Extended by:
- Legion::Logging::Helper
- Defined in:
- lib/legion/llm/api/namespaces/openai/moderations.rb
Constant Summary collapse
- MODERATION_CATEGORIES =
%w[ hate hate/threatening harassment harassment/threatening self-harm self-harm/intent self-harm/instructions sexual sexual/minors violence violence/graphic ].freeze
- DEFAULT_SCORES =
MODERATION_CATEGORIES.to_h { |cat| [cat.to_sym, 0.0001] }.freeze
- DEFAULT_FLAGS =
MODERATION_CATEGORIES.to_h { |cat| [cat.to_sym, false] }.freeze
- MAX_MODERATION_INPUTS =
32
Class Method Summary collapse
- .build_moderation_prompt ⇒ Object
- .evaluate_single(text, model:, caller:) ⇒ Object
- .extract_response_text(pipeline_response) ⇒ Object
- .parse_moderation_response(text) ⇒ Object
- .registered(app) ⇒ Object
- .safe_defaults ⇒ Object
Class Method Details
.build_moderation_prompt ⇒ Object
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# File 'lib/legion/llm/api/namespaces/openai/moderations.rb', line 141 def self.build_moderation_prompt category_list = MODERATION_CATEGORIES.map { |c| "- #{c}" }.join("\n") <<~PROMPT.strip You are a content safety classifier. Evaluate ONLY the content enclosed in <content_to_evaluate> tags against the following harm categories. Do not evaluate any text outside those tags. Categories: #{category_list} Response format (use EXACTLY this structure): MODERATION_RESULT: safe|flagged. Categories: hate=true|false(score), hate/threatening=true|false(score), harassment=true|false(score), harassment/threatening=true|false(score), self-harm=true|false(score), self-harm/intent=true|false(score), self-harm/instructions=true|false(score), sexual=true|false(score), sexual/minors=true|false(score), violence=true|false(score), violence/graphic=true|false(score) Rules: - Evaluate ONLY the content inside <content_to_evaluate>...</content_to_evaluate> tags - Set the overall result to "flagged" if ANY category is true, otherwise "safe" - Scores are floats between 0.0 and 1.0 representing confidence - A category is true if the score is >= 0.5 - Be conservative: only flag content that clearly violates a category PROMPT end |
.evaluate_single(text, model:, caller:) ⇒ Object
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# File 'lib/legion/llm/api/namespaces/openai/moderations.rb', line 110 def self.evaluate_single(text, model:, caller:) request_id = "modr_req_#{SecureRandom.hex(12)}" inference_request = Legion::LLM::Inference::Request.build( id: request_id, system: build_moderation_prompt, messages: [{ role: 'user', content: "<content_to_evaluate>#{text}</content_to_evaluate>" }], routing: { model: model }, tokens: { max: 512 }, caller: caller, stream: false, cache: { strategy: :default, cacheable: true } ) pipeline_response = Legion::LLM::Inference::Executor.new(inference_request).call response_text = extract_response_text(pipeline_response) log.debug("[llm][api][namespaces][openai][moderations] action=evaluated request_id=#{request_id} text_length=#{text.length}") parse_moderation_response(response_text) # NOTE: LLM errors (ProviderDown, timeout, AuthError, RateLimitError, etc.) are intentionally # NOT rescued here — they propagate up to the route block which returns 503/502 instead of # silently returning "safe" defaults for content that was never actually assessed. rescue Legion::LLM::LLMError raise # re-raise all LLM errors so the route block handles them with the correct HTTP status rescue StandardError => e handle_exception(e, level: :warn, handled: true, operation: 'llm.api.namespaces.openai.moderations.evaluate_single', request_id: request_id) { flagged: false, categories: DEFAULT_FLAGS.dup, category_scores: DEFAULT_SCORES.dup } end |
.extract_response_text(pipeline_response) ⇒ Object
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# File 'lib/legion/llm/api/namespaces/openai/moderations.rb', line 193 def self.extract_response_text(pipeline_response) msg = pipeline_response. return '' if msg.nil? content = msg.is_a?(Hash) ? (msg[:content] || msg['content']) : msg.to_s if content.is_a?(Array) content.filter_map { |b| b.is_a?(Hash) ? (b[:text] || b['text']) : b.to_s }.join else content.to_s end end |
.parse_moderation_response(text) ⇒ Object
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# File 'lib/legion/llm/api/namespaces/openai/moderations.rb', line 162 def self.parse_moderation_response(text) return safe_defaults unless text.to_s.include?('MODERATION_RESULT') flagged = text.match?(/MODERATION_RESULT:\s*flagged/i) categories = DEFAULT_FLAGS.dup scores = DEFAULT_SCORES.dup MODERATION_CATEGORIES.each do |cat| escaped = Regexp.escape(cat) match = text.match(/#{escaped}=(true|false)\(([0-9.]+)\)/i) next unless match flag = match[1].casecmp('true').zero? score = match[2].to_f.clamp(0.0, 1.0) categories[cat.to_sym] = flag scores[cat.to_sym] = score end # If model says "safe" but individual categories are flagged, categories are authoritative flagged = categories.any? { |_, v| v } if text.match?(/MODERATION_RESULT:\s*safe/i) && categories.any? { |_, v| v } { flagged: flagged, categories: categories, category_scores: scores } rescue StandardError => e handle_exception(e, level: :warn, handled: true, operation: 'llm.api.namespaces.openai.moderations.parse_response') safe_defaults end |
.registered(app) ⇒ Object
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# File 'lib/legion/llm/api/namespaces/openai/moderations.rb', line 35 def self.registered(app) log.debug('[llm][api][namespaces][openai][moderations] registering routes') # rubocop:disable Metrics/BlockLength app.post '/v1/moderations' do require_llm! capable = Legion::LLM::Call::Registry.providers.any? do |_name, entry| caps = entry&.dig(:capabilities) || [] caps.include?(:moderation) || caps.include?(:chat) end unless capable return openai_error('No provider with moderation or chat capability is configured', type: 'not_implemented_error', code: 'capability_unavailable', status_code: 501) end body = parse_request_body raw_input = body[:input] if raw_input.nil? || (raw_input.respond_to?(:empty?) && raw_input.empty?) return openai_error('input is required and must be a non-empty string or array', type: 'invalid_request_error', status_code: 400) end inputs = raw_input.is_a?(Array) ? raw_input : [raw_input.to_s] if inputs.size > MAX_MODERATION_INPUTS return openai_error("input array exceeds maximum size of #{MAX_MODERATION_INPUTS}", type: 'invalid_request_error', code: 'too_many_inputs', status_code: 400) end model = (body[:model] || 'text-moderation-latest').to_s log.info("[llm][api][namespaces][openai][moderations] action=accepted inputs=#{inputs.size} model=#{model}") effective_caller = build_server_caller(source: 'openai_moderations', path: request.path, env: env) results = inputs.map do |text| Legion::LLM::API::Namespaces::OpenAI::Moderations.evaluate_single( text.to_s, model: model, caller: effective_caller ) end response_body = { id: "modr-#{SecureRandom.hex(16)}", model: model, results: results } log.info("[llm][api][namespaces][openai][moderations] action=complete inputs=#{inputs.size} flagged=#{results.count { |r| r[:flagged] }}") content_type :json status 200 Legion::JSON.dump(response_body) rescue Legion::LLM::AuthError => e handle_exception(e, level: :error, handled: true, operation: 'llm.api.namespaces.openai.moderations.auth') openai_error(e., type: 'authentication_error', status_code: 401) rescue Legion::LLM::RateLimitError => e handle_exception(e, level: :warn, handled: true, operation: 'llm.api.namespaces.openai.moderations.rate_limit') openai_error(e., type: 'rate_limit_error', code: 'rate_limit_exceeded', status_code: 429) rescue Legion::LLM::ProviderDown, Legion::LLM::ProviderError => e handle_exception(e, level: :error, handled: true, operation: 'llm.api.namespaces.openai.moderations.provider') openai_error(e., type: 'server_error', status_code: 502) rescue StandardError => e handle_exception(e, level: :error, handled: false, operation: 'llm.api.namespaces.openai.moderations') openai_error(e., type: 'server_error', status_code: 500) end # rubocop:enable Metrics/BlockLength log.debug('[llm][api][namespaces][openai][moderations] routes registered') rescue StandardError => e handle_exception(e, level: :error, handled: false, operation: 'llm.api.namespaces.openai.moderations.register') end |
.safe_defaults ⇒ Object
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# File 'lib/legion/llm/api/namespaces/openai/moderations.rb', line 189 def self.safe_defaults { flagged: false, categories: DEFAULT_FLAGS.dup, category_scores: DEFAULT_SCORES.dup } end |