feat: search documentation tool for reply suggestions (#13340)
Co-authored-by: Shivam Mishra <scm.mymail@gmail.com>
This commit is contained in:
@@ -1,5 +1,6 @@
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class Captain::BaseTaskService
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include Integrations::LlmInstrumentation
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include Captain::ToolInstrumentation
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# gpt-4o-mini supports 128,000 tokens
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# 1 token is approx 4 characters
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@@ -35,44 +36,52 @@ class Captain::BaseTaskService
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"#{endpoint}/v1"
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end
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def make_api_call(model:, messages:)
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def make_api_call(model:, messages:, tools: [])
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# Community edition prerequisite checks
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# Enterprise module handles these with more specific error messages (cloud vs self-hosted)
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return { error: I18n.t('captain.disabled'), error_code: 403 } unless captain_tasks_enabled?
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return { error: I18n.t('captain.api_key_missing'), error_code: 401 } unless api_key_configured?
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instrumentation_params = build_instrumentation_params(model, messages)
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instrumentation_method = tools.any? ? :instrument_tool_session : :instrument_llm_call
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response = instrument_llm_call(instrumentation_params) do
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execute_ruby_llm_request(model: model, messages: messages)
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response = send(instrumentation_method, instrumentation_params) do
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execute_ruby_llm_request(model: model, messages: messages, tools: tools)
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end
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# Build follow-up context for client-side refinement, when applicable
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if build_follow_up_context? && response[:message].present?
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response.merge(follow_up_context: build_follow_up_context(messages, response))
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else
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response
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end
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return response unless build_follow_up_context? && response[:message].present?
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response.merge(follow_up_context: build_follow_up_context(messages, response))
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end
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def execute_ruby_llm_request(model:, messages:)
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def execute_ruby_llm_request(model:, messages:, tools: [])
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Llm::Config.with_api_key(api_key, api_base: api_base) do |context|
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chat = context.chat(model: model)
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system_msg = messages.find { |m| m[:role] == 'system' }
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chat.with_instructions(system_msg[:content]) if system_msg
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chat = build_chat(context, model: model, messages: messages, tools: tools)
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conversation_messages = messages.reject { |m| m[:role] == 'system' }
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return { error: 'No conversation messages provided', error_code: 400, request_messages: messages } if conversation_messages.empty?
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add_messages_if_needed(chat, conversation_messages)
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response = chat.ask(conversation_messages.last[:content])
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build_ruby_llm_response(response, messages)
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build_ruby_llm_response(chat.ask(conversation_messages.last[:content]), messages)
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end
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rescue StandardError => e
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ChatwootExceptionTracker.new(e, account: account).capture_exception
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{ error: e.message, request_messages: messages }
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end
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def build_chat(context, model:, messages:, tools: [])
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chat = context.chat(model: model)
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system_msg = messages.find { |m| m[:role] == 'system' }
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chat.with_instructions(system_msg[:content]) if system_msg
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if tools.any?
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tools.each { |tool| chat = chat.with_tool(tool) }
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chat.on_end_message { |message| record_generation(chat, message, model) }
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end
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chat
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end
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def add_messages_if_needed(chat, conversation_messages)
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return if conversation_messages.length == 1
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@@ -177,5 +186,4 @@ class Captain::BaseTaskService
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user_msg ? user_msg[:content] : nil
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end
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end
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Captain::BaseTaskService.prepend_mod_with('Captain::BaseTaskService')
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@@ -38,3 +38,5 @@ class Captain::ReplySuggestionService < Captain::BaseTaskService
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'reply_suggestion'
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end
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end
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Captain::ReplySuggestionService.prepend_mod_with('Captain::ReplySuggestionService')
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48
lib/captain/tool_instrumentation.rb
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48
lib/captain/tool_instrumentation.rb
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@@ -0,0 +1,48 @@
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module Captain::ToolInstrumentation
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extend ActiveSupport::Concern
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private
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# Custom instrumentation for tool flows - outputs just the message (not full hash)
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def instrument_tool_session(params)
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return yield unless ChatwootApp.otel_enabled?
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response = nil
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executed = false
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tracer.in_span(params[:span_name]) do |span|
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span.set_attribute('langfuse.user.id', params[:account_id].to_s) if params[:account_id]
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span.set_attribute('langfuse.tags', [params[:feature_name]].to_json)
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span.set_attribute('langfuse.observation.input', params[:messages].to_json)
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response = yield
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executed = true
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# Output just the message for cleaner Langfuse display
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span.set_attribute('langfuse.observation.output', response[:message] || response.to_json)
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end
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response
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rescue StandardError => e
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ChatwootExceptionTracker.new(e, account: account).capture_exception
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executed ? response : yield
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end
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def record_generation(chat, message, model)
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return unless ChatwootApp.otel_enabled?
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return unless message.respond_to?(:role) && message.role.to_s == 'assistant'
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tracer.in_span("llm.#{event_name}.generation") do |span|
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span.set_attribute('gen_ai.system', 'openai')
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span.set_attribute('gen_ai.request.model', model)
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span.set_attribute('gen_ai.usage.input_tokens', message.input_tokens)
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span.set_attribute('gen_ai.usage.output_tokens', message.output_tokens) if message.respond_to?(:output_tokens)
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span.set_attribute('langfuse.observation.input', format_chat_messages(chat))
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span.set_attribute('langfuse.observation.output', message.content.to_s) if message.respond_to?(:content)
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end
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rescue StandardError => e
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Rails.logger.warn "Failed to record generation: #{e.message}"
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end
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def format_chat_messages(chat)
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chat.messages[0...-1].map { |m| { role: m.role.to_s, content: m.content.to_s } }.to_json
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end
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end
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@@ -21,6 +21,10 @@ module ChatwootApp
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enterprise? && GlobalConfig.get_value('DEPLOYMENT_ENV') == 'cloud'
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end
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def self.self_hosted_enterprise?
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enterprise? && !chatwoot_cloud? && GlobalConfig.get_value('INSTALLATION_PRICING_PLAN') == 'enterprise'
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end
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def self.custom?
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@custom ||= root.join('custom').exist?
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end
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@@ -31,5 +31,10 @@ General guidelines:
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- Move the conversation forward
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- Do not invent product details, policies, or links that weren't mentioned
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- Reply in the customer's language
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{% if has_search_tool %}
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**Important**: You have access to a `search_documentation` tool that can search the company's knowledge base for product details, policies, FAQs, and other information.
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**Use the search_documentation tool first** to find relevant information before composing your reply. This ensures your response is accurate and based on actual company documentation.
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{% endif %}
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Output only the reply.
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