feat: Introduce the concept of tool registry within Captain (#11516)
This PR introduces the concept of a tool registry. The implementation is straightforward: you can define a tool by creating a class with a function name. The function name gets registered in the registry and can be referenced during LLM calls. When the LLM invokes a tool using the registered name, the registry locates and executes the appropriate tool. If the LLM calls an unregistered tool, the registry returns an error indicating that the tool is not defined.
This commit is contained in:
@@ -1,24 +1,4 @@
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module Captain::ChatHelper
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def search_documentation_tool
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{
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type: 'function',
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function: {
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name: 'search_documentation',
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description: "Use this function to get documentation on functionalities you don't know about.",
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parameters: {
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type: 'object',
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properties: {
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search_query: {
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type: 'string',
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description: 'The search query to look up in the documentation.'
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}
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},
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required: ['search_query']
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}
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}
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}
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end
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def request_chat_completion
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Rails.logger.debug { "[CAPTAIN][ChatCompletion] #{@messages}" }
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@@ -26,13 +6,12 @@ module Captain::ChatHelper
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parameters: {
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model: @model,
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messages: @messages,
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tools: [search_documentation_tool],
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tools: @tool_registry&.registered_tools || [],
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response_format: { type: 'json_object' }
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}
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)
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handle_response(response)
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@response
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end
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def handle_response(response)
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@@ -41,7 +20,7 @@ module Captain::ChatHelper
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if message['tool_calls']
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process_tool_calls(message['tool_calls'])
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else
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@response = JSON.parse(message['content'].strip)
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JSON.parse(message['content'].strip)
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end
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end
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@@ -54,38 +33,20 @@ module Captain::ChatHelper
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end
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def process_tool_call(tool_call)
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arguments = JSON.parse(tool_call['function']['arguments'])
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function_name = tool_call['function']['name']
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tool_call_id = tool_call['id']
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if tool_call['function']['name'] == 'search_documentation'
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query = JSON.parse(tool_call['function']['arguments'])['search_query']
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sections = fetch_documentation(query)
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append_tool_response(sections, tool_call_id)
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if @tool_registry.respond_to?(function_name)
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execute_tool(function_name, arguments, tool_call_id)
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else
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append_tool_response('', tool_call_id)
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process_invalid_tool_call(tool_call_id)
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end
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end
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def fetch_documentation(query)
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Rails.logger.debug { "[CAPTAIN][DocumentationSearch] #{query}" }
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@assistant
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.responses
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.approved
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.search(query)
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.map { |response| format_response(response) }.join
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end
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def format_response(response)
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formatted_response = "
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Question: #{response.question}
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Answer: #{response.answer}
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"
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if response.documentable.present? && response.documentable.try(:external_link)
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formatted_response += "
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Source: #{response.documentable.external_link}
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"
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end
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formatted_response
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def execute_tool(function_name, arguments, tool_call_id)
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result = @tool_registry.send(function_name, arguments)
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append_tool_response(result, tool_call_id)
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end
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def append_tool_calls(tool_calls)
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@@ -95,11 +56,15 @@ module Captain::ChatHelper
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}
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end
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def append_tool_response(sections, tool_call_id)
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def process_invalid_tool_call(tool_call_id)
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append_tool_response('Tool not available', tool_call_id)
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end
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def append_tool_response(content, tool_call_id)
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@messages << {
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role: 'tool',
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tool_call_id: tool_call_id,
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content: "Found the following FAQs in the documentation:\n #{sections}"
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content: content
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}
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end
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end
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@@ -10,6 +10,8 @@ class Captain::Copilot::ChatService < Llm::BaseOpenAiService
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@conversation_history = config[:conversation_history]
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@previous_messages = config[:previous_messages] || []
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@language = config[:language] || 'english'
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register_tools
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@messages = [system_message, conversation_history_context] + @previous_messages
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@response = ''
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end
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@@ -25,6 +27,11 @@ class Captain::Copilot::ChatService < Llm::BaseOpenAiService
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private
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def register_tools
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@tool_registry = Captain::ToolRegistryService.new(@assistant)
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@tool_registry.register_tool(Captain::Tools::SearchDocumentationService)
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end
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def system_message
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{
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role: 'system',
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@@ -9,6 +9,7 @@ class Captain::Llm::AssistantChatService < Llm::BaseOpenAiService
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@assistant = assistant
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@messages = [system_message]
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@response = ''
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register_tools
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end
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def generate_response(input, previous_messages = [], role = 'user')
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@@ -19,6 +20,11 @@ class Captain::Llm::AssistantChatService < Llm::BaseOpenAiService
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private
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def register_tools
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@tool_registry = Captain::ToolRegistryService.new(@assistant)
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@tool_registry.register_tool(Captain::Tools::SearchDocumentationService)
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end
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def system_message
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{
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role: 'system',
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27
enterprise/app/services/captain/tool_registry_service.rb
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27
enterprise/app/services/captain/tool_registry_service.rb
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@@ -0,0 +1,27 @@
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class Captain::ToolRegistryService
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attr_reader :registered_tools, :tools
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def initialize(assistant)
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@assistant = assistant
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@registered_tools = []
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@tools = {}
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end
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def register_tool(tool_class)
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tool = tool_class.new(@assistant)
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@tools[tool.name] = tool
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@registered_tools << tool.to_registry_format
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end
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def method_missing(method_name, *arguments)
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if @tools.key?(method_name.to_s)
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@tools[method_name.to_s].execute(*arguments)
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else
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super
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end
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end
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def respond_to_missing?(method_name, include_private = false)
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@tools.key?(method_name.to_s) || super
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end
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end
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34
enterprise/app/services/captain/tools/base_service.rb
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34
enterprise/app/services/captain/tools/base_service.rb
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@@ -0,0 +1,34 @@
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class Captain::Tools::BaseService
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attr_accessor :assistant
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def initialize(assistant)
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@assistant = assistant
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end
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def name
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raise NotImplementedError, "#{self.class} must implement name"
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end
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def description
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raise NotImplementedError, "#{self.class} must implement description"
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end
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def parameters
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raise NotImplementedError, "#{self.class} must implement parameters"
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end
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def execute(arguments)
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raise NotImplementedError, "#{self.class} must implement execute"
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end
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def to_registry_format
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{
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type: 'function',
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function: {
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name: name,
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description: description,
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parameters: parameters
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}
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}
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end
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end
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@@ -0,0 +1,49 @@
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class Captain::Tools::SearchDocumentationService < Captain::Tools::BaseService
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def name
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'search_documentation'
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end
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def description
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'Search and retrieve documentation from knowledge base'
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end
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def parameters
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{
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type: 'object',
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properties: {
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search_query: {
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type: 'string',
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description: 'The search query to look up in the documentation.'
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}
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},
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required: ['search_query']
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}
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end
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def execute(arguments)
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query = arguments['search_query']
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Rails.logger.info { "#{self.class.name}: #{query}" }
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responses = assistant.responses.approved.search(query)
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return 'No FAQs found for the given query' if responses.empty?
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responses.map { |response| format_response(response) }.join
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end
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private
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def format_response(response)
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formatted_response = "
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Question: #{response.question}
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Answer: #{response.answer}
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"
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if response.documentable.present? && response.documentable.try(:external_link)
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formatted_response += "
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Source: #{response.documentable.external_link}
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"
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end
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formatted_response
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end
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end
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@@ -0,0 +1,87 @@
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require 'rails_helper'
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# Test tool implementation
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class TestTool < Captain::Tools::BaseService
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def name
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'test_tool'
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end
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def description
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'A test tool for specs'
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end
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def parameters
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{
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type: 'object',
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properties: {
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test_param: {
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type: 'string'
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}
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}
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}
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end
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def execute(*args)
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args
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end
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end
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RSpec.describe Captain::ToolRegistryService do
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let(:assistant) { create(:captain_assistant) }
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let(:service) { described_class.new(assistant) }
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describe '#initialize' do
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it 'initializes with empty tools and registered_tools' do
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expect(service.tools).to be_empty
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expect(service.registered_tools).to be_empty
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end
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end
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describe '#register_tool' do
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let(:tool_class) { TestTool }
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it 'registers a new tool' do
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service.register_tool(tool_class)
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expect(service.tools['test_tool']).to be_a(TestTool)
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expect(service.registered_tools).to include(
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{
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type: 'function',
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function: {
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name: 'test_tool',
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description: 'A test tool for specs',
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parameters: {
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type: 'object',
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properties: {
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test_param: {
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type: 'string'
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}
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}
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}
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}
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}
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)
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end
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end
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describe 'method_missing' do
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let(:tool_class) { TestTool }
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before do
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service.register_tool(tool_class)
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end
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context 'when method corresponds to a registered tool' do
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it 'executes the tool with given arguments' do
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result = service.test_tool(test_param: 'arg1')
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expect(result).to eq([{ test_param: 'arg1' }])
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end
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end
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context 'when method does not correspond to a registered tool' do
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it 'raises NoMethodError' do
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expect { service.unknown_tool }.to raise_error(NoMethodError)
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end
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end
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end
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end
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@@ -0,0 +1,77 @@
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require 'rails_helper'
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RSpec.describe Captain::Tools::SearchDocumentationService do
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let(:assistant) { create(:captain_assistant) }
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let(:service) { described_class.new(assistant) }
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let(:question) { 'How to create a new account?' }
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let(:answer) { 'You can create a new account by clicking on the Sign Up button.' }
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let(:external_link) { 'https://example.com/docs/create-account' }
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describe '#name' do
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it 'returns the correct service name' do
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expect(service.name).to eq('search_documentation')
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end
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end
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describe '#description' do
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it 'returns the service description' do
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expect(service.description).to eq('Search and retrieve documentation from knowledge base')
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end
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end
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describe '#parameters' do
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it 'returns the required parameters schema' do
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expected_schema = {
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type: 'object',
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properties: {
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search_query: {
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type: 'string',
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description: 'The search query to look up in the documentation.'
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}
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},
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required: ['search_query']
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}
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expect(service.parameters).to eq(expected_schema)
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end
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end
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describe '#execute' do
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let!(:response) do
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create(
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:captain_assistant_response,
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assistant: assistant,
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question: question,
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answer: answer,
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status: 'approved'
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)
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end
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let(:documentable) { create(:captain_document, external_link: external_link) }
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context 'when matching responses exist' do
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before do
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response.update(documentable: documentable)
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allow(Captain::AssistantResponse).to receive(:search).with(question).and_return([response])
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end
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it 'returns formatted responses for the search query' do
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result = service.execute({ 'search_query' => question })
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expect(result).to include(question)
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expect(result).to include(answer)
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expect(result).to include(external_link)
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end
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end
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context 'when no matching responses exist' do
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before do
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allow(Captain::AssistantResponse).to receive(:search).with(question).and_return([])
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end
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it 'returns an empty string' do
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expect(service.execute({ 'search_query' => question })).to eq('No FAQs found for the given query')
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end
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end
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end
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end
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