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feat: Add the support for images in Captain (#11850)
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@@ -25,8 +25,8 @@ class Api::V1::Accounts::Captain::AssistantsController < Api::V1::Accounts::Base
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def playground
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response = Captain::Llm::AssistantChatService.new(assistant: @assistant).generate_response(
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params[:message_content],
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message_history
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additional_message: params[:message_content],
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message_history: message_history
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)
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render json: response
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@@ -1,6 +1,7 @@
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class Captain::Conversation::ResponseBuilderJob < ApplicationJob
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MAX_MESSAGE_LENGTH = 10_000
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retry_on ActiveStorage::FileNotFoundError, attempts: 3
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retry_on ActiveStorage::FileNotFoundError, attempts: 3, wait: 2.seconds
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retry_on Faraday::BadRequestError, attempts: 3, wait: 2.seconds
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def perform(conversation, assistant)
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@conversation = conversation
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@@ -13,7 +14,7 @@ class Captain::Conversation::ResponseBuilderJob < ApplicationJob
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generate_and_process_response
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end
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rescue StandardError => e
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raise e if e.is_a?(ActiveStorage::FileNotFoundError)
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raise e if e.is_a?(ActiveStorage::FileNotFoundError) || e.is_a?(Faraday::BadRequestError)
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handle_error(e)
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ensure
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@@ -26,8 +27,7 @@ class Captain::Conversation::ResponseBuilderJob < ApplicationJob
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def generate_and_process_response
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@response = Captain::Llm::AssistantChatService.new(assistant: @assistant).generate_response(
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@conversation.messages.incoming.last.content,
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collect_previous_messages
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message_history: collect_previous_messages
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)
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return process_action('handoff') if handoff_requested?
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@@ -43,39 +43,19 @@ class Captain::Conversation::ResponseBuilderJob < ApplicationJob
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.where(message_type: [:incoming, :outgoing])
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.where(private: false)
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.map do |message|
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{
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content: message_content(message),
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role: determine_role(message)
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}
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end
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end
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def message_content(message)
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return message.content if message.content.present?
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return 'User has shared a message without content' unless message.attachments.any?
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audio_transcriptions = extract_audio_transcriptions(message.attachments)
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return audio_transcriptions if audio_transcriptions.present?
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'User has shared an attachment'
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end
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def extract_audio_transcriptions(attachments)
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audio_attachments = attachments.where(file_type: :audio)
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return '' if audio_attachments.blank?
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transcriptions = ''
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audio_attachments.each do |attachment|
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result = Messages::AudioTranscriptionService.new(attachment).perform
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transcriptions += result[:transcriptions] if result[:success]
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{
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content: prepare_multimodal_message_content(message),
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role: determine_role(message)
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}
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end
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transcriptions
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end
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def determine_role(message)
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return 'system' if message.content.blank?
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message.message_type == 'incoming' ? 'user' : 'assistant'
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end
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message.message_type == 'incoming' ? 'user' : 'system'
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def prepare_multimodal_message_content(message)
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Captain::OpenAiMessageBuilderService.new(message: message).generate_content
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end
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def handoff_requested?
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@@ -12,9 +12,16 @@ class Captain::Llm::AssistantChatService < Llm::BaseOpenAiService
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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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@messages += previous_messages
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@messages << { role: role, content: input } if input.present?
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# additional_message: A single message (String) from the user that should be appended to the chat.
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# It can be an empty String or nil when you only want to supply historical messages.
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# message_history: An Array of already formatted messages that provide the previous context.
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# role: The role for the additional_message (defaults to `user`).
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#
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# NOTE: Parameters are provided as keyword arguments to improve clarity and avoid relying on
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# positional ordering.
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def generate_response(additional_message: nil, message_history: [], role: 'user')
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@messages += message_history
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@messages << { role: role, content: additional_message } if additional_message.present?
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request_chat_completion
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end
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@@ -0,0 +1,60 @@
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class Captain::OpenAiMessageBuilderService
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pattr_initialize [:message!]
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def generate_content
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parts = []
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parts << text_part(@message.content) if @message.content.present?
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parts.concat(attachment_parts(@message.attachments)) if @message.attachments.any?
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return 'Message without content' if parts.blank?
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return parts.first[:text] if parts.one? && parts.first[:type] == 'text'
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parts
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end
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private
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def text_part(text)
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{ type: 'text', text: text }
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end
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def image_part(image_url)
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{ type: 'image_url', image_url: { url: image_url } }
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end
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def attachment_parts(attachments)
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image_attachments = attachments.where(file_type: :image)
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image_content = image_parts(image_attachments)
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transcription = extract_audio_transcriptions(attachments)
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transcription_part = text_part(transcription) if transcription.present?
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attachment_part = text_part('User has shared an attachment') if attachments.where.not(file_type: %i[image audio]).exists?
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[image_content, transcription_part, attachment_part].flatten.compact
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end
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def image_parts(image_attachments)
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image_attachments.each_with_object([]) do |attachment, parts|
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url = get_attachment_url(attachment)
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parts << image_part(url) if url.present?
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end
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end
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def get_attachment_url(attachment)
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return attachment.download_url if attachment.download_url.present?
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return attachment.external_url if attachment.external_url.present?
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attachment.file.attached? ? attachment.file_url : nil
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end
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def extract_audio_transcriptions(attachments)
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audio_attachments = attachments.where(file_type: :audio)
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return '' if audio_attachments.blank?
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audio_attachments.map do |attachment|
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result = Messages::AudioTranscriptionService.new(attachment).perform
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result[:success] ? result[:transcriptions] : ''
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end.join
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end
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end
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@@ -1,13 +1,34 @@
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module Enterprise::MessageTemplates::HookExecutionService
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MAX_ATTACHMENT_WAIT_SECONDS = 4
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def trigger_templates
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super
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return unless should_process_captain_response?
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return perform_handoff unless inbox.captain_active?
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Captain::Conversation::ResponseBuilderJob.perform_later(
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conversation,
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conversation.inbox.captain_assistant
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)
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schedule_captain_response
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end
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private
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def schedule_captain_response
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job_args = [conversation, conversation.inbox.captain_assistant]
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if message.attachments.blank?
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Captain::Conversation::ResponseBuilderJob.perform_later(*job_args)
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else
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wait_time = calculate_attachment_wait_time
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Captain::Conversation::ResponseBuilderJob.set(wait: wait_time).perform_later(*job_args)
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end
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end
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def calculate_attachment_wait_time
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attachment_count = message.attachments.size
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base_wait = 1.second
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# Wait longer for more attachments or larger files
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additional_wait = [attachment_count * 1, MAX_ATTACHMENT_WAIT_SECONDS].min.seconds
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base_wait + additional_wait
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end
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def should_process_captain_response?
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@@ -211,8 +211,8 @@ RSpec.describe 'Api::V1::Accounts::Captain::Assistants', type: :request do
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expect(response).to have_http_status(:success)
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expect(chat_service).to have_received(:generate_response).with(
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valid_params[:message_content],
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valid_params[:message_history]
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additional_message: valid_params[:message_content],
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message_history: valid_params[:message_history]
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)
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expect(json_response[:content]).to eq('Assistant response')
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end
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@@ -232,8 +232,8 @@ RSpec.describe 'Api::V1::Accounts::Captain::Assistants', type: :request do
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expect(response).to have_http_status(:success)
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expect(chat_service).to have_received(:generate_response).with(
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params_without_history[:message_content],
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[]
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additional_message: params_without_history[:message_content],
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message_history: []
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)
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end
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end
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@@ -30,5 +30,142 @@ RSpec.describe Captain::Conversation::ResponseBuilderJob, type: :job do
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account.reload
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expect(account.usage_limits[:captain][:responses][:consumed]).to eq(1)
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end
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context 'when message contains an image' do
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let(:message_with_image) { create(:message, conversation: conversation, message_type: :incoming, content: 'Can you help with this error?') }
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let(:image_attachment) { message_with_image.attachments.create!(account: account, file_type: :image, external_url: 'https://example.com/error.jpg') }
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before do
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image_attachment
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end
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it 'includes image URL directly in the message content for OpenAI vision analysis' do
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# Expect the generate_response to receive multimodal content with image URL
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expect(mock_llm_chat_service).to receive(:generate_response) do |**kwargs|
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history = kwargs[:message_history]
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last_entry = history.last
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expect(last_entry[:content]).to be_an(Array)
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expect(last_entry[:content].any? { |part| part[:type] == 'text' && part[:text] == 'Can you help with this error?' }).to be true
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expect(last_entry[:content].any? do |part|
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part[:type] == 'image_url' && part[:image_url][:url] == 'https://example.com/error.jpg'
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end).to be true
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{ 'response' => 'I can see the error in your image. It appears to be a database connection issue.' }
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end
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described_class.perform_now(conversation, assistant)
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end
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end
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end
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describe 'retry mechanisms for image processing' do
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let(:conversation) { create(:conversation, inbox: inbox, account: account) }
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let(:mock_llm_chat_service) { instance_double(Captain::Llm::AssistantChatService) }
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let(:mock_message_builder) { instance_double(Captain::OpenAiMessageBuilderService) }
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before do
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create(:message, conversation: conversation, content: 'Hello with image', message_type: :incoming)
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allow(Captain::Llm::AssistantChatService).to receive(:new).and_return(mock_llm_chat_service)
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allow(Captain::OpenAiMessageBuilderService).to receive(:new).with(message: anything).and_return(mock_message_builder)
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allow(mock_message_builder).to receive(:generate_content).and_return('Hello with image')
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allow(mock_llm_chat_service).to receive(:generate_response).and_return({ 'response' => 'Test response' })
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end
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context 'when ActiveStorage::FileNotFoundError occurs' do
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it 'handles file errors and triggers handoff' do
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allow(mock_message_builder).to receive(:generate_content)
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.and_raise(ActiveStorage::FileNotFoundError, 'Image file not found')
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# For retryable errors, the job should handle them and proceed with handoff
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described_class.perform_now(conversation, assistant)
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# Verify handoff occurred due to repeated failures
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expect(conversation.reload.status).to eq('open')
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end
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it 'succeeds when no error occurs' do
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# Don't raise any error, should succeed normally
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allow(mock_message_builder).to receive(:generate_content)
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.and_return('Image content processed successfully')
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described_class.perform_now(conversation, assistant)
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expect(conversation.messages.outgoing.count).to eq(1)
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expect(conversation.messages.outgoing.last.content).to eq('Test response')
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end
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end
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context 'when Faraday::BadRequestError occurs' do
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it 'handles API errors and triggers handoff' do
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allow(mock_llm_chat_service).to receive(:generate_response)
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.and_raise(Faraday::BadRequestError, 'Bad request to image service')
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described_class.perform_now(conversation, assistant)
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expect(conversation.reload.status).to eq('open')
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end
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it 'succeeds when no error occurs' do
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# Don't raise any error, should succeed normally
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allow(mock_llm_chat_service).to receive(:generate_response)
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.and_return({ 'response' => 'Response after retry' })
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described_class.perform_now(conversation, assistant)
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expect(conversation.messages.outgoing.last.content).to eq('Response after retry')
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end
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end
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context 'when image processing fails permanently' do
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before do
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allow(mock_message_builder).to receive(:generate_content)
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.and_raise(ActiveStorage::FileNotFoundError, 'Image permanently unavailable')
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end
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it 'triggers handoff after max retries' do
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# Since perform_now re-raises retryable errors, simulate the final failure after retries
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allow(mock_message_builder).to receive(:generate_content)
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.and_raise(StandardError, 'Max retries exceeded')
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expect(ChatwootExceptionTracker).to receive(:new).and_call_original
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described_class.perform_now(conversation, assistant)
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expect(conversation.reload.status).to eq('open')
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end
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end
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context 'when non-retryable error occurs' do
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let(:standard_error) { StandardError.new('Generic error') }
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before do
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allow(mock_llm_chat_service).to receive(:generate_response).and_raise(standard_error)
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end
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it 'handles error and triggers handoff' do
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expect(ChatwootExceptionTracker).to receive(:new)
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.with(standard_error, account: account)
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.and_call_original
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described_class.perform_now(conversation, assistant)
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expect(conversation.reload.status).to eq('open')
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end
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it 'ensures Current.executed_by is reset' do
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expect(Current).to receive(:executed_by=).with(assistant)
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expect(Current).to receive(:executed_by=).with(nil)
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described_class.perform_now(conversation, assistant)
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end
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end
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end
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describe 'job configuration' do
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it 'has retry_on configuration for retryable errors' do
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expect(described_class).to respond_to(:retry_on)
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end
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it 'defines MAX_MESSAGE_LENGTH constant' do
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expect(described_class::MAX_MESSAGE_LENGTH).to eq(10_000)
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end
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end
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end
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@@ -0,0 +1,310 @@
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require 'rails_helper'
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RSpec.describe Captain::OpenAiMessageBuilderService do
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subject(:service) { described_class.new(message: message) }
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let(:message) { create(:message, content: 'Hello world') }
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describe '#generate_content' do
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context 'when message has only text content' do
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it 'returns the text content directly' do
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expect(service.generate_content).to eq('Hello world')
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end
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end
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context 'when message has no content and no attachments' do
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let(:message) { create(:message, content: nil) }
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it 'returns default message' do
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expect(service.generate_content).to eq('Message without content')
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end
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end
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context 'when message has text content and attachments' do
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before do
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attachment = message.attachments.build(account_id: message.account_id, file_type: :image, external_url: 'https://example.com/image.jpg')
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attachment.save!
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end
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it 'returns an array of content parts' do
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result = service.generate_content
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expect(result).to be_an(Array)
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expect(result).to include({ type: 'text', text: 'Hello world' })
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expect(result).to include({ type: 'image_url', image_url: { url: 'https://example.com/image.jpg' } })
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end
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end
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context 'when message has only non-text attachments' do
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let(:message) { create(:message, content: nil) }
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before do
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attachment = message.attachments.build(account_id: message.account_id, file_type: :image, external_url: 'https://example.com/image.jpg')
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attachment.save!
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end
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it 'returns an array of content parts without text' do
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result = service.generate_content
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expect(result).to be_an(Array)
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expect(result).to include({ type: 'image_url', image_url: { url: 'https://example.com/image.jpg' } })
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expect(result).not_to include(hash_including(type: 'text', text: 'Hello world'))
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end
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end
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end
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describe '#attachment_parts' do
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let(:message) { create(:message, content: nil) }
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let(:attachments) { message.attachments }
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context 'with image attachments' do
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before do
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attachment = message.attachments.build(account_id: message.account_id, file_type: :image, external_url: 'https://example.com/image.jpg')
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attachment.save!
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end
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it 'includes image parts' do
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result = service.send(:attachment_parts, attachments)
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expect(result).to include({ type: 'image_url', image_url: { url: 'https://example.com/image.jpg' } })
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end
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end
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context 'with audio attachments' do
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let(:audio_attachment) do
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attachment = message.attachments.build(account_id: message.account_id, file_type: :audio)
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attachment.save!
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attachment
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end
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before do
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allow(Messages::AudioTranscriptionService).to receive(:new).with(audio_attachment).and_return(
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instance_double(Messages::AudioTranscriptionService, perform: { success: true, transcriptions: 'Audio transcription text' })
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)
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end
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it 'includes transcription text part' do
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audio_attachment # trigger creation
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result = service.send(:attachment_parts, attachments)
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expect(result).to include({ type: 'text', text: 'Audio transcription text' })
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end
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end
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context 'with other file types' do
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before do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :file)
|
||||
attachment.save!
|
||||
end
|
||||
|
||||
it 'includes generic attachment message' do
|
||||
result = service.send(:attachment_parts, attachments)
|
||||
expect(result).to include({ type: 'text', text: 'User has shared an attachment' })
|
||||
end
|
||||
end
|
||||
|
||||
context 'with mixed attachment types' do
|
||||
let(:image_attachment) do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :image, external_url: 'https://example.com/image.jpg')
|
||||
attachment.save!
|
||||
attachment
|
||||
end
|
||||
|
||||
let(:audio_attachment) do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :audio)
|
||||
attachment.save!
|
||||
attachment
|
||||
end
|
||||
|
||||
let(:document_attachment) do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :file)
|
||||
attachment.save!
|
||||
attachment
|
||||
end
|
||||
|
||||
before do
|
||||
allow(Messages::AudioTranscriptionService).to receive(:new).with(audio_attachment).and_return(
|
||||
instance_double(Messages::AudioTranscriptionService, perform: { success: true, transcriptions: 'Audio text' })
|
||||
)
|
||||
end
|
||||
|
||||
it 'includes all relevant parts' do
|
||||
image_attachment # trigger creation
|
||||
audio_attachment # trigger creation
|
||||
document_attachment # trigger creation
|
||||
|
||||
result = service.send(:attachment_parts, attachments)
|
||||
expect(result).to include({ type: 'image_url', image_url: { url: 'https://example.com/image.jpg' } })
|
||||
expect(result).to include({ type: 'text', text: 'Audio text' })
|
||||
expect(result).to include({ type: 'text', text: 'User has shared an attachment' })
|
||||
end
|
||||
end
|
||||
end
|
||||
|
||||
describe '#image_parts' do
|
||||
let(:message) { create(:message, content: nil) }
|
||||
|
||||
context 'with valid image attachments' do
|
||||
let(:image1) do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :image, external_url: 'https://example.com/image1.jpg')
|
||||
attachment.save!
|
||||
attachment
|
||||
end
|
||||
|
||||
let(:image2) do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :image, external_url: 'https://example.com/image2.jpg')
|
||||
attachment.save!
|
||||
attachment
|
||||
end
|
||||
|
||||
it 'returns image parts for all valid images' do
|
||||
image1 # trigger creation
|
||||
image2 # trigger creation
|
||||
|
||||
image_attachments = message.attachments.where(file_type: :image)
|
||||
result = service.send(:image_parts, image_attachments)
|
||||
|
||||
expect(result).to include({ type: 'image_url', image_url: { url: 'https://example.com/image1.jpg' } })
|
||||
expect(result).to include({ type: 'image_url', image_url: { url: 'https://example.com/image2.jpg' } })
|
||||
end
|
||||
end
|
||||
|
||||
context 'with image attachments without URLs' do
|
||||
let(:image_attachment) do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :image, external_url: nil)
|
||||
attachment.save!
|
||||
attachment
|
||||
end
|
||||
|
||||
before do
|
||||
allow(image_attachment).to receive(:file).and_return(instance_double(ActiveStorage::Attached::One, attached?: false))
|
||||
end
|
||||
|
||||
it 'skips images without valid URLs' do
|
||||
image_attachment # trigger creation
|
||||
|
||||
image_attachments = message.attachments.where(file_type: :image)
|
||||
result = service.send(:image_parts, image_attachments)
|
||||
|
||||
expect(result).to be_empty
|
||||
end
|
||||
end
|
||||
end
|
||||
|
||||
describe '#get_attachment_url' do
|
||||
let(:attachment) do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :image)
|
||||
attachment.save!
|
||||
attachment
|
||||
end
|
||||
|
||||
context 'when attachment has external_url' do
|
||||
before { attachment.update(external_url: 'https://example.com/image.jpg') }
|
||||
|
||||
it 'returns external_url' do
|
||||
expect(service.send(:get_attachment_url, attachment)).to eq('https://example.com/image.jpg')
|
||||
end
|
||||
end
|
||||
|
||||
context 'when attachment has attached file' do
|
||||
before do
|
||||
attachment.update(external_url: nil)
|
||||
allow(attachment).to receive(:file).and_return(instance_double(ActiveStorage::Attached::One, attached?: true))
|
||||
allow(attachment).to receive(:file_url).and_return('https://local.com/file.jpg')
|
||||
allow(attachment).to receive(:download_url).and_return('')
|
||||
end
|
||||
|
||||
it 'returns file_url' do
|
||||
expect(service.send(:get_attachment_url, attachment)).to eq('https://local.com/file.jpg')
|
||||
end
|
||||
end
|
||||
|
||||
context 'when attachment has no URL or file' do
|
||||
before do
|
||||
attachment.update(external_url: nil)
|
||||
allow(attachment).to receive(:file).and_return(instance_double(ActiveStorage::Attached::One, attached?: false))
|
||||
end
|
||||
|
||||
it 'returns nil' do
|
||||
expect(service.send(:get_attachment_url, attachment)).to be_nil
|
||||
end
|
||||
end
|
||||
end
|
||||
|
||||
describe '#extract_audio_transcriptions' do
|
||||
let(:message) { create(:message, content: nil) }
|
||||
|
||||
context 'with no audio attachments' do
|
||||
it 'returns empty string' do
|
||||
result = service.send(:extract_audio_transcriptions, message.attachments)
|
||||
expect(result).to eq('')
|
||||
end
|
||||
end
|
||||
|
||||
context 'with successful audio transcriptions' do
|
||||
let(:audio1) do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :audio)
|
||||
attachment.save!
|
||||
attachment
|
||||
end
|
||||
|
||||
let(:audio2) do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :audio)
|
||||
attachment.save!
|
||||
attachment
|
||||
end
|
||||
|
||||
before do
|
||||
allow(Messages::AudioTranscriptionService).to receive(:new).with(audio1).and_return(
|
||||
instance_double(Messages::AudioTranscriptionService, perform: { success: true, transcriptions: 'First audio text. ' })
|
||||
)
|
||||
allow(Messages::AudioTranscriptionService).to receive(:new).with(audio2).and_return(
|
||||
instance_double(Messages::AudioTranscriptionService, perform: { success: true, transcriptions: 'Second audio text.' })
|
||||
)
|
||||
end
|
||||
|
||||
it 'concatenates all successful transcriptions' do
|
||||
audio1 # trigger creation
|
||||
audio2 # trigger creation
|
||||
|
||||
attachments = message.attachments
|
||||
result = service.send(:extract_audio_transcriptions, attachments)
|
||||
expect(result).to eq('First audio text. Second audio text.')
|
||||
end
|
||||
end
|
||||
|
||||
context 'with failed audio transcriptions' do
|
||||
let(:audio_attachment) do
|
||||
attachment = message.attachments.build(account_id: message.account_id, file_type: :audio)
|
||||
attachment.save!
|
||||
attachment
|
||||
end
|
||||
|
||||
before do
|
||||
allow(Messages::AudioTranscriptionService).to receive(:new).with(audio_attachment).and_return(
|
||||
instance_double(Messages::AudioTranscriptionService, perform: { success: false, transcriptions: nil })
|
||||
)
|
||||
end
|
||||
|
||||
it 'returns empty string for failed transcriptions' do
|
||||
audio_attachment # trigger creation
|
||||
|
||||
attachments = message.attachments
|
||||
result = service.send(:extract_audio_transcriptions, attachments)
|
||||
expect(result).to eq('')
|
||||
end
|
||||
end
|
||||
end
|
||||
|
||||
describe 'private helper methods' do
|
||||
describe '#text_part' do
|
||||
it 'returns correct text part format' do
|
||||
result = service.send(:text_part, 'Hello world')
|
||||
expect(result).to eq({ type: 'text', text: 'Hello world' })
|
||||
end
|
||||
end
|
||||
|
||||
describe '#image_part' do
|
||||
it 'returns correct image part format' do
|
||||
result = service.send(:image_part, 'https://example.com/image.jpg')
|
||||
expect(result).to eq({ type: 'image_url', image_url: { url: 'https://example.com/image.jpg' } })
|
||||
end
|
||||
end
|
||||
end
|
||||
end
|
||||
Reference in New Issue
Block a user