Files
leadchat/lib/integrations/openai/processor_service.rb
Muhsin Keloth 86384bf876 feat: Reply suggestion and summary generation using OpenAI (#7029)
Add `reply_suggestions` and `summary_generation` options for OpenAI integration

Fixes: https://linear.app/chatwoot/issue/CW-1595/frontend-for-generating-conversation-summary

Co-authored-by: Nithin David Thomas <1277421+nithindavid@users.noreply.github.com>
Co-authored-by: Sojan Jose <sojan@pepalo.com>
2023-05-10 17:50:37 +05:30

136 lines
3.9 KiB
Ruby

class Integrations::Openai::ProcessorService
# 3.5 support 4,096 tokens
# 1 token is approx 4 characters
# 4,096 * 4 = 16,384 characters, sticking to 15,000 to be safe
TOKEN_LIMIT = 15_000
API_URL = 'https://api.openai.com/v1/chat/completions'.freeze
GPT_MODEL = 'gpt-3.5-turbo'.freeze
ALLOWED_EVENT_NAMES = %w[rephrase summarize reply_suggestion].freeze
pattr_initialize [:hook!, :event!]
def perform
event_name = event['name']
return nil unless valid_event_name?(event_name)
send("#{event_name}_message")
end
private
def valid_event_name?(event_name)
ALLOWED_EVENT_NAMES.include?(event_name)
end
def rephrase_body
{
model: GPT_MODEL,
messages: [
{ role: 'system',
content: "You are a helpful support agent. Please rephrase the following response to a more #{event['data']['tone']} tone." },
{ role: 'user', content: event['data']['content'] }
]
}.to_json
end
def conversation_messages(in_array_format: false)
conversation = find_conversation
messages = init_messages_body(in_array_format)
add_messages_until_token_limit(conversation, messages, in_array_format)
end
def find_conversation
hook.account.conversations.find_by(display_id: event['data']['conversation_display_id'])
end
def add_messages_until_token_limit(conversation, messages, in_array_format)
character_count = 0
conversation.messages.chat.reorder('id desc').each do |message|
character_count, message_added = add_message_if_within_limit(character_count, message, messages, in_array_format)
break unless message_added
end
messages
end
def add_message_if_within_limit(character_count, message, messages, in_array_format)
if valid_message?(message, character_count)
add_message_to_list(message, messages, in_array_format)
character_count += message.content.length
[character_count, true]
else
[character_count, false]
end
end
def valid_message?(message, character_count)
message.content.present? && character_count + message.content.length <= TOKEN_LIMIT
end
def add_message_to_list(message, messages, in_array_format)
formatted_message = format_message(message, in_array_format)
messages.prepend(formatted_message)
end
def init_messages_body(in_array_format)
in_array_format ? [] : ''
end
def format_message(message, in_array_format)
in_array_format ? format_message_in_array(message) : format_message_in_string(message)
end
def format_message_in_array(message)
{ role: (message.incoming? ? 'user' : 'assistant'), content: message.content }
end
def format_message_in_string(message)
sender_type = message.incoming? ? 'Customer' : 'Agent'
"#{sender_type} #{message.sender&.name} : #{message.content}\n"
end
def summarize_body
{
model: GPT_MODEL,
messages: [
{ role: 'system',
content: 'Please summarize the key points from the following conversation between support agents and ' \
'customer as bullet points for the next support agent looking into the conversation' },
{ role: 'user', content: conversation_messages }
]
}.to_json
end
def reply_suggestion_body
{
model: GPT_MODEL,
messages: [
{ role: 'system', content: 'Please suggest a reply to the following conversation between support agents and customer' }
].concat(conversation_messages(in_array_format: true))
}.to_json
end
def reply_suggestion_message
make_api_call(reply_suggestion_body)
end
def summarize_message
make_api_call(summarize_body)
end
def rephrase_message
make_api_call(rephrase_body)
end
def make_api_call(body)
headers = {
'Content-Type' => 'application/json',
'Authorization' => "Bearer #{hook.settings['api_key']}"
}
response = HTTParty.post(API_URL, headers: headers, body: body)
JSON.parse(response.body)['choices'].first['message']['content']
end
end