feat: Add support for Langfuse LLM Tracing via OTEL (#12905)
This PR adds LLM instrumentation on langfuse for ai-editor feature ## Type of change New feature (non-breaking change which adds functionality) Needs langfuse account and env vars to be set ## How Has This Been Tested? I configured personal langfuse credentials and instrumented the app, traces can be seen in langfuse. each conversation is one session. <img width="1683" height="714" alt="image" src="https://github.com/user-attachments/assets/3fcba1c9-63cf-44b9-a355-fd6608691559" /> <img width="1446" height="172" alt="image" src="https://github.com/user-attachments/assets/dfa6e98f-4741-4e04-9a9e-078d1f01e97b" /> ## Checklist: - [x ] My code follows the style guidelines of this project - [ x] I have performed a self-review of my code - [ x] I have commented on my code, particularly in hard-to-understand areas - [ ] I have made corresponding changes to the documentation - [ x] My changes generate no new warnings - [ ] I have added tests that prove my fix is effective or that my feature works - [ ] New and existing unit tests pass locally with my changes - [ ] Any dependent changes have been merged and published in downstream modules --------- Co-authored-by: aakashb95 <aakash@chatwoot.com> Co-authored-by: Vishnu Narayanan <iamwishnu@gmail.com> Co-authored-by: Pranav <pranav@chatwoot.com>
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@@ -42,4 +42,11 @@ module ChatwootApp
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def self.advanced_search_allowed?
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enterprise? && ENV.fetch('OPENSEARCH_URL', nil).present?
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end
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def self.otel_enabled?
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otel_provider = InstallationConfig.find_by(name: 'OTEL_PROVIDER')&.value
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secret_key = InstallationConfig.find_by(name: 'LANGFUSE_SECRET_KEY')&.value
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otel_provider.present? && secret_key.present? && otel_provider == 'langfuse'
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end
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end
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106
lib/integrations/llm_instrumentation.rb
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106
lib/integrations/llm_instrumentation.rb
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@@ -0,0 +1,106 @@
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# frozen_string_literal: true
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require 'opentelemetry_config'
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module Integrations::LlmInstrumentation
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# OpenTelemetry attribute names following GenAI semantic conventions
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# https://opentelemetry.io/docs/specs/semconv/gen-ai/
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ATTR_GEN_AI_PROVIDER = 'gen_ai.provider.name'
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ATTR_GEN_AI_REQUEST_MODEL = 'gen_ai.request.model'
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ATTR_GEN_AI_REQUEST_TEMPERATURE = 'gen_ai.request.temperature'
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ATTR_GEN_AI_PROMPT_ROLE = 'gen_ai.prompt.%d.role'
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ATTR_GEN_AI_PROMPT_CONTENT = 'gen_ai.prompt.%d.content'
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ATTR_GEN_AI_COMPLETION_ROLE = 'gen_ai.completion.0.role'
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ATTR_GEN_AI_COMPLETION_CONTENT = 'gen_ai.completion.0.content'
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ATTR_GEN_AI_USAGE_INPUT_TOKENS = 'gen_ai.usage.input_tokens'
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ATTR_GEN_AI_USAGE_OUTPUT_TOKENS = 'gen_ai.usage.output_tokens'
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ATTR_GEN_AI_USAGE_TOTAL_TOKENS = 'gen_ai.usage.total_tokens'
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ATTR_GEN_AI_RESPONSE_ERROR = 'gen_ai.response.error'
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ATTR_GEN_AI_RESPONSE_ERROR_CODE = 'gen_ai.response.error_code'
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# Langfuse-specific attributes
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# https://langfuse.com/integrations/native/opentelemetry#property-mapping
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ATTR_LANGFUSE_USER_ID = 'langfuse.user.id'
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ATTR_LANGFUSE_SESSION_ID = 'langfuse.session.id'
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ATTR_LANGFUSE_TAGS = 'langfuse.trace.tags'
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def tracer
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@tracer ||= OpentelemetryConfig.tracer
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end
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def instrument_llm_call(params)
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return yield unless ChatwootApp.otel_enabled?
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tracer.in_span(params[:span_name]) do |span|
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setup_span_attributes(span, params)
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result = yield
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record_completion(span, result)
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result
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end
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rescue StandardError => e
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ChatwootExceptionTracker.new(e, account: params[:account]).capture_exception
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yield
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end
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private
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def setup_span_attributes(span, params)
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set_request_attributes(span, params)
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set_prompt_messages(span, params[:messages])
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set_metadata_attributes(span, params)
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end
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def record_completion(span, result)
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set_completion_attributes(span, result) if result.is_a?(Hash)
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end
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def set_request_attributes(span, params)
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span.set_attribute(ATTR_GEN_AI_PROVIDER, 'openai')
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span.set_attribute(ATTR_GEN_AI_REQUEST_MODEL, params[:model])
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span.set_attribute(ATTR_GEN_AI_REQUEST_TEMPERATURE, params[:temperature]) if params[:temperature]
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end
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def set_prompt_messages(span, messages)
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messages.each_with_index do |msg, idx|
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span.set_attribute(format(ATTR_GEN_AI_PROMPT_ROLE, idx), msg['role'])
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span.set_attribute(format(ATTR_GEN_AI_PROMPT_CONTENT, idx), msg['content'])
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end
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end
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def set_metadata_attributes(span, params)
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session_id = params[:conversation_id].present? ? "#{params[:account_id]}_#{params[:conversation_id]}" : nil
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span.set_attribute(ATTR_LANGFUSE_USER_ID, params[:account_id].to_s) if params[:account_id]
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span.set_attribute(ATTR_LANGFUSE_SESSION_ID, session_id) if session_id.present?
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span.set_attribute(ATTR_LANGFUSE_TAGS, [params[:feature_name]].to_json)
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end
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def set_completion_attributes(span, result)
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set_completion_message(span, result)
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set_usage_metrics(span, result)
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set_error_attributes(span, result)
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end
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def set_completion_message(span, result)
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return if result[:message].blank?
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span.set_attribute(ATTR_GEN_AI_COMPLETION_ROLE, 'assistant')
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span.set_attribute(ATTR_GEN_AI_COMPLETION_CONTENT, result[:message])
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end
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def set_usage_metrics(span, result)
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return if result[:usage].blank?
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usage = result[:usage]
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span.set_attribute(ATTR_GEN_AI_USAGE_INPUT_TOKENS, usage['prompt_tokens']) if usage['prompt_tokens']
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span.set_attribute(ATTR_GEN_AI_USAGE_OUTPUT_TOKENS, usage['completion_tokens']) if usage['completion_tokens']
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span.set_attribute(ATTR_GEN_AI_USAGE_TOTAL_TOKENS, usage['total_tokens']) if usage['total_tokens']
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end
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def set_error_attributes(span, result)
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return if result[:error].blank?
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span.set_attribute(ATTR_GEN_AI_RESPONSE_ERROR, result[:error].to_json)
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span.set_attribute(ATTR_GEN_AI_RESPONSE_ERROR_CODE, result[:error_code]) if result[:error_code]
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span.status = OpenTelemetry::Trace::Status.error("API Error: #{result[:error_code]}")
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end
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end
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@@ -1,4 +1,6 @@
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class Integrations::OpenaiBaseService
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include Integrations::LlmInstrumentation
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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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# sticking with 120000 to be safe
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@@ -87,21 +89,57 @@ class Integrations::OpenaiBaseService
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end
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def make_api_call(body)
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headers = {
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parsed_body = JSON.parse(body)
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instrumentation_params = build_instrumentation_params(parsed_body)
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instrument_llm_call(instrumentation_params) do
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execute_api_request(body, parsed_body['messages'])
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end
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end
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def build_instrumentation_params(parsed_body)
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{
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span_name: "llm.#{event_name}",
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account_id: hook.account_id,
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conversation_id: conversation&.display_id,
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feature_name: event_name,
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model: parsed_body['model'],
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messages: parsed_body['messages'],
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temperature: parsed_body['temperature']
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}
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end
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def execute_api_request(body, messages)
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Rails.logger.info("OpenAI API request: #{body}")
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response = HTTParty.post(api_url, headers: api_headers, body: body)
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Rails.logger.info("OpenAI API response: #{response.body}")
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parse_api_response(response, messages)
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end
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def api_headers
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{
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'Content-Type' => 'application/json',
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'Authorization' => "Bearer #{hook.settings['api_key']}"
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}
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end
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Rails.logger.info("OpenAI API request: #{body}")
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response = HTTParty.post(api_url, headers: headers, body: body)
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Rails.logger.info("OpenAI API response: #{response.body}")
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def parse_api_response(response, messages)
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return build_error_response(response, messages) unless response.success?
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return { error: response.parsed_response, error_code: response.code } unless response.success?
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parsed_response = JSON.parse(response.body)
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build_success_response(parsed_response, messages)
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end
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choices = JSON.parse(response.body)['choices']
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def build_error_response(response, messages)
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{ error: response.parsed_response, error_code: response.code, request_messages: messages }
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end
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return { message: choices.first['message']['content'] } if choices.present?
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def build_success_response(parsed_response, messages)
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choices = parsed_response['choices']
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usage = parsed_response['usage']
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message_content = choices.present? ? choices.first['message']['content'] : nil
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{ message: nil }
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{ message: message_content, usage: usage, request_messages: messages }
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end
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end
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91
lib/opentelemetry_config.rb
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91
lib/opentelemetry_config.rb
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@@ -0,0 +1,91 @@
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require 'opentelemetry/sdk'
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require 'opentelemetry/exporter/otlp'
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require 'base64'
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module OpentelemetryConfig
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class << self
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def tracer
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initialize! unless initialized?
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OpenTelemetry.tracer_provider.tracer('chatwoot')
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end
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def initialized?
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@initialized ||= false
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end
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def initialize!
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return if @initialized
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return mark_initialized unless langfuse_provider?
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return mark_initialized unless langfuse_credentials_present?
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configure_opentelemetry
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mark_initialized
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rescue StandardError => e
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Rails.logger.error "Failed to configure OpenTelemetry: #{e.message}"
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mark_initialized
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end
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def reset!
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@initialized = false
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end
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private
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def mark_initialized
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@initialized = true
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end
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def langfuse_provider?
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otel_provider = InstallationConfig.find_by(name: 'OTEL_PROVIDER')&.value
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otel_provider == 'langfuse'
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end
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def langfuse_credentials_present?
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endpoint = InstallationConfig.find_by(name: 'LANGFUSE_BASE_URL')&.value
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public_key = InstallationConfig.find_by(name: 'LANGFUSE_PUBLIC_KEY')&.value
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secret_key = InstallationConfig.find_by(name: 'LANGFUSE_SECRET_KEY')&.value
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if endpoint.blank? || public_key.blank? || secret_key.blank?
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Rails.logger.error 'OpenTelemetry disabled (LANGFUSE_BASE_URL, LANGFUSE_PUBLIC_KEY or LANGFUSE_SECRET_KEY is missing)'
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return false
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end
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true
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end
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def langfuse_credentials
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{
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endpoint: InstallationConfig.find_by(name: 'LANGFUSE_BASE_URL')&.value,
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public_key: InstallationConfig.find_by(name: 'LANGFUSE_PUBLIC_KEY')&.value,
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secret_key: InstallationConfig.find_by(name: 'LANGFUSE_SECRET_KEY')&.value
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}
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end
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def traces_endpoint
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credentials = langfuse_credentials
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"#{credentials[:endpoint]}/api/public/otel/v1/traces"
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end
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def exporter_config
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credentials = langfuse_credentials
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auth_header = Base64.strict_encode64("#{credentials[:public_key]}:#{credentials[:secret_key]}")
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config = {
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endpoint: traces_endpoint,
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headers: { 'Authorization' => "Basic #{auth_header}" }
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}
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config[:ssl_verify_mode] = OpenSSL::SSL::VERIFY_NONE if Rails.env.development?
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config
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end
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def configure_opentelemetry
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OpenTelemetry::SDK.configure do |c|
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c.service_name = 'chatwoot'
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exporter = OpenTelemetry::Exporter::OTLP::Exporter.new(**exporter_config)
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c.add_span_processor(OpenTelemetry::SDK::Trace::Export::BatchSpanProcessor.new(exporter))
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Rails.logger.info 'OpenTelemetry initialized and configured to export to Langfuse'
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end
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end
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end
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end
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