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39 changes: 31 additions & 8 deletions RAG/src/chain_server/tracing.py
Original file line number Diff line number Diff line change
Expand Up @@ -29,9 +29,6 @@
from opentelemetry.sdk.trace.export import SimpleSpanProcessor
from opentelemetry.trace.propagation.tracecontext import TraceContextTextMapPropagator

from RAG.tools.observability.langchain import opentelemetry_callback as langchain_otel_cb
from RAG.tools.observability.llamaindex import opentelemetry_callback as llama_index_otel_cb

# Configure tracer used by the Chain Server to create spans
resource = Resource.create({SERVICE_NAME: "chain-server"})
provider = TracerProvider(resource=resource)
Expand All @@ -45,11 +42,37 @@
# Configure Propagator used for processing trace context received by the Chain Server
propagator = TraceContextTextMapPropagator()

# Configure Langchain OpenTelemetry callback handler
langchain_cb_handler = langchain_otel_cb.OpenTelemetryCallbackHandler(tracer)

# Configure LlamaIndex OpenTelemetry callback handler
llama_index_cb_handler = llama_index_otel_cb.OpenTelemetryCallbackHandler(tracer)
# Define Langchain OpenTelemetry callback handler
class LangchainOpenTelemetryCallbackHandler(langchain_base_cb_handler):
def __init__(self, tracer):
super().__init__()
self.tracer = tracer

def on_start(self, *args, **kwargs):
with self.tracer.start_as_current_span("LangchainOperation") as span:
span.set_attributes({"operation": "start"})

def on_end(self, *args, **kwargs):
with self.tracer.start_as_current_span("LangchainOperationEnd") as span:
span.set_attributes({"operation": "end"})

langchain_cb_handler = LangchainOpenTelemetryCallbackHandler(tracer)

# Define LlamaIndex OpenTelemetry callback handler
class LlamaIndexOpenTelemetryCallbackHandler(llama_index_base_cb_handler):
def __init__(self, tracer):
super().__init__()
self.tracer = tracer

def on_start(self, *args, **kwargs):
with self.tracer.start_as_current_span("LlamaIndexOperation") as span:
span.set_attributes({"operation": "start"})

def on_end(self, *args, **kwargs):
with self.tracer.start_as_current_span("LlamaIndexOperationEnd") as span:
span.set_attributes({"operation": "end"})

llama_index_cb_handler = LlamaIndexOpenTelemetryCallbackHandler(tracer)

else:
propagator = CompositePropagator([]) # No-op propagator
Expand Down