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+---
+title: "LLM Observability with Oracle Cloud Infrastructure Application Performance Monitoring(APM) service"
+sidebarTitle: "OCI Application Performance Monitoring"
+---
+
+
+
+
+
+
+[Oracle Cloud Infrastructure Application Performance Monitoring(APM) service](https://docs.oracle.com/en-us/iaas/application-performance-monitoring/home.htm) natively supports and can ingest OpenTelemetry (OTLP) spans and metrics. Traceloop's OpenLLMetry library enables instrumenting LLM frameworks and applications in Open Telemetry format and can be routed to OCI Application Performance Monitoring for observability and evaluation of LLM applications.
+
+## Initialize and export directly from application code
+
+```python
+APM_BASE_URL=“/20200101/opentelemetry/private"
+APM_DATA_KEY="dataKey "
+APM_SERVICE_NAME=“My LLM Service”
+
+Traceloop.init(
+ disable_batch=True,
+ app_name=APM_SERVICE_NAME,
+ api_endpoint=APM_BASE_URL,
+ headers={
+ "Authorization": APM_DATA_KEY
+ }
+)
+```
+
+## Initialize using environment variables
+
+```bash
+export TRACELOOP_BASE_URL=/20200101/opentelemetry/private
+export TRACELOOP_HEADERS="Authorization=dataKey "
+```
+
+## Using an OpenTelemetry Collector
+If you are using an OpenTelemetry Collector, you can route metrics and traces to OCI APM by simply adding an OTLP exporter to your collector configuration.
+
+```yaml
+receivers:
+ otlp:
+ protocols:
+ http:
+ endpoint: 0.0.0.0:4318
+processors:
+ batch:
+exporters:
+ otlphttp/apm:
+ endpoint: "/20200101/opentelemetry/private"
+ headers:
+ "Authorization": "dataKey "
+service:
+ pipelines:
+ traces:
+ receivers: [otlp]
+ processors: [batch]
+ exporters: [otlphttp/apm]
+```
+
+For more information check out the [docs link](https://docs.oracle.com/en-us/iaas/application-performance-monitoring/doc/configure-open-source-tracing-systems.html#GUID-4D941163-F357-4839-8B06-688876D4C61F).