# OpenLLMetry
# OpenLLMetry

OpenLLMetry from [Traceloop](https://www.traceloop.com/) is a set of extensions built on top of [OpenTelemetry](https://opentelemetry.io/) that gives you complete observability over your LLM application.

OpenLLMetry supports instrumenting the `qdrant_client` Python library and exporting the traces to various observability platforms, as described in their [Integrations catalog](https://www.traceloop.com/docs/openllmetry/integrations/introduction#the-integrations-catalog).

This page assumes you're using `qdrant-client` version 1.7.3 or above.
## Usage

To set up OpenLLMetry, follow these steps:

1. Install the SDK:

```console
pip install traceloop-sdk
```

1. Instantiate the SDK:

```python
from traceloop.sdk import Traceloop

Traceloop.init()
```

You're now tracing your `qdrant_client` usage with OpenLLMetry!

## Without the SDK

Since Traceloop provides standard OpenTelemetry instrumentations, you can use them as standalone packages. To do so, follow these steps: 

1. Install the package:

```console
pip install opentelemetry-instrumentation-qdrant
```

1. Instantiate the `QdrantInstrumentor`.

```python
from opentelemetry.instrumentation.qdrant import QdrantInstrumentor

QdrantInstrumentor().instrument()
```

## Further Reading

- 📚 OpenLLMetry [API reference](https://www.traceloop.com/docs/api-reference/introduction)
- 📄 [Source Code](https://github.com/traceloop/openllmetry/tree/main/packages/opentelemetry-instrumentation-qdrant)