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Add OpenAI example #3006

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2 changes: 1 addition & 1 deletion .pylintrc
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Expand Up @@ -7,7 +7,7 @@ extension-pkg-whitelist=cassandra

# Add list of files or directories to be excluded. They should be base names, not
# paths.
ignore=CVS,gen,Dockerfile,docker-compose.yml,README.md,requirements.txt,docs
ignore=CVS,gen,Dockerfile,docker-compose.yml,README.md,requirements.txt,docs,.venv

# Add files or directories matching the regex patterns to be excluded. The
# regex matches against base names, not paths.
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2 changes: 1 addition & 1 deletion CHANGELOG.md
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Expand Up @@ -15,7 +15,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0

- `opentelemetry-instrumentation-sqlalchemy` Update unit tests to run with SQLALchemy 2
([#2976](https://github.com/open-telemetry/opentelemetry-python-contrib/pull/2976))
- Add `opentelemetry-instrumentation-openai-v2` to `opentelemetry-bootstrap`
- Add `opentelemetry-instrumentation-openai-v2` to `opentelemetry-bootstrap`
([#2996](https://github.com/open-telemetry/opentelemetry-python-contrib/pull/2996))
- `opentelemetry-instrumentation-sqlalchemy` Add sqlcomment to `db.statement` attribute
([#2937](https://github.com/open-telemetry/opentelemetry-python-contrib/pull/2937))
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Expand Up @@ -7,6 +7,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0

## Unreleased

- Add example to `opentelemetry-instrumentation-openai-v2`
([#3006](https://github.com/open-telemetry/opentelemetry-python-contrib/pull/3006))
- Support for `AsyncOpenAI/AsyncCompletions` ([#2984](https://github.com/open-telemetry/opentelemetry-python-contrib/pull/2984))

## Version 2.0b0 (2024-11-08)
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Expand Up @@ -6,17 +6,21 @@ OpenTelemetry OpenAI Instrumentation
.. |pypi| image:: https://badge.fury.io/py/opentelemetry-instrumentation-openai-v2.svg
:target: https://pypi.org/project/opentelemetry-instrumentation-openai-v2/

Instrumentation with OpenAI that supports the OpenAI library and is
specified to trace_integration using 'OpenAI'.
This library allows tracing LLM requests and logging of messages made by the
`OpenAI Python API library <https://pypi.org/project/openai/>`_.


Installation
------------

If your application is already instrumented with OpenTelemetry, add this
package to your requirements.
::

pip install opentelemetry-instrumentation-openai-v2

If you don't have an OpenAI application, yet, try our `example <example>`_
which only needs a valid OpenAI API key.

References
----------
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# Update this with your real OpenAI API key
OPENAI_API_KEY=sk-YOUR_API_KEY

# Uncomment to use Ollama instead of OpenAI
# OPENAI_BASE_URL=http://localhost:11434/v1
# OPENAI_API_KEY=unused
# CHAT_MODEL=qwen2.5:0.5b

OTEL_EXPORTER_OTLP_ENDPOINT=http://localhost:4318
OTEL_EXPORTER_OTLP_PROTOCOL=http/protobuf
OTEL_SERVICE_NAME=opentelemetry-python-openai

# Change to 'false' to disable logging
OTEL_PYTHON_LOGGING_AUTO_INSTRUMENTATION_ENABLED=true
# Change to 'console' if your OTLP endpoint doesn't support logs
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OTEL_LOGS_EXPORTER=otlp_proto_http
# Change to 'false' to hide prompt and completion content
OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=true
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OpenTelemetry OpenAI Instrumentation Example
============================================

This is an example of how to instrument OpenAI calls with zero code changes,
using `opentelemetry-instrument`.

When `main.py <main.py>`_ is run, it exports traces and logs to an OTLP
compatible endpoint. Traces include details such as the model used and the
duration of the chat request. Logs capture the chat request and the generated
response, providing a comprehensive view of the performance and behavior of
your OpenAI requests.

Setup
-----

Minimally, update the `.env <.env>`_ file with your "OPENAI_API_KEY". An
OTLP compatible endpoint should be listening for traces and logs on
http://localhost:4318. If not, update "OTEL_EXPORTER_OTLP_ENDPOINT" as well.

Next, set up a virtual environment like this:

::

python3 -m venv .venv
source .venv/bin/activate
pip install "python-dotenv[cli]"
pip install -r requirements.txt

Run
---

Run the example like this:

::

dotenv run -- opentelemetry-instrument python main.py

You should see a poem generated by OpenAI while traces and logs export to your
configured observability tool.
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import os

from openai import OpenAI


def main():
client = OpenAI()
chat_completion = client.chat.completions.create(
model=os.getenv("CHAT_MODEL", "gpt-4o-mini"),
messages=[
{
"role": "user",
"content": "Write a short poem on OpenTelemetry.",
},
],
)
print(chat_completion.choices[0].message.content)


if __name__ == "__main__":
main()
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openai~=1.54.4

opentelemetry-sdk~=1.28.2
opentelemetry-exporter-otlp-proto-http~=1.28.2
opentelemetry-distro~=0.49b2
opentelemetry-instrumentation-openai-v2~=2.0b0