OpenTelemetry
Project description
This library adds instrumentation to the Google GenAI SDK library to emit telemetry data following Semantic Conventions for GenAI systems. It adds trace spans for GenAI operations, events/logs for recording prompts/responses, and emits metrics that describe the GenAI operations in aggregate.
Experimental
This package is still experimental. The instrumentation may not be complete or correct just yet.
Please see “TODOS.md” for a list of known defects/TODOs that are blockers to package stability.
Installation
If your application is already instrumented with OpenTelemetry, add this package to your requirements.
pip install opentelemetry-instrumentation-google-genai
If you don’t have a Google GenAI SDK application, yet, try our examples.
Check out zero-code example for a quick start.
Usage
This section describes how to set up Google GenAI SDK instrumentation if you’re setting OpenTelemetry up manually. Check out the manual example for more details.
Instrumenting all clients
When using the instrumentor, all clients will automatically trace GenAI generate_content operations. You can also optionally capture prompts and responses as log events.
Make sure to configure OpenTelemetry tracing, logging, metrics, and events to capture all telemetry emitted by the instrumentation.
from opentelemetry.instrumentation.google_genai import GoogleGenAiSdkInstrumentor
from google.genai import Client
GoogleGenAiSdkInstrumentor().instrument()
client = Client()
response = client.models.generate_content(
model="gemini-1.5-flash-002",
contents="Write a short poem on OpenTelemetry.")
Enabling message content
Message content such as the contents of the prompt and response are not captured by default. To capture message content as log events, set the environment variable OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT to true.
Uninstrument
To uninstrument clients, call the uninstrument method:
from opentelemetry.instrumentation.google_genai import GoogleGenAiSdkInstrumentor
GoogleGenAiSdkInstrumentor().instrument()
# ...
# Uninstrument all clients
GoogleGenAiSdkInstrumentor().uninstrument()
References
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file opentelemetry_instrumentation_google_genai-0.1b0.tar.gz.
File metadata
- Download URL: opentelemetry_instrumentation_google_genai-0.1b0.tar.gz
- Upload date:
- Size: 19.0 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.8.18
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
6b0bbe5a232b1bc1dd7265af2f1ed78de5b55fe431c5258ad7b2a47e0b4030f4
|
|
| MD5 |
033837e4afacdd39392c01b94fe4072e
|
|
| BLAKE2b-256 |
57bea0127d44a232cdabf3e78fd9100bcb3f80c4402c54b3e4b5965bd549ac00
|
File details
Details for the file opentelemetry_instrumentation_google_genai-0.1b0-py3-none-any.whl.
File metadata
- Download URL: opentelemetry_instrumentation_google_genai-0.1b0-py3-none-any.whl
- Upload date:
- Size: 17.5 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.8.18
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
29eb2bd24be5f3665111073dd90cefed1fffb06d1b10500430b3a69a9777cc69
|
|
| MD5 |
ed5d4dd9139d1f8326f82ab3dc702f72
|
|
| BLAKE2b-256 |
dc4420c8ca0e859e6a320db73dce25a2fc6cfa9ae0edda5f1b97eb8d546950b3
|