OpenInference Google GenAI Instrumentation
Python auto-instrumentation library for GenAI SDK. Traces are fully OpenTelemetry compatible and can be sent to any OpenTelemetry collector for viewing, such as Arize Phoenix or Arize AX.
Installation
pip install -Uqqq openinference-instrumentation-google-genai
Quickstart
Install openinference-instrumentation-google-genai and arize-phoenix.
pip install -U \
openinference-instrumentation-google-genai \
arize-phoenix \
opentelemetry-sdk \
opentelemetry-exporter-otlp \
"opentelemetry-proto>=1.12.0"
Start the phoenix server so that it is ready to receive traces.
The phoenix server runs entirely on your machine and does not send data over the internet.
phoenix serve
Instrumenting genai is simple.
from openinference.instrumentation.google_genai import GoogleGenAIInstrumentor
from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter
from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import SimpleSpanProcessor
endpoint = "http://127.0.0.1:4317"
tracer_provider = TracerProvider()
tracer_provider.add_span_processor(SimpleSpanProcessor(OTLPSpanExporter(endpoint)))
GoogleGenAIInstrumentor().instrument(tracer_provider=tracer_provider)
Now, all calls by generate_content are instrumented and can be viewed in the phoenix UI.
Progress
This instrumentation is a work in progress
- parse messages and invocation
- capture tool definitions
More Info
1 maintainer
Metadata
1 maintainer
Release files for openinference-instrumentation-google-genai 1.4.14
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| openinference_instrumentation_google_genai-1.4.14.tar.gz | 160.1 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| openinference_instrumentation_google_genai-1.4.14-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 200.1 kB
Release files / openinference_instrumentation_google_genai-1.4.14.tar.gz
| Download URL | openinference_instrumentation_google_genai-1.4.14.tar.gz |
|---|---|
| Size | 160.1 kB |
| Tags | Source |
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SHA-256 checksum How to use checksums |
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| Download URL | openinference_instrumentation_google_genai-1.4.14-py3-none-any.whl |
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| Size | 40.0 kB |
| Tags | Python 3 |
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SHA-256 checksum How to use checksums |
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Yes |
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twine/7.0.0 CPython/3.13.14
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Attestation for openinference_instrumentation_google_genai-1.4.14.tar.gz
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