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feat: add Google GenAI instrumentation (#1500)
Co-authored-by: harrison <harrison@arize.com> Co-authored-by: Mikyo King <mikyo@arize.com>
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README.md

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| [`openinference-instrumentation-instructor`](./python/instrumentation/openinference-instrumentation-instructor) | OpenInference Instrumentation for Instructor. | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-instructor.svg)](https://pypi.python.org/pypi/openinference-instrumentation-instructor) |
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| [`openinference-instrumentation-anthropic`](./python/instrumentation/openinference-instrumentation-anthropic) | OpenInference Instrumentation for Anthropic. | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-anthropic.svg)](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) |
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| [`openinference-instrumentation-beeai`](./python/instrumentation/openinference-instrumentation-beeai) | OpenInference Instrumentation for BeeAI. | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-beeai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-beeai) |
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| [`openinference-instrumentation-google-genai`](./python/instrumentation/openinference-instrumentation-google-genai) | OpenInference Instrumentation for Google GenAI. | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-genai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) |
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### Examples
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python/instrumentation/openinference-instrumentation-google-genai/CHANGELOG.md

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# OpenInference Google GenAI Instrumentation
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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](https://github.com/Arize-ai/phoenix).
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## Installation
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```shell
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pip install -Uqqq openinference-instrumentation-google-genai
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```
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## Quickstart
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Install `openinference-instrumentation-google-genai` and `arize-phoenix`.
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```shell
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pip install -U \
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openinference-instrumentation-google-genai \
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arize-phoenix \
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opentelemetry-sdk \
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opentelemetry-exporter-otlp \
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"opentelemetry-proto>=1.12.0"
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```
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Start the `phoenix` server so that it is ready to receive traces.
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The `phoenix` server runs entirely on your machine and does not send data over the internet.
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```shell
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phoenix serve
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```
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Instrumenting `genai` is simple.
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```python
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from openinference.instrumentation.google-genai import GoogleGenAIInstrumentor
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from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter
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from opentelemetry.sdk.trace import TracerProvider
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from opentelemetry.sdk.trace.export import SimpleSpanProcessor
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endpoint = "http://127.0.0.1:4317"
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tracer_provider = TracerProvider()
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tracer_provider.add_span_processor(SimpleSpanProcessor(OTLPSpanExporter(endpoint)))
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GoogleGenAIInstrumentor().instrument(tracer_provider=tracer_provider)
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```
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Now, all calls by `generate_content` are instrumented and can be viewed in the `phoenix` UI.
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## Progress
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This instrumentation is a work in progress
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- [x] parse messages and invocation
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- [ ] capture tool definitions
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## More Info
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- [More info on OpenInference and Phoenix](https://docs.arize.com/phoenix)
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- [How to customize spans to track sessions, metadata, etc.](https://github.com/Arize-ai/openinference/tree/main/python/openinference-instrumentation#customizing-spans)
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- [How to account for private information and span payload customization](https://github.com/Arize-ai/openinference/tree/main/python/openinference-instrumentation#tracing-configuration)
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import asyncio
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import os
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from google import genai
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from google.genai.types import Content, GenerateContentConfig, Part
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from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
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from opentelemetry.sdk import trace as trace_sdk
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from opentelemetry.sdk.trace.export import ConsoleSpanExporter, SimpleSpanProcessor
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from openinference.instrumentation.google_genai import GoogleGenAIInstrumentor
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endpoint = "http://localhost:6006/v1/traces"
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tracer_provider = trace_sdk.TracerProvider()
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tracer_provider.add_span_processor(SimpleSpanProcessor(OTLPSpanExporter(endpoint)))
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tracer_provider.add_span_processor(SimpleSpanProcessor(ConsoleSpanExporter()))
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# Make sure to set the GEMINI_API_KEY environment variable
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def generate_content_sync(model_name: str = "gemini-2.0-flash-001") -> str:
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try:
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client = genai.Client(
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api_key=os.getenv("GEMINI_API_KEY"),
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)
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response = client.models.generate_content(model=model_name, contents="Why is the sky blue?")
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print(response.text)
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config = GenerateContentConfig(
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system_instruction=(
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"You are a helpful assistant that can answer questions and help with tasks."
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)
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)
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content = Content(
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role="user",
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parts=[
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Part.from_text(text="Why is the sky blue?"),
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Part.from_text(text="What is the capital of France?"),
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],
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)
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response = client.models.generate_content(
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model=model_name,
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contents=content,
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config=config,
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)
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return response.text or ""
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except Exception as e:
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return f"Error generating response: {str(e)}"
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async def generate_content_async(model_name: str = "gemini-2.0-flash-001") -> str:
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try:
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client = genai.Client(
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api_key=os.getenv("GEMINI_API_KEY"),
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).aio
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config = GenerateContentConfig(
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system_instruction=(
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"You are a helpful assistant that can answer questions and help with tasks."
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)
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)
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content = Content(
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role="user",
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parts=[
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Part.from_text(text="Why is the sky blue?"),
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Part.from_text(text="What is the capital of France?"),
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],
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)
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async_response = await client.models.generate_content(
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model=model_name, contents=content, config=config
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)
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return async_response.text or ""
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except Exception as e:
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return f"Error generating response: {str(e)}"
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if __name__ == "__main__":
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GoogleGenAIInstrumentor().instrument(tracer_provider=tracer_provider)
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response = generate_content_sync("gemini-2.0-flash-001")
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print(response)
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async_response = asyncio.run(generate_content_async("gemini-2.0-flash-001"))
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print(async_response)
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google-genai >= 1.8.0
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import os
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from google import genai
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from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
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from opentelemetry.sdk import trace as trace_sdk
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from opentelemetry.sdk.trace.export import ConsoleSpanExporter, SimpleSpanProcessor
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from openinference.instrumentation.google_genai import GoogleGenAIInstrumentor
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endpoint = "http://0.0.0.0:6006/v1/traces"
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tracer_provider = trace_sdk.TracerProvider()
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tracer_provider.add_span_processor(SimpleSpanProcessor(OTLPSpanExporter(endpoint)))
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tracer_provider.add_span_processor(SimpleSpanProcessor(ConsoleSpanExporter()))
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def send_message_multi_turn() -> tuple[str, str]:
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client = genai.Client(api_key=os.environ["GEMINI_API_KEY"])
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chat = client.chats.create(model="gemini-2.0-flash-001")
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response1 = chat.send_message("What is the capital of France?")
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response2 = chat.send_message("Why is the sky blue?")
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return response1.text or "", response2.text or ""
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if __name__ == "__main__":
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GoogleGenAIInstrumentor().instrument(tracer_provider=tracer_provider)
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response1, response2 = send_message_multi_turn()
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print(response1)
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print(response2)

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