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openinference-instrumentation-smolagents
Advanced tools
Python auto-instrumentation library for LLM agents implemented with smolagents
Crews are fully OpenTelemetry-compatible and can be sent to an OpenTelemetry collector for monitoring, such as arize-phoenix
.
pip install openinference-instrumentation-smolagents
This quickstart shows you how to instrument your LLM agent application.
You've already installed openinference-instrumentation-smolagents. Next is to install packages for smolagents,
Phoenix and opentelemetry-instrument
, which exports traces to it.
pip install smolagents arize-phoenix opentelemetry-sdk opentelemetry-exporter-otlp-proto-grpc opentelemetry-distro
Start Phoenix in the background as a collector, which listens on http://localhost:6006
and default gRPC port 4317.
Note that Phoenix does not send data over the internet. It only operates locally on your machine.
python -m phoenix.server.main serve
Create an example like this:
from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel
agent = CodeAgent(tools=[DuckDuckGoSearchTool()], model=HfApiModel())
agent.run("How many seconds would it take for a leopard at full speed to run through Pont des Arts?")
Then, run it like this:
opentelemetry-instrument python example.py
Finally, browse for your trace in Phoenix at http://localhost:6006
!
opentelemetry-instrument
is the Zero-code instrumentation approach
for Python. It avoids explicitly importing and configuring OpenTelemetry code in your main source. Alternatively, you
can copy-paste the following into your main source and run it without opentelemetry-instrument
.
from opentelemetry.sdk.trace import TracerProvider
from openinference.instrumentation.smolagents import SmolagentsInstrumentor
from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter
from opentelemetry.sdk.trace.export import SimpleSpanProcessor
otlp_exporter = OTLPSpanExporter(endpoint="http://localhost:4317", insecure=True)
trace_provider = TracerProvider()
trace_provider.add_span_processor(SimpleSpanProcessor(otlp_exporter))
SmolagentsInstrumentor().instrument(tracer_provider=trace_provider)
FAQs
OpenInference smolagents Instrumentation
We found that openinference-instrumentation-smolagents demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
Did you know?
Socket for GitHub automatically highlights issues in each pull request and monitors the health of all your open source dependencies. Discover the contents of your packages and block harmful activity before you install or update your dependencies.
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