OpenTelemetry instrumentation for OpenAI
Project description
OpenAI OpenTelemetry Integration
Overview
This integration provides support for using OpenTelemetry with the OpenAI framework. It enables tracing and monitoring of applications built with OpenAI.
Installation
- Install traceAI OpenAI
pip install traceAI-openai
Set Environment Variables
Set up your environment variables to authenticate with FutureAGI
import os
os.environ["FI_API_KEY"] = FI_API_KEY
os.environ["FI_SECRET_KEY"] = FI_SECRET_KEY
os.environ["OPENAI_API_KEY"] = OPENAI_API_KEY
Quickstart
Register Tracer Provider
Set up the trace provider to establish the observability pipeline. The trace provider:
from fi_instrumentation import register
from fi_instrumentation.fi_types import ProjectType
trace_provider = register(
project_type=ProjectType.OBSERVE,
project_name="openai_app"
)
Configure OpenAI Instrumentation
Set up your OpenAI client with built-in observability. This includes support for text, image, and audio models.
from traceai_openai import OpenAIInstrumentor
OpenAIInstrumentor().instrument(tracer_provider=trace_provider)
Create OpenAI Components
Set up your OpenAI client with built-in observability.
import openai
openai.api_key = os.environ["OPENAI_API_KEY"]
response = openai.ChatCompletion.create(
model="gpt-4-0",
messages=[
{"role": "system", "content": "You are a helpful assistant."},
{"role": "user", "content": "Can you tell me a joke?"}
]
)
print(response.choices[0].message['content'].strip())
Project details
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