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AnoSys SDK for OpenAI - Automatic instrumentation and logging for OpenAI API calls

Project description

AnoSys SDK for OpenAI

License: Apache 2.0 Python

Automatically capture and send OpenAI API calls to AnoSys for monitoring, analytics, and observability.

Features

Automatic OpenAI Instrumentation - Captures all OpenAI API calls via OpenTelemetry
Streaming Support - Detects and logs streaming responses
OpenTelemetry Semantic Conventions - Follows Gen AI standards
Error Tracking - Captures exceptions with full stack traces
Zero Configuration - Works out of the box with just your API key

Installation

pip install anosys-sdk-openai

Quick Start

import os
from openai import OpenAI
from anosys_sdk_openai import AnosysOpenAILogger

os.environ["OPENAI_API_KEY"] = "your-openai-key"
os.environ["ANOSYS_API_KEY"] = "your-anosys-key"

# Initialize (do once at startup)
AnosysOpenAILogger()

# Use OpenAI normally - all calls are automatically logged
client = OpenAI()

response = client.chat.completions.create(
    model="gpt-4o-mini",
    messages=[
        {"role": "system", "content": "You are a helpful assistant."},
        {"role": "user", "content": "Hello!"}
    ]
)
print(response.choices[0].message.content)

Streaming

Streaming is automatically detected and logged:

stream = client.chat.completions.create(
    model="gpt-4o-mini",
    messages=[{"role": "user", "content": "Write a haiku"}],
    stream=True
)

for chunk in stream:
    if chunk.choices[0].delta.content:
        print(chunk.choices[0].delta.content, end="")

Custom Function Logging

You can also log custom functions using decorators from the core package:

from anosys_sdk_core import anosys_logger

@anosys_logger(source="my_app")
def process_response(response):
    return response.choices[0].message.content

What Data is Captured?

Following OpenTelemetry Gen AI standards:

  • gen_ai.system - Always "openai"
  • gen_ai.request.model - Model requested
  • gen_ai.response.model - Model that responded
  • gen_ai.request.temperature - Temperature parameter
  • gen_ai.usage.input_tokens - Input token count
  • gen_ai.usage.output_tokens - Output token count
  • Request/response messages
  • Timestamps and duration
  • Error details

Environment Variables

Variable Required Description
ANOSYS_API_KEY Yes Your AnoSys API key
OPENAI_API_KEY Yes Your OpenAI API key

License

Apache 2.0

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