traceAI-bedrock 0.1.10

OpenTelemetry instrumentation for Bedrock

Bedrock OpenTelemetry Integration

Overview

This integration provides support for using OpenTelemetry with the Bedrock framework. It enables tracing and monitoring of applications built with Bedrock.

Installation

1. Install traceAI Bedrock

pip install traceAI-bedrock

2. Install boto3

pip install boto3

Set Environment Variables

Set up your environment variables to authenticate with FutureAGI.

import os

os.environ["AWS_ACCESS_KEY_ID"] = AWS_ACCESS_KEY_ID
os.environ["AWS_SECRET_ACCESS_KEY"] = AWS_SECRET_ACCESS_KEY
os.environ["FI_API_KEY"] = FI_API_KEY
os.environ["FI_SECRET_KEY"] = FI_SECRET_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="bedrock_app"
)

Configure Bedrock Instrumentation

Instrument the Bedrock client to enable telemetry collection. This step ensures that all interactions with the Bedrock SDK are tracked and monitored.

from traceai_bedrock import BedrockInstrumentor

BedrockInstrumentor().instrument(tracer_provider=trace_provider)

Create Bedrock Components

Set up your Bedrock client with built-in observability.

def converse_with_claude():
    system_prompt = [{"text": "You are an expert at creating music playlists"}]
    messages = [
        {
            "role": "user",
            "content": [{"text": "Hello, how are you?"}, {"text": "What's your name?"}],
        }
    ]
    inference_config = {"maxTokens": 1024, "temperature": 0.0}

    try:
        response = client.converse(
            modelId="model_id",
            system=system_prompt,
            messages=messages,
            inferenceConfig=inference_config,
        )
        out = response["output"]["message"]
        messages.append(out)
        print(out)
    except Exception as e:
        print(f"Error: {str(e)}")

if __name__ == "__main__":
    converse_with_claude()