This release is a pre-release and may not be stable for production use.
OpenTelemetry Amazon Bedrock Instrumentation
This package provides OpenTelemetry instrumentation for Amazon Bedrock (via the AWS SDK for Python: boto3, botocore, aioboto3, and aiobotocore), implementing the OpenTelemetry Generative AI semantic conventions.
Supported Operations
Synchronous and asynchronous chat via the Converse API (client.converse)
Synchronous and asynchronous streaming chat via the ConverseStream API (client.converse_stream)
Synchronous and asynchronous model invocation via the InvokeModel API (client.invoke_model)
Synchronous and asynchronous streaming model invocation via the InvokeModelWithResponseStream API (client.invoke_model_with_response_stream)
Synchronous and asynchronous embeddings via the InvokeModel API (client.invoke_model with embedding models such as Amazon Titan and Cohere)
Synchronous and asynchronous remote agent invocation via the Bedrock Agent Runtime API (client.invoke_agent)
Synchronous and asynchronous remote inline agent invocation via the Bedrock Agent Runtime API (client.invoke_inline_agent)
Synchronous and asynchronous Knowledge Base retrieval via the Bedrock Agent Runtime API (client.retrieve)
Synchronous and asynchronous Knowledge Base RetrieveAndGenerate via the Bedrock Agent Runtime API (client.retrieve_and_generate)
Synchronous and asynchronous streaming Knowledge Base RetrieveAndGenerateStream via the Bedrock Agent Runtime API (client.retrieve_and_generate_stream)
Installation
pip install opentelemetry-instrumentation-genai-bedrock
Usage
import boto3
from opentelemetry.instrumentation.genai.bedrock import BedrockInstrumentor
# Enable instrumentation
BedrockInstrumentor().instrument()
# Use Bedrock runtime client normally
client = boto3.client("bedrock-runtime", region_name="us-east-1")
response = client.converse(
modelId="amazon.nova-micro-v1:0",
messages=[{"role": "user", "content": [{"text": "Hello, Bedrock!"}]}],
)
Configuration
By default, prompts and completions are not captured. To capture message content, set the environment variable OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT to one of NO_CONTENT, SPAN_ONLY, EVENT_ONLY, or SPAN_AND_EVENT:
export OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=SPAN_ONLY
Prompts and completions can also be redirected via a completion hook by setting OTEL_INSTRUMENTATION_GENAI_COMPLETION_HOOK or by passing instrument(completion_hook=...).
References
Metadata
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Total release size: 89.7 kB
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