splunk-otel-util-genai-translator-traceloop 0.1.7

Traceloop -> GenAI translator emitter for OpenTelemetry GenAI

This package automatically translates Traceloop-instrumented spans into OpenTelemetry GenAI semantic conventions. It intercepts spans with traceloop.* attributes and creates corresponding spans with gen_ai.* attributes, enabling seamless integration between Traceloop instrumentation and GenAI observability tools.

Mapping Table

Traceloop Key	Added Key
traceloop.workflow.name	gen_ai.workflow.name
traceloop.entity.name	gen_ai.agent.name
traceloop.entity.path	gen_ai.workflow.path
traceloop.correlation.id	gen_ai.conversation.id
traceloop.entity.input	gen_ai.input.messages
traceloop.entity.output	gen_ai.output.messages

Installation

pip install opentelemetry-util-genai-traceloop-translator

Quick Start

The translator automatically registers when Traceloop is initialized. See the examples for complete usage:

• Basic Example: examples/traceloop_processor_example.py - Demonstrates workflow, agent, task, and tool decorators with automatic span translation.

• Evaluation Example: examples/traceloop_eval_example.py - Shows how to run GenAI evaluations on translated spans.

# Run basic example
python examples/traceloop_processor_example.py

# Run evaluation example
python examples/traceloop_eval_example.py

Evaluations

In order to enable GenAI evaluations for Traceloop spans, the corresponding packages must be installed:

# install evaluation packages
pip install opentelemetry-util-genai-evals opentelemetry-util-genai-evals-deepeval

Also, see .env.example for environment variable setup, which includes setting up configuration for the evaluation provider.

The translator enables GenAI evaluations by converting Traceloop spans to the standardized gen_ai.* format. Once translated, LLM / Agent spans can be evaluated using metrics like:

• Answer Relevancy - How relevant is the response to the input

• Faithfulness - Is the response grounded in context

• Bias/Toxicity - Content safety checks

Evaluations require a compatible evaluation provider (e.g., DeepEval). See examples/traceloop_eval_example.py for a complete example.

Tests

To run the test suite, use the following command: .. code-block:: bash

pytest util/opentelemetry-util-genai-traceloop-translator/tests