OpenTelemetry instrumentation for Fireworks AI
Project description
TraceAI Fireworks AI Instrumentation
OpenTelemetry instrumentation for Fireworks AI, enabling comprehensive observability for LLM API calls.
Installation
pip install traceai-fireworks
Quick Start
from fi_instrumentation import register
from fi_instrumentation.fi_types import ProjectType
from traceai_fireworks import FireworksInstrumentor
# Setup TraceAI
trace_provider = register(
project_type=ProjectType.OBSERVE,
project_name="my-fireworks-app",
)
# Instrument Fireworks
FireworksInstrumentor().instrument(tracer_provider=trace_provider)
# Now use OpenAI client with Fireworks
from openai import OpenAI
client = OpenAI(
api_key="your-fireworks-api-key",
base_url="https://api.fireworks.ai/inference/v1",
)
response = client.chat.completions.create(
model="accounts/fireworks/models/llama-v3p1-8b-instruct",
messages=[{"role": "user", "content": "Hello!"}]
)
Features
- Automatic tracing of Fireworks AI API calls
- Support for both synchronous and asynchronous operations
- Streaming response support
- Token usage tracking
- Request/response attribute capture
- OpenTelemetry semantic conventions for GenAI
Captured Attributes
gen_ai.request.model- Model namegen_ai.request.max_tokens- Maximum tokensgen_ai.request.temperature- Temperature settinggen_ai.usage.input_tokens- Input token countgen_ai.usage.output_tokens- Output token countgen_ai.prompt.{n}.role- Message rolesgen_ai.prompt.{n}.content- Message contentsgen_ai.completion.{n}.content- Response content
Requirements
- Python >= 3.9
- openai >= 1.0.0
- fi-instrumentation >= 0.1.0
- opentelemetry-api >= 1.0.0
- opentelemetry-sdk >= 1.0.0
License
Apache-2.0
Project details
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