ATI LlamaIndex integration: retrieval/synthesis callbacks -> ATI spans
Project description
ATI Integration for LlamaIndex
This package provides OpenTelemetry instrumentation for LlamaIndex using IOcane ATI.
Installation
pip install ati-integrations-llamaindex
Usage
from ati_llamaindex import LlamaIndexInstrumentor
from llama_index.core import VectorStoreIndex, SimpleDirectoryReader
# 1. Enable Instrumentation
# This sets the ATI handler as the LlamaIndex global handler
LlamaIndexInstrumentor().instrument()
# 2. Use LlamaIndex
documents = SimpleDirectoryReader("data").load_data()
index = VectorStoreIndex.from_documents(documents)
query_engine = index.as_query_engine()
response = query_engine.query("What is ATI?")
# 3. (Optional) Uninstrument
LlamaIndexInstrumentor().uninstrument()
Configuration
Configure the instrumentation via environment variables:
| Variable | Description | Default |
|---|---|---|
ATI_CAPTURE_PAYLOADS |
Capture query content and retrieval results | false |
Features
- Captures LLM calls (
ati.span.type=llm) - Captures Retrieval steps (
ati.span.type=io) - Captures overall Query flow
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