Spans Overview
In AgentOps v0.4, the concept of “Events” has been replaced with “Spans” for all operation tracking. Spans represent different types of operations and are organized hierarchically. A span is a unit of work or operation in your agent workflow. Spans are created using decorators and are automatically nested to create a hierarchical trace of your agent’s execution.Span Types
AgentOps supports several types of spans, each representing a different kind of operation:Session Spans
Session spans serve as the root for all other spans. They represent a complete execution of your agent workflow.Agent Spans
Agent spans represent operations performed by a specific agent. They are typically children of session spans.Operation/Task Spans
Operation spans represent specific tasks or operations performed by an agent. They are typically children of agent spans.Workflow Spans
Workflow spans represent a sequence of operations that form a workflow. They can contain multiple operations.LLM Spans
LLM spans are automatically created when you make calls to supported LLM providers. They represent interactions with language models.Span Attributes
All spans share a set of common attributes:Attribute | Description |
---|---|
span_id | A unique identifier for the span |
trace_id | The ID of the trace this span belongs to |
parent_id | The ID of the parent span |
name | The name of the span |
kind | The kind of span (session, agent, operation, etc.) |
start_time | When the span started |
end_time | When the span ended |
attributes | Custom attributes for the span |
- Input parameters to the decorated function
- Return values from the decorated function
- Exceptions that occur during execution
Span Hierarchy
Spans are organized hierarchically to create a trace of your agent’s execution. The typical hierarchy is:- Session (root)
- Agent
- Operation/Task
- Nested Operations