Agent Run
An AgentRun represents a complete agent run. It contains a collection of Transcript objects, as well as metadata (scores, experiment info, etc.).
- In single-agent (most common) settings, each
AgentRuncontains a singleTranscript. - In multi-agent settings, an
AgentRunmay contain multipleTranscriptobjects. For example, in a two-agent debate setting, you'll have oneTranscriptper agent in the sameAgentRun. - Docent's LLM search features operate over complete
AgentRunobjects. Runs are passed to LLMs in their.textform.
Usage
AgentRun objects require a dictionary of Transcript objects, as well as a metadata dictionary whose keys are strings. The metadata should be JSON-serializable.
from docent.data_models import AgentRun, Transcript
from docent.data_models.chat import UserMessage, AssistantMessage
transcripts = [
Transcript(
messages=[
UserMessage(content="Hello, what's 1 + 1?"),
AssistantMessage(content="2"),
]
)
]
agent_run = AgentRun(
transcripts=transcripts,
metadata={
"scores": {"correct": True, "reward": 1.0},
}
)
Rendering
To see how your AgentRun is being rendered to an LLM, you can print(agent_run.text). This might be useful for validating that your metadata is being included properly.
docent.data_models.agent_run
AgentRun
Bases: BaseModel
Represents a complete run of an agent with transcripts and metadata.
An AgentRun encapsulates the execution of an agent, storing all communication transcripts and associated metadata. It must contain at least one transcript.
Attributes:
| Name | Type | Description |
|---|---|---|
id |
str
|
Unique identifier for the agent run, auto-generated by default. |
name |
str | None
|
Optional human-readable name for the agent run. |
description |
str | None
|
Optional description of the agent run. |
transcripts |
list[Transcript]
|
List of Transcript objects. |
transcript_groups |
list[TranscriptGroup]
|
List of TranscriptGroup objects. |
metadata |
dict[str, Any]
|
Additional structured metadata about the agent run as a JSON-serializable dictionary. |
Source code in docent/data_models/agent_run.py
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transcript_dict
property
transcript_dict: dict[str, Transcript]
Returns a dictionary mapping transcript IDs to Transcript objects.
transcript_group_dict
property
transcript_group_dict: dict[str, TranscriptGroup]
Returns a dictionary mapping transcript group IDs to TranscriptGroup objects.
AgentRunTree
Bases: BaseModel
Source code in docent/data_models/agent_run.py
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SelectionSpec
Bases: BaseModel
Source code in docent/data_models/agent_run.py
is_default
Return True if all nodes have default settings (show everything).
Source code in docent/data_models/agent_run.py
AgentRunView
Source code in docent/data_models/agent_run.py
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to_dict
Serialize the view for storage. Omits selection_spec if it's default.
Source code in docent/data_models/agent_run.py
from_dict
classmethod
from_dict(data: dict[str, Any], agent_run: AgentRun) -> AgentRunView
Reconstruct a view from serialized data and an AgentRun.
Source code in docent/data_models/agent_run.py
should_render_child
Determine if a child should be rendered based on parent's render settings.
Source code in docent/data_models/agent_run.py
should_render_metadata
Determine if a node's metadata should be rendered.
Source code in docent/data_models/agent_run.py
set_metadata_selection
Set whether a node's metadata is rendered.
When enabling (True), this also ensures the path from the root to this node is visible by adjusting parent render settings.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
node_id
|
str
|
The ID of the node to modify. |
required |
selected
|
bool
|
Whether the node's metadata should be rendered. |
required |
Source code in docent/data_models/agent_run.py
set_node_selection
Set whether a node and its descendants are rendered.
This recursively sets children selection state for all descendants. When enabling (True), this also ensures the path from the root to this node is visible by adjusting parent render settings. When disabling (False), this ensures the parent excludes this node.
Notably, this does not affect the metadata rendering state of each node.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
node_id
|
str
|
The ID of the node to modify. |
required |
selected
|
bool
|
Whether the node and its descendants should be rendered. |
required |