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CollectorData
init
def __init__(
self,
id: UUID,
name: str,
role: Literal['user', 'assistant', 'system', 'tool'],
message: Optional[str] = None,
function_call: Optional[Dict[str, Any]] = None
):
Create a data item store information about a message.
Used by the data collector.
Parameters:
- id (UUID): The id of the message.
- name (str): The name of the agent.
- role (
Literal["user", "assistant", "system", "function"]): The role of the message.
- message (Optional[str], optional): The message. (default: :obj:
None)
- function_call (Optional[Dict[str, Any]], optional): The function call. (default: :obj:
None)
from_context
def from_context(name, context: Dict[str, Any]):
Create a data collector from a context.
Parameters:
- name (str): The name of the agent.
- context (Dict[str, Any]): The context.
Returns:
CollectorData: The data collector.
BaseDataCollector
class BaseDataCollector(ABC):
Base class for data collectors.
init
Create a data collector.
step
def step(
self,
role: Literal['user', 'assistant', 'system', 'tool'],
name: Optional[str] = None,
message: Optional[str] = None,
function_call: Optional[Dict[str, Any]] = None
):
Record a message.
Parameters:
- role (
Literal["user", "assistant", "system", "tool"]): The role of the message.
- name (Optional[str], optional): The name of the agent. (default: :obj:
None)
- message (Optional[str], optional): The message to record. (default: :obj:
None)
- function_call (Optional[Dict[str, Any]], optional): The function call to record. (default: :obj:
None)
Returns:
Self: The data collector.
record
def record(self, agent: Union[List[ChatAgent], ChatAgent]):
Record agents.
Parameters:
- agent (Union[List[ChatAgent], ChatAgent]): The agent(s) to inject.
start
Start recording.
stop
Stop recording.
recording
Whether the collector is recording.
reset
def reset(self, reset_agents: bool = True):
Reset the collector.
Parameters:
- reset_agents (bool, optional): Whether to reset the agents. Defaults to True.
convert
Convert the collected data.
llm_convert
def llm_convert(self, converter: Any, prompt: Optional[str] = None):
Convert the collected data.
get_agent_history
def get_agent_history(self, name: str):
Get the message history of an agent.
Parameters:
- name (str): The name of the agent.
Returns:
List[CollectorData]: The message history of the agent