Victor Dibia c2a43e84a2
Declarative BaseChat Agents (#5055)
* v1, make assistant agent declarative

* make head tail context declarative

* update and formatting

* update assistant, format updates

* make websurfer declarative

* update formatting

* move declarative docs to advanced section

* remove tools until implemented

* minor updates to termination conditions

* update docs
2025-01-16 22:29:40 -08:00

416 lines
15 KiB
Python

import time
from typing import List, Sequence
from autogen_core import Component
from pydantic import BaseModel
from typing_extensions import Self
from ..base import TerminatedException, TerminationCondition
from ..messages import AgentEvent, ChatMessage, HandoffMessage, MultiModalMessage, StopMessage
class StopMessageTerminationConfig(BaseModel):
pass
class StopMessageTermination(TerminationCondition, Component[StopMessageTerminationConfig]):
"""Terminate the conversation if a StopMessage is received."""
component_config_schema = StopMessageTerminationConfig
component_provider_override = "autogen_agentchat.conditions.StopMessageTermination"
def __init__(self) -> None:
self._terminated = False
@property
def terminated(self) -> bool:
return self._terminated
async def __call__(self, messages: Sequence[AgentEvent | ChatMessage]) -> StopMessage | None:
if self._terminated:
raise TerminatedException("Termination condition has already been reached")
for message in messages:
if isinstance(message, StopMessage):
self._terminated = True
return StopMessage(content="Stop message received", source="StopMessageTermination")
return None
async def reset(self) -> None:
self._terminated = False
def _to_config(self) -> StopMessageTerminationConfig:
return StopMessageTerminationConfig()
@classmethod
def _from_config(cls, config: StopMessageTerminationConfig) -> Self:
return cls()
class MaxMessageTerminationConfig(BaseModel):
max_messages: int
class MaxMessageTermination(TerminationCondition, Component[MaxMessageTerminationConfig]):
"""Terminate the conversation after a maximum number of messages have been exchanged.
Args:
max_messages: The maximum number of messages allowed in the conversation.
"""
component_config_schema = MaxMessageTerminationConfig
component_provider_override = "autogen_agentchat.conditions.MaxMessageTermination"
def __init__(self, max_messages: int) -> None:
self._max_messages = max_messages
self._message_count = 0
@property
def terminated(self) -> bool:
return self._message_count >= self._max_messages
async def __call__(self, messages: Sequence[AgentEvent | ChatMessage]) -> StopMessage | None:
if self.terminated:
raise TerminatedException("Termination condition has already been reached")
self._message_count += len(messages)
if self._message_count >= self._max_messages:
return StopMessage(
content=f"Maximum number of messages {self._max_messages} reached, current message count: {self._message_count}",
source="MaxMessageTermination",
)
return None
async def reset(self) -> None:
self._message_count = 0
def _to_config(self) -> MaxMessageTerminationConfig:
return MaxMessageTerminationConfig(max_messages=self._max_messages)
@classmethod
def _from_config(cls, config: MaxMessageTerminationConfig) -> Self:
return cls(max_messages=config.max_messages)
class TextMentionTerminationConfig(BaseModel):
text: str
class TextMentionTermination(TerminationCondition, Component[TextMentionTerminationConfig]):
"""Terminate the conversation if a specific text is mentioned.
Args:
text: The text to look for in the messages.
"""
component_config_schema = TextMentionTerminationConfig
component_provider_override = "autogen_agentchat.conditions.TextMentionTermination"
def __init__(self, text: str) -> None:
self._text = text
self._terminated = False
@property
def terminated(self) -> bool:
return self._terminated
async def __call__(self, messages: Sequence[AgentEvent | ChatMessage]) -> StopMessage | None:
if self._terminated:
raise TerminatedException("Termination condition has already been reached")
for message in messages:
if isinstance(message.content, str) and self._text in message.content:
self._terminated = True
return StopMessage(content=f"Text '{self._text}' mentioned", source="TextMentionTermination")
elif isinstance(message, MultiModalMessage):
for item in message.content:
if isinstance(item, str) and self._text in item:
self._terminated = True
return StopMessage(content=f"Text '{self._text}' mentioned", source="TextMentionTermination")
return None
async def reset(self) -> None:
self._terminated = False
def _to_config(self) -> TextMentionTerminationConfig:
return TextMentionTerminationConfig(text=self._text)
@classmethod
def _from_config(cls, config: TextMentionTerminationConfig) -> Self:
return cls(text=config.text)
class TokenUsageTerminationConfig(BaseModel):
max_total_token: int | None
max_prompt_token: int | None
max_completion_token: int | None
class TokenUsageTermination(TerminationCondition, Component[TokenUsageTerminationConfig]):
"""Terminate the conversation if a token usage limit is reached.
Args:
max_total_token: The maximum total number of tokens allowed in the conversation.
max_prompt_token: The maximum number of prompt tokens allowed in the conversation.
max_completion_token: The maximum number of completion tokens allowed in the conversation.
Raises:
ValueError: If none of max_total_token, max_prompt_token, or max_completion_token is provided.
"""
component_config_schema = TokenUsageTerminationConfig
component_provider_override = "autogen_agentchat.conditions.TokenUsageTermination"
def __init__(
self,
max_total_token: int | None = None,
max_prompt_token: int | None = None,
max_completion_token: int | None = None,
) -> None:
if max_total_token is None and max_prompt_token is None and max_completion_token is None:
raise ValueError(
"At least one of max_total_token, max_prompt_token, or max_completion_token must be provided"
)
self._max_total_token = max_total_token
self._max_prompt_token = max_prompt_token
self._max_completion_token = max_completion_token
self._total_token_count = 0
self._prompt_token_count = 0
self._completion_token_count = 0
@property
def terminated(self) -> bool:
return (
(self._max_total_token is not None and self._total_token_count >= self._max_total_token)
or (self._max_prompt_token is not None and self._prompt_token_count >= self._max_prompt_token)
or (self._max_completion_token is not None and self._completion_token_count >= self._max_completion_token)
)
async def __call__(self, messages: Sequence[AgentEvent | ChatMessage]) -> StopMessage | None:
if self.terminated:
raise TerminatedException("Termination condition has already been reached")
for message in messages:
if message.models_usage is not None:
self._prompt_token_count += message.models_usage.prompt_tokens
self._completion_token_count += message.models_usage.completion_tokens
self._total_token_count += message.models_usage.prompt_tokens + message.models_usage.completion_tokens
if self.terminated:
content = f"Token usage limit reached, total token count: {self._total_token_count}, prompt token count: {self._prompt_token_count}, completion token count: {self._completion_token_count}."
return StopMessage(content=content, source="TokenUsageTermination")
return None
async def reset(self) -> None:
self._total_token_count = 0
self._prompt_token_count = 0
self._completion_token_count = 0
def _to_config(self) -> TokenUsageTerminationConfig:
return TokenUsageTerminationConfig(
max_total_token=self._max_total_token,
max_prompt_token=self._max_prompt_token,
max_completion_token=self._max_completion_token,
)
@classmethod
def _from_config(cls, config: TokenUsageTerminationConfig) -> Self:
return cls(
max_total_token=config.max_total_token,
max_prompt_token=config.max_prompt_token,
max_completion_token=config.max_completion_token,
)
class HandoffTerminationConfig(BaseModel):
target: str
class HandoffTermination(TerminationCondition, Component[HandoffTerminationConfig]):
"""Terminate the conversation if a :class:`~autogen_agentchat.messages.HandoffMessage`
with the given target is received.
Args:
target (str): The target of the handoff message.
"""
component_config_schema = HandoffTerminationConfig
component_provider_override = "autogen_agentchat.conditions.HandoffTermination"
def __init__(self, target: str) -> None:
self._terminated = False
self._target = target
@property
def terminated(self) -> bool:
return self._terminated
async def __call__(self, messages: Sequence[AgentEvent | ChatMessage]) -> StopMessage | None:
if self._terminated:
raise TerminatedException("Termination condition has already been reached")
for message in messages:
if isinstance(message, HandoffMessage) and message.target == self._target:
self._terminated = True
return StopMessage(
content=f"Handoff to {self._target} from {message.source} detected.", source="HandoffTermination"
)
return None
async def reset(self) -> None:
self._terminated = False
def _to_config(self) -> HandoffTerminationConfig:
return HandoffTerminationConfig(target=self._target)
@classmethod
def _from_config(cls, config: HandoffTerminationConfig) -> Self:
return cls(target=config.target)
class TimeoutTerminationConfig(BaseModel):
timeout_seconds: float
class TimeoutTermination(TerminationCondition, Component[TimeoutTerminationConfig]):
"""Terminate the conversation after a specified duration has passed.
Args:
timeout_seconds: The maximum duration in seconds before terminating the conversation.
"""
component_config_schema = TimeoutTerminationConfig
component_provider_override = "autogen_agentchat.conditions.TimeoutTermination"
def __init__(self, timeout_seconds: float) -> None:
self._timeout_seconds = timeout_seconds
self._start_time = time.monotonic()
self._terminated = False
@property
def terminated(self) -> bool:
return self._terminated
async def __call__(self, messages: Sequence[AgentEvent | ChatMessage]) -> StopMessage | None:
if self._terminated:
raise TerminatedException("Termination condition has already been reached")
if (time.monotonic() - self._start_time) >= self._timeout_seconds:
self._terminated = True
return StopMessage(
content=f"Timeout of {self._timeout_seconds} seconds reached", source="TimeoutTermination"
)
return None
async def reset(self) -> None:
self._start_time = time.monotonic()
self._terminated = False
def _to_config(self) -> TimeoutTerminationConfig:
return TimeoutTerminationConfig(timeout_seconds=self._timeout_seconds)
@classmethod
def _from_config(cls, config: TimeoutTerminationConfig) -> Self:
return cls(timeout_seconds=config.timeout_seconds)
class ExternalTerminationConfig(BaseModel):
pass
class ExternalTermination(TerminationCondition, Component[ExternalTerminationConfig]):
"""A termination condition that is externally controlled
by calling the :meth:`set` method.
Example:
.. code-block:: python
from autogen_agentchat.conditions import ExternalTermination
termination = ExternalTermination()
# Run the team in an asyncio task.
...
# Set the termination condition externally
termination.set()
"""
component_config_schema = ExternalTerminationConfig
component_provider_override = "autogen_agentchat.conditions.ExternalTermination"
def __init__(self) -> None:
self._terminated = False
self._setted = False
@property
def terminated(self) -> bool:
return self._terminated
def set(self) -> None:
"""Set the termination condition to terminated."""
self._setted = True
async def __call__(self, messages: Sequence[AgentEvent | ChatMessage]) -> StopMessage | None:
if self._terminated:
raise TerminatedException("Termination condition has already been reached")
if self._setted:
self._terminated = True
return StopMessage(content="External termination requested", source="ExternalTermination")
return None
async def reset(self) -> None:
self._terminated = False
self._setted = False
def _to_config(self) -> ExternalTerminationConfig:
return ExternalTerminationConfig()
@classmethod
def _from_config(cls, config: ExternalTerminationConfig) -> Self:
return cls()
class SourceMatchTerminationConfig(BaseModel):
sources: List[str]
class SourceMatchTermination(TerminationCondition, Component[SourceMatchTerminationConfig]):
"""Terminate the conversation after a specific source responds.
Args:
sources (List[str]): List of source names to terminate the conversation.
Raises:
TerminatedException: If the termination condition has already been reached.
"""
component_config_schema = SourceMatchTerminationConfig
component_provider_override = "autogen_agentchat.conditions.SourceMatchTermination"
def __init__(self, sources: List[str]) -> None:
self._sources = sources
self._terminated = False
@property
def terminated(self) -> bool:
return self._terminated
async def __call__(self, messages: Sequence[AgentEvent | ChatMessage]) -> StopMessage | None:
if self._terminated:
raise TerminatedException("Termination condition has already been reached")
if not messages:
return None
for message in messages:
if message.source in self._sources:
self._terminated = True
return StopMessage(content=f"'{message.source}' answered", source="SourceMatchTermination")
return None
async def reset(self) -> None:
self._terminated = False
def _to_config(self) -> SourceMatchTerminationConfig:
return SourceMatchTerminationConfig(sources=self._sources)
@classmethod
def _from_config(cls, config: SourceMatchTerminationConfig) -> Self:
return cls(sources=config.sources)