chore: import upstream snapshot with attribution
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# Copyright (c) Microsoft. All rights reserved.
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import logging
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import sys
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if sys.version_info >= (3, 12):
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from typing import override # pragma: no cover
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else:
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from typing_extensions import override # pragma: no cover
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from collections.abc import Callable
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from inspect import isawaitable
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from typing import TYPE_CHECKING, ClassVar
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from pydantic import Field
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from semantic_kernel.agents.strategies.selection.selection_strategy import SelectionStrategy
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from semantic_kernel.contents.chat_message_content import ChatMessageContent
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from semantic_kernel.contents.history_reducer.chat_history_reducer import ChatHistoryReducer
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from semantic_kernel.exceptions.agent_exceptions import AgentExecutionException
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from semantic_kernel.functions.kernel_arguments import KernelArguments
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from semantic_kernel.functions.kernel_function import KernelFunction
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from semantic_kernel.kernel import Kernel
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from semantic_kernel.utils.feature_stage_decorator import experimental
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if TYPE_CHECKING:
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from semantic_kernel.agents import Agent
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logger: logging.Logger = logging.getLogger(__name__)
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@experimental
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class KernelFunctionSelectionStrategy(SelectionStrategy):
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"""Determines agent selection based on the evaluation of a Kernel Function."""
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DEFAULT_AGENT_VARIABLE_NAME: ClassVar[str] = "_agent_"
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DEFAULT_HISTORY_VARIABLE_NAME: ClassVar[str] = "_history_"
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agent_variable_name: str | None = Field(default=DEFAULT_AGENT_VARIABLE_NAME)
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history_variable_name: str | None = Field(default=DEFAULT_HISTORY_VARIABLE_NAME)
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arguments: KernelArguments | None = None
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function: KernelFunction
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kernel: Kernel
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result_parser: Callable[..., str] = Field(default_factory=lambda: (lambda: ""))
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history_reducer: ChatHistoryReducer | None = None
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@override
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async def select_agent(self, agents: list["Agent"], history: list[ChatMessageContent]) -> "Agent":
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"""Select the next agent to interact with.
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Args:
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agents: The list of agents to select from.
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history: The history of messages in the conversation.
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Returns:
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The next agent to interact with.
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Raises:
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AgentExecutionException: If the strategy fails to execute the function or select the next agent
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"""
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if self.history_reducer is not None:
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self.history_reducer.messages = history
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reduced_history = await self.history_reducer.reduce()
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if reduced_history is not None:
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history = reduced_history.messages
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original_arguments = self.arguments or KernelArguments()
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execution_settings = original_arguments.execution_settings or {}
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messages = [message.to_dict(role_key="role", content_key="content") for message in history]
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filtered_arguments = {
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self.agent_variable_name: ",".join(agent.name for agent in agents),
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self.history_variable_name: messages,
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}
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extracted_settings = {key: setting.model_dump() for key, setting in execution_settings.items()}
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combined_arguments = {
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**original_arguments,
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**extracted_settings,
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**{k: v for k, v in filtered_arguments.items()},
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}
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arguments = KernelArguments(
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**combined_arguments,
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)
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logger.info(
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f"Kernel Function Selection Strategy next method called, "
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f"invoking function: {self.function.plugin_name}, {self.function.name}",
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)
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try:
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result = await self.function.invoke(kernel=self.kernel, arguments=arguments)
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except Exception as ex:
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logger.error("Kernel Function Selection Strategy next method failed", exc_info=ex)
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raise AgentExecutionException("Agent Failure - Strategy failed to execute function.") from ex
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logger.info(
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f"Kernel Function Selection Strategy next method completed: "
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f"{self.function.plugin_name}, {self.function.name}, result: {result.value if result else None}",
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)
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agent_name = self.result_parser(result)
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if isawaitable(agent_name):
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agent_name = await agent_name
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if agent_name is None:
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raise AgentExecutionException("Agent Failure - Strategy unable to determine next agent.")
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agent_turn = next((agent for agent in agents if agent.name == agent_name), None)
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if agent_turn is None:
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raise AgentExecutionException(f"Agent Failure - Strategy unable to select next agent: {agent_name}")
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return agent_turn
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@@ -0,0 +1,57 @@
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# Copyright (c) Microsoft. All rights reserved.
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from abc import ABC
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from typing import TYPE_CHECKING
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from semantic_kernel.agents import Agent
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from semantic_kernel.exceptions.agent_exceptions import AgentExecutionException
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from semantic_kernel.kernel_pydantic import KernelBaseModel
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from semantic_kernel.utils.feature_stage_decorator import experimental
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if TYPE_CHECKING:
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from semantic_kernel.contents.chat_message_content import ChatMessageContent
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@experimental
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class SelectionStrategy(KernelBaseModel, ABC):
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"""Base strategy class for selecting the next agent in a chat."""
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has_selected: bool = False
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initial_agent: Agent | None = None
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async def next(
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self,
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agents: list[Agent],
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history: list["ChatMessageContent"],
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) -> Agent:
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"""Select the next agent to interact with.
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Args:
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agents: The list of agents to select from.
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history: The history of messages in the conversation.
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Returns:
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The agent who takes the next turn.
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"""
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if not agents and self.initial_agent is None:
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raise AgentExecutionException("Agent Failure - No agents present to select.")
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# If it's the first selection and we have an initial agent, use it
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if not self.has_selected and self.initial_agent is not None:
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agent = self.initial_agent
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else:
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agent = await self.select_agent(agents, history)
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self.has_selected = True
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return agent
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async def select_agent(
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self,
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agents: list[Agent],
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history: list["ChatMessageContent"],
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) -> Agent:
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"""Determines which agent goes next. Override for custom logic.
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By default, this fallback returns the first agent in the list.
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"""
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return agents[0]
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@@ -0,0 +1,80 @@
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# Copyright (c) Microsoft. All rights reserved.
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import logging
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import sys
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if sys.version_info >= (3, 12):
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from typing import override # pragma: no cover
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else:
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from typing_extensions import override # pragma: no cover
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from typing import TYPE_CHECKING
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from pydantic import PrivateAttr
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from semantic_kernel.agents.strategies.selection.selection_strategy import SelectionStrategy
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from semantic_kernel.utils.feature_stage_decorator import experimental
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if TYPE_CHECKING:
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from semantic_kernel.agents import Agent
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from semantic_kernel.contents.chat_message_content import ChatMessageContent
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logger: logging.Logger = logging.getLogger(__name__)
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@experimental
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class SequentialSelectionStrategy(SelectionStrategy):
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"""Round-robin turn-taking strategy. Agent order is based on the order in which they joined."""
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_index: int = PrivateAttr(default=-1)
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def reset(self) -> None:
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"""Reset selection to the initial/first agent."""
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self._index = -1
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def _increment_index(self, agent_count: int) -> None:
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"""Increment the index in a circular manner."""
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self._index = (self._index + 1) % agent_count
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@override
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async def select_agent(
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self,
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agents: list["Agent"],
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history: list["ChatMessageContent"],
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) -> "Agent":
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"""Select the next agent in a round-robin fashion.
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Args:
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agents: The list of agents to select from.
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history: The history of messages in the conversation.
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Returns:
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The agent who takes the next turn.
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"""
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if self._index >= len(agents):
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self._index = -1
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if (
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self.has_selected
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and self.initial_agent is not None
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and len(agents) > 0
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and agents[0] == self.initial_agent
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and self._index < 0
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):
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# Avoid selecting the same agent twice in a row
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self._increment_index(len(agents))
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# Main index increment
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self._increment_index(len(agents))
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# Pick the agent
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agent = agents[self._index]
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logger.info(
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"Selected agent at index %d (ID: %s, name: %s)",
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self._index,
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agent.id,
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agent.name,
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)
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return agent
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