From 714e7b50d4bd740048c8c3c23044450853d81353 Mon Sep 17 00:00:00 2001 From: Eduard van Valkenburg Date: Mon, 6 Oct 2025 18:04:39 +0200 Subject: [PATCH] Python: updated docstrings (#1225) * updated docstrings * fix tests and mypy * hosted file search docstring update * updated versions --- python/docs/generate_docs.py | 4 +- .../a2a/agent_framework_a2a/_agent.py | 6 +- .../_acquire_token.py | 3 +- .../agent_framework_copilotstudio/_agent.py | 6 + .../packages/core/agent_framework/_agents.py | 22 +- .../packages/core/agent_framework/_clients.py | 22 +- python/packages/core/agent_framework/_mcp.py | 10 + .../packages/core/agent_framework/_memory.py | 4 + .../core/agent_framework/_middleware.py | 17 +- .../core/agent_framework/_serialization.py | 18 +- .../packages/core/agent_framework/_threads.py | 29 +- .../packages/core/agent_framework/_tools.py | 21 +- .../packages/core/agent_framework/_types.py | 246 ++++++++--- .../core/agent_framework/_workflows/_agent.py | 6 + .../agent_framework/_workflows/_executor.py | 4 + .../agent_framework/_workflows/_magentic.py | 2 + .../agent_framework/_workflows/_validation.py | 4 + .../_workflows/_workflow_executor.py | 2 + .../agent_framework/azure/_chat_client.py | 2 +- .../azure/_entra_id_authentication.py | 4 + .../core/agent_framework/azure/_shared.py | 2 + .../core/agent_framework/observability.py | 5 +- .../agent_framework/openai/_exceptions.py | 7 +- .../core/agent_framework/openai/_shared.py | 2 +- .../tests/core/test_middleware_with_chat.py | 4 +- python/packages/core/tests/core/test_types.py | 8 - .../_sliding_window.py | 3 - .../mem0/agent_framework_mem0/_provider.py | 4 +- .../_chat_message_store.py | 6 +- .../redis/agent_framework_redis/_provider.py | 10 +- python/pyproject.toml | 21 +- python/uv.lock | 407 ++++++++++-------- 32 files changed, 592 insertions(+), 319 deletions(-) diff --git a/python/docs/generate_docs.py b/python/docs/generate_docs.py index 20302b4cb3..1552595f41 100644 --- a/python/docs/generate_docs.py +++ b/python/docs/generate_docs.py @@ -34,7 +34,7 @@ async def generate_af_docs(root_path: Path): "extension_config": { "napoleon_google_docstring": 1, "napoleon_preprocess_types": 1, - "napoleon_use_param": 1, + "napoleon_use_param": 0, "autodoc_pydantic_field_doc_policy": "both", "autodoc_pydantic_model_show_json": 0, "autodoc_pydantic_model_show_config_summary": 1, @@ -46,7 +46,7 @@ async def generate_af_docs(root_path: Path): "python_use_unqualified_type_names": 1, "autodoc_preserve_defaults": 1, "autodoc_class_signature": "separated", - "autodoc_typehints": "both", + "autodoc_typehints": "description", "autodoc_typehints_format": "fully-qualified", "autodoc_default_options": { "members": 1, diff --git a/python/packages/a2a/agent_framework_a2a/_agent.py b/python/packages/a2a/agent_framework_a2a/_agent.py index 78fb7825ea..7b313c8f54 100644 --- a/python/packages/a2a/agent_framework_a2a/_agent.py +++ b/python/packages/a2a/agent_framework_a2a/_agent.py @@ -82,7 +82,7 @@ class A2AAgent(BaseAgent): ) -> None: """Initialize the A2AAgent. - Args: + Keyword Args: name: The name of the agent. id: The unique identifier for the agent, will be created automatically if not provided. description: A brief description of the agent's purpose. @@ -155,6 +155,8 @@ class A2AAgent(BaseAgent): Args: messages: The message(s) to send to the agent. + + Keyword Args: thread: The conversation thread associated with the message(s). kwargs: Additional keyword arguments. @@ -179,6 +181,8 @@ class A2AAgent(BaseAgent): Args: messages: The message(s) to send to the agent. + + Keyword Args: thread: The conversation thread associated with the message(s). kwargs: Additional keyword arguments. diff --git a/python/packages/copilotstudio/agent_framework_copilotstudio/_acquire_token.py b/python/packages/copilotstudio/agent_framework_copilotstudio/_acquire_token.py index f0334dc7d0..2962ed35f8 100644 --- a/python/packages/copilotstudio/agent_framework_copilotstudio/_acquire_token.py +++ b/python/packages/copilotstudio/agent_framework_copilotstudio/_acquire_token.py @@ -16,6 +16,7 @@ DEFAULT_SCOPES = ["https://api.powerplatform.com/.default"] def acquire_token( + *, client_id: str, tenant_id: str, username: str | None = None, @@ -27,7 +28,7 @@ def acquire_token( This function attempts to acquire a token silently first (using cached tokens), and falls back to interactive authentication if needed. - Args: + Keyword Args: client_id: The client ID of the application. tenant_id: The tenant ID for authentication. username: Optional username to filter accounts. diff --git a/python/packages/copilotstudio/agent_framework_copilotstudio/_agent.py b/python/packages/copilotstudio/agent_framework_copilotstudio/_agent.py index 8833e765db..35abd6dec7 100644 --- a/python/packages/copilotstudio/agent_framework_copilotstudio/_agent.py +++ b/python/packages/copilotstudio/agent_framework_copilotstudio/_agent.py @@ -102,6 +102,8 @@ class CopilotStudioAgent(BaseAgent): a new client will be created using the other parameters. settings: Optional pre-configured ConnectionSettings. If not provided, settings will be created from the other parameters. + + Keyword Args: id: id of the CopilotAgent name: Name of the CopilotAgent description: Description of the CopilotAgent @@ -224,6 +226,8 @@ class CopilotStudioAgent(BaseAgent): Args: messages: The message(s) to send to the agent. + + Keyword Args: thread: The conversation thread associated with the message(s). kwargs: Additional keyword arguments. @@ -263,6 +267,8 @@ class CopilotStudioAgent(BaseAgent): Args: messages: The message(s) to send to the agent. + + Keyword Args: thread: The conversation thread associated with the message(s). kwargs: Additional keyword arguments. diff --git a/python/packages/core/agent_framework/_agents.py b/python/packages/core/agent_framework/_agents.py index 6b9904ae5a..80e867a51d 100644 --- a/python/packages/core/agent_framework/_agents.py +++ b/python/packages/core/agent_framework/_agents.py @@ -159,6 +159,8 @@ class AgentProtocol(Protocol): Args: messages: The message(s) to send to the agent. + + Keyword Args: thread: The conversation thread associated with the message(s). kwargs: Additional keyword arguments. @@ -183,6 +185,8 @@ class AgentProtocol(Protocol): Args: messages: The message(s) to send to the agent. + + Keyword Args: thread: The conversation thread associated with the message(s). kwargs: Additional keyword arguments. @@ -261,7 +265,7 @@ class BaseAgent(SerializationMixin): ) -> None: """Initialize a BaseAgent instance. - Args: + Keyword Args: id: The unique identifier of the agent. If no id is provided, a new UUID will be generated. name: The name of the agent, can be None. @@ -319,7 +323,7 @@ class BaseAgent(SerializationMixin): def get_new_thread(self, **kwargs: Any) -> AgentThread: """Return a new AgentThread instance that is compatible with the agent. - Args: + Keyword Args: kwargs: Additional keyword arguments passed to AgentThread. Returns: @@ -332,6 +336,8 @@ class BaseAgent(SerializationMixin): Args: serialized_thread: The serialized thread data. + + Keyword Args: kwargs: Additional keyword arguments. Returns: @@ -354,7 +360,7 @@ class BaseAgent(SerializationMixin): ) -> AIFunction[BaseModel, str]: """Create an AIFunction tool that wraps this agent. - Args: + Keyword Args: name: The name for the tool. If None, uses the agent's name. description: The description for the tool. If None, uses the agent's description or empty string. arg_name: The name of the function argument (default: "task"). @@ -554,6 +560,8 @@ class ChatAgent(BaseAgent): chat_client: The chat client to use for the agent. instructions: Optional instructions for the agent. These will be put into the messages sent to the chat client service as a system message. + + Keyword Args: id: The unique identifier for the agent. Will be created automatically if not provided. name: The name of the agent. description: A brief description of the agent's purpose. @@ -718,6 +726,8 @@ class ChatAgent(BaseAgent): Args: messages: The messages to process. + + Keyword Args: thread: The thread to use for the agent. frequency_penalty: The frequency penalty to use. logit_bias: The logit bias to use. @@ -847,6 +857,8 @@ class ChatAgent(BaseAgent): Args: messages: The messages to process. + + Keyword Args: thread: The thread to use for the agent. frequency_penalty: The frequency penalty to use. logit_bias: The logit bias to use. @@ -963,7 +975,7 @@ class ChatAgent(BaseAgent): If you run with ``store=True``, the response will include a thread_id and that will be set. Otherwise a message store is created from the default factory. - Args: + Keyword Args: service_thread_id: Optional service managed thread ID. kwargs: Not used at present. @@ -1030,7 +1042,7 @@ class ChatAgent(BaseAgent): This method prepares the conversation thread, merges context provider data, and assembles the final message list for the chat client. - Args: + Keyword Args: thread: The conversation thread. input_messages: Messages to process. diff --git a/python/packages/core/agent_framework/_clients.py b/python/packages/core/agent_framework/_clients.py index fd28c27042..efa22335ad 100644 --- a/python/packages/core/agent_framework/_clients.py +++ b/python/packages/core/agent_framework/_clients.py @@ -123,6 +123,8 @@ class ChatClientProtocol(Protocol): Args: messages: The sequence of input messages to send. + + Keyword Args: frequency_penalty: The frequency penalty to use. logit_bias: The logit bias to use. max_tokens: The maximum number of tokens to generate. @@ -180,6 +182,8 @@ class ChatClientProtocol(Protocol): Args: messages: The sequence of input messages to send. + + Keyword Args: frequency_penalty: The frequency penalty to use. logit_bias: The logit bias to use. max_tokens: The maximum number of tokens to generate. @@ -259,7 +263,7 @@ def merge_chat_options( parameters take precedence and override the corresponding values in base_chat_options. Tools from both sources are combined into a single list. - Args: + Keyword Args: base_chat_options: Optional base ChatOptions to merge with direct parameters. model: The model to use for the agent. frequency_penalty: The frequency penalty to use. @@ -398,7 +402,7 @@ class BaseChatClient(SerializationMixin, ABC): ) -> None: """Initialize a BaseChatClient instance. - Args: + Keyword Args: middleware: Middleware for the client. additional_properties: Additional properties for the client. kwargs: Additional keyword arguments (merged into additional_properties). @@ -414,7 +418,7 @@ class BaseChatClient(SerializationMixin, ABC): Extracts additional_properties fields to the root level. - Args: + Keyword Args: exclude: Set of field names to exclude from serialization. exclude_none: Whether to exclude None values from the output. Defaults to True. @@ -452,7 +456,7 @@ class BaseChatClient(SerializationMixin, ABC): def _filter_internal_kwargs(self, kwargs: dict[str, Any]) -> dict[str, Any]: """Filter out internal framework parameters that shouldn't be passed to chat client implementations. - Args: + Keyword Args: kwargs: The original kwargs dictionary. Returns: @@ -510,7 +514,7 @@ class BaseChatClient(SerializationMixin, ABC): ) -> ChatResponse: """Send a chat request to the AI service. - Args: + Keyword Args: messages: The chat messages to send. chat_options: The options for the request. kwargs: Any additional keyword arguments. @@ -529,7 +533,7 @@ class BaseChatClient(SerializationMixin, ABC): ) -> AsyncIterable[ChatResponseUpdate]: """Send a streaming chat request to the AI service. - Args: + Keyword Args: messages: The chat messages to send. chat_options: The chat_options for the request. kwargs: Any additional keyword arguments. @@ -582,6 +586,8 @@ class BaseChatClient(SerializationMixin, ABC): Args: messages: The message or messages to send to the model. + + Keyword Args: frequency_penalty: The frequency penalty to use. logit_bias: The logit bias to use. max_tokens: The maximum number of tokens to generate. @@ -674,6 +680,8 @@ class BaseChatClient(SerializationMixin, ABC): Args: messages: The message or messages to send to the model. + + Keyword Args: frequency_penalty: The frequency penalty to use. logit_bias: The logit bias to use. max_tokens: The maximum number of tokens to generate. @@ -802,7 +810,7 @@ class BaseChatClient(SerializationMixin, ABC): This is a convenience method that creates a ChatAgent instance with this chat client already configured. - Args: + Keyword Args: id: The unique identifier for the agent. Will be created automatically if not provided. name: The name of the agent. description: A brief description of the agent's purpose. diff --git a/python/packages/core/agent_framework/_mcp.py b/python/packages/core/agent_framework/_mcp.py index de2c085a8e..b944d4881a 100644 --- a/python/packages/core/agent_framework/_mcp.py +++ b/python/packages/core/agent_framework/_mcp.py @@ -542,6 +542,8 @@ class MCPTool: Args: tool_name: The name of the tool to call. + + Keyword Args: kwargs: Arguments to pass to the tool. Returns: @@ -569,6 +571,8 @@ class MCPTool: Args: prompt_name: The name of the prompt to retrieve. + + Keyword Args: kwargs: Arguments to pass to the prompt. Returns: @@ -683,6 +687,8 @@ class MCPStdioTool(MCPTool): Args: name: The name of the tool. command: The command to run the MCP server. + + Keyword Args: load_tools: Whether to load tools from the MCP server. load_prompts: Whether to load prompts from the MCP server. request_timeout: The default timeout in seconds for all requests. @@ -782,6 +788,8 @@ class MCPStreamableHTTPTool(MCPTool): Args: name: The name of the tool. url: The URL of the MCP server. + + Keyword Args: load_tools: Whether to load tools from the MCP server. load_prompts: Whether to load prompts from the MCP server. request_timeout: The default timeout in seconds for all requests. @@ -880,6 +888,8 @@ class MCPWebsocketTool(MCPTool): Args: name: The name of the tool. url: The URL of the MCP server. + + Keyword Args: load_tools: Whether to load tools from the MCP server. load_prompts: Whether to load prompts from the MCP server. request_timeout: The default timeout in seconds for all requests. diff --git a/python/packages/core/agent_framework/_memory.py b/python/packages/core/agent_framework/_memory.py index 992b4867c4..4b2a01ad24 100644 --- a/python/packages/core/agent_framework/_memory.py +++ b/python/packages/core/agent_framework/_memory.py @@ -131,6 +131,8 @@ class ContextProvider(ABC): request_messages: The messages that were sent to the model/agent. response_messages: The messages that were returned by the model/agent. invoke_exception: The exception that was thrown, if any. + + Keyword Args: kwargs: Additional keyword arguments (not used at present). """ pass @@ -144,6 +146,8 @@ class ContextProvider(ABC): Args: messages: The most recent messages that the agent is being invoked with. + + Keyword Args: kwargs: Additional keyword arguments (not used at present). Returns: diff --git a/python/packages/core/agent_framework/_middleware.py b/python/packages/core/agent_framework/_middleware.py index abe52a3d67..3648f89b13 100644 --- a/python/packages/core/agent_framework/_middleware.py +++ b/python/packages/core/agent_framework/_middleware.py @@ -4,6 +4,7 @@ import inspect from abc import ABC, abstractmethod from collections.abc import AsyncIterable, Awaitable, Callable, MutableSequence from enum import Enum +from functools import update_wrapper from typing import TYPE_CHECKING, Any, ClassVar, Generic, TypeAlias, TypeVar from ._serialization import SerializationMixin @@ -1290,8 +1291,8 @@ def use_agent_middleware(agent_class: type[TAgent]) -> type[TAgent]: # No middleware, execute directly return original_run_stream(self, normalized_messages, thread=thread, **kwargs) # type: ignore - agent_class.run = middleware_enabled_run # type: ignore - agent_class.run_stream = middleware_enabled_run_stream # type: ignore + agent_class.run = update_wrapper(middleware_enabled_run, original_run) # type: ignore + agent_class.run_stream = update_wrapper(middleware_enabled_run_stream, original_run_stream) # type: ignore return agent_class @@ -1440,8 +1441,10 @@ def use_chat_middleware(chat_client_class: type[TChatClient]) -> type[TChatClien return _stream_generator() # Replace methods - chat_client_class.get_response = middleware_enabled_get_response # type: ignore - chat_client_class.get_streaming_response = middleware_enabled_get_streaming_response # type: ignore + chat_client_class.get_response = update_wrapper(middleware_enabled_get_response, original_get_response) # type: ignore + chat_client_class.get_streaming_response = update_wrapper( # type: ignore + middleware_enabled_get_streaming_response, original_get_streaming_response + ) return chat_client_class @@ -1525,12 +1528,14 @@ def _merge_and_filter_chat_middleware( return middleware["chat"] # type: ignore[return-value] -def extract_and_merge_function_middleware(chat_client: Any, kwargs: dict[str, Any]) -> None: +def extract_and_merge_function_middleware(chat_client: Any, **kwargs: Any) -> None: """Extract function middleware from chat client and merge with existing pipeline in kwargs. Args: chat_client: The chat client instance to extract middleware from. - kwargs: Dictionary containing middleware and pipeline information. + + Keyword Args: + **kwargs: Dictionary containing middleware and pipeline information. """ # Get middleware sources client_middleware = getattr(chat_client, "middleware", None) if hasattr(chat_client, "middleware") else None diff --git a/python/packages/core/agent_framework/_serialization.py b/python/packages/core/agent_framework/_serialization.py index c285158fe3..02535329ec 100644 --- a/python/packages/core/agent_framework/_serialization.py +++ b/python/packages/core/agent_framework/_serialization.py @@ -47,7 +47,7 @@ class SerializationProtocol(Protocol): def to_dict(self, **kwargs: Any) -> dict[str, Any]: """Convert the instance to a dictionary. - Args: + Keyword Args: kwargs: Additional keyword arguments for serialization. Returns: @@ -61,6 +61,8 @@ class SerializationProtocol(Protocol): Args: value: Dictionary containing the instance data (positional-only). + + Keyword Args: kwargs: Additional keyword arguments for deserialization. Returns: @@ -123,7 +125,7 @@ class SerializationMixin: Examples: .. code-block:: python - from libary import Client + from library import Client class MyClass(SerializationMixin): @@ -147,7 +149,7 @@ class SerializationMixin: def to_dict(self, *, exclude: set[str] | None = None, exclude_none: bool = True) -> dict[str, Any]: """Convert the instance and any nested objects to a dictionary. - Args: + Keyword Args: exclude: The set of field names to exclude from serialization. exclude_none: Whether to exclude None values from the output. Defaults to True. @@ -213,7 +215,7 @@ class SerializationMixin: def to_json(self, *, exclude: set[str] | None = None, exclude_none: bool = True) -> str: """Convert the instance to a JSON string. - Args: + Keyword Args: exclude: The set of field names to exclude from serialization. exclude_none: Whether to exclude None values from the output. Defaults to True. @@ -224,12 +226,14 @@ class SerializationMixin: @classmethod def from_dict( - cls: type[TClass], value: MutableMapping[str, Any], /, dependencies: MutableMapping[str, Any] | None = None + cls: type[TClass], value: MutableMapping[str, Any], /, *, dependencies: MutableMapping[str, Any] | None = None ) -> TClass: """Create an instance from a dictionary. Args: value: The dictionary containing the instance data (positional-only). + + Keyword Args: dependencies: The dictionary mapping dependency keys to values. Keys should be in format ``"."`` or ``".."``. @@ -278,11 +282,13 @@ class SerializationMixin: return cls(**kwargs) @classmethod - def from_json(cls: type[TClass], value: str, /, dependencies: MutableMapping[str, Any] | None = None) -> TClass: + def from_json(cls: type[TClass], value: str, /, *, dependencies: MutableMapping[str, Any] | None = None) -> TClass: """Create an instance from a JSON string. Args: value: The JSON string containing the instance data (positional-only). + + Keyword Args: dependencies: The dictionary mapping dependency keys to values. Keys should be in format ``"."`` or ``".."``. diff --git a/python/packages/core/agent_framework/_threads.py b/python/packages/core/agent_framework/_threads.py index a1f57baf03..ff8cffc39f 100644 --- a/python/packages/core/agent_framework/_threads.py +++ b/python/packages/core/agent_framework/_threads.py @@ -81,6 +81,8 @@ class ChatMessageStoreProtocol(Protocol): Args: serialized_store_state: The previously serialized state data containing messages. + + Keyword Args: **kwargs: Additional arguments for deserialization. Returns: @@ -93,7 +95,9 @@ class ChatMessageStoreProtocol(Protocol): Args: serialized_store_state: Previously serialized state data containing messages. - **kwargs: Additional arguments for deserialization. + + Keyword Args: + kwargs: Additional arguments for deserialization. """ ... @@ -103,8 +107,8 @@ class ChatMessageStoreProtocol(Protocol): This method, together with ``deserialize()`` can be used to save and load messages from a persistent store if this store only has messages in memory. - Args: - **kwargs: Additional arguments for serialization. + Keyword Args: + kwargs: Additional arguments for serialization. Returns: The serialized state data that can be used with ``deserialize()``. @@ -215,6 +219,8 @@ class ChatMessageStore: Args: serialized_store_state: Previously serialized state data containing messages. + + Keyword Args: **kwargs: Additional arguments for deserialization. Returns: @@ -230,6 +236,8 @@ class ChatMessageStore: Args: serialized_store_state: Previously serialized state data containing messages. + + Keyword Args: **kwargs: Additional arguments for deserialization. """ if not serialized_store_state: @@ -241,7 +249,7 @@ class ChatMessageStore: async def serialize(self, **kwargs: Any) -> Any: """Serialize the current store state for persistence. - Args: + Keyword Args: **kwargs: Additional arguments for serialization. Returns: @@ -385,7 +393,7 @@ class AgentThread: async def serialize(self, **kwargs: Any) -> dict[str, Any]: """Serializes the current object's state. - Args: + Keyword Args: **kwargs: Arguments for serialization. """ chat_message_store_state = None @@ -409,6 +417,8 @@ class AgentThread: Args: serialized_thread_state: The serialized thread state as a dictionary. + + Keyword Args: message_store: Optional ChatMessageStoreProtocol to use for managing messages. If not provided, a new ChatMessageStore will be created if needed. **kwargs: Additional arguments for deserialization. @@ -442,7 +452,14 @@ class AgentThread: serialized_thread_state: dict[str, Any], **kwargs: Any, ) -> None: - """Deserializes the state from a dictionary into the thread properties.""" + """Deserializes the state from a dictionary into the thread properties. + + Args: + serialized_thread_state: The serialized thread state as a dictionary. + + Keyword Args: + **kwargs: Additional arguments for deserialization. + """ state = AgentThreadState.model_validate(serialized_thread_state) if state.service_thread_id is not None: diff --git a/python/packages/core/agent_framework/_tools.py b/python/packages/core/agent_framework/_tools.py index 18e8c9abe3..a0b3ed6985 100644 --- a/python/packages/core/agent_framework/_tools.py +++ b/python/packages/core/agent_framework/_tools.py @@ -223,7 +223,7 @@ class BaseTool(SerializationMixin): ) -> None: """Initialize the BaseTool. - Args: + Keyword Args: name: The name of the tool. description: A description of the tool. additional_properties: Additional properties associated with the tool. @@ -270,7 +270,7 @@ class HostedCodeInterpreterTool(BaseTool): ) -> None: """Initialize the HostedCodeInterpreterTool. - Args: + Keyword Args: inputs: A list of contents that the tool can accept as input. Defaults to None. This should mostly be HostedFileContent or HostedVectorStoreContent. Can also be DataContent, depending on the service used. @@ -322,7 +322,7 @@ class HostedWebSearchTool(BaseTool): ): """Initialize a HostedWebSearchTool. - Args: + Keyword Args: description: A description of the tool. additional_properties: Additional properties associated with the tool (e.g., {"user_location": {"city": "Seattle", "country": "US"}}). @@ -405,7 +405,7 @@ class HostedMCPTool(BaseTool): ) -> None: """Create a hosted MCP tool. - Args: + Keyword Args: name: The name of the tool. description: A description of the tool. url: The URL of the tool. @@ -476,6 +476,7 @@ class HostedFileSearchTool(BaseTool): def __init__( self, + *, inputs: "Contents | dict[str, Any] | str | list[Contents | dict[str, Any] | str] | None" = None, max_results: int | None = None, description: str | None = None, @@ -484,7 +485,7 @@ class HostedFileSearchTool(BaseTool): ): """Initialize a FileSearchTool. - Args: + Keyword Args: inputs: A list of contents that the tool can accept as input. Defaults to None. This should be one or more HostedVectorStoreContents. When supplying a list, it can contain: @@ -597,7 +598,7 @@ class AIFunction(BaseTool, Generic[ArgsT, ReturnT]): ) -> None: """Initialize the AIFunction. - Args: + Keyword Args: name: The name of the function. description: A description of the function. approval_mode: Whether or not approval is required to run this tool. @@ -630,7 +631,7 @@ class AIFunction(BaseTool, Generic[ArgsT, ReturnT]): ) -> ReturnT: """Run the AI function with the provided arguments as a Pydantic model. - Args: + Keyword Args: arguments: A Pydantic model instance containing the arguments for the function. kwargs: Keyword arguments to pass to the function, will not be used if ``arguments`` is provided. @@ -938,6 +939,8 @@ async def _auto_invoke_function( Args: function_call_content: The function call content from the model. custom_args: Additional custom arguments to merge with parsed arguments. + + Keyword Args: tool_map: A mapping of tool names to AIFunction instances. sequence_index: The index of the function call in the sequence. request_index: The index of the request iteration. @@ -1214,7 +1217,7 @@ def _handle_function_calls_response( ) # Extract and merge function middleware from chat client with kwargs pipeline - extract_and_merge_function_middleware(self, kwargs) + extract_and_merge_function_middleware(self, **kwargs) # Extract the middleware pipeline before calling the underlying function # because the underlying function may not preserve it in kwargs @@ -1346,7 +1349,7 @@ def _handle_function_calls_streaming_response( ) # Extract and merge function middleware from chat client with kwargs pipeline - extract_and_merge_function_middleware(self, kwargs) + extract_and_merge_function_middleware(self, **kwargs) # Extract the middleware pipeline before calling the underlying function # because the underlying function may not preserve it in kwargs diff --git a/python/packages/core/agent_framework/_types.py b/python/packages/core/agent_framework/_types.py index 98ef28577a..e1c40943cf 100644 --- a/python/packages/core/agent_framework/_types.py +++ b/python/packages/core/agent_framework/_types.py @@ -246,6 +246,8 @@ class UsageDetails(SerializationMixin): input_token_count: The number of tokens in the input. output_token_count: The number of tokens in the output. total_token_count: The total number of tokens used to produce the response. + + Keyword Args: **kwargs: Additional token counts, can be set by passing keyword arguments. They can be retrieved through the `additional_counts` property. """ @@ -263,7 +265,7 @@ class UsageDetails(SerializationMixin): def to_dict(self, *, exclude_none: bool = True, exclude: set[str] | None = None) -> dict[str, Any]: """Convert the UsageDetails instance to a dictionary. - Args: + Keyword Args: exclude_none: Whether to exclude None values from the output. exclude: Set of field names to exclude from the output. @@ -382,7 +384,7 @@ class TextSpanRegion(SerializationMixin): ) -> None: """Initialize TextSpanRegion. - Args: + Keyword Args: start_index: The start index of the text span. end_index: The end index of the text span. **kwargs: Additional keyword arguments. @@ -415,7 +417,7 @@ class BaseAnnotation(SerializationMixin): ) -> None: """Initialize BaseAnnotation. - Args: + Keyword Args: annotated_regions: A list of regions that have been annotated. Can be region objects or dicts. additional_properties: Optional additional properties associated with the content. raw_representation: Optional raw representation of the content from an underlying implementation. @@ -447,7 +449,7 @@ class BaseAnnotation(SerializationMixin): Extracts additional_properties fields to the root level. - Args: + Keyword Args: exclude: Set of field names to exclude from serialization. exclude_none: Whether to exclude None values from the output. Defaults to True. @@ -508,7 +510,7 @@ class CitationAnnotation(BaseAnnotation): ) -> None: """Initialize CitationAnnotation. - Args: + Keyword Args: title: The title of the cited content. url: The URL of the cited content. file_id: The file identifier of the cited content, if applicable. @@ -563,7 +565,7 @@ class BaseContent(SerializationMixin): ) -> None: """Initialize BaseContent. - Args: + Keyword Args: annotations: Optional annotations associated with the content. Can be annotation objects or dicts. additional_properties: Optional additional properties associated with the content. raw_representation: Optional raw representation of the content from an underlying implementation. @@ -597,7 +599,7 @@ class BaseContent(SerializationMixin): Extracts additional_properties fields to the root level. - Args: + Keyword Args: exclude: Set of field names to exclude from serialization. exclude_none: Whether to exclude None values from the output. Defaults to True. @@ -653,6 +655,8 @@ class TextContent(BaseContent): Args: text: The text content represented by this instance. + + Keyword Args: additional_properties: Optional additional properties associated with the content. raw_representation: Optional raw representation of the content. annotations: Optional annotations associated with the content. @@ -793,6 +797,8 @@ class TextReasoningContent(BaseContent): Args: text: The text content represented by this instance. + + Keyword Args: additional_properties: Optional additional properties associated with the content. raw_representation: Optional raw representation of the content. annotations: Optional annotations associated with the content. @@ -891,6 +897,10 @@ class TextReasoningContent(BaseContent): class DataContent(BaseContent): """Represents binary data content with an associated media type (also known as a MIME type). + Important: + This is for binary data that is represented as a data URI, not for online resources. + Use ``UriContent`` for online resources. + Attributes: uri: The URI of the data represented by this instance, typically in the form of a data URI. Should be in the form: "data:{media_type};base64,{base64_data}". @@ -930,11 +940,11 @@ class DataContent(BaseContent): ) -> None: """Initializes a DataContent instance with a URI. - Remarks: + Important: This is for binary data that is represented as a data URI, not for online resources. - Use `UriContent` for online resources. + Use ``UriContent`` for online resources. - Args: + Keyword Args: uri: The URI of the data represented by this instance. Should be in the form: "data:{media_type};base64,{base64_data}". annotations: Optional annotations associated with the content. @@ -956,11 +966,11 @@ class DataContent(BaseContent): ) -> None: """Initializes a DataContent instance with binary data. - Remarks: + Important: This is for binary data that is represented as a data URI, not for online resources. - Use `UriContent` for online resources. + Use ``UriContent`` for online resources. - Args: + Keyword Args: data: The binary data represented by this instance. The data is transformed into a base64-encoded data URI. media_type: The media type of the data. @@ -983,11 +993,11 @@ class DataContent(BaseContent): ) -> None: """Initializes a DataContent instance. - Remarks: + Important: This is for binary data that is represented as a data URI, not for online resources. - Use `UriContent` for online resources. + Use ``UriContent`` for online resources. - Args: + Keyword Args: uri: The URI of the data represented by this instance. Should be in the form: "data:{media_type};base64,{base64_data}". data: The binary data represented by this instance. @@ -1041,9 +1051,9 @@ class DataContent(BaseContent): class UriContent(BaseContent): """Represents a URI content. - Remarks: + Important: This is used for content that is identified by a URI, such as an image or a file. - For (binary) data URIs, use `DataContent` instead. + For (binary) data URIs, use ``DataContent`` instead. Attributes: uri: The URI of the content, e.g., 'https://example.com/image.png'. @@ -1094,6 +1104,8 @@ class UriContent(BaseContent): Args: uri: The URI of the content. media_type: The media type of the content. + + Keyword Args: annotations: Optional annotations associated with the content. additional_properties: Optional additional properties associated with the content. raw_representation: Optional raw representation of the content. @@ -1110,6 +1122,13 @@ class UriContent(BaseContent): self.type: Literal["uri"] = "uri" def has_top_level_media_type(self, top_level_media_type: Literal["application", "audio", "image", "text"]) -> bool: + """Returns a boolean indicating if the media type has the specified top-level media type. + + Args: + top_level_media_type: The top-level media type to check for, allowed values: + "image", "text", "application", "audio". + + """ return _has_top_level_media_type(self.media_type, top_level_media_type) @@ -1172,7 +1191,7 @@ class ErrorContent(BaseContent): ) -> None: """Initializes an ErrorContent instance. - Args: + Keyword Args: message: The error message. error_code: The error code associated with the error. details: Additional details about the error. @@ -1224,14 +1243,22 @@ class FunctionCallContent(BaseContent): # Parse arguments args = func_call.parse_arguments() - print(args) # {"location": "Seattle", "unit": "celsius"} + print(args["location"]) # "Seattle" # Create with string arguments (gradual completion) - func_call_partial = FunctionCallContent( + func_call_partial_1 = FunctionCallContent( call_id="call_124", name="search", - arguments='{"query": "weather"}', + arguments='{"query": ', ) + func_call_partial_2 = FunctionCallContent( + call_id="call_124", + name="search", + arguments='"latest news"}', + ) + full_call = func_call_partial_1 + func_call_partial_2 + args = full_call.parse_arguments() + print(args["query"]) # "latest news" """ def __init__( @@ -1248,7 +1275,7 @@ class FunctionCallContent(BaseContent): ) -> None: """Initializes a FunctionCallContent instance. - Args: + Keyword Args: call_id: The function call identifier. name: The name of the function requested. arguments: The arguments requested to be provided to the function, @@ -1272,6 +1299,11 @@ class FunctionCallContent(BaseContent): self.type: Literal["function_call"] = "function_call" def parse_arguments(self) -> dict[str, Any | None] | None: + """Parse the arguments into a dictionary. + + If they cannot be parsed as json or if the resulting json is not a dict, + they are returned as a dictionary with a single key "raw". + """ if isinstance(self.arguments, str): # If arguments are a string, try to parse it as JSON try: @@ -1352,7 +1384,7 @@ class FunctionResultContent(BaseContent): ) -> None: """Initializes a FunctionResultContent instance. - Args: + Keyword Args: call_id: The identifier of the function call for which this is the result. result: The result of the function call, or a generic error message if the function call failed. exception: An exception that occurred if the function call failed. @@ -1449,7 +1481,16 @@ class HostedFileContent(BaseContent): raw_representation: Any | None = None, **kwargs: Any, ) -> None: - """Initializes a HostedFileContent instance.""" + """Initializes a HostedFileContent instance. + + Args: + file_id: The identifier of the hosted file. + + Keyword Args: + additional_properties: Optional additional properties associated with the content. + raw_representation: Optional raw representation of the content. + **kwargs: Any additional keyword arguments. + """ super().__init__( additional_properties=additional_properties, raw_representation=raw_representation, @@ -1486,7 +1527,16 @@ class HostedVectorStoreContent(BaseContent): raw_representation: Any | None = None, **kwargs: Any, ) -> None: - """Initializes a HostedVectorStoreContent instance.""" + """Initializes a HostedVectorStoreContent instance. + + Args: + vector_store_id: The identifier of the hosted vector store. + + Keyword Args: + additional_properties: Optional additional properties associated with the content. + raw_representation: Optional raw representation of the content. + **kwargs: Any additional keyword arguments. + """ super().__init__( additional_properties=additional_properties, raw_representation=raw_representation, @@ -1510,7 +1560,7 @@ class BaseUserInputRequest(BaseContent): ) -> None: """Initialize BaseUserInputRequest. - Args: + Keyword Args: id: The unique identifier for the request. annotations: Optional annotations associated with the content. additional_properties: Optional additional properties associated with the content. @@ -1566,6 +1616,8 @@ class FunctionApprovalResponseContent(BaseContent): Args: approved: Whether the function call was approved. + + Keyword Args: id: The unique identifier for the request. function_call: The function call content to be approved. Can be a FunctionCallContent object or dict. annotations: Optional list of annotations for the request. @@ -1626,7 +1678,7 @@ class FunctionApprovalRequestContent(BaseContent): ) -> None: """Initializes a FunctionApprovalRequestContent instance. - Args: + Keyword Args: id: The unique identifier for the request. function_call: The function call content to be approved. Can be a FunctionCallContent object or dict. annotations: Optional list of annotations for the request. @@ -1843,7 +1895,7 @@ class FinishReason(SerializationMixin, metaclass=EnumLike): class ChatMessage(SerializationMixin): - r"""Represents a chat message. + """Represents a chat message. Attributes: role: The role of the author of the message. @@ -1905,6 +1957,8 @@ class ChatMessage(SerializationMixin): Args: role: The role of the author of the message. + + Keyword Args: text: The text content of the message. author_name: Optional name of the author of the message. message_id: Optional ID of the chat message. @@ -1929,6 +1983,8 @@ class ChatMessage(SerializationMixin): Args: role: The role of the author of the message. + + Keyword Args: contents: Optional list of BaseContent items to include in the message. author_name: Optional name of the author of the message. message_id: Optional ID of the chat message. @@ -1953,6 +2009,8 @@ class ChatMessage(SerializationMixin): Args: role: The role of the author of the message (Role, string, or dict). + + Keyword Args: text: Optional text content of the message. contents: Optional list of BaseContent items or dicts to include in the message. author_name: Optional name of the author of the message. @@ -2174,7 +2232,7 @@ class ChatResponse(SerializationMixin): ) -> None: """Initializes a ChatResponse with the provided parameters. - Args: + Keyword Args: messages: A single ChatMessage or a sequence of ChatMessage objects to include in the response. response_id: Optional ID of the chat response. conversation_id: Optional identifier for the state of the conversation. @@ -2209,7 +2267,7 @@ class ChatResponse(SerializationMixin): ) -> None: """Initializes a ChatResponse with the provided parameters. - Args: + Keyword Args: text: The text content to include in the response. If provided, it will be added as a ChatMessage. response_id: Optional ID of the chat response. conversation_id: Optional identifier for the state of the conversation. @@ -2242,7 +2300,23 @@ class ChatResponse(SerializationMixin): raw_representation: Any | None = None, **kwargs: Any, ) -> None: - """Initializes a ChatResponse with the provided parameters.""" + """Initializes a ChatResponse with the provided parameters. + + Keyword Args: + messages: A single ChatMessage or a sequence of ChatMessage objects to include in the response. + text: The text content to include in the response. If provided, it will be added as a ChatMessage. + response_id: Optional ID of the chat response. + conversation_id: Optional identifier for the state of the conversation. + model_id: Optional model ID used in the creation of the chat response. + created_at: Optional timestamp for the chat response. + finish_reason: Optional reason for the chat response. + usage_details: Optional usage details for the chat response. + value: Optional value of the structured output. + response_format: Optional response format for the chat response. + additional_properties: Optional additional properties associated with the chat response. + raw_representation: Optional raw representation of the chat response from an underlying implementation. + **kwargs: Any additional keyword arguments. + """ # Handle messages conversion if messages is None: messages = [] @@ -2293,7 +2367,29 @@ class ChatResponse(SerializationMixin): *, output_format_type: type[BaseModel] | None = None, ) -> TChatResponse: - """Joins multiple updates into a single ChatResponse.""" + """Joins multiple updates into a single ChatResponse. + + Example: + .. code-block:: python + + from agent_framework import ChatResponse, ChatResponseUpdate + + # Create some response updates + updates = [ + ChatResponseUpdate(role="assistant", text="Hello"), + ChatResponseUpdate(text=" How can I help you?"), + ] + + # Combine updates into a single ChatResponse + response = ChatResponse.from_chat_response_updates(updates) + print(response.text) # "Hello How can I help you?" + + Args: + updates: A sequence of ChatResponseUpdate objects to combine. + + Keyword Args: + output_format_type: Optional Pydantic model type to parse the response text into structured data. + """ msg = cls(messages=[]) for update in updates: _process_update(msg, update) @@ -2309,7 +2405,25 @@ class ChatResponse(SerializationMixin): *, output_format_type: type[BaseModel] | None = None, ) -> TChatResponse: - """Joins multiple updates into a single ChatResponse.""" + """Joins multiple updates into a single ChatResponse. + + Example: + .. code-block:: python + + from agent_framework import ChatResponse, ChatResponseUpdate, ChatClient + + client = ChatClient() # should be a concrete implementation + response = await ChatResponse.from_chat_response_generator( + client.get_streaming_response("Hello, how are you?") + ) + print(response.text) + + Args: + updates: An async iterable of ChatResponseUpdate objects to combine. + + Keyword Args: + output_format_type: Optional Pydantic model type to parse the response text into structured data. + """ msg = cls(messages=[]) async for update in updates: _process_update(msg, update) @@ -2406,7 +2520,7 @@ class ChatResponseUpdate(SerializationMixin): ) -> None: """Initializes a ChatResponseUpdate with the provided parameters. - Args: + Keyword Args: contents: Optional list of BaseContent items or dicts to include in the update. text: Optional text content to include in the update. role: Optional role of the author of the response update (Role, string, or dict @@ -2461,20 +2575,6 @@ class ChatResponseUpdate(SerializationMixin): def __str__(self) -> str: return self.text - def with_(self, contents: list[BaseContent] | None = None, message_id: str | None = None) -> "ChatResponseUpdate": - """Returns a new instance with the specified contents and message_id.""" - if contents is None: - contents = [] - - # Create a dictionary of current instance data - current_data = self.to_dict() - - # Update with new values - current_data["contents"] = self.contents + contents - current_data["message_id"] = message_id or self.message_id - - return ChatResponseUpdate.from_dict(current_data) - # region AgentRunResponse @@ -2522,6 +2622,7 @@ class AgentRunResponse(SerializationMixin): def __init__( self, + *, messages: ChatMessage | list[ChatMessage] | MutableMapping[str, Any] @@ -2537,15 +2638,15 @@ class AgentRunResponse(SerializationMixin): ) -> None: """Initialize an AgentRunResponse. - Attributes: - messages: The list of chat messages in the response. - response_id: The ID of the chat response. - created_at: A timestamp for the chat response. - usage_details: The usage details for the chat response. - value: The structured output of the agent run response, if applicable. - additional_properties: Any additional properties associated with the chat response. - raw_representation: The raw representation of the chat response from an underlying implementation. - **kwargs: Additional properties to set on the response. + Keyword Args: + messages: The list of chat messages in the response. + response_id: The ID of the chat response. + created_at: A timestamp for the chat response. + usage_details: The usage details for the chat response. + value: The structured output of the agent run response, if applicable. + additional_properties: Any additional properties associated with the chat response. + raw_representation: The raw representation of the chat response from an underlying implementation. + **kwargs: Additional properties to set on the response. """ processed_messages: list[ChatMessage] = [] if messages is not None: @@ -2597,7 +2698,14 @@ class AgentRunResponse(SerializationMixin): *, output_format_type: type[BaseModel] | None = None, ) -> TAgentRunResponse: - """Joins multiple updates into a single AgentRunResponse.""" + """Joins multiple updates into a single AgentRunResponse. + + Args: + updates: A sequence of AgentRunResponseUpdate objects to combine. + + Keyword Args: + output_format_type: Optional Pydantic model type to parse the response text into structured data. + """ msg = cls(messages=[]) for update in updates: _process_update(msg, update) @@ -2613,7 +2721,14 @@ class AgentRunResponse(SerializationMixin): *, output_format_type: type[BaseModel] | None = None, ) -> TAgentRunResponse: - """Joins multiple updates into a single AgentRunResponse.""" + """Joins multiple updates into a single AgentRunResponse. + + Args: + updates: An async iterable of AgentRunResponseUpdate objects to combine. + + Keyword Args: + output_format_type: Optional Pydantic model type to parse the response text into structured data + """ msg = cls(messages=[]) async for update in updates: _process_update(msg, update) @@ -2688,7 +2803,7 @@ class AgentRunResponseUpdate(SerializationMixin): ) -> None: """Initialize an AgentRunResponseUpdate. - Args: + Keyword Args: contents: Optional list of BaseContent items or dicts to include in the update. text: Optional text content of the update. role: The role of the author of the response update (Role, string, or dict @@ -2780,12 +2895,15 @@ class ToolMode(SerializationMixin, metaclass=EnumLike): def __init__( self, mode: Literal["auto", "required", "none"] = "none", + *, required_function_name: str | None = None, ) -> None: """Initialize ToolMode. Args: mode: The tool mode - "auto", "required", or "none". + + Keyword Args: required_function_name: Optional function name for required mode. """ self.mode = mode @@ -2896,7 +3014,7 @@ class ChatOptions(SerializationMixin): ): """Initialize ChatOptions. - Args: + Keyword Args: additional_properties: Provider-specific additional properties. model_id: The AI model ID to use. allow_multiple_tool_calls: Whether to allow multiple tool calls. @@ -3015,10 +3133,10 @@ class ChatOptions(SerializationMixin): return ToolMode.from_dict(tool_choice) # type: ignore return tool_choice - def to_provider_settings(self, by_alias: bool = True, exclude: set[str] | None = None) -> dict[str, Any]: + def to_provider_settings(self, *, by_alias: bool = True, exclude: set[str] | None = None) -> dict[str, Any]: """Convert the ChatOptions to a dictionary suitable for provider requests. - Args: + Keyword Args: by_alias: Use alias names for fields if True. exclude: Additional keys to exclude from the output. diff --git a/python/packages/core/agent_framework/_workflows/_agent.py b/python/packages/core/agent_framework/_workflows/_agent.py index 149f8dbae3..9e766d354c 100644 --- a/python/packages/core/agent_framework/_workflows/_agent.py +++ b/python/packages/core/agent_framework/_workflows/_agent.py @@ -75,6 +75,8 @@ class WorkflowAgent(BaseAgent): Args: workflow: The workflow to wrap as an agent. + + Keyword Args: id: Unique identifier for the agent. If None, will be generated. name: Optional name for the agent. description: Optional description of the agent. @@ -117,6 +119,8 @@ class WorkflowAgent(BaseAgent): Args: messages: The message(s) to send to the workflow. + + Keyword Args: thread: The conversation thread. If None, a new thread will be created. **kwargs: Additional keyword arguments. @@ -151,6 +155,8 @@ class WorkflowAgent(BaseAgent): Args: messages: The message(s) to send to the workflow. + + Keyword Args: thread: The conversation thread. If None, a new thread will be created. **kwargs: Additional keyword arguments. diff --git a/python/packages/core/agent_framework/_workflows/_executor.py b/python/packages/core/agent_framework/_workflows/_executor.py index 1bd4c44b97..59f7e53470 100644 --- a/python/packages/core/agent_framework/_workflows/_executor.py +++ b/python/packages/core/agent_framework/_workflows/_executor.py @@ -213,6 +213,8 @@ class Executor(DictConvertible): Args: id: A unique identifier for the executor. + + Keyword Args: type: The executor type name. If not provided, uses class name. type_: Alternative parameter name for executor type. defer_discovery: If True, defer handler method discovery until later. @@ -1394,6 +1396,8 @@ class AgentExecutor(Executor): Args: agent: The agent to be wrapped by this executor. + + Keyword Args: agent_thread: The thread to use for running the agent. If None, a new thread will be created. streaming: Enable streaming (emits incremental AgentRunUpdateEvent events) vs single response. id: A unique identifier for the executor. If None, a new UUID will be generated. diff --git a/python/packages/core/agent_framework/_workflows/_magentic.py b/python/packages/core/agent_framework/_workflows/_magentic.py index 24445200f9..0f61f1ca7e 100644 --- a/python/packages/core/agent_framework/_workflows/_magentic.py +++ b/python/packages/core/agent_framework/_workflows/_magentic.py @@ -700,6 +700,8 @@ class StandardMagenticManager(MagenticManagerBase): Args: chat_client: The chat client to use for LLM calls. instructions: Instructions for the orchestrator agent. + + Keyword Args: task_ledger: Optional task ledger for managing task state. task_ledger_facts_prompt: Optional prompt for the task ledger facts. task_ledger_plan_prompt: Optional prompt for the task ledger plan. diff --git a/python/packages/core/agent_framework/_workflows/_validation.py b/python/packages/core/agent_framework/_workflows/_validation.py index c568f417f4..95f522c225 100644 --- a/python/packages/core/agent_framework/_workflows/_validation.py +++ b/python/packages/core/agent_framework/_workflows/_validation.py @@ -138,6 +138,8 @@ class WorkflowGraphValidator: edge_groups: list of edge groups in the workflow executors: Map of executor IDs to executor instances start_executor: The starting executor (can be instance or ID) + + Keyword Args: duplicate_executor_ids: Optional list of known duplicate executor IDs to pre-populate Raises: @@ -588,6 +590,8 @@ def validate_workflow_graph( edge_groups: list of edge groups in the workflow executors: Map of executor IDs to executor instances start_executor: The starting executor (can be instance or ID) + + Keyword Args: duplicate_executor_ids: Optional list of known duplicate executor IDs to pre-populate Raises: diff --git a/python/packages/core/agent_framework/_workflows/_workflow_executor.py b/python/packages/core/agent_framework/_workflows/_workflow_executor.py index b17f0be137..55f1fab264 100644 --- a/python/packages/core/agent_framework/_workflows/_workflow_executor.py +++ b/python/packages/core/agent_framework/_workflows/_workflow_executor.py @@ -210,6 +210,8 @@ class WorkflowExecutor(Executor): Args: workflow: The workflow to execute as a sub-workflow. id: Unique identifier for this executor. + + Keyword Args: **kwargs: Additional keyword arguments passed to the parent constructor. """ super().__init__(id, **kwargs) diff --git a/python/packages/core/agent_framework/azure/_chat_client.py b/python/packages/core/agent_framework/azure/_chat_client.py index 0b63d57092..544c0fdf5b 100644 --- a/python/packages/core/agent_framework/azure/_chat_client.py +++ b/python/packages/core/agent_framework/azure/_chat_client.py @@ -67,7 +67,7 @@ class AzureOpenAIChatClient(AzureOpenAIConfigMixin, OpenAIBaseChatClient): ) -> None: """Initialize an Azure OpenAI Chat completion client. - Args: + Keyword Args: api_key: The API key. If provided, will override the value in the env vars or .env file. Can also be set via environment variable AZURE_OPENAI_API_KEY. deployment_name: The deployment name. If provided, will override the value diff --git a/python/packages/core/agent_framework/azure/_entra_id_authentication.py b/python/packages/core/agent_framework/azure/_entra_id_authentication.py index d108d13c9a..1f044feff9 100644 --- a/python/packages/core/agent_framework/azure/_entra_id_authentication.py +++ b/python/packages/core/agent_framework/azure/_entra_id_authentication.py @@ -27,6 +27,8 @@ def get_entra_auth_token( Args: credential: The Azure credential to use for authentication. token_endpoint: The token endpoint to use to retrieve the authentication token. + + Keyword Args: **kwargs: Additional keyword arguments to pass to the token retrieval method. Returns: @@ -57,6 +59,8 @@ async def get_entra_auth_token_async( Args: credential: The async Azure credential to use for authentication. token_endpoint: The token endpoint to use to retrieve the authentication token. + + Keyword Args: **kwargs: Additional keyword arguments to pass to the token retrieval method. Returns: diff --git a/python/packages/core/agent_framework/azure/_shared.py b/python/packages/core/agent_framework/azure/_shared.py index 619e183944..4ed66ebb7f 100644 --- a/python/packages/core/agent_framework/azure/_shared.py +++ b/python/packages/core/agent_framework/azure/_shared.py @@ -122,6 +122,8 @@ class AzureOpenAISettings(AFBaseSettings): Args: credential: The Azure AD credential to use. token_endpoint: The token endpoint to use. Defaults to `https://cognitiveservices.azure.com/.default`. + + Keyword Args: **kwargs: Additional keyword arguments to pass to the token retrieval method. Returns: diff --git a/python/packages/core/agent_framework/observability.py b/python/packages/core/agent_framework/observability.py index db60da63c7..af3973b141 100644 --- a/python/packages/core/agent_framework/observability.py +++ b/python/packages/core/agent_framework/observability.py @@ -809,6 +809,8 @@ def _trace_get_response( Args: func: The function to trace. + + Keyword Args: provider_name: The model provider name. """ @@ -895,6 +897,8 @@ def _trace_get_streaming_response( Args: func: The function to trace. + + Keyword Args: provider_name: The model provider name. """ @@ -1136,7 +1140,6 @@ def _trace_agent_run_stream( """Decorator to trace streaming agent run activities. Args: - agent: The agent that is wrapped. run_streaming_func: The function to trace. provider_name: The system name used for Open Telemetry. """ diff --git a/python/packages/core/agent_framework/openai/_exceptions.py b/python/packages/core/agent_framework/openai/_exceptions.py index b350808d6d..b48f66ad16 100644 --- a/python/packages/core/agent_framework/openai/_exceptions.py +++ b/python/packages/core/agent_framework/openai/_exceptions.py @@ -33,8 +33,7 @@ class ContentFilterResult: """Creates a ContentFilterResult from the inner error results. Args: - key (str): The key to get the inner error result from. - inner_error_results (Dict[str, Any]): The inner error results. + inner_error_results: The inner error results. Returns: ContentFilterResult: The ContentFilterResult. @@ -75,8 +74,8 @@ class OpenAIContentFilterException(ServiceContentFilterException): """Initializes a new instance of the ContentFilterAIException class. Args: - message (str): The error message. - inner_exception (Exception): The inner exception. + message: The error message. + inner_exception: The inner exception. """ super().__init__(message) diff --git a/python/packages/core/agent_framework/openai/_shared.py b/python/packages/core/agent_framework/openai/_shared.py index 149d097f14..ea477dcef6 100644 --- a/python/packages/core/agent_framework/openai/_shared.py +++ b/python/packages/core/agent_framework/openai/_shared.py @@ -105,7 +105,7 @@ class OpenAIBase(SerializationMixin): def __init__(self, *, client: AsyncOpenAI, model_id: str, **kwargs: Any) -> None: """Initialize OpenAIBase. - Args: + Keyword Args: client: The AsyncOpenAI client instance. model_id: The AI model ID to use (non-empty, whitespace stripped). **kwargs: Additional keyword arguments. diff --git a/python/packages/core/tests/core/test_middleware_with_chat.py b/python/packages/core/tests/core/test_middleware_with_chat.py index e850710e49..91c501de6b 100644 --- a/python/packages/core/tests/core/test_middleware_with_chat.py +++ b/python/packages/core/tests/core/test_middleware_with_chat.py @@ -14,6 +14,7 @@ from agent_framework import ( Role, chat_middleware, function_middleware, + use_chat_middleware, use_function_invocation, ) @@ -326,6 +327,7 @@ class TestChatMiddleware: async def test_function_middleware( context: FunctionInvocationContext, next: Callable[[FunctionInvocationContext], Awaitable[None]] ) -> None: + nonlocal execution_order execution_order.append(f"function_middleware_before_{context.function.name}") await next(context) execution_order.append(f"function_middleware_after_{context.function.name}") @@ -336,7 +338,7 @@ class TestChatMiddleware: return f"Weather in {location}: sunny" # Create function-invocation enabled chat client - chat_client = use_function_invocation(MockBaseChatClient)() + chat_client = use_chat_middleware(use_function_invocation(MockBaseChatClient))() # Set function middleware directly on the chat client chat_client.middleware = [test_function_middleware] diff --git a/python/packages/core/tests/core/test_types.py b/python/packages/core/tests/core/test_types.py index 1572ed471e..d017d7a14b 100644 --- a/python/packages/core/tests/core/test_types.py +++ b/python/packages/core/tests/core/test_types.py @@ -580,14 +580,6 @@ def test_chat_response_update(): assert response_update.text == "I'm doing well, thank you!" -def test_chat_response_update_with_method(): - u = ChatResponseUpdate(text="Hello", message_id="1") - v = u.with_(contents=[TextContent(" world")]) - assert v is not u - assert v.text == "Hello world" - assert v.message_id == "1" - - def test_chat_response_updates_to_chat_response_one(): """Test converting ChatResponseUpdate to ChatResponse.""" # Create a ChatMessage diff --git a/python/packages/lab/tau2/agent_framework_lab_tau2/_sliding_window.py b/python/packages/lab/tau2/agent_framework_lab_tau2/_sliding_window.py index b4e2754c60..3734e2e55b 100644 --- a/python/packages/lab/tau2/agent_framework_lab_tau2/_sliding_window.py +++ b/python/packages/lab/tau2/agent_framework_lab_tau2/_sliding_window.py @@ -58,9 +58,6 @@ class SlidingWindowChatMessageStore(ChatMessageStore): def get_token_count(self) -> int: """Estimate token count for a list of messages using tiktoken. - Args: - messages: List of ChatMessage objects - system_message: Optional system message to include in count Returns: Estimated token count """ diff --git a/python/packages/mem0/agent_framework_mem0/_provider.py b/python/packages/mem0/agent_framework_mem0/_provider.py index c38741ca6b..3c962d58c2 100644 --- a/python/packages/mem0/agent_framework_mem0/_provider.py +++ b/python/packages/mem0/agent_framework_mem0/_provider.py @@ -135,7 +135,9 @@ class Mem0Provider(ContextProvider): Args: messages: List of new messages in the thread. - kwargs: not used at present. + + Keyword Args: + **kwargs: not used at present. Returns: Context: Context object containing instructions with memories. diff --git a/python/packages/redis/agent_framework_redis/_chat_message_store.py b/python/packages/redis/agent_framework_redis/_chat_message_store.py index 925a36f15e..1dd1fab602 100644 --- a/python/packages/redis/agent_framework_redis/_chat_message_store.py +++ b/python/packages/redis/agent_framework_redis/_chat_message_store.py @@ -227,7 +227,7 @@ class RedisChatMessageStore: Captures the Redis connection configuration and thread information needed to reconstruct the store and reconnect to the same conversation data. - Args: + Keyword Args: **kwargs: Additional arguments passed to Pydantic model_dump() for serialization. Common options: exclude_none=True, by_alias=True @@ -254,6 +254,8 @@ class RedisChatMessageStore: Args: serialized_store_state: Previously serialized state data from serialize_state(). Should be a dictionary with thread_id, redis_url, etc. + + Keyword Args: **kwargs: Additional arguments passed to Pydantic model validation. Returns: @@ -286,6 +288,8 @@ class RedisChatMessageStore: Args: serialized_store_state: Previously serialized state data from serialize_state(). Should be a dictionary with thread_id, redis_url, etc. + + Keyword Args: **kwargs: Additional arguments passed to Pydantic model validation. """ if not serialized_store_state: diff --git a/python/packages/redis/agent_framework_redis/_provider.py b/python/packages/redis/agent_framework_redis/_provider.py index 2c0a9a63f7..cd8541086e 100644 --- a/python/packages/redis/agent_framework_redis/_provider.py +++ b/python/packages/redis/agent_framework_redis/_provider.py @@ -154,7 +154,7 @@ class RedisProvider(ContextProvider): Defines text and tag fields for messages plus an optional vector field enabling KNN/hybrid search. - Args: + Keyword Args: index_name: Index name. prefix: Key prefix. vector_field_name: Vector field name or None. @@ -300,7 +300,7 @@ class RedisProvider(ContextProvider): Fills default partition fields, optionally embeds content when configured, and loads documents in a batch. - Args: + Keyword Args: data: Single document or list of documents to insert. metadata: Optional metadata dictionary (unused placeholder). @@ -363,6 +363,8 @@ class RedisProvider(ContextProvider): Args: text: Query text. + + Keyword Args: text_scorer: Scorer to use for text ranking. filter_expression: Additional filter expression to AND with partition filters. return_fields: Fields to return in results. @@ -526,7 +528,9 @@ class RedisProvider(ContextProvider): Args: messages: List of new messages in the thread. - kwargs: not used at present at present. + + Keyword Args: + **kwargs: not used at present at present. Returns: Context: Context object containing instructions with memories. diff --git a/python/pyproject.toml b/python/pyproject.toml index 4c6a4fb5fc..bf3f6f45e3 100644 --- a/python/pyproject.toml +++ b/python/pyproject.toml @@ -202,6 +202,7 @@ docs-install = "uv sync --all-packages --all-extras --dev -U --prerelease=if-nec docs-clean = "rm -rf docs/build" docs-build = "uv run python ./docs/generate_docs.py" docs-debug = "uv run python -m debugpy --listen 5678 ./docs/generate_docs.py" +docs-rename = "mv docs/build/agent-framework-core docs/build/agent-framework" pre-commit-install = "uv run pre-commit install --install-hooks --overwrite" install = "uv sync --all-packages --all-extras --dev -U --prerelease=if-necessary-or-explicit --no-group=docs" test = "python run_tasks_in_packages_if_exists.py test" @@ -218,9 +219,7 @@ clean-dist = ["clean-dist-packages", "clean-dist-meta"] build-packages = "python run_tasks_in_packages_if_exists.py build" build-meta = "python -m flit build" build = ["build-packages", "build-meta"] -publish-packages = "python run_tasks_in_packages_if_exists.py publish" -publish-meta = "uv publish" -publish = ["publish-packages", "publish-meta"] +publish = "uv publish" # combined checks check = ["fmt", "lint", "pyright", "mypy", "test", "markdown-code-lint", "samples-code-check"] pre-commit-check = ["fmt", "lint", "pyright", "markdown-code-lint", "samples-code-check"] @@ -262,9 +261,11 @@ sequence = [ args = [{ name = "python", default = "3.13", options = ['-p', '--python'] }] [tool.poe.tasks.docs-full] sequence = [ + { ref = "clean-dist" }, { ref = 'build' }, { ref = "docs-clean" }, - { ref = "docs-build" } + { ref = "docs-build" }, + { ref = "docs-rename" } ] [tool.poe.tasks.docs-full-setup-install] sequence = [ @@ -272,24 +273,28 @@ sequence = [ { ref = "docs-install" }, { ref = 'build' }, { ref = "docs-clean" }, - { ref = "docs-build" } + { ref = "docs-build" }, + { ref = "docs-rename" } ] [tool.poe.tasks.docs-full-install] sequence = [ { ref = 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