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This PR focuses on improving the developer experience by adding comprehensive docstrings to the API data models across the Llama Stack. These docstrings provide detailed explanations for each model and its fields, making the API easier to understand and use. **Key changes:** - **Added Docstrings:** Added reST formatted docstrings to Pydantic models in the `llama_stack/apis/` directory. This includes models for: - Agents (`agents.py`) - Benchmarks (`benchmarks.py`) - Datasets (`datasets.py`) - Inference (`inference.py`) - And many other API modules. - **OpenAPI Spec Update:** Regenerated the OpenAPI specification (`docs/_static/llama-stack-spec.yaml` and `docs/_static/llama-stack-spec.html`) to include the new docstrings. This will be reflected in the API documentation, providing richer information to users. **Impact:** - Developers using the Llama Stack API will have a better understanding of the data structures. - The auto-generated API documentation is now more informative. --------- Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
261 lines
7.8 KiB
Python
261 lines
7.8 KiB
Python
# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from enum import Enum
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from typing import Any, Literal, Protocol
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from pydantic import BaseModel, Field
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from typing_extensions import runtime_checkable
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from llama_stack.apis.common.content_types import URL, InterleavedContent
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from llama_stack.apis.resource import Resource, ResourceType
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from llama_stack.providers.utils.telemetry.trace_protocol import trace_protocol
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from llama_stack.schema_utils import json_schema_type, webmethod
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from .rag_tool import RAGToolRuntime
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@json_schema_type
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class ToolParameter(BaseModel):
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"""Parameter definition for a tool.
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:param name: Name of the parameter
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:param parameter_type: Type of the parameter (e.g., string, integer)
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:param description: Human-readable description of what the parameter does
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:param required: Whether this parameter is required for tool invocation
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:param default: (Optional) Default value for the parameter if not provided
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"""
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name: str
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parameter_type: str
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description: str
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required: bool = Field(default=True)
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default: Any | None = None
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@json_schema_type
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class Tool(Resource):
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"""A tool that can be invoked by agents.
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:param type: Type of resource, always 'tool'
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:param toolgroup_id: ID of the tool group this tool belongs to
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:param description: Human-readable description of what the tool does
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:param parameters: List of parameters this tool accepts
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:param metadata: (Optional) Additional metadata about the tool
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"""
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type: Literal[ResourceType.tool] = ResourceType.tool
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toolgroup_id: str
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description: str
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parameters: list[ToolParameter]
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metadata: dict[str, Any] | None = None
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@json_schema_type
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class ToolDef(BaseModel):
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"""Tool definition used in runtime contexts.
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:param name: Name of the tool
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:param description: (Optional) Human-readable description of what the tool does
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:param parameters: (Optional) List of parameters this tool accepts
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:param metadata: (Optional) Additional metadata about the tool
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"""
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name: str
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description: str | None = None
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parameters: list[ToolParameter] | None = None
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metadata: dict[str, Any] | None = None
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@json_schema_type
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class ToolGroupInput(BaseModel):
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"""Input data for registering a tool group.
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:param toolgroup_id: Unique identifier for the tool group
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:param provider_id: ID of the provider that will handle this tool group
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:param args: (Optional) Additional arguments to pass to the provider
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:param mcp_endpoint: (Optional) Model Context Protocol endpoint for remote tools
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"""
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toolgroup_id: str
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provider_id: str
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args: dict[str, Any] | None = None
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mcp_endpoint: URL | None = None
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@json_schema_type
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class ToolGroup(Resource):
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"""A group of related tools managed together.
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:param type: Type of resource, always 'tool_group'
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:param mcp_endpoint: (Optional) Model Context Protocol endpoint for remote tools
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:param args: (Optional) Additional arguments for the tool group
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"""
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type: Literal[ResourceType.tool_group] = ResourceType.tool_group
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mcp_endpoint: URL | None = None
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args: dict[str, Any] | None = None
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@json_schema_type
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class ToolInvocationResult(BaseModel):
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"""Result of a tool invocation.
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:param content: (Optional) The output content from the tool execution
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:param error_message: (Optional) Error message if the tool execution failed
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:param error_code: (Optional) Numeric error code if the tool execution failed
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:param metadata: (Optional) Additional metadata about the tool execution
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"""
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content: InterleavedContent | None = None
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error_message: str | None = None
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error_code: int | None = None
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metadata: dict[str, Any] | None = None
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class ToolStore(Protocol):
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async def get_tool(self, tool_name: str) -> Tool: ...
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async def get_tool_group(self, toolgroup_id: str) -> ToolGroup: ...
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class ListToolGroupsResponse(BaseModel):
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"""Response containing a list of tool groups.
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:param data: List of tool groups
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"""
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data: list[ToolGroup]
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class ListToolsResponse(BaseModel):
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"""Response containing a list of tools.
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:param data: List of tools
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"""
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data: list[Tool]
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class ListToolDefsResponse(BaseModel):
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"""Response containing a list of tool definitions.
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:param data: List of tool definitions
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"""
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data: list[ToolDef]
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@runtime_checkable
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@trace_protocol
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class ToolGroups(Protocol):
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@webmethod(route="/toolgroups", method="POST")
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async def register_tool_group(
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self,
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toolgroup_id: str,
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provider_id: str,
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mcp_endpoint: URL | None = None,
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args: dict[str, Any] | None = None,
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) -> None:
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"""Register a tool group.
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:param toolgroup_id: The ID of the tool group to register.
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:param provider_id: The ID of the provider to use for the tool group.
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:param mcp_endpoint: The MCP endpoint to use for the tool group.
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:param args: A dictionary of arguments to pass to the tool group.
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"""
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...
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@webmethod(route="/toolgroups/{toolgroup_id:path}", method="GET")
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async def get_tool_group(
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self,
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toolgroup_id: str,
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) -> ToolGroup:
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"""Get a tool group by its ID.
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:param toolgroup_id: The ID of the tool group to get.
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:returns: A ToolGroup.
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"""
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...
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@webmethod(route="/toolgroups", method="GET")
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async def list_tool_groups(self) -> ListToolGroupsResponse:
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"""List tool groups with optional provider.
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:returns: A ListToolGroupsResponse.
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"""
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...
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@webmethod(route="/tools", method="GET")
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async def list_tools(self, toolgroup_id: str | None = None) -> ListToolsResponse:
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"""List tools with optional tool group.
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:param toolgroup_id: The ID of the tool group to list tools for.
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:returns: A ListToolsResponse.
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"""
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...
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@webmethod(route="/tools/{tool_name:path}", method="GET")
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async def get_tool(
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self,
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tool_name: str,
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) -> Tool:
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"""Get a tool by its name.
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:param tool_name: The name of the tool to get.
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:returns: A Tool.
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"""
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...
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@webmethod(route="/toolgroups/{toolgroup_id:path}", method="DELETE")
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async def unregister_toolgroup(
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self,
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toolgroup_id: str,
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) -> None:
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"""Unregister a tool group.
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:param toolgroup_id: The ID of the tool group to unregister.
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"""
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...
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class SpecialToolGroup(Enum):
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"""Special tool groups with predefined functionality.
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:cvar rag_tool: Retrieval-Augmented Generation tool group for document search and retrieval
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"""
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rag_tool = "rag_tool"
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@runtime_checkable
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@trace_protocol
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class ToolRuntime(Protocol):
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tool_store: ToolStore | None = None
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rag_tool: RAGToolRuntime | None = None
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# TODO: This needs to be renamed once OPEN API generator name conflict issue is fixed.
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@webmethod(route="/tool-runtime/list-tools", method="GET")
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async def list_runtime_tools(
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self, tool_group_id: str | None = None, mcp_endpoint: URL | None = None
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) -> ListToolDefsResponse:
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"""List all tools in the runtime.
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:param tool_group_id: The ID of the tool group to list tools for.
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:param mcp_endpoint: The MCP endpoint to use for the tool group.
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:returns: A ListToolDefsResponse.
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"""
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...
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@webmethod(route="/tool-runtime/invoke", method="POST")
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async def invoke_tool(self, tool_name: str, kwargs: dict[str, Any]) -> ToolInvocationResult:
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"""Run a tool with the given arguments.
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:param tool_name: The name of the tool to invoke.
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:param kwargs: A dictionary of arguments to pass to the tool.
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:returns: A ToolInvocationResult.
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"""
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...
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