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feat(tools)!: substantial clean up of "Tool" related datatypes (#3627)
This is a sweeping change to clean up some gunk around our "Tool" definitions. First, we had two types `Tool` and `ToolDef`. The first of these was a "Resource" type for the registry but we had stopped registering tools inside the Registry long back (and only registered ToolGroups.) The latter was for specifying tools for the Agents API. This PR removes the former and adds an optional `toolgroup_id` field to the latter. Secondly, as pointed out by @bbrowning in https://github.com/llamastack/llama-stack/pull/3003#issuecomment-3245270132, we were doing a lossy conversion from a full JSON schema from the MCP tool specification into our ToolDefinition to send it to the model. There is no necessity to do this -- we ourselves aren't doing any execution at all but merely passing it to the chat completions API which supports this. By doing this (and by doing it poorly), we encountered limitations like not supporting array items, or not resolving $refs, etc. To fix this, we replaced the `parameters` field by `{ input_schema, output_schema }` which can be full blown JSON schemas. Finally, there were some types in our llama-related chat format conversion which needed some cleanup. We are taking this opportunity to clean those up. This PR is a substantial breaking change to the API. However, given our window for introducing breaking changes, this suits us just fine. I will be landing a concurrent `llama-stack-client` change as well since API shapes are changing.
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179 changed files with 34186 additions and 9171 deletions
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@ -16,9 +16,8 @@ from llama_stack.apis.agents import (
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)
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from llama_stack.apis.common.responses import PaginatedResponse
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from llama_stack.apis.inference import Inference
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from llama_stack.apis.resource import ResourceType
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from llama_stack.apis.safety import Safety
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from llama_stack.apis.tools import ListToolsResponse, Tool, ToolGroups, ToolParameter, ToolRuntime
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from llama_stack.apis.tools import ListToolDefsResponse, ToolDef, ToolGroups, ToolRuntime
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from llama_stack.apis.vector_io import VectorIO
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from llama_stack.providers.inline.agents.meta_reference.agent_instance import ChatAgent
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from llama_stack.providers.inline.agents.meta_reference.agents import MetaReferenceAgentsImpl
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@ -232,32 +231,26 @@ async def test_delete_agent(agents_impl, sample_agent_config):
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async def test__initialize_tools(agents_impl, sample_agent_config):
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# Mock tool_groups_api.list_tools()
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agents_impl.tool_groups_api.list_tools.return_value = ListToolsResponse(
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agents_impl.tool_groups_api.list_tools.return_value = ListToolDefsResponse(
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data=[
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Tool(
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identifier="story_maker",
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provider_id="model-context-protocol",
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type=ResourceType.tool,
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ToolDef(
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name="story_maker",
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toolgroup_id="mcp::my_mcp_server",
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description="Make a story",
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parameters=[
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ToolParameter(
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name="story_title",
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parameter_type="string",
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description="Title of the story",
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required=True,
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title="Story Title",
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),
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ToolParameter(
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name="input_words",
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parameter_type="array",
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description="Input words",
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required=False,
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items={"type": "string"},
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title="Input Words",
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default=[],
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),
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],
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input_schema={
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"type": "object",
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"properties": {
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"story_title": {"type": "string", "description": "Title of the story", "title": "Story Title"},
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"input_words": {
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"type": "array",
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"description": "Input words",
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"items": {"type": "string"},
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"title": "Input Words",
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"default": [],
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},
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},
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"required": ["story_title"],
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},
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)
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]
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)
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@ -284,27 +277,27 @@ async def test__initialize_tools(agents_impl, sample_agent_config):
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assert second_tool.tool_name == "story_maker"
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assert second_tool.description == "Make a story"
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parameters = second_tool.parameters
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assert len(parameters) == 2
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# Verify the input schema
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input_schema = second_tool.input_schema
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assert input_schema is not None
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assert input_schema["type"] == "object"
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properties = input_schema["properties"]
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assert len(properties) == 2
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# Verify a string property
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story_title = parameters.get("story_title")
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assert story_title is not None
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assert story_title.param_type == "string"
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assert story_title.description == "Title of the story"
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assert story_title.required
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assert story_title.items is None
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assert story_title.title == "Story Title"
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assert story_title.default is None
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story_title = properties["story_title"]
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assert story_title["type"] == "string"
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assert story_title["description"] == "Title of the story"
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assert story_title["title"] == "Story Title"
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# Verify an array property
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input_words = parameters.get("input_words")
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assert input_words is not None
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assert input_words.param_type == "array"
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assert input_words.description == "Input words"
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assert not input_words.required
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assert input_words.items is not None
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assert len(input_words.items) == 1
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assert input_words.items.get("type") == "string"
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assert input_words.title == "Input Words"
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assert input_words.default == []
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input_words = properties["input_words"]
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assert input_words["type"] == "array"
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assert input_words["description"] == "Input words"
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assert input_words["items"]["type"] == "string"
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assert input_words["title"] == "Input Words"
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assert input_words["default"] == []
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# Verify required fields
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assert input_schema["required"] == ["story_title"]
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