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@@ -51,13 +51,13 @@ from apps.webui.internal.db import Session
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from pydantic import BaseModel
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-from typing import Optional
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+from typing import Optional, Callable, Awaitable
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from apps.webui.models.auths import Auths
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from apps.webui.models.models import Models
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from apps.webui.models.tools import Tools
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from apps.webui.models.functions import Functions
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-from apps.webui.models.users import Users, User
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+from apps.webui.models.users import Users, UserModel
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from apps.webui.utils import load_toolkit_module_by_id, load_function_module_by_id
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@@ -356,6 +356,7 @@ async def get_tool_call_response(
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return None, None, False
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tools_specs = json.dumps(tool.specs, indent=2)
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+ log.debug(f"{tool.specs=}")
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content = tool_calling_generation_template(template, tools_specs)
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payload = get_tool_call_payload(messages, task_model_id, content)
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@@ -492,14 +493,81 @@ async def chat_completion_inlets_handler(body, model, extra_params):
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return body, {}
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+def get_tool_with_custom_params(
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+ tool: Callable, custom_params: dict
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+) -> Callable[..., Awaitable]:
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+ sig = inspect.signature(tool)
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+ extra_params = {
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+ key: value for key, value in custom_params.items() if key in sig.parameters
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+ }
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+ is_coroutine = inspect.iscoroutinefunction(tool)
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+
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+ async def new_tool(**kwargs):
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+ extra_kwargs = kwargs | extra_params
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+ if is_coroutine:
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+ return await tool(**extra_kwargs)
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+ return tool(**extra_kwargs)
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+
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+ return new_tool
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+
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+
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+def get_configured_tools(
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+ tool_ids: list[str], extra_params: dict, user: UserModel
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+) -> dict[str, dict]:
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+ tools = {}
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+ for tool_id in tool_ids:
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+ toolkit = Tools.get_tool_by_id(tool_id)
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+ if toolkit is None:
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+ continue
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+
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+ module = webui_app.state.TOOLS.get(tool_id, None)
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+ if module is None:
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+ module, _ = load_toolkit_module_by_id(tool_id)
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+ webui_app.state.TOOLS[tool_id] = module
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+
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+ more_params = {"__id__": tool_id}
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+ custom_params = more_params | extra_params
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+ has_citation = hasattr(module, "citation") and module.citation
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+ handles_files = hasattr(module, "file_handler") and module.file_handler
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+ if hasattr(module, "valves") and hasattr(module, "Valves"):
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+ valves = Tools.get_tool_valves_by_id(tool_id) or {}
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+ module.valves = module.Valves(**valves)
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+
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+ if hasattr(module, "UserValves"):
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+ custom_params["__user__"]["valves"] = module.UserValves( # type: ignore
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+ **Tools.get_user_valves_by_id_and_user_id(tool_id, user.id)
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+ )
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+
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+ for spec in toolkit.specs:
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+ name = spec["name"]
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+ callable = getattr(module, name)
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+ # convert to function that takes only model params and inserts custom params
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+ custom_callable = get_tool_with_custom_params(callable, custom_params)
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+
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+ tool_dict = {
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+ "spec": spec,
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+ "citation": has_citation,
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+ "file_handler": handles_files,
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+ "toolkit_module": module,
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+ "callable": custom_callable,
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+ }
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+ if name in tools:
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+ log.warning(f"Tool {name} already exists in another toolkit!")
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+ mod_name = tools[name]["toolkit_module"].__name__
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+ log.warning(f"Collision between {toolkit} and {mod_name}.")
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+ log.warning(f"Discarding {toolkit}.{name}")
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+ else:
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+ tools[name] = tool_dict
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+
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+ return tools
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+
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+
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async def chat_completion_tools_handler(
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- body: dict, user: User, extra_params: dict
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+ body: dict, user: UserModel, extra_params: dict
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) -> tuple[dict, dict]:
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- skip_files = None
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-
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+ skip_files = False
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contexts = []
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- citations = None
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-
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+ citations = []
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task_model_id = get_task_model_id(body["model"])
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# If tool_ids field is present, call the functions
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@@ -507,6 +575,7 @@ async def chat_completion_tools_handler(
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return body, {}
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log.debug(f"tool_ids: {body['tool_ids']}")
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+ log.info(f"{get_configured_tools(body['tool_ids'], extra_params, user)=}")
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kwargs = {
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"messages": body["messages"],
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"files": body.get("files", []),
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@@ -515,6 +584,7 @@ async def chat_completion_tools_handler(
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"user": user,
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"extra_params": extra_params,
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}
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+
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for tool_id in body["tool_ids"]:
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log.debug(f"{tool_id=}")
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try:
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@@ -526,10 +596,7 @@ async def chat_completion_tools_handler(
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contexts.append(response)
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if citation:
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- if citations is None:
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- citations = [citation]
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- else:
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- citations.append(citation)
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+ citations.append(citation)
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if file_handler:
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skip_files = True
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@@ -540,14 +607,10 @@ async def chat_completion_tools_handler(
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del body["tool_ids"]
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log.debug(f"tool_contexts: {contexts}")
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- if skip_files:
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- if "files" in body:
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- del body["files"]
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+ if skip_files and "files" in body:
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+ del body["files"]
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- return body, {
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- **({"contexts": contexts} if contexts is not None else {}),
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- **({"citations": citations} if citations is not None else {}),
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- }
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+ return body, {"contexts": contexts, "citations": citations}
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async def chat_completion_files_handler(body):
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