feat: a2a extensions API and async agent card caching; fix task propagation & streaming

Adds initial extensions API (with registry temporarily no-op), introduces aiocache for async caching, ensures reference task IDs propagate correctly, fixes streamed response model handling, updates streaming tests, and regenerates lockfiles.

lib/crewai/pyproject.toml

@@ -95,6 +95,7 @@ a2a = [
      "a2a-sdk~=0.3.10",
      "httpx-auth~=0.23.1",
      "httpx-sse~=0.4.0",
+     "aiocache[redis,memcached]~=0.12.3",
 ]
 
 

lib/crewai/src/crewai/a2a/extensions/__init__.py

@@ -0,0 +1,4 @@
+"""A2A Protocol Extensions for CrewAI.
+
+This module contains extensions to the A2A (Agent-to-Agent) protocol.
+"""

lib/crewai/src/crewai/a2a/extensions/base.py

@@ -0,0 +1,193 @@
+"""Base extension interface for A2A wrapper integrations.
+
+This module defines the protocol for extending A2A wrapper functionality
+with custom logic for conversation processing, prompt augmentation, and
+agent response handling.
+"""
+
+from __future__ import annotations
+
+from collections.abc import Sequence
+from typing import TYPE_CHECKING, Any, Protocol
+
+
+if TYPE_CHECKING:
+    from a2a.types import Message
+
+    from crewai.agent.core import Agent
+
+
+class ConversationState(Protocol):
+    """Protocol for extension-specific conversation state.
+
+    Extensions can define their own state classes that implement this protocol
+    to track conversation-specific data extracted from message history.
+    """
+
+    def is_ready(self) -> bool:
+        """Check if the state indicates readiness for some action.
+
+        Returns:
+            True if the state is ready, False otherwise.
+        """
+        ...
+
+
+class A2AExtension(Protocol):
+    """Protocol for A2A wrapper extensions.
+
+    Extensions can implement this protocol to inject custom logic into
+    the A2A conversation flow at various integration points.
+    """
+
+    def inject_tools(self, agent: Agent) -> None:
+        """Inject extension-specific tools into the agent.
+
+        Called when an agent is wrapped with A2A capabilities. Extensions
+        can add tools that enable extension-specific functionality.
+
+        Args:
+            agent: The agent instance to inject tools into.
+        """
+        ...
+
+    def extract_state_from_history(
+        self, conversation_history: Sequence[Message]
+    ) -> ConversationState | None:
+        """Extract extension-specific state from conversation history.
+
+        Called during prompt augmentation to allow extensions to analyze
+        the conversation history and extract relevant state information.
+
+        Args:
+            conversation_history: The sequence of A2A messages exchanged.
+
+        Returns:
+            Extension-specific conversation state, or None if no relevant state.
+        """
+        ...
+
+    def augment_prompt(
+        self,
+        base_prompt: str,
+        conversation_state: ConversationState | None,
+    ) -> str:
+        """Augment the task prompt with extension-specific instructions.
+
+        Called during prompt augmentation to allow extensions to add
+        custom instructions based on conversation state.
+
+        Args:
+            base_prompt: The base prompt to augment.
+            conversation_state: Extension-specific state from extract_state_from_history.
+
+        Returns:
+            The augmented prompt with extension-specific instructions.
+        """
+        ...
+
+    def process_response(
+        self,
+        agent_response: Any,
+        conversation_state: ConversationState | None,
+    ) -> Any:
+        """Process and potentially modify the agent response.
+
+        Called after parsing the agent's response, allowing extensions to
+        enhance or modify the response based on conversation state.
+
+        Args:
+            agent_response: The parsed agent response.
+            conversation_state: Extension-specific state from extract_state_from_history.
+
+        Returns:
+            The processed agent response (may be modified or original).
+        """
+        ...
+
+
+class ExtensionRegistry:
+    """Registry for managing A2A extensions.
+
+    Maintains a collection of extensions and provides methods to invoke
+    their hooks at various integration points.
+    """
+
+    def __init__(self) -> None:
+        """Initialize the extension registry."""
+        self._extensions: list[A2AExtension] = []
+
+    def register(self, extension: A2AExtension) -> None:
+        """Register an extension.
+
+        Args:
+            extension: The extension to register.
+        """
+        self._extensions.append(extension)
+
+    def inject_all_tools(self, agent: Agent) -> None:
+        """Inject tools from all registered extensions.
+
+        Args:
+            agent: The agent instance to inject tools into.
+        """
+        for extension in self._extensions:
+            extension.inject_tools(agent)
+
+    def extract_all_states(
+        self, conversation_history: Sequence[Message]
+    ) -> dict[type[A2AExtension], ConversationState]:
+        """Extract conversation states from all registered extensions.
+
+        Args:
+            conversation_history: The sequence of A2A messages exchanged.
+
+        Returns:
+            Mapping of extension types to their conversation states.
+        """
+        states: dict[type[A2AExtension], ConversationState] = {}
+        for extension in self._extensions:
+            state = extension.extract_state_from_history(conversation_history)
+            if state is not None:
+                states[type(extension)] = state
+        return states
+
+    def augment_prompt_with_all(
+        self,
+        base_prompt: str,
+        extension_states: dict[type[A2AExtension], ConversationState],
+    ) -> str:
+        """Augment prompt with instructions from all registered extensions.
+
+        Args:
+            base_prompt: The base prompt to augment.
+            extension_states: Mapping of extension types to conversation states.
+
+        Returns:
+            The fully augmented prompt.
+        """
+        augmented = base_prompt
+        for extension in self._extensions:
+            state = extension_states.get(type(extension))
+            augmented = extension.augment_prompt(augmented, state)
+        return augmented
+
+    def process_response_with_all(
+        self,
+        agent_response: Any,
+        extension_states: dict[type[A2AExtension], ConversationState],
+    ) -> Any:
+        """Process response through all registered extensions.
+
+        Args:
+            agent_response: The parsed agent response.
+            extension_states: Mapping of extension types to conversation states.
+
+        Returns:
+            The processed agent response.
+        """
+        processed = agent_response
+        for extension in self._extensions:
+            state = extension_states.get(type(extension))
+            processed = extension.process_response(processed, state)
+        return processed

lib/crewai/src/crewai/a2a/extensions/registry.py

@@ -0,0 +1,34 @@
+"""Extension registry factory for A2A configurations.
+
+This module provides utilities for creating extension registries from A2A configurations.
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from crewai.a2a.extensions.base import ExtensionRegistry
+
+
+if TYPE_CHECKING:
+    from crewai.a2a.config import A2AConfig
+
+
+def create_extension_registry_from_config(
+    a2a_config: list[A2AConfig] | A2AConfig,
+) -> ExtensionRegistry:
+    """Create an extension registry from A2A configuration.
+
+    Args:
+        a2a_config: A2A configuration (single or list)
+
+    Returns:
+        Configured extension registry with all applicable extensions
+    """
+    registry = ExtensionRegistry()
+    configs = a2a_config if isinstance(a2a_config, list) else [a2a_config]
+
+    for _ in configs:
+        pass
+
+    return registry

lib/crewai/src/crewai/a2a/utils.py

@@ -23,6 +23,8 @@ from a2a.types import (
     TextPart,
     TransportProtocol,
 )
+from aiocache import cached  # type: ignore[import-untyped]
+from aiocache.serializers import PickleSerializer  # type: ignore[import-untyped]
 import httpx
 from pydantic import BaseModel, Field, create_model
 
@@ -65,7 +67,7 @@ def _fetch_agent_card_cached(
         endpoint: A2A agent endpoint URL
         auth_hash: Hash of the auth object
         timeout: Request timeout
-        _ttl_hash: Time-based hash for cache invalidation (unused in body)
+        _ttl_hash: Time-based hash for cache invalidation
 
     Returns:
         Cached AgentCard
@@ -106,7 +108,18 @@ def fetch_agent_card(
         A2AClientHTTPError: If authentication fails
     """
     if use_cache:
-        auth_hash = hash((type(auth).__name__, id(auth))) if auth else 0
+        if auth:
+            auth_data = auth.model_dump_json(
+                exclude={
+                    "_access_token",
+                    "_token_expires_at",
+                    "_refresh_token",
+                    "_authorization_callback",
+                }
+            )
+            auth_hash = hash((type(auth).__name__, auth_data))
+        else:
+            auth_hash = 0
         _auth_store[auth_hash] = auth
         ttl_hash = int(time.time() // cache_ttl)
         return _fetch_agent_card_cached(endpoint, auth_hash, timeout, ttl_hash)
@@ -121,6 +134,26 @@ def fetch_agent_card(
         loop.close()
 
 
+@cached(ttl=300, serializer=PickleSerializer())  # type: ignore[untyped-decorator]
+async def _fetch_agent_card_async_cached(
+    endpoint: str,
+    auth_hash: int,
+    timeout: int,
+) -> AgentCard:
+    """Cached async implementation of AgentCard fetching.
+
+    Args:
+        endpoint: A2A agent endpoint URL
+        auth_hash: Hash of the auth object
+        timeout: Request timeout in seconds
+
+    Returns:
+        Cached AgentCard object
+    """
+    auth = _auth_store.get(auth_hash)
+    return await _fetch_agent_card_async(endpoint=endpoint, auth=auth, timeout=timeout)
+
+
 async def _fetch_agent_card_async(
     endpoint: str,
     auth: AuthScheme | None,
@@ -339,7 +372,22 @@ async def _execute_a2a_delegation_async(
     Returns:
         Dictionary with status, result/error, and new history
     """
-    agent_card = await _fetch_agent_card_async(endpoint, auth, timeout)
+    if auth:
+        auth_data = auth.model_dump_json(
+            exclude={
+                "_access_token",
+                "_token_expires_at",
+                "_refresh_token",
+                "_authorization_callback",
+            }
+        )
+        auth_hash = hash((type(auth).__name__, auth_data))
+    else:
+        auth_hash = 0
+    _auth_store[auth_hash] = auth
+    agent_card = await _fetch_agent_card_async_cached(
+        endpoint=endpoint, auth_hash=auth_hash, timeout=timeout
+    )
 
     validate_auth_against_agent_card(agent_card, auth)
 
@@ -556,6 +604,34 @@ async def _execute_a2a_delegation_async(
                         }
                         break
         except Exception as e:
+            if isinstance(e, A2AClientHTTPError):
+                error_msg = f"HTTP Error {e.status_code}: {e!s}"
+
+                error_message = Message(
+                    role=Role.agent,
+                    message_id=str(uuid.uuid4()),
+                    parts=[Part(root=TextPart(text=error_msg))],
+                    context_id=context_id,
+                    task_id=task_id,
+                )
+                new_messages.append(error_message)
+
+                crewai_event_bus.emit(
+                    None,
+                    A2AResponseReceivedEvent(
+                        response=error_msg,
+                        turn_number=turn_number,
+                        is_multiturn=is_multiturn,
+                        status="failed",
+                        agent_role=agent_role,
+                    ),
+                )
+                return {
+                    "status": "failed",
+                    "error": error_msg,
+                    "history": new_messages,
+                }
+
             current_exception: Exception | BaseException | None = e
             while current_exception:
                 if hasattr(current_exception, "response"):
@@ -752,4 +828,5 @@ def get_a2a_agents_and_response_model(
         Tuple of A2A agent IDs and response model
     """
     a2a_agents, agent_ids = extract_a2a_agent_ids_from_config(a2a_config=a2a_config)
+
     return a2a_agents, create_agent_response_model(agent_ids)

lib/crewai/src/crewai/a2a/wrapper.py

@@ -15,6 +15,7 @@ from a2a.types import Role
 from pydantic import BaseModel, ValidationError
 
 from crewai.a2a.config import A2AConfig
+from crewai.a2a.extensions.base import ExtensionRegistry
 from crewai.a2a.templates import (
     AVAILABLE_AGENTS_TEMPLATE,
     CONVERSATION_TURN_INFO_TEMPLATE,
@@ -42,7 +43,9 @@ if TYPE_CHECKING:
     from crewai.tools.base_tool import BaseTool
 
 
-def wrap_agent_with_a2a_instance(agent: Agent) -> None:
+def wrap_agent_with_a2a_instance(
+    agent: Agent, extension_registry: ExtensionRegistry | None = None
+) -> None:
     """Wrap an agent instance's execute_task method with A2A support.
 
     This function modifies the agent instance by wrapping its execute_task
@@ -51,7 +54,13 @@ def wrap_agent_with_a2a_instance(agent: Agent) -> None:
 
     Args:
         agent: The agent instance to wrap
+        extension_registry: Optional registry of A2A extensions for injecting tools and custom logic
     """
+    if extension_registry is None:
+        extension_registry = ExtensionRegistry()
+
+    extension_registry.inject_all_tools(agent)
+
     original_execute_task = agent.execute_task.__func__  # type: ignore[attr-defined]
 
     @wraps(original_execute_task)
@@ -85,6 +94,7 @@ def wrap_agent_with_a2a_instance(agent: Agent) -> None:
             agent_response_model=agent_response_model,
             context=context,
             tools=tools,
+            extension_registry=extension_registry,
         )
 
     object.__setattr__(agent, "execute_task", MethodType(execute_task_with_a2a, agent))
@@ -154,6 +164,7 @@ def _execute_task_with_a2a(
     agent_response_model: type[BaseModel],
     context: str | None,
     tools: list[BaseTool] | None,
+    extension_registry: ExtensionRegistry,
 ) -> str:
     """Wrap execute_task with A2A delegation logic.
 
@@ -165,6 +176,7 @@ def _execute_task_with_a2a(
         context: Optional context for task execution
         tools: Optional tools available to the agent
         agent_response_model: Optional agent response model
+        extension_registry: Registry of A2A extensions
 
     Returns:
         Task execution result (either from LLM or A2A agent)
@@ -190,11 +202,12 @@ def _execute_task_with_a2a(
         finally:
             task.description = original_description
 
-    task.description = _augment_prompt_with_a2a(
+    task.description, _ = _augment_prompt_with_a2a(
         a2a_agents=a2a_agents,
         task_description=original_description,
         agent_cards=agent_cards,
         failed_agents=failed_agents,
+        extension_registry=extension_registry,
     )
     task.response_model = agent_response_model
 
@@ -204,6 +217,11 @@ def _execute_task_with_a2a(
             raw_result=raw_result, agent_response_model=agent_response_model
         )
 
+        if extension_registry and isinstance(agent_response, BaseModel):
+            agent_response = extension_registry.process_response_with_all(
+                agent_response, {}
+            )
+
         if isinstance(agent_response, BaseModel) and isinstance(
             agent_response, AgentResponseProtocol
         ):
@@ -217,6 +235,7 @@ def _execute_task_with_a2a(
                     tools=tools,
                     agent_cards=agent_cards,
                     original_task_description=original_description,
+                    extension_registry=extension_registry,
                 )
             return str(agent_response.message)
 
@@ -235,7 +254,8 @@ def _augment_prompt_with_a2a(
     turn_num: int = 0,
     max_turns: int | None = None,
     failed_agents: dict[str, str] | None = None,
-) -> str:
+    extension_registry: ExtensionRegistry | None = None,
+) -> tuple[str, bool]:
     """Add A2A delegation instructions to prompt.
 
     Args:
@@ -246,13 +266,14 @@ def _augment_prompt_with_a2a(
         turn_num: Current turn number (0-indexed)
         max_turns: Maximum allowed turns (from config)
         failed_agents: Dictionary mapping failed agent endpoints to error messages
+        extension_registry: Optional registry of A2A extensions
 
     Returns:
-        Augmented task description with A2A instructions
+        Tuple of (augmented prompt, disable_structured_output flag)
     """
 
     if not agent_cards:
-        return task_description
+        return task_description, False
 
     agents_text = ""
 
@@ -270,6 +291,7 @@ def _augment_prompt_with_a2a(
     agents_text = AVAILABLE_AGENTS_TEMPLATE.substitute(available_a2a_agents=agents_text)
 
     history_text = ""
+
     if conversation_history:
         for msg in conversation_history:
             history_text += f"\n{msg.model_dump_json(indent=2, exclude_none=True, exclude={'message_id'})}\n"
@@ -277,6 +299,15 @@ def _augment_prompt_with_a2a(
     history_text = PREVIOUS_A2A_CONVERSATION_TEMPLATE.substitute(
         previous_a2a_conversation=history_text
     )
+
+    extension_states = {}
+    disable_structured_output = False
+    if extension_registry and conversation_history:
+        extension_states = extension_registry.extract_all_states(conversation_history)
+        for state in extension_states.values():
+            if state.is_ready():
+                disable_structured_output = True
+                break
     turn_info = ""
 
     if max_turns is not None and conversation_history:
@@ -296,16 +327,22 @@ def _augment_prompt_with_a2a(
             warning=warning,
         )
 
-    return f"""{task_description}
+    augmented_prompt = f"""{task_description}
 
 IMPORTANT: You have the ability to delegate this task to remote A2A agents.
-
 {agents_text}
 {history_text}{turn_info}
 
 
 """
 
+    if extension_registry:
+        augmented_prompt = extension_registry.augment_prompt_with_all(
+            augmented_prompt, extension_states
+        )
+
+    return augmented_prompt, disable_structured_output
+
 
 def _parse_agent_response(
     raw_result: str | dict[str, Any], agent_response_model: type[BaseModel]
@@ -373,7 +410,7 @@ def _handle_agent_response_and_continue(
     if "agent_card" in a2a_result and agent_id not in agent_cards_dict:
         agent_cards_dict[agent_id] = a2a_result["agent_card"]
 
-    task.description = _augment_prompt_with_a2a(
+    task.description, disable_structured_output = _augment_prompt_with_a2a(
         a2a_agents=a2a_agents,
         task_description=original_task_description,
         conversation_history=conversation_history,
@@ -382,7 +419,38 @@ def _handle_agent_response_and_continue(
         agent_cards=agent_cards_dict,
     )
 
+    original_response_model = task.response_model
+    if disable_structured_output:
+        task.response_model = None
+
     raw_result = original_fn(self, task, context, tools)
+
+    if disable_structured_output:
+        task.response_model = original_response_model
+
+    if disable_structured_output:
+        final_turn_number = turn_num + 1
+        result_text = str(raw_result)
+        crewai_event_bus.emit(
+            None,
+            A2AMessageSentEvent(
+                message=result_text,
+                turn_number=final_turn_number,
+                is_multiturn=True,
+                agent_role=self.role,
+            ),
+        )
+        crewai_event_bus.emit(
+            None,
+            A2AConversationCompletedEvent(
+                status="completed",
+                final_result=result_text,
+                error=None,
+                total_turns=final_turn_number,
+            ),
+        )
+        return result_text, None
+
     llm_response = _parse_agent_response(
         raw_result=raw_result, agent_response_model=agent_response_model
     )
@@ -425,6 +493,7 @@ def _delegate_to_a2a(
     tools: list[BaseTool] | None,
     agent_cards: dict[str, AgentCard] | None = None,
     original_task_description: str | None = None,
+    extension_registry: ExtensionRegistry | None = None,
 ) -> str:
     """Delegate to A2A agent with multi-turn conversation support.
 
@@ -437,6 +506,7 @@ def _delegate_to_a2a(
         tools: Optional tools available to the agent
         agent_cards: Pre-fetched agent cards from _execute_task_with_a2a
         original_task_description: The original task description before A2A augmentation
+        extension_registry: Optional registry of A2A extensions
 
     Returns:
         Result from A2A agent
@@ -447,9 +517,13 @@ def _delegate_to_a2a(
     a2a_agents, agent_response_model = get_a2a_agents_and_response_model(self.a2a)
     agent_ids = tuple(config.endpoint for config in a2a_agents)
     current_request = str(agent_response.message)
-    agent_id = agent_response.a2a_ids[0]
 
-    if agent_id not in agent_ids:
+    if hasattr(agent_response, "a2a_ids") and agent_response.a2a_ids:
+        agent_id = agent_response.a2a_ids[0]
+    else:
+        agent_id = agent_ids[0] if agent_ids else ""
+
+    if agent_id and agent_id not in agent_ids:
         raise ValueError(
             f"Unknown A2A agent ID(s): {agent_response.a2a_ids} not in {agent_ids}"
         )
@@ -458,10 +532,11 @@ def _delegate_to_a2a(
     task_config = task.config or {}
     context_id = task_config.get("context_id")
     task_id_config = task_config.get("task_id")
-    reference_task_ids = task_config.get("reference_task_ids")
     metadata = task_config.get("metadata")
     extensions = task_config.get("extensions")
 
+    reference_task_ids = task_config.get("reference_task_ids", [])
+
     if original_task_description is None:
         original_task_description = task.description
 
@@ -497,11 +572,27 @@ def _delegate_to_a2a(
 
             conversation_history = a2a_result.get("history", [])
 
+            if conversation_history:
+                latest_message = conversation_history[-1]
+                if latest_message.task_id is not None:
+                    task_id_config = latest_message.task_id
+                if latest_message.context_id is not None:
+                    context_id = latest_message.context_id
+
             if a2a_result["status"] in ["completed", "input_required"]:
                 if (
                     a2a_result["status"] == "completed"
                     and agent_config.trust_remote_completion_status
                 ):
+                    if (
+                        task_id_config is not None
+                        and task_id_config not in reference_task_ids
+                    ):
+                        reference_task_ids.append(task_id_config)
+                        if task.config is None:
+                            task.config = {}
+                        task.config["reference_task_ids"] = reference_task_ids
+
                     result_text = a2a_result.get("result", "")
                     final_turn_number = turn_num + 1
                     crewai_event_bus.emit(
@@ -513,7 +604,7 @@ def _delegate_to_a2a(
                             total_turns=final_turn_number,
                         ),
                     )
-                    return result_text  # type: ignore[no-any-return]
+                    return cast(str, result_text)
 
                 final_result, next_request = _handle_agent_response_and_continue(
                     self=self,
@@ -541,6 +632,31 @@ def _delegate_to_a2a(
                 continue
 
             error_msg = a2a_result.get("error", "Unknown error")
+
+            final_result, next_request = _handle_agent_response_and_continue(
+                self=self,
+                a2a_result=a2a_result,
+                agent_id=agent_id,
+                agent_cards=agent_cards,
+                a2a_agents=a2a_agents,
+                original_task_description=original_task_description,
+                conversation_history=conversation_history,
+                turn_num=turn_num,
+                max_turns=max_turns,
+                task=task,
+                original_fn=original_fn,
+                context=context,
+                tools=tools,
+                agent_response_model=agent_response_model,
+            )
+
+            if final_result is not None:
+                return final_result
+
+            if next_request is not None:
+                current_request = next_request
+                continue
+
             crewai_event_bus.emit(
                 None,
                 A2AConversationCompletedEvent(
@@ -550,7 +666,7 @@ def _delegate_to_a2a(
                     total_turns=turn_num + 1,
                 ),
             )
-            raise Exception(f"A2A delegation failed: {error_msg}")
+            return f"A2A delegation failed: {error_msg}"
 
         if conversation_history:
             for msg in reversed(conversation_history):

lib/crewai/src/crewai/agent/internal/meta.py

@@ -4,9 +4,8 @@ This metaclass enables extension capabilities for agents by detecting
 extension fields in class annotations and applying appropriate wrappers.
 """
 
-import warnings
-from functools import wraps
 from typing import Any
+import warnings
 
 from pydantic import model_validator
 from pydantic._internal._model_construction import ModelMetaclass
@@ -59,9 +58,15 @@ class AgentMeta(ModelMetaclass):
 
                 a2a_value = getattr(self, "a2a", None)
                 if a2a_value is not None:
+                    from crewai.a2a.extensions.registry import (
+                        create_extension_registry_from_config,
+                    )
                     from crewai.a2a.wrapper import wrap_agent_with_a2a_instance
 
-                    wrap_agent_with_a2a_instance(self)
+                    extension_registry = create_extension_registry_from_config(
+                        a2a_value
+                    )
+                    wrap_agent_with_a2a_instance(self, extension_registry)
 
                 return result
 

lib/crewai/src/crewai/llms/providers/openai/completion.py

@@ -1,13 +1,14 @@
 from __future__ import annotations
 
-from collections.abc import AsyncIterator, Iterator
+from collections.abc import AsyncIterator
 import json
 import logging
 import os
 from typing import TYPE_CHECKING, Any
 
 import httpx
-from openai import APIConnectionError, AsyncOpenAI, NotFoundError, OpenAI
+from openai import APIConnectionError, AsyncOpenAI, NotFoundError, OpenAI, Stream
+from openai.lib.streaming.chat import ChatCompletionStream
 from openai.types.chat import ChatCompletion, ChatCompletionChunk
 from openai.types.chat.chat_completion import Choice
 from openai.types.chat.chat_completion_chunk import ChoiceDelta
@@ -515,59 +516,52 @@ class OpenAICompletion(BaseLLM):
         tool_calls = {}
 
         if response_model:
-            completion_stream: Iterator[ChatCompletionChunk] = (
-                self.client.chat.completions.create(**params)
-            )
+            parse_params = {
+                k: v
+                for k, v in params.items()
+                if k not in ("response_format", "stream")
+            }
 
-            accumulated_content = ""
-            for chunk in completion_stream:
-                if not chunk.choices:
-                    continue
+            stream: ChatCompletionStream[BaseModel]
+            with self.client.beta.chat.completions.stream(
+                **parse_params, response_format=response_model
+            ) as stream:
+                for chunk in stream:
+                    if chunk.type == "content.delta":
+                        delta_content = chunk.delta
+                        if delta_content:
+                            self._emit_stream_chunk_event(
+                                chunk=delta_content,
+                                from_task=from_task,
+                                from_agent=from_agent,
+                            )
 
-                choice = chunk.choices[0]
-                delta: ChoiceDelta = choice.delta
+                final_completion = stream.get_final_completion()
+                if final_completion and final_completion.choices:
+                    parsed_result = final_completion.choices[0].message.parsed
+                    if parsed_result:
+                        structured_json = parsed_result.model_dump_json()
+                        self._emit_call_completed_event(
+                            response=structured_json,
+                            call_type=LLMCallType.LLM_CALL,
+                            from_task=from_task,
+                            from_agent=from_agent,
+                            messages=params["messages"],
+                        )
+                        return structured_json
 
-                if delta.content:
-                    accumulated_content += delta.content
-                    self._emit_stream_chunk_event(
-                        chunk=delta.content,
-                        from_task=from_task,
-                        from_agent=from_agent,
-                    )
+            logging.error("Failed to get parsed result from stream")
+            return ""
 
-            try:
-                parsed_object = response_model.model_validate_json(accumulated_content)
-                structured_json = parsed_object.model_dump_json()
-
-                self._emit_call_completed_event(
-                    response=structured_json,
-                    call_type=LLMCallType.LLM_CALL,
-                    from_task=from_task,
-                    from_agent=from_agent,
-                    messages=params["messages"],
-                )
-
-                return structured_json
-            except Exception as e:
-                logging.error(f"Failed to parse structured output from stream: {e}")
-                self._emit_call_completed_event(
-                    response=accumulated_content,
-                    call_type=LLMCallType.LLM_CALL,
-                    from_task=from_task,
-                    from_agent=from_agent,
-                    messages=params["messages"],
-                )
-                return accumulated_content
-
-        stream: Iterator[ChatCompletionChunk] = self.client.chat.completions.create(
-            **params
+        completion_stream: Stream[ChatCompletionChunk] = (
+            self.client.chat.completions.create(**params)
         )
 
-        for chunk in stream:
-            if not chunk.choices:
+        for completion_chunk in completion_stream:
+            if not completion_chunk.choices:
                 continue
 
-            choice = chunk.choices[0]
+            choice = completion_chunk.choices[0]
             chunk_delta: ChoiceDelta = choice.delta
 
             if chunk_delta.content:

lib/crewai/tests/llms/openai/test_openai.py

@@ -505,30 +505,43 @@ def test_openai_streaming_with_response_model():
 
     llm = LLM(model="openai/gpt-4o", stream=True)
 
-    with patch.object(llm.client.chat.completions, "create") as mock_create:
+    with patch.object(llm.client.beta.chat.completions, "stream") as mock_stream:
+        # Create mock chunks with content.delta event structure
         mock_chunk1 = MagicMock()
-        mock_chunk1.choices = [
-            MagicMock(delta=MagicMock(content='{"answer": "test", ', tool_calls=None))
-        ]
+        mock_chunk1.type = "content.delta"
+        mock_chunk1.delta = '{"answer": "test", '
 
         mock_chunk2 = MagicMock()
-        mock_chunk2.choices = [
-            MagicMock(
-                delta=MagicMock(content='"confidence": 0.95}', tool_calls=None)
-            )
-        ]
+        mock_chunk2.type = "content.delta"
+        mock_chunk2.delta = '"confidence": 0.95}'
 
-        mock_create.return_value = iter([mock_chunk1, mock_chunk2])
+        # Create mock final completion with parsed result
+        mock_parsed = TestResponse(answer="test", confidence=0.95)
+        mock_message = MagicMock()
+        mock_message.parsed = mock_parsed
+        mock_choice = MagicMock()
+        mock_choice.message = mock_message
+        mock_final_completion = MagicMock()
+        mock_final_completion.choices = [mock_choice]
+
+        # Create mock stream context manager
+        mock_stream_obj = MagicMock()
+        mock_stream_obj.__enter__ = MagicMock(return_value=mock_stream_obj)
+        mock_stream_obj.__exit__ = MagicMock(return_value=None)
+        mock_stream_obj.__iter__ = MagicMock(return_value=iter([mock_chunk1, mock_chunk2]))
+        mock_stream_obj.get_final_completion = MagicMock(return_value=mock_final_completion)
+
+        mock_stream.return_value = mock_stream_obj
 
         result = llm.call("Test question", response_model=TestResponse)
 
         assert result is not None
         assert isinstance(result, str)
 
-        assert mock_create.called
-        call_kwargs = mock_create.call_args[1]
+        assert mock_stream.called
+        call_kwargs = mock_stream.call_args[1]
         assert call_kwargs["model"] == "gpt-4o"
-        assert call_kwargs["stream"] is True
+        assert call_kwargs["response_format"] == TestResponse
 
         assert "input" not in call_kwargs
         assert "text_format" not in call_kwargs

uv.lock

@@ -112,6 +112,23 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8e/ad/a2f3964aa37da5a4c94c1e5f3934d6ac1333f991f675fcf08a618397a413/aiobotocore-2.25.2-py3-none-any.whl", hash = "sha256:0cec45c6ba7627dd5e5460337291c86ac38c3b512ec4054ce76407d0f7f2a48f", size = 86048, upload-time = "2025-11-11T18:51:26.139Z" },
 ]
 
+[[package]]
+name = "aiocache"
+version = "0.12.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7a/64/b945b8025a9d1e6e2138845f4022165d3b337f55f50984fbc6a4c0a1e355/aiocache-0.12.3.tar.gz", hash = "sha256:f528b27bf4d436b497a1d0d1a8f59a542c153ab1e37c3621713cb376d44c4713", size = 132196, upload-time = "2024-09-25T13:20:23.823Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/37/d7/15d67e05b235d1ed8c3ce61688fe4d84130e72af1657acadfaac3479f4cf/aiocache-0.12.3-py2.py3-none-any.whl", hash = "sha256:889086fc24710f431937b87ad3720a289f7fc31c4fd8b68e9f918b9bacd8270d", size = 28199, upload-time = "2024-09-25T13:20:22.688Z" },
+]
+
+[package.optional-dependencies]
+memcached = [
+    { name = "aiomcache" },
+]
+redis = [
+    { name = "redis" },
+]
+
 [[package]]
 name = "aiofiles"
 version = "25.1.0"
@@ -234,6 +251,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f3/ba/df6e8e1045aebc4778d19b8a3a9bc1808adb1619ba94ca354d9ba17d86c3/aiolimiter-1.2.1-py3-none-any.whl", hash = "sha256:d3f249e9059a20badcb56b61601a83556133655c11d1eb3dd3e04ff069e5f3c7", size = 6711, upload-time = "2024-12-08T15:31:49.874Z" },
 ]
 
+[[package]]
+name = "aiomcache"
+version = "0.8.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/8b/0a/914d8df1002d88ca70679d192f6e16d113e6b5cbcc13c51008db9230025f/aiomcache-0.8.2.tar.gz", hash = "sha256:43b220d7f499a32a71871c4f457116eb23460fa216e69c1d32b81e3209e51359", size = 10640, upload-time = "2024-05-07T15:03:14.434Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a1/f8/78455f6377cbe85f335f4dbd40a807dafb72bd5fa05eb946f2ad0cec3d40/aiomcache-0.8.2-py3-none-any.whl", hash = "sha256:9d78d6b6e74e775df18b350b1cddfa96bd2f0a44d49ad27fa87759a3469cef5e", size = 10145, upload-time = "2024-05-07T15:03:12.003Z" },
+]
+
 [[package]]
 name = "aiosignal"
 version = "1.4.0"
@@ -1129,6 +1158,7 @@ dependencies = [
 [package.optional-dependencies]
 a2a = [
     { name = "a2a-sdk" },
+    { name = "aiocache", extra = ["memcached", "redis"] },
     { name = "httpx-auth" },
     { name = "httpx-sse" },
 ]
@@ -1183,6 +1213,7 @@ watson = [
 requires-dist = [
     { name = "a2a-sdk", marker = "extra == 'a2a'", specifier = "~=0.3.10" },
     { name = "aiobotocore", marker = "extra == 'aws'", specifier = "~=2.25.2" },
+    { name = "aiocache", extras = ["memcached", "redis"], marker = "extra == 'a2a'", specifier = "~=0.12.3" },
     { name = "anthropic", marker = "extra == 'anthropic'", specifier = "~=0.71.0" },
     { name = "appdirs", specifier = "~=1.4.4" },
     { name = "azure-ai-inference", marker = "extra == 'azure-ai-inference'", specifier = "~=1.0.0b9" },
@@ -1354,7 +1385,7 @@ serpapi = [
 ]
 singlestore = [
     { name = "singlestoredb", version = "1.12.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
-    { name = "singlestoredb", version = "1.16.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "singlestoredb", version = "1.16.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "sqlalchemy" },
 ]
 snowflake = [
@@ -1704,7 +1735,7 @@ chunking = [
 
 [[package]]
 name = "docling-ibm-models"
-version = "3.10.2"
+version = "3.10.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "accelerate" },
@@ -1722,14 +1753,14 @@ dependencies = [
     { name = "tqdm" },
     { name = "transformers" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ba/81/e1fddd051c0af6a28d52c01b360867633c8091e594563b1dabb78f3730ab/docling_ibm_models-3.10.2.tar.gz", hash = "sha256:977591cb57f7b442af000614bbdb5cafce9973b2edff6d0b4c3cfafb638ed335", size = 87712, upload-time = "2025-10-28T10:34:38.463Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/11/36/6335f0bfa0ed92cd4bddacf0e391e2b41707b4409de327e035f93a9e310d/docling_ibm_models-3.10.3.tar.gz", hash = "sha256:6be756e45df155a367087b93e0e5f2d65905e7e81a5f57c1d3ae57096631655a", size = 87706, upload-time = "2025-12-01T17:04:43.511Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d9/76/3fe39f06350fd6118babfa0de85b100dbc4939990af4a738ad5003a3ec88/docling_ibm_models-3.10.2-py3-none-any.whl", hash = "sha256:b2ac6fbd9fb0729320ae4970891b96684a2375841b9ba2c316d2389f8b8ef796", size = 87357, upload-time = "2025-10-28T10:34:36.967Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/a8/cc3d1e8bc665a7643de1201c6460b3fd7afebb924884d4a048e26f8e5225/docling_ibm_models-3.10.3-py3-none-any.whl", hash = "sha256:e034d1398c99059998da18e38ef80af8a5d975f04de17f6e93efa075fb29cac4", size = 87356, upload-time = "2025-12-01T17:04:41.886Z" },
 ]
 
 [[package]]
 name = "docling-parse"
-version = "4.7.1"
+version = "4.7.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "docling-core" },
@@ -1738,29 +1769,29 @@ dependencies = [
     { name = "pywin32", marker = "sys_platform == 'win32'" },
     { name = "tabulate" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/10/75/ebabc9abb7153c4e08e2207635b268d8651322432173458e3b7111f99dae/docling_parse-4.7.1.tar.gz", hash = "sha256:90494ecbffb46b574c44ef5ef55f5b4897a9a46a009ddf40fef8b2536894574e", size = 67174375, upload-time = "2025-11-05T18:25:42.742Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/0f/78/2c7fb2680c308eab60c6e8a47cb00d1a6ed2e6282beca54bb8f8167f1b0d/docling_parse-4.7.2.tar.gz", hash = "sha256:1ce6271686b0e21e0eebb6fc677730460771b48cb7fdc535670d4f5efc901154", size = 67196916, upload-time = "2025-12-02T16:40:27.877Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/28/73/2e95c851685e26ab1d2958498fb6adfc91ea86cfdada7818965f32603138/docling_parse-4.7.1-cp310-cp310-macosx_13_0_x86_64.whl", hash = "sha256:a0ddff93a3485d7248c2e3b850959c41e8781eb812a73e7bba470bbaf4dde7bf", size = 14737478, upload-time = "2025-11-05T18:24:24.579Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/c4/432474b9701b535451983922fa2303d69a12e6cf855186b99da7e5d64d02/docling_parse-4.7.1-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:788465f224b24c9375c67682db57b3e1413ffe2d37561d5d5b972d424c62bc27", size = 14612988, upload-time = "2025-11-05T18:24:27.818Z" },
-    { url = "https://files.pythonhosted.org/packages/25/8d/98da05c27011350df6aceb57eb6b046ca895a10bc259efc5af731ed038a4/docling_parse-4.7.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0d381a0767530e291053427f9c0b70cb68d11112dc3899e13cd70c9a64579d49", size = 15063003, upload-time = "2025-11-05T18:24:29.725Z" },
-    { url = "https://files.pythonhosted.org/packages/f7/d7/2c72c6f2363ab9354365fc1c72b093ddd6429102a2d2729c8c5097364688/docling_parse-4.7.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9bf1cdef21b4420cfeb1224176bb4c9bc0edf7782e234796635ba55fb75dfab9", size = 15135209, upload-time = "2025-11-05T18:24:31.701Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/f4/6dff53e036ec71335a2a655b05a67d56863dcfef74e083413a4f8bc36a9e/docling_parse-4.7.1-cp310-cp310-win_amd64.whl", hash = "sha256:613d8d6d1bccf2e70460b534812bae00c0e1efed23c1fe7910a517c8beb10ce3", size = 16142981, upload-time = "2025-11-05T18:24:33.639Z" },
-    { url = "https://files.pythonhosted.org/packages/22/18/29f261fc08e7b0e138adf30e2c1bd6eb8958bea9d625833708c573d79b62/docling_parse-4.7.1-cp311-cp311-macosx_13_0_x86_64.whl", hash = "sha256:af5199bed00040e6184f99a9e040a11d0b85b08100c47ceb3c16d6616668510f", size = 14738391, upload-time = "2025-11-05T18:24:35.791Z" },
-    { url = "https://files.pythonhosted.org/packages/d0/67/72d89915a941581959750707eb579c84a28105a13f134ad6de41aeef33e1/docling_parse-4.7.1-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:5d058711998205dbc349b6c7100e0d7734b46ec0bd960f82f07694bfa52f156a", size = 14614881, upload-time = "2025-11-05T18:24:38.135Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/2c/cdc92e606cf3755077e361ee239c01dbe0fff5978aa030ce1f6debe8fa06/docling_parse-4.7.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:256d4f942045c93d26a397e3cc2739d2fa6045d3b2441b12a3c4cf524cc636f5", size = 14980549, upload-time = "2025-11-05T18:24:40.317Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/cc/3cde0ce6261ba2f76001d5b51df32e666fb25cf05aae4006bc7cca23ec9a/docling_parse-4.7.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:673eb110856541e30cf510da43acb90969ef32ddb6e28e53aa8a0fd603c2ccfa", size = 15092011, upload-time = "2025-11-05T18:24:42.91Z" },
-    { url = "https://files.pythonhosted.org/packages/be/a3/c033b17d371b06ad5c457599dd384a7695dfd7996266c4372a981c094ec1/docling_parse-4.7.1-cp311-cp311-win_amd64.whl", hash = "sha256:a10525146ae60a4d6cc38b9dfe014f07175c4d8553c8f4dc40793c2e512053b4", size = 16144002, upload-time = "2025-11-05T18:24:46.76Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/82/b34bf259a4c30e5985ba4c8171c46e11200c98c7f15ae57af7a91e375aee/docling_parse-4.7.1-cp312-cp312-macosx_13_0_x86_64.whl", hash = "sha256:22ef5777765c23c6d9c264fec24db376e713cbaebff5c2c3a2469c7b0b7d4091", size = 14741116, upload-time = "2025-11-05T18:24:49.053Z" },
-    { url = "https://files.pythonhosted.org/packages/69/52/4554076b9c39a46b190eafb5dbb5362c416c2b76febedc3774c0528b8102/docling_parse-4.7.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:d7bbfe58706e9db185c3b0be5a6a4550aa631fdb95edfcba562e2d80b70006dc", size = 14615796, upload-time = "2025-11-05T18:24:50.921Z" },
-    { url = "https://files.pythonhosted.org/packages/f8/a7/1dfee55db15b4c40ec1cfe382cf587216fa9eb82ab84060bd2d3ac5033f6/docling_parse-4.7.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f34e22fec61ee0bc3e0279c5a95ff9748b1320858f4f842d92ffcb9612c5e36f", size = 14979954, upload-time = "2025-11-05T18:24:53.319Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/e1/bac7161d29586437d8eb152b67cf8025e29664b37e7c1e2fc35a53624b35/docling_parse-4.7.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1cd331851d9ed135db8fbd5ba73816dfe99ba34e6b3ce7997aad58ce58ae5612", size = 15091614, upload-time = "2025-11-05T18:24:55.406Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/9e/ab548db9ad1a29f932fd0a658fa019b5a75065d1e3b364a179d0e2313d70/docling_parse-4.7.1-cp312-cp312-win_amd64.whl", hash = "sha256:922dd46e5add46efba47cc0b01bacc3e3c4f41bae5f8cb3edbcbf709a29aa229", size = 16146366, upload-time = "2025-11-05T18:24:58.027Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/a6/b75ca24cce323e9a9fd70142802e8c19fa59398a87c461f4443d55a20195/docling_parse-4.7.1-cp313-cp313-macosx_13_0_x86_64.whl", hash = "sha256:0b4635aceb767f0feb9d98bf2530b8e85b50fc9d82b2891f314d918eaa54eb1c", size = 14741080, upload-time = "2025-11-05T18:25:00.054Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/4a/c22452cab8dd075fcbd08543c43d894a0d613df03b6c455660d86b60141e/docling_parse-4.7.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:704ba385a342c4fa1ce7291088920bd4b171e7be7777cb9d55e6aa5fe30eb630", size = 14615772, upload-time = "2025-11-05T18:25:02.379Z" },
-    { url = "https://files.pythonhosted.org/packages/25/e4/0b36b5bbeb9ec85083327b00cd0025e9b6208ad63faf0bedb4ef6b167289/docling_parse-4.7.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e12a1e8d9c8665fcd9516b68e550c66fcd48af5deb84565676b15b04bf4231a4", size = 14980616, upload-time = "2025-11-05T18:25:04.919Z" },
-    { url = "https://files.pythonhosted.org/packages/63/92/730b0e0ee986ec4b7001a7478638ee562dbbb92d18442a74bc2130818860/docling_parse-4.7.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:19f77a7c5ad1fb40370535687550a6d9cb5904dcf934ced4817c6c3e78d51723", size = 15091869, upload-time = "2025-11-05T18:25:07.468Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/67/2b4bbe81e9f4e37dabd76acd30617550779208c52b30fbf9d19b40b444ef/docling_parse-4.7.1-cp313-cp313-win_amd64.whl", hash = "sha256:8c39fbdd093fa67117a1264b2c1425749224d358cfd6ddcc483bd9da546f2d96", size = 16146277, upload-time = "2025-11-05T18:25:09.697Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/29/01bed081d633571e095bc565c6e0053699b76383c9c11eba53f2d84a244a/docling_parse-4.7.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:79075b44f3f9b4a2471ace635406d41a562654869019d190f79d17240d0139c6", size = 18059708, upload-time = "2025-11-05T18:25:36.991Z" },
+    { url = "https://files.pythonhosted.org/packages/07/37/c4b357bde52a9bf6eda3971512b7d2973028f23a66c68bd747f2848e3d79/docling_parse-4.7.2-cp310-cp310-macosx_13_0_x86_64.whl", hash = "sha256:f7b2ccdeee611a44de7fc92bf5dbc1d316aae40ce6ce88ea9667289397c60701", size = 14737518, upload-time = "2025-12-02T16:39:07.325Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/e0/16bb808495835030ed079127a27e3e50a804e385773844bc47dd7db1cbc5/docling_parse-4.7.2-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:ba17dae0e88fcac2d5df082b9c4b6ae9deb81e59a3122cf0d1d625be65710c7b", size = 14613211, upload-time = "2025-12-02T16:39:09.771Z" },
+    { url = "https://files.pythonhosted.org/packages/32/12/6c90c544b28829d5a85c591cf416daddcf2c9a27c37a4e4056a887bdca95/docling_parse-4.7.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c329841481e6aef53097701d6f9e14f11bfbe2b505b30d78bc09e1602a1dac07", size = 15062991, upload-time = "2025-12-02T16:39:11.834Z" },
+    { url = "https://files.pythonhosted.org/packages/05/49/b71a4ed0d8c9afb3cdb6796ca3c4d575bdd53957b446d8e1ae27564f0668/docling_parse-4.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4bd7eec8db1232484fef05a9f982eeec8fd301a3946b917c32f4cbe25da63d2f", size = 15135636, upload-time = "2025-12-02T16:39:13.973Z" },
+    { url = "https://files.pythonhosted.org/packages/12/e7/06d96dced84436cd1ceb54bbac419f11f803ff9b2ea5cb1079fec932667d/docling_parse-4.7.2-cp310-cp310-win_amd64.whl", hash = "sha256:30402479c2100d90bce834df6fdf1362c77a57ae2d8a0d303528585544ba1ecc", size = 16143143, upload-time = "2025-12-02T16:39:16.271Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/46/f3a8fc2f6a705018f6a8baaf807e60f64748960afc5529d1ba95b1d066dc/docling_parse-4.7.2-cp311-cp311-macosx_13_0_x86_64.whl", hash = "sha256:9f9f19f9be4c41c69911d496654bf14b90e112a36ba8179b73479b00a12d0c1c", size = 14738399, upload-time = "2025-12-02T16:39:18.659Z" },
+    { url = "https://files.pythonhosted.org/packages/64/d3/ed84b5620bf430e37bb6eb35e623827dab95266a8c467bf3f452db5ce466/docling_parse-4.7.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:386c251245e7e7d317161c343985a8b3eb2773e8e997a77fcd991e1ff6d89d3e", size = 14615076, upload-time = "2025-12-02T16:39:21.119Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/8b/3e7451150936f33a8b5651e0045ded19acf24e6dc819f85da0ac67bba7da/docling_parse-4.7.2-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b200b22b1422b036c079fae6277e02eedeb678b8faa0073e96e1e7f1cf4e5693", size = 14981232, upload-time = "2025-12-02T16:39:23.684Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/b0/3dfe484ccdcc14a424ed44d114976753c1ff5a762108cc417036910f1368/docling_parse-4.7.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:058747f51d2e15eed665070eb0cfeef140167b8d010d7640c82bb42dfd332e1d", size = 15092565, upload-time = "2025-12-02T16:39:26.267Z" },
+    { url = "https://files.pythonhosted.org/packages/32/8c/d0c2d9ee6b10d389b5a2188128dec4b19a5f250b2019ef29662b89693a3f/docling_parse-4.7.2-cp311-cp311-win_amd64.whl", hash = "sha256:243a61c65878938bad3d032f9dcf7e285e5b410e0bdca931d3048a667f72b125", size = 16144235, upload-time = "2025-12-02T16:39:29.017Z" },
+    { url = "https://files.pythonhosted.org/packages/79/e6/4de5771d10ea788b790b1327c158bbd71e347a2fd92baeaa3ba06b9a6877/docling_parse-4.7.2-cp312-cp312-macosx_13_0_x86_64.whl", hash = "sha256:f98da4346d78af01f0df50b929dd369f5ce53f9c084bba868ca0f7949d8ec71b", size = 14741115, upload-time = "2025-12-02T16:39:31.304Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/96/9460e3f02f01ee6dea2993d85aca37fa90bbc0de25ddf94ef253058e8e18/docling_parse-4.7.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:b7fd5c13303635761c5c396eeea0ca8426116c828cce53936db37ea598087ce2", size = 14616018, upload-time = "2025-12-02T16:39:33.344Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/7b/c6e0809f4b4e0340a82b6a6cd5f33904e746a4962bcacb7861d8562acd5c/docling_parse-4.7.2-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:acd58f3fdf8d81ebf8ab550706603bcfa531c6d940b119d8686225f91a0b6a7c", size = 14980316, upload-time = "2025-12-02T16:39:35.974Z" },
+    { url = "https://files.pythonhosted.org/packages/98/6b/19e3c113b384347364410f0f884fb45fd32f36cdc29f9b0d732b64d00b9e/docling_parse-4.7.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:45505266305573d03a7950f38303c400e3d6c068bf9fc09608776b3c06d5d774", size = 15091572, upload-time = "2025-12-02T16:39:38.024Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/dc/913ccaec56ff11aa5842fb8f64ae1b70acce68cd92ed68af11b23b7b44c2/docling_parse-4.7.2-cp312-cp312-win_amd64.whl", hash = "sha256:a0cfcd797de3d714cc0564d0971537aea27629472bda7db9833842cb87229cc9", size = 16146497, upload-time = "2025-12-02T16:39:40.283Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/51/5fd1e6f3f31b39382b61a6e4d13f2758e57528750b3f87a390a7694eb866/docling_parse-4.7.2-cp313-cp313-macosx_13_0_x86_64.whl", hash = "sha256:186d33bd3ee862cc5e9e37c8f0c07b4031a1c311c833c8b0d642e72877ce647b", size = 14741162, upload-time = "2025-12-02T16:39:42.557Z" },
+    { url = "https://files.pythonhosted.org/packages/24/43/aa0d91a7bf1d9e0cafe5405c398ae9828bddbf39ba66159786be1201b892/docling_parse-4.7.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:1184aeafd6d051905ab12cc9834d14e54e7f2eeb8aa9db41172c353ef5404d1f", size = 14616094, upload-time = "2025-12-02T16:39:44.712Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/d0/01c2f3c31c828e203abf01317b6e6664faf9a693299e0769d0354f08ab58/docling_parse-4.7.2-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c94a9ca03c8f59955c9a7e8707c33617d69edc8f5557d05b3eaddb43aea3061a", size = 14981616, upload-time = "2025-12-02T16:39:47.387Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/5b/25f89921e3dde90f5962a539cb0e33652c90cdb0f96f07224fc042b542f8/docling_parse-4.7.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ff2652ab0f357750389e49d3d31a057ae70d4d3a972c3e5f76341a8a5f4a41b0", size = 15092401, upload-time = "2025-12-02T16:39:49.676Z" },
+    { url = "https://files.pythonhosted.org/packages/18/2e/7b9665a674b9c2b87e6a5f5deace11ee11aa41cb82d4e9da4846ef70d2d3/docling_parse-4.7.2-cp313-cp313-win_amd64.whl", hash = "sha256:30b9e68bdd59c44db72713fb9786c9430f16c3b222978f0afa9515857986b6d6", size = 16146576, upload-time = "2025-12-02T16:39:52.355Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/62/c635fc1d5d6e11970e5aafae8ab31dc0514dd13dae11b57b089002150a54/docling_parse-4.7.2-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:8759c64d66594da1d2361513fc6b0778d262710dcc6b9062e08da1f79c336e35", size = 18060135, upload-time = "2025-12-02T16:40:21.562Z" },
 ]
 
 [[package]]
@@ -1873,7 +1904,7 @@ wheels = [
 
 [[package]]
 name = "fastapi"
-version = "0.123.0"
+version = "0.123.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
@@ -1881,9 +1912,9 @@ dependencies = [
     { name = "starlette" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/76/c7/d3956d7c2da2b66188eacc8db0919635b28313a30334dd78cba4c366caf0/fastapi-0.123.0.tar.gz", hash = "sha256:1410678b3c44418245eec85088b15140d894074b86e66061017e2b492c09b138", size = 347702, upload-time = "2025-11-30T14:49:17.848Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e4/70/b856e5db716c4d84cc9d7f69e7dba0f3f900e0deee01336a458f60add3d7/fastapi-0.123.4.tar.gz", hash = "sha256:c2d0ac82f3534c8e35692fda67e2412ac60bad846bb903a65cd8145a65741474", size = 350467, upload-time = "2025-12-02T10:48:21.034Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/17/17/62c82beab6536ea72576f90b84a3dbe6bcceb88d3d46afc4d05c376f0231/fastapi-0.123.0-py3-none-any.whl", hash = "sha256:cb56e69e874afa897bd3416c8a3dbfdae1730d0a308d4c63303f3f4b44136ae4", size = 110865, upload-time = "2025-11-30T14:49:16.164Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/e9/1c266c3c6aeaab86b5f7b2d7bd3e3789ddc6780c0a4236d24d92814628f1/fastapi-0.123.4-py3-none-any.whl", hash = "sha256:fc2b5cbc10fa05f4f22d87ef7ebc8993b5110ffd9850c08e1fc35a0da37f492e", size = 111270, upload-time = "2025-12-02T10:48:19.707Z" },
 ]
 
 [[package]]
@@ -3263,7 +3294,7 @@ sdist = { url = "https://files.pythonhosted.org/packages/0e/72/a3add0e4eec4eb9e2
 
 [[package]]
 name = "langsmith"
-version = "0.4.49"
+version = "0.4.50"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx" },
@@ -3274,9 +3305,9 @@ dependencies = [
     { name = "requests-toolbelt" },
     { name = "zstandard" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/2d/69/85ae805ecbc1300d486136329b3cb1702483c0afdaf81da95947dd83884a/langsmith-0.4.49.tar.gz", hash = "sha256:4a16ef6f3a9b20c5471884991a12ff37d81f2c13a50660cfe27fa79a7ca2c1b0", size = 987017, upload-time = "2025-11-26T21:45:16.338Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/21/57/d0b012e7afe7f1855c1f38f3358639a31aeff543d8a5e5573cce8720b2e7/langsmith-0.4.50.tar.gz", hash = "sha256:65b0c20e49fde4288c0c0bb049b465c54d49e49f9549587dca5e80c650187b5b", size = 987775, upload-time = "2025-12-02T16:11:34.719Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/31/79/59ecf7dceafd655ed20270a0f595d9e8e13895231cebcfbff9b6eec51fc4/langsmith-0.4.49-py3-none-any.whl", hash = "sha256:95f84edcd8e74ed658e4a3eb7355b530f35cb08a9a8865dbfde6740e4b18323c", size = 410905, upload-time = "2025-11-26T21:45:14.606Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/f4/3650f87b922aa29984582466a89f09bd2549bc6acc63338ed3a4279add33/langsmith-0.4.50-py3-none-any.whl", hash = "sha256:d0133de1d2a0e81937458fc68ef9210d39ae9883d392519f85e7624d6a0025ad", size = 411061, upload-time = "2025-12-02T16:11:33.25Z" },
 ]
 
 [[package]]
@@ -4481,7 +4512,7 @@ wheels = [
 
 [[package]]
 name = "onnx"
-version = "1.19.1"
+version = "1.20.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "ml-dtypes" },
@@ -4490,35 +4521,30 @@ dependencies = [
     { name = "protobuf" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/27/2f/c619eb65769357e9b6de9212c9a821ab39cd484448e5d6b3fb5fb0a64c6d/onnx-1.19.1.tar.gz", hash = "sha256:737524d6eb3907d3499ea459c6f01c5a96278bb3a0f2ff8ae04786fb5d7f1ed5", size = 12033525, upload-time = "2025-10-10T04:01:34.342Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/bd/bf/824b13b7ea14c2d374b48a296cfa412442e5559326fbab5441a4fcb68924/onnx-1.20.0.tar.gz", hash = "sha256:1a93ec69996b4556062d552ed1aa0671978cfd3c17a40bf4c89a1ae169c6a4ad", size = 12049527, upload-time = "2025-12-01T18:14:34.679Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5b/f3/892eea0206ed13a986239bd508c82b974387ef1b0ffd83ece0ce0725aaf6/onnx-1.19.1-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:7343250cc5276cf439fe623b8f92e11cf0d1eebc733ae4a8b2e86903bb72ae68", size = 18319433, upload-time = "2025-10-10T03:59:47.236Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/f3/c7ea4a1dfda9b9ddeff914a601ffaf5ed151b3352529f223eae74c03c8d1/onnx-1.19.1-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:1fb8f79de7f3920bb82b537f3c6ac70c0ce59f600471d9c3eed2b5f8b079b748", size = 18043327, upload-time = "2025-10-10T03:59:50.854Z" },
-    { url = "https://files.pythonhosted.org/packages/8d/eb/30159bb6a108b03f2b7521410369a5bd8d296be3fbf0b30ab7acd9ef42ad/onnx-1.19.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:92b9d2dece41cc84213dbbfd1acbc2a28c27108c53bd28ddb6d1043fbfcbd2d5", size = 18216877, upload-time = "2025-10-10T03:59:54.512Z" },
-    { url = "https://files.pythonhosted.org/packages/0c/86/dc034e5a723a20ca45aa8dd76dda53c358a5f955908e1436f42c21bdfb3a/onnx-1.19.1-cp310-cp310-win32.whl", hash = "sha256:c0b1a2b6bb19a0fc9f5de7661a547136d082c03c169a5215e18ff3ececd2a82f", size = 16344116, upload-time = "2025-10-10T03:59:57.991Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/60/537f2c19050f71445ee00ed91e78a396b6189dd1fce61b29ac6a0d651c7e/onnx-1.19.1-cp310-cp310-win_amd64.whl", hash = "sha256:1c0498c00db05fcdb3426697d330dcecc3f60020015065e2c76fa795f2c9a605", size = 16462819, upload-time = "2025-10-10T04:00:01.157Z" },
-    { url = "https://files.pythonhosted.org/packages/36/07/0019c72924909e4f64b9199770630ab7b8d7914b912b03230e68f5eda7ae/onnx-1.19.1-cp311-cp311-macosx_12_0_universal2.whl", hash = "sha256:17aaf5832126de0a5197a5864e4f09a764dd7681d3035135547959b4b6b77a09", size = 18320936, upload-time = "2025-10-10T04:00:04.235Z" },
-    { url = "https://files.pythonhosted.org/packages/af/2f/5c47acf740dc35f0decc640844260fbbdc0efa0565657c93fd7ff30f13f3/onnx-1.19.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:01b292a4d0b197c45d8184545bbc8ae1df83466341b604187c1b05902cb9c920", size = 18044269, upload-time = "2025-10-10T04:00:07.449Z" },
-    { url = "https://files.pythonhosted.org/packages/d5/61/6c457ee8c3a62a3cad0a4bfa4c5436bb3ac4df90c3551d40bee1224b5b51/onnx-1.19.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1839af08ab4a909e4af936b8149c27f8c64b96138981024e251906e0539d8bf9", size = 18218092, upload-time = "2025-10-10T04:00:11.135Z" },
-    { url = "https://files.pythonhosted.org/packages/54/d5/ab832e1369505e67926a70e9a102061f89ad01f91aa296c4b1277cb81b25/onnx-1.19.1-cp311-cp311-win32.whl", hash = "sha256:0bdbb676e3722bd32f9227c465d552689f49086f986a696419d865cb4e70b989", size = 16344809, upload-time = "2025-10-10T04:00:14.634Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/b5/6eb4611d24b85002f878ba8476b4cecbe6f9784c0236a3c5eff85236cc0a/onnx-1.19.1-cp311-cp311-win_amd64.whl", hash = "sha256:1346853df5c1e3ebedb2e794cf2a51e0f33759affd655524864ccbcddad7035b", size = 16464319, upload-time = "2025-10-10T04:00:18.235Z" },
-    { url = "https://files.pythonhosted.org/packages/0c/ff/f0e1f06420c70e20d497fec7c94a864d069943b6312bedd4224c0ab946f8/onnx-1.19.1-cp311-cp311-win_arm64.whl", hash = "sha256:2d69c280c0e665b7f923f499243b9bb84fe97970b7a4668afa0032045de602c8", size = 16437503, upload-time = "2025-10-10T04:00:21.247Z" },
-    { url = "https://files.pythonhosted.org/packages/50/07/f6c5b2cffef8c29e739616d1415aea22f7b7ef1f19c17f02b7cff71f5498/onnx-1.19.1-cp312-cp312-macosx_12_0_universal2.whl", hash = "sha256:3612193a89ddbce5c4e86150869b9258780a82fb8c4ca197723a4460178a6ce9", size = 18327840, upload-time = "2025-10-10T04:00:24.259Z" },
-    { url = "https://files.pythonhosted.org/packages/93/20/0568ebd52730287ae80cac8ac893a7301c793ea1630984e2519ee92b02a9/onnx-1.19.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6c2fd2f744e7a3880ad0c262efa2edf6d965d0bd02b8f327ec516ad4cb0f2f15", size = 18042539, upload-time = "2025-10-10T04:00:27.693Z" },
-    { url = "https://files.pythonhosted.org/packages/14/fd/cd7a0fd10a04f8cc5ae436b63e0022e236fe51b9dbb8ee6317fd48568c72/onnx-1.19.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:485d3674d50d789e0ee72fa6f6e174ab81cb14c772d594f992141bd744729d8a", size = 18218271, upload-time = "2025-10-10T04:00:30.495Z" },
-    { url = "https://files.pythonhosted.org/packages/65/68/cc8b8c05469fe08384b446304ad7e6256131ca0463bf6962366eebec98c0/onnx-1.19.1-cp312-cp312-win32.whl", hash = "sha256:638bc56ff1a5718f7441e887aeb4e450f37a81c6eac482040381b140bd9ba601", size = 16345111, upload-time = "2025-10-10T04:00:34.982Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/5e/d1cb16693598a512c2cf9ffe0841d8d8fd2c83ae8e889efd554f5aa427cf/onnx-1.19.1-cp312-cp312-win_amd64.whl", hash = "sha256:bc7e2e4e163e679721e547958b5a7db875bf822cad371b7c1304aa4401a7c7a4", size = 16465621, upload-time = "2025-10-10T04:00:39.107Z" },
-    { url = "https://files.pythonhosted.org/packages/90/32/da116cc61fdef334782aa7f87a1738431dd1af1a5d1a44bd95d6d51ad260/onnx-1.19.1-cp312-cp312-win_arm64.whl", hash = "sha256:17c215b1c0f20fe93b4cbe62668247c1d2294b9bc7f6be0ca9ced28e980c07b7", size = 16437505, upload-time = "2025-10-10T04:00:42.255Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/b8/ab1fdfe2e8502f4dc4289fc893db35816bd20d080d8370f86e74dda5f598/onnx-1.19.1-cp313-cp313-macosx_12_0_universal2.whl", hash = "sha256:4e5f938c68c4dffd3e19e4fd76eb98d298174eb5ebc09319cdd0ec5fe50050dc", size = 18327815, upload-time = "2025-10-10T04:00:45.682Z" },
-    { url = "https://files.pythonhosted.org/packages/04/40/eb875745a4b92aea10e5e32aa2830f409c4d7b6f7b48ca1c4eaad96636c5/onnx-1.19.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:86e20a5984b017feeef2dbf4ceff1c7c161ab9423254968dd77d3696c38691d0", size = 18041464, upload-time = "2025-10-10T04:00:48.557Z" },
-    { url = "https://files.pythonhosted.org/packages/cf/8e/8586135f40dbe4989cec4d413164bc8fc5c73d37c566f33f5ea3a7f2b6f6/onnx-1.19.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c8d9c467f0f29993c12f330736af87972f30adb8329b515f39d63a0db929cb2c", size = 18218244, upload-time = "2025-10-10T04:00:51.891Z" },
-    { url = "https://files.pythonhosted.org/packages/51/b5/4201254b8683129db5da3fb55aa1f7e56d0a8d45c66ce875dec21ca1ff25/onnx-1.19.1-cp313-cp313-win32.whl", hash = "sha256:65eee353a51b4e4ca3e797784661e5376e2b209f17557e04921eac9166a8752e", size = 16345330, upload-time = "2025-10-10T04:00:54.858Z" },
-    { url = "https://files.pythonhosted.org/packages/69/67/c6d239afbcdbeb6805432969b908b5c9f700c96d332b34e3f99518d76caf/onnx-1.19.1-cp313-cp313-win_amd64.whl", hash = "sha256:c3bc87e38b53554b1fc9ef7b275c81c6f5c93c90a91935bb0aa8d4d498a6d48e", size = 16465567, upload-time = "2025-10-10T04:00:57.893Z" },
-    { url = "https://files.pythonhosted.org/packages/99/fe/89f1e40f5bc54595ff0dcf5391ce19e578b528973ccc74dd99800196d30d/onnx-1.19.1-cp313-cp313-win_arm64.whl", hash = "sha256:e41496f400afb980ec643d80d5164753a88a85234fa5c06afdeebc8b7d1ec252", size = 16437562, upload-time = "2025-10-10T04:01:00.703Z" },
-    { url = "https://files.pythonhosted.org/packages/86/43/b186ccbc8fe7e93643a6a6d40bbf2bb6ce4fb9469bbd3453c77e270c50ad/onnx-1.19.1-cp313-cp313t-macosx_12_0_universal2.whl", hash = "sha256:5f6274abf0fd74e80e78ecbb44bd44509409634525c89a9b38276c8af47dc0a2", size = 18355703, upload-time = "2025-10-10T04:01:03.735Z" },
-    { url = "https://files.pythonhosted.org/packages/60/f1/22ee4d8b8f9fa4cb1d1b9579da3b4b5187ddab33846ec5ac744af02c0e2b/onnx-1.19.1-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:07dcd4d83584eb4bf8f21ac04c82643712e5e93ac2a0ed10121ec123cb127e1e", size = 18047830, upload-time = "2025-10-10T04:01:06.552Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/a4/8f3d51e3a095d42cdf2039a590cff06d024f2a10efbd0b1a2a6b3825f019/onnx-1.19.1-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1975860c3e720db25d37f1619976582828264bdcc64fa7511c321ac4fc01add3", size = 18221126, upload-time = "2025-10-10T04:01:09.77Z" },
-    { url = "https://files.pythonhosted.org/packages/4f/0d/f9d6c2237083f1aac14b37f0b03b0d81f1147a8e2af0c3828165e0a6a67b/onnx-1.19.1-cp313-cp313t-win_amd64.whl", hash = "sha256:9807d0e181f6070ee3a6276166acdc571575d1bd522fc7e89dba16fd6e7ffed9", size = 16465560, upload-time = "2025-10-10T04:01:13.212Z" },
+    { url = "https://files.pythonhosted.org/packages/23/18/8fd768f715a990d3b5786c9bffa6f158934cc1935f2774dd15b26c62f99f/onnx-1.20.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:7e706470f8b731af6d0347c4f01b8e0e1810855d0c71c467066a5bd7fa21704b", size = 18341375, upload-time = "2025-12-01T18:13:29.481Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/47/9fdb6e8bde5f77f8bdcf7e584ad88ffa7a189338b92658351518c192bde0/onnx-1.20.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3e941d0f3edd57e1d63e2562c74aec2803ead5b965e76ccc3d2b2bd4ae0ea054", size = 17899075, upload-time = "2025-12-01T18:13:32.375Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/17/7bb16372f95a8a8251c202018952a747ac7f796a9e6d5720ed7b36680834/onnx-1.20.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6930ed7795912c4298ec8642b33c99c51c026a57edf17788b8451fe22d11e674", size = 18118826, upload-time = "2025-12-01T18:13:35.077Z" },
+    { url = "https://files.pythonhosted.org/packages/19/d8/19e3f599601195b1d8ff0bf9e9469065ebeefd9b5e5ec090344f031c38cb/onnx-1.20.0-cp310-cp310-win32.whl", hash = "sha256:f8424c95491de38ecc280f7d467b298cb0b7cdeb1cd892eb9b4b9541c00a600e", size = 16364286, upload-time = "2025-12-01T18:13:38.304Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/f9/11d2db50a6c56092bd2e22515fe6998309c7b2389ed67f8ffd27285c33b5/onnx-1.20.0-cp310-cp310-win_amd64.whl", hash = "sha256:1ecca1f963d69e002c03000f15844f8cac3b6d7b6639a934e73571ee02d59c35", size = 16487791, upload-time = "2025-12-01T18:13:41.062Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/9a/125ad5ed919d1782b26b0b4404e51adc44afd029be30d5a81b446dccd9c5/onnx-1.20.0-cp311-cp311-macosx_12_0_universal2.whl", hash = "sha256:00dc8ae2c7b283f79623961f450b5515bd2c4b47a7027e7a1374ba49cef27768", size = 18341929, upload-time = "2025-12-01T18:13:43.79Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/3c/85280dd05396493f3e1b4feb7a3426715e344b36083229437f31d9788a01/onnx-1.20.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f62978ecfb8f320faba6704abd20253a5a79aacc4e5d39a9c061dd63d3b7574f", size = 17899362, upload-time = "2025-12-01T18:13:46.496Z" },
+    { url = "https://files.pythonhosted.org/packages/26/db/e11cf9aaa6ccbcd27ea94d321020fef3207cba388bff96111e6431f97d1a/onnx-1.20.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:71177f8fd5c0dd90697bc281f5035f73707bdac83257a5c54d74403a1100ace9", size = 18119129, upload-time = "2025-12-01T18:13:49.662Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/0b/1b99e7ba5ccfa8ecb3509ec579c8520098d09b903ccd520026d60faa7c75/onnx-1.20.0-cp311-cp311-win32.whl", hash = "sha256:1d3d0308e2c194f4b782f51e78461b567fac8ce6871c0cf5452ede261683cc8f", size = 16364604, upload-time = "2025-12-01T18:13:52.691Z" },
+    { url = "https://files.pythonhosted.org/packages/51/ab/7399817821d0d18ff67292ac183383e41f4f4ddff2047902f1b7b51d2d40/onnx-1.20.0-cp311-cp311-win_amd64.whl", hash = "sha256:3a6de7dda77926c323b0e5a830dc9c2866ce350c1901229e193be1003a076c25", size = 16488019, upload-time = "2025-12-01T18:13:55.776Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/e0/23059c11d9c0fb1951acec504a5cc86e1dd03d2eef3a98cf1941839f5322/onnx-1.20.0-cp311-cp311-win_arm64.whl", hash = "sha256:afc4cf83ce5d547ebfbb276dae8eb0ec836254a8698d462b4ba5f51e717fd1ae", size = 16446841, upload-time = "2025-12-01T18:13:58.091Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/19/2caa972a31014a8cb4525f715f2a75d93caef9d4b9da2809cc05d0489e43/onnx-1.20.0-cp312-abi3-macosx_12_0_universal2.whl", hash = "sha256:31efe37d7d1d659091f34ddd6a31780334acf7c624176832db9a0a8ececa8fb5", size = 18340913, upload-time = "2025-12-01T18:14:00.477Z" },
+    { url = "https://files.pythonhosted.org/packages/78/bb/b98732309f2f6beb4cdcf7b955d7bbfd75a191185370ee21233373db381e/onnx-1.20.0-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d75da05e743eb9a11ff155a775cae5745e71f1cd0ca26402881b8f20e8d6e449", size = 17896118, upload-time = "2025-12-01T18:14:03.239Z" },
+    { url = "https://files.pythonhosted.org/packages/84/a7/38aa564871d062c11538d65c575af9c7e057be880c09ecbd899dd1abfa83/onnx-1.20.0-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:02e0d72ab09a983fce46686b155a5049898558d9f3bc6e8515120d6c40666318", size = 18115415, upload-time = "2025-12-01T18:14:06.261Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/17/a600b62cf4ad72976c66f83ce9e324205af434706ad5ec0e35129e125aef/onnx-1.20.0-cp312-abi3-win32.whl", hash = "sha256:392ca68b34b97e172d33b507e1e7bfdf2eea96603e6e7ff109895b82ff009dc7", size = 16363019, upload-time = "2025-12-01T18:14:09.16Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/3b/5146ba0a89f73c026bb468c49612bab8d005aa28155ebf06cf5f2eb8d36c/onnx-1.20.0-cp312-abi3-win_amd64.whl", hash = "sha256:259b05758d41645f5545c09f887187662b350d40db8d707c33c94a4f398e1733", size = 16485934, upload-time = "2025-12-01T18:14:13.046Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/bc/d251b97395e721b3034e9578d4d4d9fb33aac4197ae16ce8c7ed79a26dce/onnx-1.20.0-cp312-abi3-win_arm64.whl", hash = "sha256:2d25a9e1fde44bc69988e50e2211f62d6afcd01b0fd6dfd23429fd978a35d32f", size = 16444946, upload-time = "2025-12-01T18:14:15.801Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/11/4d47409e257013951a17d08c31988e7c2e8638c91d4d5ce18cc57c6ea9d9/onnx-1.20.0-cp313-cp313t-macosx_12_0_universal2.whl", hash = "sha256:7646e700c0a53770a86d5a9a582999a625a3173c4323635960aec3cba8441c6a", size = 18348524, upload-time = "2025-12-01T18:14:18.102Z" },
+    { url = "https://files.pythonhosted.org/packages/67/60/774d29a0f00f84a4ec624fe35e0c59e1dbd7f424adaab751977a45b60e05/onnx-1.20.0-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d0bdfd22fe92b87bf98424335ec1191ed79b08cd0f57fe396fab558b83b2c868", size = 17900987, upload-time = "2025-12-01T18:14:20.835Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/7c/6bd82b81b85b2680e3de8cf7b6cc49a7380674b121265bb6e1e2ff3bb0aa/onnx-1.20.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9d1a4e02148b2a7a4b82796d0ecdb6e49ba7abd34bb5a9de22af86aad556fb76", size = 18121332, upload-time = "2025-12-01T18:14:24.558Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/42/d2cd00c84def4e17b471e24d82a1d2e3c5be202e2c163420b0353ddf34df/onnx-1.20.0-cp313-cp313t-win_amd64.whl", hash = "sha256:2241c85fdaa25a66565fcd1d327c7bcd8f55165420ebaee1e9563c3b9bf961c9", size = 16492660, upload-time = "2025-12-01T18:14:27.456Z" },
+    { url = "https://files.pythonhosted.org/packages/42/cd/1106de50a17f2a2dfbb4c8bb3cf2f99be2c7ac2e19abbbf9e07ab47b1b35/onnx-1.20.0-cp313-cp313t-win_arm64.whl", hash = "sha256:ee46cdc5abd851a007a4be81ee53e0e303cf9a0e46d74231d5d361333a1c9411", size = 16448588, upload-time = "2025-12-01T18:14:32.277Z" },
 ]
 
 [[package]]
@@ -5665,34 +5691,35 @@ wheels = [
 
 [[package]]
 name = "pyclipper"
-version = "1.3.0.post6"
+version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/4a/b2/550fe500e49c464d73fabcb8cb04d47e4885d6ca4cfc1f5b0a125a95b19a/pyclipper-1.3.0.post6.tar.gz", hash = "sha256:42bff0102fa7a7f2abdd795a2594654d62b786d0c6cd67b72d469114fdeb608c", size = 165909, upload-time = "2024-10-18T12:23:09.069Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f6/21/3c06205bb407e1f79b73b7b4dfb3950bd9537c4f625a68ab5cc41177f5bc/pyclipper-1.4.0.tar.gz", hash = "sha256:9882bd889f27da78add4dd6f881d25697efc740bf840274e749988d25496c8e1", size = 54489, upload-time = "2025-12-01T13:15:35.015Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b5/34/0dca299fe41e9a92e78735502fed5238a4ac734755e624488df9b2eeec46/pyclipper-1.3.0.post6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fa0f5e78cfa8262277bb3d0225537b3c2a90ef68fd90a229d5d24cf49955dcf4", size = 269504, upload-time = "2024-10-18T12:21:55.735Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/5b/81528b08134b3c2abdfae821e1eff975c0703802d41974b02dfb2e101c55/pyclipper-1.3.0.post6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a01f182d8938c1dc515e8508ed2442f7eebd2c25c7d5cb29281f583c1a8008a4", size = 142599, upload-time = "2024-10-18T12:21:57.401Z" },
-    { url = "https://files.pythonhosted.org/packages/84/a4/3e304f6c0d000382cd54d4a1e5f0d8fc28e1ae97413a2ec1016a7b840319/pyclipper-1.3.0.post6-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:640f20975727994d4abacd07396f564e9e5665ba5cb66ceb36b300c281f84fa4", size = 912209, upload-time = "2024-10-18T12:21:59.408Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/6a/28ec55cc3f972368b211fca017e081cf5a71009d1b8ec3559767cda5b289/pyclipper-1.3.0.post6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a63002f6bb0f1efa87c0b81634cbb571066f237067e23707dabf746306c92ba5", size = 929511, upload-time = "2024-10-18T12:22:01.454Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/56/c326f3454c5f30a31f58a5c3154d891fce58ad73ccbf1d3f4aacfcbd344d/pyclipper-1.3.0.post6-cp310-cp310-win32.whl", hash = "sha256:106b8622cd9fb07d80cbf9b1d752334c55839203bae962376a8c59087788af26", size = 100126, upload-time = "2024-10-18T12:22:02.83Z" },
-    { url = "https://files.pythonhosted.org/packages/f8/e6/f8239af6346848b20a3448c554782fe59298ab06c1d040490242dc7e3c26/pyclipper-1.3.0.post6-cp310-cp310-win_amd64.whl", hash = "sha256:9699e98862dadefd0bea2360c31fa61ca553c660cbf6fb44993acde1b959f58f", size = 110470, upload-time = "2024-10-18T12:22:04.411Z" },
-    { url = "https://files.pythonhosted.org/packages/50/a9/66ca5f252dcac93ca076698591b838ba17f9729591edf4b74fef7fbe1414/pyclipper-1.3.0.post6-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:c4247e7c44b34c87acbf38f99d48fb1acaf5da4a2cf4dcd601a9b24d431be4ef", size = 270930, upload-time = "2024-10-18T12:22:06.066Z" },
-    { url = "https://files.pythonhosted.org/packages/59/fe/2ab5818b3504e179086e54a37ecc245525d069267b8c31b18ec3d0830cbf/pyclipper-1.3.0.post6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:851b3e58106c62a5534a1201295fe20c21714dee2eda68081b37ddb0367e6caa", size = 143411, upload-time = "2024-10-18T12:22:07.598Z" },
-    { url = "https://files.pythonhosted.org/packages/09/f7/b58794f643e033a6d14da7c70f517315c3072f3c5fccdf4232fa8c8090c1/pyclipper-1.3.0.post6-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:16cc1705a915896d2aff52131c427df02265631279eac849ebda766432714cc0", size = 951754, upload-time = "2024-10-18T12:22:08.966Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/77/846a21957cd4ed266c36705ee340beaa923eb57d2bba013cfd7a5c417cfd/pyclipper-1.3.0.post6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ace1f0753cf71c5c5f6488b8feef5dd0fa8b976ad86b24bb51f708f513df4aac", size = 969608, upload-time = "2024-10-18T12:22:10.321Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/2b/580703daa6606d160caf596522d4cfdf62ae619b062a7ce6f905821a57e8/pyclipper-1.3.0.post6-cp311-cp311-win32.whl", hash = "sha256:dbc828641667142751b1127fd5c4291663490cf05689c85be4c5bcc89aaa236a", size = 100227, upload-time = "2024-10-18T12:22:11.991Z" },
-    { url = "https://files.pythonhosted.org/packages/17/4b/a4cda18e8556d913ff75052585eb0d658500596b5f97fe8401d05123d47b/pyclipper-1.3.0.post6-cp311-cp311-win_amd64.whl", hash = "sha256:1c03f1ae43b18ee07730c3c774cc3cf88a10c12a4b097239b33365ec24a0a14a", size = 110442, upload-time = "2024-10-18T12:22:13.121Z" },
-    { url = "https://files.pythonhosted.org/packages/fc/c8/197d9a1d8354922d24d11d22fb2e0cc1ebc182f8a30496b7ddbe89467ce1/pyclipper-1.3.0.post6-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:6363b9d79ba1b5d8f32d1623e797c1e9f994600943402e68d5266067bdde173e", size = 270487, upload-time = "2024-10-18T12:22:14.852Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/8e/eb14eadf054494ad81446e21c4ea163b941747610b0eb9051644395f567e/pyclipper-1.3.0.post6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:32cd7fb9c1c893eb87f82a072dbb5e26224ea7cebbad9dc306d67e1ac62dd229", size = 143469, upload-time = "2024-10-18T12:22:16.109Z" },
-    { url = "https://files.pythonhosted.org/packages/cf/e5/6c4a8df6e904c133bb4c5309d211d31c751db60cbd36a7250c02b05494a1/pyclipper-1.3.0.post6-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e3aab10e3c10ed8fa60c608fb87c040089b83325c937f98f06450cf9fcfdaf1d", size = 944206, upload-time = "2024-10-18T12:22:17.216Z" },
-    { url = "https://files.pythonhosted.org/packages/76/65/cb014acc41cd5bf6bbfa4671c7faffffb9cee01706642c2dec70c5209ac8/pyclipper-1.3.0.post6-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58eae2ff92a8cae1331568df076c4c5775bf946afab0068b217f0cf8e188eb3c", size = 963797, upload-time = "2024-10-18T12:22:18.881Z" },
-    { url = "https://files.pythonhosted.org/packages/80/ec/b40cd81ab7598984167508a5369a2fa31a09fe3b3e3d0b73aa50e06d4b3f/pyclipper-1.3.0.post6-cp312-cp312-win32.whl", hash = "sha256:793b0aa54b914257aa7dc76b793dd4dcfb3c84011d48df7e41ba02b571616eaf", size = 99456, upload-time = "2024-10-18T12:22:20.084Z" },
-    { url = "https://files.pythonhosted.org/packages/24/3a/7d6292e3c94fb6b872d8d7e80d909dc527ee6b0af73b753c63fdde65a7da/pyclipper-1.3.0.post6-cp312-cp312-win_amd64.whl", hash = "sha256:d3f9da96f83b8892504923beb21a481cd4516c19be1d39eb57a92ef1c9a29548", size = 110278, upload-time = "2024-10-18T12:22:21.178Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/b3/75232906bd13f869600d23bdb8fe6903cc899fa7e96981ae4c9b7d9c409e/pyclipper-1.3.0.post6-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:f129284d2c7bcd213d11c0f35e1ae506a1144ce4954e9d1734d63b120b0a1b58", size = 268254, upload-time = "2024-10-18T12:22:22.272Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/db/35843050a3dd7586781497a21ca6c8d48111afb66061cb40c3d3c288596d/pyclipper-1.3.0.post6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:188fbfd1d30d02247f92c25ce856f5f3c75d841251f43367dbcf10935bc48f38", size = 142204, upload-time = "2024-10-18T12:22:24.315Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/d7/1faa0ff35caa02cb32cb0583688cded3f38788f33e02bfe6461fbcc1bee1/pyclipper-1.3.0.post6-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d6d129d0c2587f2f5904d201a4021f859afbb45fada4261c9fdedb2205b09d23", size = 943835, upload-time = "2024-10-18T12:22:26.233Z" },
-    { url = "https://files.pythonhosted.org/packages/31/10/c0bf140bee2844e2c0617fdcc8a4e8daf98e71710046b06034e6f1963404/pyclipper-1.3.0.post6-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5c9c80b5c46eef38ba3f12dd818dc87f5f2a0853ba914b6f91b133232315f526", size = 962510, upload-time = "2024-10-18T12:22:27.573Z" },
-    { url = "https://files.pythonhosted.org/packages/85/6f/8c6afc49b51b1bf16d5903ecd5aee657cf88f52c83cb5fabf771deeba728/pyclipper-1.3.0.post6-cp313-cp313-win32.whl", hash = "sha256:b15113ec4fc423b58e9ae80aa95cf5a0802f02d8f02a98a46af3d7d66ff0cc0e", size = 98836, upload-time = "2024-10-18T12:22:29.157Z" },
-    { url = "https://files.pythonhosted.org/packages/d5/19/9ff4551b42f2068686c50c0d199072fa67aee57fc5cf86770cacf71efda3/pyclipper-1.3.0.post6-cp313-cp313-win_amd64.whl", hash = "sha256:e5ff68fa770ac654c7974fc78792978796f068bd274e95930c0691c31e192889", size = 109672, upload-time = "2024-10-18T12:22:30.411Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/9f/a10173d32ecc2ce19a04d018163f3ca22a04c0c6ad03b464dcd32f9152a8/pyclipper-1.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:bafad70d2679c187120e8c44e1f9a8b06150bad8c0aecf612ad7dfbfa9510f73", size = 264510, upload-time = "2025-12-01T13:14:46.551Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/c2/5490ddc4a1f7ceeaa0258f4266397e720c02db515b2ca5bc69b85676f697/pyclipper-1.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0b74a9dd44b22a7fd35d65fb1ceeba57f3817f34a97a28c3255556362e491447", size = 139498, upload-time = "2025-12-01T13:14:48.31Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/0a/bea9102d1d75634b1a5702b0e92982451a1eafca73c4845d3dbe27eba13d/pyclipper-1.4.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:0a4d2736fb3c42e8eb1d38bf27a720d1015526c11e476bded55138a977c17d9d", size = 970974, upload-time = "2025-12-01T13:14:49.799Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/1b/097f8776d5b3a10eb7b443b632221f4ed825d892e79e05682f4b10a1a59c/pyclipper-1.4.0-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b3b3630051b53ad2564cb079e088b112dd576e3d91038338ad1cc7915e0f14dc", size = 943315, upload-time = "2025-12-01T13:14:51.266Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/4d/17d6a3f1abf0f368d58f2309e80ee3761afb1fd1342f7780ab32ba4f0b1d/pyclipper-1.4.0-cp310-cp310-win32.whl", hash = "sha256:8d42b07a2f6cfe2d9b87daf345443583f00a14e856927782fde52f3a255e305a", size = 95286, upload-time = "2025-12-01T13:14:52.922Z" },
+    { url = "https://files.pythonhosted.org/packages/53/ca/b30138427ed122ec9b47980b943164974a2ec606fa3f71597033b9a9f9a6/pyclipper-1.4.0-cp310-cp310-win_amd64.whl", hash = "sha256:6a97b961f182b92d899ca88c1bb3632faea2e00ce18d07c5f789666ebb021ca4", size = 104227, upload-time = "2025-12-01T13:14:54.013Z" },
+    { url = "https://files.pythonhosted.org/packages/de/e3/64cf7794319b088c288706087141e53ac259c7959728303276d18adc665d/pyclipper-1.4.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:adcb7ca33c5bdc33cd775e8b3eadad54873c802a6d909067a57348bcb96e7a2d", size = 264281, upload-time = "2025-12-01T13:14:55.47Z" },
+    { url = "https://files.pythonhosted.org/packages/34/cd/44ec0da0306fa4231e76f1c2cb1fa394d7bde8db490a2b24d55b39865f69/pyclipper-1.4.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:fd24849d2b94ec749ceac7c34c9f01010d23b6e9d9216cf2238b8481160e703d", size = 139426, upload-time = "2025-12-01T13:14:56.683Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/88/d8f6c6763ea622fe35e19c75d8b39ed6c55191ddc82d65e06bc46b26cb8e/pyclipper-1.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1b6c8d75ba20c6433c9ea8f1a0feb7e4d3ac06a09ad1fd6d571afc1ddf89b869", size = 989649, upload-time = "2025-12-01T13:14:58.28Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/e9/ea7d68c8c4af3842d6515bedcf06418610ad75f111e64c92c1d4785a1513/pyclipper-1.4.0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:58e29d7443d7cc0e83ee9daf43927730386629786d00c63b04fe3b53ac01462c", size = 962842, upload-time = "2025-12-01T13:15:00.044Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/b7/0b4a272d8726e51ab05e2b933d8cc47f29757fb8212e38b619e170e6015c/pyclipper-1.4.0-cp311-cp311-win32.whl", hash = "sha256:a8d2b5fb75ebe57e21ce61e79a9131edec2622ff23cc665e4d1d1f201bc1a801", size = 95098, upload-time = "2025-12-01T13:15:01.359Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/76/4901de2919198bb2bd3d989f86d4a1dff363962425bb2d63e24e6c990042/pyclipper-1.4.0-cp311-cp311-win_amd64.whl", hash = "sha256:e9b973467d9c5fa9bc30bb6ac95f9f4d7c3d9fc25f6cf2d1cc972088e5955c01", size = 104362, upload-time = "2025-12-01T13:15:02.439Z" },
+    { url = "https://files.pythonhosted.org/packages/90/1b/7a07b68e0842324d46c03e512d8eefa9cb92ba2a792b3b4ebf939dafcac3/pyclipper-1.4.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:222ac96c8b8281b53d695b9c4fedc674f56d6d4320ad23f1bdbd168f4e316140", size = 265676, upload-time = "2025-12-01T13:15:04.15Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/dd/8bd622521c05d04963420ae6664093f154343ed044c53ea260a310c8bb4d/pyclipper-1.4.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:f3672dbafbb458f1b96e1ee3e610d174acb5ace5bd2ed5d1252603bb797f2fc6", size = 140458, upload-time = "2025-12-01T13:15:05.76Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/06/6e3e241882bf7d6ab23d9c69ba4e85f1ec47397cbbeee948a16cf75e21ed/pyclipper-1.4.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d1f807e2b4760a8e5c6d6b4e8c1d71ef52b7fe1946ff088f4fa41e16a881a5ca", size = 978235, upload-time = "2025-12-01T13:15:06.993Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/f4/3418c1cd5eea640a9fa2501d4bc0b3655fa8d40145d1a4f484b987990a75/pyclipper-1.4.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ce1f83c9a4e10ea3de1959f0ae79e9a5bd41346dff648fee6228ba9eaf8b3872", size = 961388, upload-time = "2025-12-01T13:15:08.467Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/94/c85401d24be634af529c962dd5d781f3cb62a67cd769534df2cb3feee97a/pyclipper-1.4.0-cp312-cp312-win32.whl", hash = "sha256:3ef44b64666ebf1cb521a08a60c3e639d21b8c50bfbe846ba7c52a0415e936f4", size = 95169, upload-time = "2025-12-01T13:15:10.098Z" },
+    { url = "https://files.pythonhosted.org/packages/97/77/dfea08e3b230b82ee22543c30c35d33d42f846a77f96caf7c504dd54fab1/pyclipper-1.4.0-cp312-cp312-win_amd64.whl", hash = "sha256:d1e5498d883b706a4ce636247f0d830c6eb34a25b843a1b78e2c969754ca9037", size = 104619, upload-time = "2025-12-01T13:15:11.592Z" },
+    { url = "https://files.pythonhosted.org/packages/67/d0/cbce7d47de1e6458f66a4d999b091640134deb8f2c7351eab993b70d2e10/pyclipper-1.4.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:d49df13cbb2627ccb13a1046f3ea6ebf7177b5504ec61bdef87d6a704046fd6e", size = 264342, upload-time = "2025-12-01T13:15:12.697Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/cc/742b9d69d96c58ac156947e1b56d0f81cbacbccf869e2ac7229f2f86dc4e/pyclipper-1.4.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:37bfec361e174110cdddffd5ecd070a8064015c99383d95eb692c253951eee8a", size = 139839, upload-time = "2025-12-01T13:15:13.911Z" },
+    { url = "https://files.pythonhosted.org/packages/db/48/dd301d62c1529efdd721b47b9e5fb52120fcdac5f4d3405cfc0d2f391414/pyclipper-1.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:14c8bdb5a72004b721c4e6f448d2c2262d74a7f0c9e3076aeff41e564a92389f", size = 972142, upload-time = "2025-12-01T13:15:15.477Z" },
+    { url = "https://files.pythonhosted.org/packages/07/bf/d493fd1b33bb090fa64e28c1009374d5d72fa705f9331cd56517c35e381e/pyclipper-1.4.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f2a50c22c3a78cb4e48347ecf06930f61ce98cf9252f2e292aa025471e9d75b1", size = 952789, upload-time = "2025-12-01T13:15:17.042Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/88/b95ea8ea21ddca34aa14b123226a81526dd2faaa993f9aabd3ed21231604/pyclipper-1.4.0-cp313-cp313-win32.whl", hash = "sha256:c9a3faa416ff536cee93417a72bfb690d9dea136dc39a39dbbe1e5dadf108c9c", size = 94817, upload-time = "2025-12-01T13:15:18.724Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/42/0a1920d276a0e1ca21dc0d13ee9e3ba10a9a8aa3abac76cd5e5a9f503306/pyclipper-1.4.0-cp313-cp313-win_amd64.whl", hash = "sha256:d4b2d7c41086f1927d14947c563dfc7beed2f6c0d9af13c42fe3dcdc20d35832", size = 104007, upload-time = "2025-12-01T13:15:19.763Z" },
+    { url = "https://files.pythonhosted.org/packages/18/59/81050abdc9e5b90ffc2c765738c5e40e9abd8e44864aaa737b600f16c562/pyclipper-1.4.0-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:98b2a40f98e1fc1b29e8a6094072e7e0c7dfe901e573bf6cfc6eb7ce84a7ae87", size = 126495, upload-time = "2025-12-01T13:15:33.743Z" },
 ]
 
 [[package]]
@@ -6632,6 +6659,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/51/80/2164fa1e863ad52cc8d870855fba0fbb51edd943edffd516d54b5f6f8ff8/ratelimiter-1.2.0.post0-py3-none-any.whl", hash = "sha256:a52be07bc0bb0b3674b4b304550f10c769bbb00fead3072e035904474259809f", size = 6642, upload-time = "2017-12-12T00:33:37.505Z" },
 ]
 
+[[package]]
+name = "redis"
+version = "7.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "async-timeout", marker = "python_full_version < '3.11.3'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/43/c8/983d5c6579a411d8a99bc5823cc5712768859b5ce2c8afe1a65b37832c81/redis-7.1.0.tar.gz", hash = "sha256:b1cc3cfa5a2cb9c2ab3ba700864fb0ad75617b41f01352ce5779dabf6d5f9c3c", size = 4796669, upload-time = "2025-11-19T15:54:39.961Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/89/f0/8956f8a86b20d7bb9d6ac0187cf4cd54d8065bc9a1a09eb8011d4d326596/redis-7.1.0-py3-none-any.whl", hash = "sha256:23c52b208f92b56103e17c5d06bdc1a6c2c0b3106583985a76a18f83b265de2b", size = 354159, upload-time = "2025-11-19T15:54:38.064Z" },
+]
+
 [[package]]
 name = "referencing"
 version = "0.37.0"
@@ -7360,7 +7399,7 @@ wheels = [
 
 [[package]]
 name = "singlestoredb"
-version = "1.16.3"
+version = "1.16.4"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version >= '3.13' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
@@ -7388,14 +7427,14 @@ dependencies = [
     { name = "requests", marker = "python_full_version >= '3.11'" },
     { name = "sqlparams", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/65/11/62db8b288dc561afafde5cd74b124dd3ea9aad22f1ae149b63fe5cf1fa87/singlestoredb-1.16.3.tar.gz", hash = "sha256:3f9543212f4896eef2b24fa7a5e7d264ce31241c0338d855be14fa54ed0b505b", size = 370677, upload-time = "2025-11-20T21:41:17.342Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ae/63/51ad2f6a082b54da23c60f1659e43111b613857581d41da31cb6ca8c77c0/singlestoredb-1.16.4.tar.gz", hash = "sha256:4a4b77ddbb9b98f1cc2e38e06cb6b75d24bf04ab4e6ba54af7f0832844598e5b", size = 371191, upload-time = "2025-12-01T19:00:07.552Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/69/e8/728ae0f20a401310375e8dd67aa7fbe9a3de5b7a97c0a9b2acefe495718f/singlestoredb-1.16.3-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:a44c448557fa68828c47d9184dd065f6604dd1adc76cb6025cd27c8199465cde", size = 475150, upload-time = "2025-11-20T21:41:09.345Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/51/04055a7368dbfb62032fa304f2ede869e29af2cc566b679d4037ca629d5d/singlestoredb-1.16.3-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c00f4135026da3a7db455f5d8e4d37cd49538e15aeeefe5ee18e13a38f7c4f8e", size = 926413, upload-time = "2025-11-20T21:41:11.162Z" },
-    { url = "https://files.pythonhosted.org/packages/53/8f/9d8542c9ece94cbdf1b270912c8801bfb627cd0b33fb105d93fa43063e12/singlestoredb-1.16.3-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:27f76f49dda637fa4f53187fa04328fff1f4d89cd93972301a6d78b4bed2bb45", size = 927251, upload-time = "2025-11-20T21:41:12.744Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/d6/390610eab931d2afb52fdecae4b9ea5495b9722e99e9318c1912b494a164/singlestoredb-1.16.3-cp38-abi3-win32.whl", hash = "sha256:4d8d02ba6d4fc30f5eb3f7df1f257f02f00933eef50cd3356b319f2fb59df766", size = 451662, upload-time = "2025-11-20T21:41:13.921Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/bf/e9d51b0f781886df113ba02d62bda31ca80dd58c72bbeeebccd2421f85bb/singlestoredb-1.16.3-cp38-abi3-win_amd64.whl", hash = "sha256:1c0eacca443b40fb338c6abdd1be6f8b75ab25961803d8f4829575b1c4c068f6", size = 450162, upload-time = "2025-11-20T21:41:14.952Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/e2/ae9a3295ccbb0002a6fd8786cc64500137583ca55c4bca8a444d52cd38ac/singlestoredb-1.16.3-py3-none-any.whl", hash = "sha256:48c85a8fb77e8e3d78d9ff8155275d5857b3204ed1411d6508a87ff812027cb3", size = 418263, upload-time = "2025-11-20T21:41:15.944Z" },
+    { url = "https://files.pythonhosted.org/packages/af/11/2e1e6a0fca0831d0c068f8b52711cbbe2cc2f385868074d0bb2784d0918f/singlestoredb-1.16.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:f8c981c2cb9d6812430bf7d7b17738471f2b732fc57a48cad727181a9252dc36", size = 476084, upload-time = "2025-12-01T19:00:00.247Z" },
+    { url = "https://files.pythonhosted.org/packages/07/10/68fbb35bbf1ff3dc6237e94eb3127a9ccc5c4edb300c80295b82f359336c/singlestoredb-1.16.4-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:69e957cc8edf8426ad6b36a6b0f7c3fa1d31c87208e2cc532a59f87b70641af2", size = 928305, upload-time = "2025-12-01T19:00:02.018Z" },
+    { url = "https://files.pythonhosted.org/packages/66/17/a1c634b8bf1b844bd57e84d2829f8eb6b4a5cc5ef03987f43d40c94d233a/singlestoredb-1.16.4-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f9d4039d415c870770843a22733819df924057a7d7b14c78d50e6719b5b5dc8", size = 929145, upload-time = "2025-12-01T19:00:03.048Z" },
+    { url = "https://files.pythonhosted.org/packages/87/a3/5a6790b58ae7a036289274eb11970f9a684dbce6002b2794874425b4dc91/singlestoredb-1.16.4-cp38-abi3-win32.whl", hash = "sha256:9d338a47231a13d566a95044c7d3368ee8fb3bf7d600979fd5ad9d0156a8f590", size = 452600, upload-time = "2025-12-01T19:00:04.053Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/1f/8b9c48acc142a1c32d0ba2d1b85bb1aeea925ace5c7a4322640d58d16931/singlestoredb-1.16.4-cp38-abi3-win_amd64.whl", hash = "sha256:76cdbedd692ad9e29120f40a27217aae276d0bc1494470eda0eeace89fc3caa4", size = 451102, upload-time = "2025-12-01T19:00:05.282Z" },
+    { url = "https://files.pythonhosted.org/packages/88/0d/5de56ad00af48328d341b938ef9cf815ef4d104bff5eaba24cc4d6cbc5e5/singlestoredb-1.16.4-py3-none-any.whl", hash = "sha256:b54d7759984aee13c15f24f565054142fd5d026faa366942441e3d6e2a079fb2", size = 419201, upload-time = "2025-12-01T19:00:06.591Z" },
 ]
 
 [[package]]
@@ -8498,28 +8537,28 @@ socks = [
 
 [[package]]
 name = "uv"
-version = "0.9.13"
+version = "0.9.14"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f2/10/ad3dc22d0cabe7c335a1d7fc079ceda73236c0984da8d8446de3d2d30c9b/uv-0.9.13.tar.gz", hash = "sha256:105a6f4ff91480425d1b61917e89ac5635b8e58a79267e2be103338ab448ccd6", size = 3761269, upload-time = "2025-11-26T16:17:30.036Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/93/77/36977111f1a7a6625ba432959958d284124d5cda678b703b77f1e1c8e8b8/uv-0.9.14.tar.gz", hash = "sha256:e62ae030bb607abe9c2d6d2569c696804fa668a3b176d7cce20cfa1c66012855", size = 3766833, upload-time = "2025-12-01T17:22:51.155Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/6a/ae/94ec7111b006bc7212bf727907a35510a37928c15302ecc3757cfd7d6d7f/uv-0.9.13-py3-none-linux_armv6l.whl", hash = "sha256:7be41bdeb82c246f8ef1421cf4d1dd6ab3e5f46e4235eb22c8f5bf095debc069", size = 20830010, upload-time = "2025-11-26T16:17:13.147Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/53/5eb0eb0ca7ed41c10447d6c859b4d81efc5b76de14d01fd900af7d7bd1be/uv-0.9.13-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:1d4c624bb2b81f885b7182d99ebdd5c2842219d2ac355626a4a2b6c1e3e6f8c1", size = 19961915, upload-time = "2025-11-26T16:17:15.587Z" },
-    { url = "https://files.pythonhosted.org/packages/a3/d1/0f0c8dc2125709a8e072b73e5e89da9f016d492ca88b909b23b3006c2b51/uv-0.9.13-py3-none-macosx_11_0_arm64.whl", hash = "sha256:318d0b9a39fa26f95a428a551d44cbefdfd58178954a831669248a42f39d3c75", size = 18426731, upload-time = "2025-11-26T16:17:31.855Z" },
-    { url = "https://files.pythonhosted.org/packages/36/ee/f9db8cb69d584b8326b3e0e60e5a639469cdebac76e7f4ff5ba7c2c6fe6c/uv-0.9.13-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:6a641ed7bcc8d317d22a7cb1ad0dfa41078c8e392f6f9248b11451abff0ccf50", size = 20315156, upload-time = "2025-11-26T16:17:08.125Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/49/045bbfe264fc1add3e238e0e11dec62725c931946dbcda3780d15ca3591b/uv-0.9.13-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e797ae9d283ee129f33157d84742607547939ca243d7a8c17710dc857a7808bd", size = 20430487, upload-time = "2025-11-26T16:17:28.143Z" },
-    { url = "https://files.pythonhosted.org/packages/ff/c0/18a14dbaedfd2492de5cca50b46a238d5199e9f0291f027f63a03f2ebdd4/uv-0.9.13-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:48fa9cf568c481c150f957a2f9285d1c3ad2c1d50c904b03bcebd5c9669c5668", size = 21378284, upload-time = "2025-11-26T16:16:48.696Z" },
-    { url = "https://files.pythonhosted.org/packages/08/04/d0fc5fb25e3f90740913b1c028e1556515e4e1fea91e1f58e7c18c1712a3/uv-0.9.13-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:a66817a416c1c79303fd5e40c319ed9c8e59b46fb04cf3eac4447e95b9ec8763", size = 23016232, upload-time = "2025-11-26T16:16:46.149Z" },
-    { url = "https://files.pythonhosted.org/packages/e4/bc/cef461a47cddeb99c2a3b31f3946d38cbca7923b0f2fb6666756ba63a84a/uv-0.9.13-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:05eb7e941c54666e8c52519a79ff46d15b5206967645652d3dfb2901fd982493", size = 22657140, upload-time = "2025-11-26T16:17:03.026Z" },
-    { url = "https://files.pythonhosted.org/packages/39/0f/5c9de65279480b1922c51aae409bbfa1d90ff108f8b81688022499f2c3e2/uv-0.9.13-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4fe5ac5b0a98a876da8f4c08e03217589a89ea96883cfdc9c4b397bf381ef7b9", size = 21644453, upload-time = "2025-11-26T16:16:43.228Z" },
-    { url = "https://files.pythonhosted.org/packages/da/e5/148ab5edb339f5833d04f0bcb8380a53e8b19bd5f091ae67222ed188b393/uv-0.9.13-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6627d0abbaf58f9ff6e07e3f8522d65421230969aa2d7b10421339f0cb30dec4", size = 21655007, upload-time = "2025-11-26T16:16:51.36Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/d8/a77587e4608af6efc5a72d3a937573eb5d08052550a3f248821b50898626/uv-0.9.13-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:6cca7671efacf6e2950eb86273ecce4a9a3f8bfa6ac04e8a17be9499bb3bb882", size = 20448163, upload-time = "2025-11-26T16:16:53.768Z" },
-    { url = "https://files.pythonhosted.org/packages/81/ad/e3bb28d175f22edf1779a81b76910e842dcde012859556b28e9f4b630f26/uv-0.9.13-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:2e00a4f8404000e86074d7d2fe5734078126a65aefed1e9a39f10c390c4c15dc", size = 21477072, upload-time = "2025-11-26T16:16:56.908Z" },
-    { url = "https://files.pythonhosted.org/packages/32/b6/9231365ab2495107a9e23aa36bb5400a4b697baaa0e5367f009072e88752/uv-0.9.13-py3-none-musllinux_1_1_armv7l.whl", hash = "sha256:3a4c16906e78f148c295a2e4f2414b843326a0f48ae68f7742149fd2d5dafbf7", size = 20421263, upload-time = "2025-11-26T16:17:10.552Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/83/d83eeee9cea21b9a9e053d4a2ec752a3b872e22116851317da04681cc27e/uv-0.9.13-py3-none-musllinux_1_1_i686.whl", hash = "sha256:f254cb60576a3ae17f8824381f0554120b46e2d31a1c06fc61432c55d976892d", size = 20855418, upload-time = "2025-11-26T16:17:05.552Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/88/70102f374cfbbb284c6fe385e35978bff25a70b8e6afa871886af8963595/uv-0.9.13-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:d50cea327b994786866b2d12c073097b9c8d883d42f0c0408b2d968492f571a4", size = 21871073, upload-time = "2025-11-26T16:17:00.213Z" },
-    { url = "https://files.pythonhosted.org/packages/01/05/00c90367db0c81379c9d2b1fb458a09a0704ecd89821c071cb0d8a917752/uv-0.9.13-py3-none-win32.whl", hash = "sha256:a80296b1feb61bac36aee23ea79be33cd9aa545236d0780fbffaac113a17a090", size = 19607949, upload-time = "2025-11-26T16:17:23.337Z" },
-    { url = "https://files.pythonhosted.org/packages/2f/e0/718b433acf811388e309936524be5786b8e0cc8ff23128f9cc29a34c075b/uv-0.9.13-py3-none-win_amd64.whl", hash = "sha256:5732cd0fe09365fa5ad2c0a2d0c007bb152a2aa3c48e79f570eec13fc235d59d", size = 21722341, upload-time = "2025-11-26T16:17:20.764Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/31/142457b7c9d5edcdd8d4853c740c397ec83e3688b69d0ef55da60f7ab5b5/uv-0.9.13-py3-none-win_arm64.whl", hash = "sha256:edfc3d53b6adefae766a67672e533d7282431f0deb2570186d1c3dd0d0e3c0a3", size = 20042030, upload-time = "2025-11-26T16:17:18.058Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/f8/05876ea28ef1edd4a4dbcd5c9e44daa7d056bad25b0f114305a49457baa7/uv-0.9.14-py3-none-linux_armv6l.whl", hash = "sha256:876d0cf2a92113e1237ef71a7dc21e2cc82ab0664f98004d61abeb05c944ffd2", size = 20844416, upload-time = "2025-12-01T17:22:42.25Z" },
+    { url = "https://files.pythonhosted.org/packages/67/c0/c88a40306b2d437704e25f19890da1f6f9b42cbe1695de0373e3ca1258d8/uv-0.9.14-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:e14853fb7781251f75cbb200fa2a81f2ac087a7f0647ee8699689198d6496f05", size = 19981109, upload-time = "2025-12-01T17:22:07.422Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/65/6ba20daba11fc88d41cb03fe903d8440618f6033fba511f34c7bd9df02ad/uv-0.9.14-py3-none-macosx_11_0_arm64.whl", hash = "sha256:dd90bc5e364a2fdc89499de9c1cffe9036b0318e54644b5664a9c395bb21bb29", size = 18469837, upload-time = "2025-12-01T17:22:19.014Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/a1/245dfacce0e2755b82b00dc5fbaea4a690e3fb7046a779c1fd719896f04b/uv-0.9.14-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:c086218fe1f3f88281d2f881bbeb5ada062eb4ea5d28292f352e45de38aa125a", size = 20347846, upload-time = "2025-12-01T17:22:35.144Z" },
+    { url = "https://files.pythonhosted.org/packages/03/0d/9314fd85e8ab574c9433b014d49fe233cd8e0ae38274cc5716a9f8291f5e/uv-0.9.14-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:6dc4d37a593e2843df96a32be4cdab682e7abb15552c967277ac29fe8e556cdb", size = 20441070, upload-time = "2025-12-01T17:22:46.793Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/e9/1eab4b0e3b7eb6823a927a86bf34e3e0086c6321d794da4fafc1e168373c/uv-0.9.14-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7770890958273fe5f6222857be0981e06808f531a2d28cc8da5907b3036fa7dd", size = 21636744, upload-time = "2025-12-01T17:22:28.272Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/ca/3a25e8bce4402d410bdbe5dc327eb9cf1e441f29cde73a7838816b23a14b/uv-0.9.14-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:2a1724160ab2429317ab7d340f95d34c93a4830fef7f2d952795754837fb2e2c", size = 23033527, upload-time = "2025-12-01T17:22:30.643Z" },
+    { url = "https://files.pythonhosted.org/packages/39/44/c3e3ac7e80de643aa34fc70661f668a121fb48cc515e0a263daaf24e92cb/uv-0.9.14-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:180496428c669244e6af4b4b05f3c450d7976367b4907312d609890a2ee03be5", size = 22666761, upload-time = "2025-12-01T17:22:13.771Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/c7/14eddd397d6333673b1dc15f4f13548afae191b3dbf5a40d25bbf12c2789/uv-0.9.14-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:144bad91b4c4efd7104e219beab4a238ccf560a87323128f0d6471b85c08915e", size = 21653308, upload-time = "2025-12-01T17:22:21.358Z" },
+    { url = "https://files.pythonhosted.org/packages/38/9e/0ddb21e94fc7fd67547e74aa0cbb042d57f52fe283f3d517d1a8c9e5df66/uv-0.9.14-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4b5a27f528af437d9cd7bd85905095f166d0c37bdf3404a8a900948068e03d6b", size = 21690920, upload-time = "2025-12-01T17:22:32.777Z" },
+    { url = "https://files.pythonhosted.org/packages/17/35/44a7aeafc1cc9b1ec55ab433bed0211c34ca77f230853735c6c8d8683783/uv-0.9.14-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:cbf18113f0e07898af804f6f4a9ef521eb181865a94b7d162431dcae5b55f8fa", size = 20467749, upload-time = "2025-12-01T17:22:11.23Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/f8/6b087904c897f2e96c69c9386fdefbd6c5fdeecab6624c5e972a0e31dd91/uv-0.9.14-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:18231f386e3f153e9560f535bd224b618f4990c4f417504f915fe95fc5513448", size = 21513786, upload-time = "2025-12-01T17:22:25.953Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/4b/1959897d40affc078eca5812db6bdef0a331e594e8907d336db2e90d0252/uv-0.9.14-py3-none-musllinux_1_1_armv7l.whl", hash = "sha256:e2cd3e885e4c30048f9c2c526bd340f6e082ca5fb6bf4516c90671a114746fc3", size = 20406081, upload-time = "2025-12-01T17:22:23.66Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/ce/e7e27f7891e38c98f5c83b3c8068c6265f5dc96c12924f2a0fc31b4eb7ac/uv-0.9.14-py3-none-musllinux_1_1_i686.whl", hash = "sha256:da227183ab9860832533e7f152a83d0d749f8d0156348b68f48773d42f690ff1", size = 20965537, upload-time = "2025-12-01T17:22:16.582Z" },
+    { url = "https://files.pythonhosted.org/packages/71/44/b9cdb4137338b33a419ff4aff70ac00df4a5a68e1b9bd21a59f96caf6c6f/uv-0.9.14-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:70a55f189b2d9ec035194c927f2c0b4f746b251e329a5dc8391ab6a41fe14e1a", size = 21919764, upload-time = "2025-12-01T17:22:37.369Z" },
+    { url = "https://files.pythonhosted.org/packages/66/57/2e294c6d758b48883434ad979e089cfe5ec87584ec7ffee005be359f6035/uv-0.9.14-py3-none-win32.whl", hash = "sha256:06923d5ee88b50dabb364c4fcc2a0de84e079b6a2fb6cc6ca318e74e979affed", size = 19742562, upload-time = "2025-12-01T17:22:49.106Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/2f/81d551db61228adb062ff29dec7634d82091e38f579d56ed27db40bd300e/uv-0.9.14-py3-none-win_amd64.whl", hash = "sha256:c0f18fd246726cdc194357aca50fd13153d719daecd765049f0ff4c2262143d3", size = 21655524, upload-time = "2025-12-01T17:22:39.643Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/91/deb722a8ddb076018aee02ab3bffcdda6f10b7ca96f72aeca06b5efaccec/uv-0.9.14-py3-none-win_arm64.whl", hash = "sha256:d974fcbec84aa7eb4ee1cc7e650a5b8973895a03f6d6f0c61b488e1d1b8179ea", size = 20121260, upload-time = "2025-12-01T17:22:44.502Z" },
 ]
 
 [[package]]
@@ -8722,7 +8761,7 @@ wheels = [
 
 [[package]]
 name = "weaviate-client"
-version = "4.18.1"
+version = "4.18.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "authlib" },
@@ -8733,9 +8772,9 @@ dependencies = [
     { name = "pydantic" },
     { name = "validators" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/7a/18/f37689c69984c426a5ae75a5fefa324654e0cd09be3a15d12b5aa16b4b85/weaviate_client-4.18.1.tar.gz", hash = "sha256:df682f7e91b51ac4428d85a092297203ab688a532851ac11f855a97ea85b7283", size = 780326, upload-time = "2025-11-21T12:31:21.629Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/39/cd/8f73f1f02c9690a35a9b9f06bd2b9be4295c5c5d9e0b19c5e8a1f83d0597/weaviate_client-4.18.2.tar.gz", hash = "sha256:f251e10b3a2eb8069958d6e15ab63d8fa41848b9eb98a6c18b0da1035a7def0b", size = 783301, upload-time = "2025-12-01T09:46:00.784Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/de/df/54c14564b96cfc71e41f73fc431fbbce2251374e55eb1d86010d36e811dd/weaviate_client-4.18.1-py3-none-any.whl", hash = "sha256:18929badab8b5c05b8464467029972aabccd19d0bad79624c0067abc2ca3c05e", size = 598077, upload-time = "2025-11-21T12:31:19.942Z" },
+    { url = "https://files.pythonhosted.org/packages/71/d9/73bf52e4a27b7769952bdf2e4ba01fe3124ad5fdd5257603c7d47779cf32/weaviate_client-4.18.2-py3-none-any.whl", hash = "sha256:4d5566abf9157a8a44c139f3be6ea375c92a992c5702f095dc447e2c2139b090", size = 599728, upload-time = "2025-12-01T09:45:59.608Z" },
 ]
 
 [[package]]