diff --git a/eval_protocol/adapters/langchain.py b/eval_protocol/adapters/langchain.py new file mode 100644 index 00000000..15c6cc90 --- /dev/null +++ b/eval_protocol/adapters/langchain.py @@ -0,0 +1,138 @@ +from __future__ import annotations + +import os +from typing import List + +from langchain_core.messages import AIMessage, BaseMessage, HumanMessage, ToolMessage + +from eval_protocol.models import Message + + +def _dbg_enabled() -> bool: + return os.getenv("EP_DEBUG_SERIALIZATION", "0").strip() == "1" + + +def _dbg_print(*args): + if _dbg_enabled(): + try: + print(*args) + except Exception: + pass + + +def serialize_lc_message_to_ep(msg: BaseMessage) -> Message: + _dbg_print( + "[EP-Ser] Input LC msg:", + type(msg).__name__, + { + "has_additional_kwargs": isinstance(getattr(msg, "additional_kwargs", None), dict), + "content_type": type(getattr(msg, "content", None)).__name__, + }, + ) + + if isinstance(msg, HumanMessage): + ep_msg = Message(role="user", content=str(msg.content)) + _dbg_print("[EP-Ser] -> EP Message:", {"role": ep_msg.role, "len": len(ep_msg.content or "")}) + return ep_msg + + if isinstance(msg, AIMessage): + content = "" + if isinstance(msg.content, str): + content = msg.content + elif isinstance(msg.content, list): + parts: List[str] = [] + for item in msg.content: + if isinstance(item, dict): + if item.get("type") == "text": + parts.append(str(item.get("text", ""))) + elif isinstance(item, str): + parts.append(item) + content = "\n".join(parts) + + tool_calls_payload = None + + def _normalize_tool_calls(tc_list: list) -> list[dict]: + mapped: List[dict] = [] + for call in tc_list: + if not isinstance(call, dict): + continue + try: + call_id = call.get("id") or "toolcall_0" + if isinstance(call.get("function"), dict): + fn = call["function"] + fn_name = fn.get("name") or call.get("name") or "tool" + fn_args = fn.get("arguments") + else: + fn_name = call.get("name") or "tool" + fn_args = call.get("arguments") if call.get("arguments") is not None else call.get("args") + if not isinstance(fn_args, str): + import json as _json + + fn_args = _json.dumps(fn_args or {}, ensure_ascii=False) + mapped.append( + { + "id": call_id, + "type": "function", + "function": {"name": fn_name, "arguments": fn_args}, + } + ) + except Exception: + continue + return mapped + + ak = getattr(msg, "additional_kwargs", None) + if isinstance(ak, dict): + tc = ak.get("tool_calls") + if isinstance(tc, list) and tc: + mapped = _normalize_tool_calls(tc) + if mapped: + tool_calls_payload = mapped + + if tool_calls_payload is None: + raw_attr_tc = getattr(msg, "tool_calls", None) + if isinstance(raw_attr_tc, list) and raw_attr_tc: + mapped = _normalize_tool_calls(raw_attr_tc) + if mapped: + tool_calls_payload = mapped + + # Extract reasoning/thinking parts into reasoning_content + reasoning_content = None + if isinstance(msg.content, list): + collected = [ + it.get("thinking", "") for it in msg.content if isinstance(it, dict) and it.get("type") == "thinking" + ] + if collected: + reasoning_content = "\n\n".join([s for s in collected if s]) or None + + ep_msg = Message( + role="assistant", content=content, tool_calls=tool_calls_payload, reasoning_content=reasoning_content + ) + _dbg_print( + "[EP-Ser] -> EP Message:", + { + "role": ep_msg.role, + "content_len": len(ep_msg.content or ""), + "tool_calls": len(ep_msg.tool_calls or []) if isinstance(ep_msg.tool_calls, list) else 0, + }, + ) + return ep_msg + + if isinstance(msg, ToolMessage): + tool_name = msg.name or "tool" + status = msg.status or "success" + content = str(msg.content) + tool_call_id = getattr(msg, "tool_call_id", None) + ep_msg = Message( + role="tool", + name=tool_name, + tool_call_id=tool_call_id, + content=f'<{tool_name} status="{status}">\n{content}\n', + ) + _dbg_print( + "[EP-Ser] -> EP Message:", {"role": ep_msg.role, "name": ep_msg.name, "has_id": bool(ep_msg.tool_call_id)} + ) + return ep_msg + + ep_msg = Message(role=getattr(msg, "type", "assistant"), content=str(getattr(msg, "content", ""))) + _dbg_print("[EP-Ser] -> EP Message (fallback):", {"role": ep_msg.role, "len": len(ep_msg.content or "")}) + return ep_msg diff --git a/eval_protocol/models.py b/eval_protocol/models.py index 97eb9041..76d5969f 100644 --- a/eval_protocol/models.py +++ b/eval_protocol/models.py @@ -230,6 +230,9 @@ class Message(BaseModel): content: Optional[Union[str, List[ChatCompletionContentPartTextParam]]] = Field( default="", description="The content of the message." ) + reasoning_content: Optional[str] = Field( + default=None, description="Optional hidden chain-of-thought or reasoning content." + ) name: Optional[str] = None tool_call_id: Optional[str] = None tool_calls: Optional[List[ChatCompletionMessageToolCall]] = None diff --git a/eval_protocol/pytest/__init__.py b/eval_protocol/pytest/__init__.py index 6be3093a..1204f7ea 100644 --- a/eval_protocol/pytest/__init__.py +++ b/eval_protocol/pytest/__init__.py @@ -3,6 +3,7 @@ from .default_mcp_gym_rollout_processor import MCPGymRolloutProcessor from .default_no_op_rollout_processor import NoOpRolloutProcessor from .default_single_turn_rollout_process import SingleTurnRolloutProcessor +from .default_langchain_rollout_processor import LangGraphRolloutProcessor from .evaluation_test import evaluation_test from .exception_config import ExceptionHandlerConfig, BackoffConfig, get_default_exception_handler_config from .rollout_processor import RolloutProcessor @@ -22,6 +23,7 @@ "MCPGymRolloutProcessor", "RolloutProcessor", "SingleTurnRolloutProcessor", + "LangGraphRolloutProcessor", "NoOpRolloutProcessor", "default_dataset_adapter", "RolloutProcessorConfig", diff --git a/eval_protocol/pytest/default_langchain_rollout_processor.py b/eval_protocol/pytest/default_langchain_rollout_processor.py new file mode 100644 index 00000000..f60c966a --- /dev/null +++ b/eval_protocol/pytest/default_langchain_rollout_processor.py @@ -0,0 +1,77 @@ +import asyncio +from typing import List + +from langchain_core.messages import BaseMessage + +from eval_protocol.models import EvaluationRow, Message +from eval_protocol.pytest.rollout_processor import RolloutProcessor +from eval_protocol.pytest.types import RolloutProcessorConfig + + +class LangGraphRolloutProcessor(RolloutProcessor): + """Generic rollout processor for LangChain agents. + + Accepts an async factory that returns a target to invoke. The target can be: + - An object with `.graph.ainvoke(payload)` (e.g., LangGraph compiled graph) + - An object with `.ainvoke(payload)` + - A callable that accepts `payload` and returns the result dict + """ + + def __init__(self, get_invoke_target): + self.get_invoke_target = get_invoke_target + + def __call__(self, rows: List[EvaluationRow], config: RolloutProcessorConfig): + tasks: List[asyncio.Task] = [] + + async def _process_row(row: EvaluationRow) -> EvaluationRow: + # Build LC messages from EP row + from langchain_core.messages import HumanMessage + + lm_messages: List[BaseMessage] = [] + if row.messages: + last_user = [m for m in row.messages if m.role == "user"] + if last_user: + lm_messages.append(HumanMessage(content=last_user[-1].content or "")) + if not lm_messages: + lm_messages = [HumanMessage(content="")] # minimal + + target = await self.get_invoke_target(config) + + # Resolve the appropriate async invoke function + if hasattr(target, "graph") and hasattr(target.graph, "ainvoke"): + invoke_fn = target.graph.ainvoke + elif hasattr(target, "ainvoke"): + invoke_fn = target.ainvoke + elif callable(target): + + async def _invoke_wrapper(payload): + return await target(payload) + + invoke_fn = _invoke_wrapper + else: + raise TypeError("Unsupported invoke target for LangGraphRolloutProcessor") + + result = await invoke_fn({"messages": lm_messages}) + result_messages: List[BaseMessage] = result.get("messages", []) + + def _serialize_message(msg: BaseMessage) -> Message: + # Prefer SDK-level serializer + try: + from eval_protocol.adapters.langchain import serialize_lc_message_to_ep as _ser + + return _ser(msg) + except Exception: + # Minimal fallback: best-effort string content only + content = getattr(msg, "content", "") + return Message(role=getattr(msg, "type", "assistant"), content=str(content)) + + row.messages = [_serialize_message(m) for m in result_messages] + return row + + for r in rows: + tasks.append(asyncio.create_task(_process_row(r))) + + return tasks + + def cleanup(self) -> None: + return None diff --git a/eval_protocol/pytest/default_single_turn_rollout_process.py b/eval_protocol/pytest/default_single_turn_rollout_process.py index f65f2b0e..161d8db9 100644 --- a/eval_protocol/pytest/default_single_turn_rollout_process.py +++ b/eval_protocol/pytest/default_single_turn_rollout_process.py @@ -5,7 +5,7 @@ from typing import List from litellm import acompletion -from openai.types.chat.chat_completion_message import ChatCompletionMessageToolCall +from typing import Dict from eval_protocol.dataset_logger import default_logger from eval_protocol.models import EvaluationRow, Message @@ -71,17 +71,34 @@ async def process_row(row: EvaluationRow) -> EvaluationRow: converted_tool_calls = None if tool_calls: - converted_tool_calls = [ - ChatCompletionMessageToolCall( - id=tool_call.id, - type=tool_call.type, - function={ - "name": tool_call.function.name, - "arguments": tool_call.function.arguments, - }, - ) - for tool_call in tool_calls - ] + converted_tool_calls = [] + for tool_call in tool_calls: + try: + converted_tool_calls.append( + { + "id": tool_call.id, + "type": tool_call.type, + "function": { + "name": tool_call.function.name, + "arguments": tool_call.function.arguments, + }, + } + ) + except Exception: + # best-effort: fallback to dict form + try: + converted_tool_calls.append( + { + "id": getattr(tool_call, "id", "toolcall_0"), + "type": getattr(tool_call, "type", "function"), + "function": { + "name": getattr(getattr(tool_call, "function", None), "name", "tool"), + "arguments": getattr(getattr(tool_call, "function", None), "arguments", "{}"), + }, + } + ) + except Exception: + pass messages = list(row.messages) + [ Message( diff --git a/eval_protocol/pytest/evaluation_test.py b/eval_protocol/pytest/evaluation_test.py index 32f01cc6..583fb29f 100644 --- a/eval_protocol/pytest/evaluation_test.py +++ b/eval_protocol/pytest/evaluation_test.py @@ -445,6 +445,24 @@ async def _collect_result(config, lst): # pyright: ignore[reportUnknownParamete ) else: r.eval_metadata.status = Status.eval_finished() + # Optional debug print for assistant/tool sequence + if os.getenv("EP_DEBUG_SERIALIZATION", "0").strip() == "1": + try: + preview = [ + { + "role": m.role, + "len": len(m.content or "") if isinstance(m.content, str) else None, + "tool_calls": len(m.tool_calls or []) + if hasattr(m, "tool_calls") and isinstance(m.tool_calls, list) + else 0, + "tool_call_id": getattr(m, "tool_call_id", None), + "name": getattr(m, "name", None), + } + for m in r.messages + ] + print("[EP-Log] Row messages:", preview) + except Exception: + pass active_logger.log(r) # if rollout_processor is McpGymRolloutProcessor, we execute runs sequentially since McpGym does not support concurrent runs diff --git a/pyproject.toml b/pyproject.toml index c92f528f..c9c20ba7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -22,7 +22,7 @@ dependencies = [ "dataclasses-json>=0.5.7", "uvicorn>=0.15.0", "python-dotenv>=0.19.0", - "openai==1.78.1", + "openai>=1.78.1", "aiosqlite", "aiohttp", "mcp>=1.9.2", @@ -71,7 +71,7 @@ dev = [ "types-PyYAML", "types-docker", "versioneer>=0.20", - "openai==1.78.1", + "openai>=1.78.1", "pre-commit", "e2b", "pytest-cov", diff --git a/uv.lock b/uv.lock index 2f053930..e265dcc7 100644 --- a/uv.lock +++ b/uv.lock @@ -1,5 +1,5 @@ version = 1 -revision = 2 +revision = 3 requires-python = ">=3.10" resolution-markers = [ "python_full_version >= '3.13'", @@ -1317,8 +1317,8 @@ requires-dist = [ { name = "loguru", specifier = ">=0.6.0" }, { name = "mcp", specifier = ">=1.9.2" }, { name = "omegaconf", specifier = ">=2.3.0" }, - { name = "openai", specifier = "==1.78.1" }, - { name = "openai", marker = "extra == 'dev'", specifier = "==1.78.1" }, + { name = "openai", specifier = ">=1.78.1" }, + { name = "openai", marker = "extra == 'dev'", specifier = ">=1.78.1" }, { name = "openevals", marker = "extra == 'openevals'", specifier = ">=0.1.0" }, { name = "pandas", specifier = ">=1.5.0" }, { name = "peewee", specifier = ">=3.18.2" }, diff --git a/vite-app/dist/assets/index-D04dO2VH.js b/vite-app/dist/assets/index-CfW2XE3N.js similarity index 88% rename from vite-app/dist/assets/index-D04dO2VH.js rename to vite-app/dist/assets/index-CfW2XE3N.js index 2eb5fda8..f4c6bbc0 100644 --- a/vite-app/dist/assets/index-D04dO2VH.js +++ b/vite-app/dist/assets/index-CfW2XE3N.js @@ -6,7 +6,7 @@ * * This source code is licensed under the MIT license found in the * LICENSE file in the root directory of this source tree. - */var hy;function OH(){if(hy)return Bl;hy=1;var e=Symbol.for("react.transitional.element"),t=Symbol.for("react.fragment");function A(n,i,s){var o=null;if(s!==void 0&&(o=""+s),i.key!==void 0&&(o=""+i.key),"key"in i){s={};for(var c in i)c!=="key"&&(s[c]=i[c])}else s=i;return i=s.ref,{$$typeof:e,type:n,key:o,ref:i!==void 0?i:null,props:s}}return 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Ge=!1,O1(r,a,l);Ge=(r.flags&131072)!==0}else Ge=!1,Pt&&(a.flags&1048576)!==0&&y0(a,Zc,a.index);switch(a.lanes=0,a.tag){case 16:t:{r=a.pendingProps;var f=a.elementType,g=f._init;if(f=g(f._payload),a.type=f,typeof f=="function")Zd(f)?(r=vs(f,r),a.tag=1,a=Kw(null,a,f,r,l)):(a.tag=0,a=Og(null,a,f,r,l));else{if(f!=null){if(g=f.$$typeof,g===H){a.tag=11,a=Mw(null,a,f,r,l);break t}else if(g===R){a.tag=14,a=Lw(null,a,f,r,l);break t}}throw a=ft(f)||f,Error(n(306,a,""))}}return a;case 0:return Og(r,a,a.type,a.pendingProps,l);case 1:return f=a.type,g=vs(f,a.pendingProps),Kw(r,a,f,g,l);case 3:t:{if(Kt(a,a.stateNode.containerInfo),r===null)throw Error(n(387));f=a.pendingProps;var B=a.memoizedState;g=B.element,og(r,a),Po(a,f,null,l);var y=a.memoizedState;if(f=y.cache,cr(a,ke,f),f!==B.cache&&Ag(a,[ke],l,!0),Vo(),f=y.element,B.isDehydrated)if(B={element:f,isDehydrated:!1,cache:y.cache},a.updateQueue.baseState=B,a.memoizedState=B,a.flags&256){a=zw(r,a,f,l);break t}else if(f!==g){g=un(Error(n(424)),a),Lo(g),a=zw(r,a,f,l);break t}else{switch(r=a.stateNode.containerInfo,r.nodeType){case 9:r=r.body;break;default:r=r.nodeName==="HTML"?r.ownerDocument.body:r}for(xe=Sn(r.firstChild),xA=a,Pt=!0,hs=null,Zn=!0,l=_w(a,null,f,l),a.child=l;l;)l.flags=l.flags&-3|4096,l=l.sibling}else{if(Mo(),f===g){a=Fi(r,a,l);break t}AA(r,a,f,l)}a=a.child}return a;case 26:return du(r,a),r===null?(l=Wb(a.type,null,a.pendingProps,null))?a.memoizedState=l:Pt||(l=a.type,r=a.pendingProps,f=Fu(lt.current).createElement(l),f[it]=a,f[Bt]=r,iA(f,l,r),Oe(f),a.stateNode=f):a.memoizedState=Wb(a.type,r.memoizedProps,a.pendingProps,r.memoizedState),null;case 27:return An(a),r===null&&Pt&&(f=a.stateNode=Xb(a.type,a.pendingProps,lt.current),xA=a,Zn=!0,g=xe,xr(a.type)?(vp=g,xe=Sn(f.firstChild)):xe=g),AA(r,a,a.pendingProps.children,l),du(r,a),r===null&&(a.flags|=4194304),a.child;case 5:return r===null&&Pt&&((g=f=xe)&&(f=sH(f,a.type,a.pendingProps,Zn),f!==null?(a.stateNode=f,xA=a,xe=Sn(f.firstChild),Zn=!1,g=!0):g=!1),g||ds(a)),An(a),g=a.type,B=a.pendingProps,y=r!==null?r.memoizedProps:null,f=B.children,gp(g,B)?f=null:y!==null&&gp(g,y)&&(a.flags|=32),a.memoizedState!==null&&(g=dg(r,a,_1,null,null,l),fl._currentValue=g),du(r,a),AA(r,a,f,l),a.child;case 6:return r===null&&Pt&&((r=l=xe)&&(l=aH(l,a.pendingProps,Zn),l!==null?(a.stateNode=l,xA=a,xe=null,r=!0):r=!1),r||ds(a)),null;case 13:return Vw(r,a,l);case 4:return Kt(a,a.stateNode.containerInfo),f=a.pendingProps,r===null?a.child=xa(a,null,f,l):AA(r,a,f,l),a.child;case 11:return Mw(r,a,a.type,a.pendingProps,l);case 7:return AA(r,a,a.pendingProps,l),a.child;case 8:return AA(r,a,a.pendingProps.children,l),a.child;case 12:return AA(r,a,a.pendingProps.children,l),a.child;case 10:return f=a.pendingProps,cr(a,a.type,f.value),AA(r,a,f.children,l),a.child;case 9:return g=a.type._context,f=a.pendingProps.children,ps(a),g=fA(g),f=f(g),a.flags|=1,AA(r,a,f,l),a.child;case 14:return Lw(r,a,a.type,a.pendingProps,l);case 15:return Rw(r,a,a.type,a.pendingProps,l);case 19:return jw(r,a,l);case 31:return f=a.pendingProps,l=a.mode,f={mode:f.mode,children:f.children},r===null?(l=gu(f,l),l.ref=a.ref,a.child=l,l.return=a,a=l):(l=yi(r.child,f),l.ref=a.ref,a.child=l,l.return=a,a=l),a;case 22:return Iw(r,a,l);case 24:return ps(a),f=fA(ke),r===null?(g=rg(),g===null&&(g=ae,B=ng(),g.pooledCache=B,B.refCount++,B!==null&&(g.pooledCacheLanes|=l),g=B),a.memoizedState={parent:f,cache:g},ag(a),cr(a,ke,g)):((r.lanes&l)!==0&&(og(r,a),Po(a,null,null,l),Vo()),g=r.memoizedState,B=a.memoizedState,g.parent!==f?(g={parent:f,cache:f},a.memoizedState=g,a.lanes===0&&(a.memoizedState=a.updateQueue.baseState=g),cr(a,ke,f)):(f=B.cache,cr(a,ke,f),f!==g.cache&&Ag(a,[ke],l,!0))),AA(r,a,a.pendingProps.children,l),a.child;case 29:throw a.pendingProps}throw Error(n(156,a.tag))}function Si(r){r.flags|=4}function Xw(r,a){if(a.type!=="stylesheet"||(a.state.loading&4)!==0)r.flags&=-16777217;else if(r.flags|=16777216,!ey(a)){if(a=gn.current,a!==null&&((Lt&4194048)===Lt?Yn!==null:(Lt&62914560)!==Lt&&(Lt&536870912)===0||a!==Yn))throw Ko=sg,S0;r.flags|=8192}}function pu(r,a){a!==null&&(r.flags|=4),r.flags&16384&&(a=r.tag!==22?mi():536870912,r.lanes|=a,Fa|=a)}function $o(r,a){if(!Pt)switch(r.tailMode){case"hidden":a=r.tail;for(var l=null;a!==null;)a.alternate!==null&&(l=a),a=a.sibling;l===null?r.tail=null:l.sibling=null;break;case"collapsed":l=r.tail;for(var f=null;l!==null;)l.alternate!==null&&(f=l),l=l.sibling;f===null?a||r.tail===null?r.tail=null:r.tail.sibling=null:f.sibling=null}}function ye(r){var a=r.alternate!==null&&r.alternate.child===r.child,l=0,f=0;if(a)for(var g=r.child;g!==null;)l|=g.lanes|g.childLanes,f|=g.subtreeFlags&65011712,f|=g.flags&65011712,g.return=r,g=g.sibling;else for(g=r.child;g!==null;)l|=g.lanes|g.childLanes,f|=g.subtreeFlags,f|=g.flags,g.return=r,g=g.sibling;return r.subtreeFlags|=f,r.childLanes=l,a}function T1(r,a,l){var f=a.pendingProps;switch(Jd(a),a.tag){case 31:case 16:case 15:case 0:case 11:case 7:case 8:case 12:case 9:case 14:return ye(a),null;case 1:return ye(a),null;case 3:return l=a.stateNode,f=null,r!==null&&(f=r.memoizedState.cache),a.memoizedState.cache!==f&&(a.flags|=2048),Qi(ke),Yt(),l.pendingContext&&(l.context=l.pendingContext,l.pendingContext=null),(r===null||r.child===null)&&(Do(a)?Si(a):r===null||r.memoizedState.isDehydrated&&(a.flags&256)===0||(a.flags|=1024,x0())),ye(a),null;case 26:return l=a.memoizedState,r===null?(Si(a),l!==null?(ye(a),Xw(a,l)):(ye(a),a.flags&=-16777217)):l?l!==r.memoizedState?(Si(a),ye(a),Xw(a,l)):(ye(a),a.flags&=-16777217):(r.memoizedProps!==f&&Si(a),ye(a),a.flags&=-16777217),null;case 27:Pe(a),l=lt.current;var g=a.type;if(r!==null&&a.stateNode!=null)r.memoizedProps!==f&&Si(a);else{if(!f){if(a.stateNode===null)throw Error(n(166));return ye(a),null}r=Y.current,Do(a)?C0(a):(r=Xb(g,f,l),a.stateNode=r,Si(a))}return ye(a),null;case 5:if(Pe(a),l=a.type,r!==null&&a.stateNode!=null)r.memoizedProps!==f&&Si(a);else{if(!f){if(a.stateNode===null)throw Error(n(166));return ye(a),null}if(r=Y.current,Do(a))C0(a);else{switch(g=Fu(lt.current),r){case 1:r=g.createElementNS("http://www.w3.org/2000/svg",l);break;case 2:r=g.createElementNS("http://www.w3.org/1998/Math/MathML",l);break;default:switch(l){case"svg":r=g.createElementNS("http://www.w3.org/2000/svg",l);break;case"math":r=g.createElementNS("http://www.w3.org/1998/Math/MathML",l);break;case"script":r=g.createElement("div"),r.innerHTML=" - + +
diff --git a/vite-app/src/components/MessageBubble.tsx b/vite-app/src/components/MessageBubble.tsx index 86425404..5981a860 100644 --- a/vite-app/src/components/MessageBubble.tsx +++ b/vite-app/src/components/MessageBubble.tsx @@ -13,6 +13,7 @@ export const MessageBubble = ({ message }: { message: Message }) => { const hasFunctionCall = message.function_call; // Get the message content as a string + const reasoning = (message as any).reasoning_content as string | undefined; const getMessageContent = () => { if (typeof message.content === "string") { return message.content; @@ -104,6 +105,17 @@ export const MessageBubble = ({ message }: { message: Message }) => { {isExpanded ? "Show less" : "Show more"} )} + {reasoning && reasoning.trim().length > 0 && ( +
+
+ Thinking: +
+
+ Show reasoning + 
{reasoning}
+
+
+ )} {hasToolCalls && message.tool_calls && (