From dd4803180c33f98b42a108cef92b8d01ce0d6f24 Mon Sep 17 00:00:00 2001
From: Gabriel Almeida <gabriel@logspace.ai>
Date: Fri, 5 May 2023 12:42:52 -0300
Subject: [PATCH 1/5] update lock

---
 poetry.lock | 375 ++++++++++++++++++++++++++--------------------------
 1 file changed, 188 insertions(+), 187 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index a8c7132bc..11009b370 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -551,77 +551,77 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "clickhouse-connect"
-version = "0.5.22"
+version = "0.5.23"
 description = "ClickHouse core driver, SqlAlchemy, and Superset libraries"
 category = "main"
 optional = false
 python-versions = "~=3.7"
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+    {file = "regex-2023.5.5-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:de2f780c3242ea114dd01f84848655356af4dd561501896c751d7b885ea6d3a1"},
+    {file = "regex-2023.5.5-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:290fd35219486dfbc00b0de72f455ecdd63e59b528991a6aec9fdfc0ce85672e"},
+    {file = "regex-2023.5.5-cp39-cp39-win32.whl", hash = "sha256:732176f5427e72fa2325b05c58ad0b45af341c459910d766f814b0584ac1f9ac"},
+    {file = "regex-2023.5.5-cp39-cp39-win_amd64.whl", hash = "sha256:1307aa4daa1cbb23823d8238e1f61292fd07e4e5d8d38a6efff00b67a7cdb764"},
+    {file = "regex-2023.5.5.tar.gz", hash = "sha256:7d76a8a1fc9da08296462a18f16620ba73bcbf5909e42383b253ef34d9d5141e"},
 ]
 
 [[package]]
 name = "requests"
-version = "2.29.0"
+version = "2.30.0"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "requests-2.29.0-py3-none-any.whl", hash = "sha256:e8f3c9be120d3333921d213eef078af392fba3933ab7ed2d1cba3b56f2568c3b"},
-    {file = "requests-2.29.0.tar.gz", hash = "sha256:f2e34a75f4749019bb0e3effb66683630e4ffeaf75819fb51bebef1bf5aef059"},
+    {file = "requests-2.30.0-py3-none-any.whl", hash = "sha256:10e94cc4f3121ee6da529d358cdaeaff2f1c409cd377dbc72b825852f2f7e294"},
+    {file = "requests-2.30.0.tar.gz", hash = "sha256:239d7d4458afcb28a692cdd298d87542235f4ca8d36d03a15bfc128a6559a2f4"},
 ]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
 charset-normalizer = ">=2,<4"
 idna = ">=2.5,<4"
-urllib3 = ">=1.21.1,<1.27"
+urllib3 = ">=1.21.1,<3"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
@@ -4662,20 +4662,21 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "1.26.15"
+version = "2.0.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.7"
 files = [
-    {file = "urllib3-1.26.15-py2.py3-none-any.whl", hash = "sha256:aa751d169e23c7479ce47a0cb0da579e3ede798f994f5816a74e4f4500dcea42"},
-    {file = "urllib3-1.26.15.tar.gz", hash = "sha256:8a388717b9476f934a21484e8c8e61875ab60644d29b9b39e11e4b9dc1c6b305"},
+    {file = "urllib3-2.0.2-py3-none-any.whl", hash = "sha256:d055c2f9d38dc53c808f6fdc8eab7360b6fdbbde02340ed25cfbcd817c62469e"},
+    {file = "urllib3-2.0.2.tar.gz", hash = "sha256:61717a1095d7e155cdb737ac7bb2f4324a858a1e2e6466f6d03ff630ca68d3cc"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"

From 9a67a496226269477c7f9b1d0bb0043e323bad5f Mon Sep 17 00:00:00 2001
From: Gabriel Almeida <gabriel@logspace.ai>
Date: Fri, 5 May 2023 16:38:40 -0300
Subject: [PATCH 2/5] feat(chat.py, chat_manager.py): add try-except block to
 handle WebSocketException and WebSocketDisconnect

This commit adds a try-except block to handle WebSocketException and WebSocketDisconnect in the `websocket_endpoint` function in `chat.py` and `handle_websocket` function in `chat_manager.py`. If an exception occurs, the function logs the error and closes the websocket connection with the appropriate status code and reason.

Additionally, the `handle_websocket` function in `chat_manager.py` now waits for a final message after sending a message to the client. If the message is a string, it is a chat message, which is then added to the chat history.
---
 src/backend/langflow/api/chat.py         | 11 +++++++++--
 src/backend/langflow/api/chat_manager.py | 25 ++++++++++++++++--------
 2 files changed, 26 insertions(+), 10 deletions(-)

diff --git a/src/backend/langflow/api/chat.py b/src/backend/langflow/api/chat.py
index 48a195179..436f64f7c 100644
--- a/src/backend/langflow/api/chat.py
+++ b/src/backend/langflow/api/chat.py
@@ -2,6 +2,7 @@ from fastapi import APIRouter, WebSocket
 
 from langflow.api.chat_manager import ChatManager
 from langflow.utils.logger import logger
+from fastapi import status, WebSocketDisconnect, WebSocketException
 
 router = APIRouter()
 chat_manager = ChatManager()
@@ -10,5 +11,11 @@ chat_manager = ChatManager()
 @router.websocket("/chat/{client_id}")
 async def websocket_endpoint(client_id: str, websocket: WebSocket):
     """Websocket endpoint for chat."""
-
-    await chat_manager.handle_websocket(client_id, websocket)
+    try:
+        await chat_manager.handle_websocket(client_id, websocket)
+    except WebSocketException as exc:
+        logger.error(exc)
+        await websocket.close(code=status.WS_1011_INTERNAL_ERROR, reason=str(exc))
+    except WebSocketDisconnect as exc:
+        logger.error(exc)
+        await websocket.close(code=status.WS_1000_NORMAL_CLOSURE, reason=str(exc))
diff --git a/src/backend/langflow/api/chat_manager.py b/src/backend/langflow/api/chat_manager.py
index 280f51b3a..e4a4a1b4e 100644
--- a/src/backend/langflow/api/chat_manager.py
+++ b/src/backend/langflow/api/chat_manager.py
@@ -106,18 +106,18 @@ class ChatManager:
         # Process the graph data and chat message
         chat_message = payload.pop("message", "")
         chat_message = ChatMessage(message=chat_message)
-        self.chat_history.add_message(client_id, chat_message)
+        await self.send_json(client_id, chat_message)
 
         graph_data = payload
         start_resp = ChatResponse(message=None, type="start", intermediate_steps="")
-        self.chat_history.add_message(client_id, start_resp)
+        await self.send_json(client_id, start_resp)
 
         is_first_message = len(self.chat_history.get_history(client_id=client_id)) == 0
         # Generate result and thought
         try:
             logger.debug("Generating result and thought")
 
-            result, intermediate_steps = await process_graph(
+            _, intermediate_steps = await process_graph(
                 graph_data=graph_data,
                 is_first_message=is_first_message,
                 chat_message=chat_message,
@@ -149,7 +149,7 @@ class ChatManager:
             type="end",
             files=file_responses,
         )
-        self.chat_history.add_message(client_id, response)
+        await self.send_json(client_id, response)
 
     async def handle_websocket(self, client_id: str, websocket: WebSocket):
         await self.connect(client_id, websocket)
@@ -172,15 +172,24 @@ class ChatManager:
 
                 with self.cache_manager.set_client_id(client_id):
                     await self.process_message(client_id, payload)
+                # After the message is sent, wait for message built
+                final_message = await websocket.receive_json()
+                # If the message is a string, it is a chat message
+                chat_response = ChatResponse.parse_obj(final_message)
+                self.chat_history.add_message(client_id, chat_response)
+
         except Exception as e:
             # Handle any exceptions that might occur
             logger.exception(e)
             # send a message to the client
-            await self.active_connections[client_id].close(code=1000, reason=str(e))
+            raise e
         finally:
-            # await self.active_connections[client_id].close(
-            #     code=1000, reason="Client disconnected"
-            # )
+            try:
+                await self.active_connections[client_id].close(
+                    code=1000, reason="Client disconnected"
+                )
+            except Exception as e:
+                logger.exception(e)
             self.disconnect(client_id)
 
 

From 234358bc6e1bfa4fae4a61cb37cbb15834f2025d Mon Sep 17 00:00:00 2001
From: Gabriel Almeida <gabriel@logspace.ai>
Date: Sat, 6 May 2023 08:28:54 -0300
Subject: [PATCH 3/5] fix: if streaming did not work, get message from end

---
 src/frontend/src/modals/chatModal/index.tsx | 718 ++++++++++----------
 1 file changed, 367 insertions(+), 351 deletions(-)

diff --git a/src/frontend/src/modals/chatModal/index.tsx b/src/frontend/src/modals/chatModal/index.tsx
index a9d72264e..d08a3e8b0 100644
--- a/src/frontend/src/modals/chatModal/index.tsx
+++ b/src/frontend/src/modals/chatModal/index.tsx
@@ -14,376 +14,392 @@ import ChatInput from "./chatInput";
 const _ = require("lodash");
 
 export default function ChatModal({
-	flow,
-	open,
-	setOpen,
+  flow,
+  open,
+  setOpen,
 }: {
-	open: boolean;
-	setOpen: Function;
-	flow: FlowType;
+  open: boolean;
+  setOpen: Function;
+  flow: FlowType;
 }) {
-	const [chatValue, setChatValue] = useState("");
-	const [chatHistory, setChatHistory] = useState<ChatMessageType[]>([]);
-	const { reactFlowInstance } = useContext(typesContext);
-	const { setErrorData, setNoticeData } = useContext(alertContext);
-	const ws = useRef<WebSocket | null>(null);
-	const [lockChat, setLockChat] = useState(false);
-	const isOpen = useRef(open);
+  const [chatValue, setChatValue] = useState("");
+  const [chatHistory, setChatHistory] = useState<ChatMessageType[]>([]);
+  const { reactFlowInstance } = useContext(typesContext);
+  const { setErrorData, setNoticeData } = useContext(alertContext);
+  const ws = useRef<WebSocket | null>(null);
+  const [lockChat, setLockChat] = useState(false);
+  const isOpen = useRef(open);
 
-	useEffect(() => {
-		isOpen.current = open;
-	}, [open]);
-	var isStream = false;
+  useEffect(() => {
+    isOpen.current = open;
+  }, [open]);
+  var isStream = false;
 
-	const addChatHistory = (
-		message: string,
-		isSend: boolean,
-		thought?: string,
-		files?: Array<any>
-	) => {
-		setChatHistory((old) => {
-			let newChat = _.cloneDeep(old);
-			if (files) {
-				newChat.push({ message, isSend, files, thought });
-			} else if (thought) {
-				newChat.push({ message, isSend, thought });
-			} else {
-				newChat.push({ message, isSend });
-			}
-			return newChat;
-		});
-	};
+  const addChatHistory = (
+    message: string,
+    isSend: boolean,
+    thought?: string,
+    files?: Array<any>
+  ) => {
+    setChatHistory((old) => {
+      let newChat = _.cloneDeep(old);
+      if (files) {
+        newChat.push({ message, isSend, files, thought });
+      } else if (thought) {
+        newChat.push({ message, isSend, thought });
+      } else {
+        newChat.push({ message, isSend });
+      }
+      return newChat;
+    });
+  };
 
-	//add proper type signature for function
+  //add proper type signature for function
 
-	function updateLastMessage({str,thought}:{str?: string, thought?: string}) {
-		setChatHistory((old) => {
-			let newChat = [...old];
-			if (str) {
-				newChat[newChat.length - 1].message =
-					newChat[newChat.length - 1].message + str;
-			}
-			if(thought){
-				newChat[newChat.length - 1].thought = thought
-			}
-			return newChat;
-		});
-	}
+  function updateLastMessage({
+    str,
+    thought,
+    end = false,
+  }: {
+    str?: string;
+    thought?: string;
+    // end param default is false
+    end?: boolean;
+  }) {
+    setChatHistory((old) => {
+      let newChat = [...old];
+      if (str) {
+        if (end && !newChat[newChat.length - 1].message) {
+          newChat[newChat.length - 1].message = str;
+        }
+        newChat[newChat.length - 1].message =
+          newChat[newChat.length - 1].message + str;
+      }
+      if (thought) {
+        newChat[newChat.length - 1].thought = thought;
+      }
+      return newChat;
+    });
+  }
 
-	function handleOnClose(event: CloseEvent) {
-		if (isOpen.current) {
-			setLockChat(false);
-			setTimeout(() => {
-				connectWS();
-			}, 1000);
-		}
-	}
+  function handleOnClose(event: CloseEvent) {
+    if (isOpen.current) {
+      setLockChat(false);
+      setTimeout(() => {
+        connectWS();
+      }, 1000);
+    }
+  }
 
-	function handleWsMessage(data: any) {
-		if (Array.isArray(data)) {
-			//set chat history
-			setChatHistory((_) => {
-				let newChatHistory: ChatMessageType[] = [];
-				data.forEach(
-					(chatItem: {
-						intermediate_steps?: "string";
-						is_bot: boolean;
-						message: string;
-						type: string;
-						files?: Array<any>;
-					}) => {
-						if (chatItem.message) {
-							newChatHistory.push(
-								chatItem.files
-									? {
-											isSend: !chatItem.is_bot,
-											message: chatItem.message,
-											thought: chatItem.intermediate_steps,
-											files: chatItem.files,
-									  }
-									: {
-											isSend: !chatItem.is_bot,
-											message: chatItem.message,
-											thought: chatItem.intermediate_steps,
-									  }
-							);
-						}
-					}
-				);
-				return newChatHistory;
-			});
-		}
-		if (data.type === "start") {
-			console.log("start");
-			addChatHistory("", false);
-			isStream = true;
-		}
-		if (data.type === "end") {
-			if(data.intermediate_steps){
-				updateLastMessage({thought:data.intermediate_steps});
-			}
-			setLockChat(false);
-			isStream = false;
-			// if (data.files) {
-			// 	addChatHistory(
-			// 		data.message,
-			// 		false,
-			// 		data.intermediate_steps,
-			// 		data.files
-			// 	);
-			// } else {
-			// 	addChatHistory(data.message, false, data.intermediate_steps);
-			// }
-		}
-		if (data.type === "file") {
-			console.log(data);
-		}
-		if (data.type === "stream" && isStream) {
-			updateLastMessage({str:data.message});
-		}
-	}
+  function handleWsMessage(data: any) {
+    if (Array.isArray(data)) {
+      //set chat history
+      setChatHistory((_) => {
+        let newChatHistory: ChatMessageType[] = [];
+        data.forEach(
+          (chatItem: {
+            intermediate_steps?: "string";
+            is_bot: boolean;
+            message: string;
+            type: string;
+            files?: Array<any>;
+          }) => {
+            if (chatItem.message) {
+              newChatHistory.push(
+                chatItem.files
+                  ? {
+                      isSend: !chatItem.is_bot,
+                      message: chatItem.message,
+                      thought: chatItem.intermediate_steps,
+                      files: chatItem.files,
+                    }
+                  : {
+                      isSend: !chatItem.is_bot,
+                      message: chatItem.message,
+                      thought: chatItem.intermediate_steps,
+                    }
+              );
+            }
+          }
+        );
+        return newChatHistory;
+      });
+    }
+    if (data.type === "start") {
+      console.log("start");
+      addChatHistory("", false);
+      isStream = true;
+    }
+    if (data.type === "end") {
+      if (data.intermediate_steps) {
+        updateLastMessage({
+          str: data.message,
+          thought: data.intermediate_steps,
+          end: true,
+        });
+      }
+      setLockChat(false);
+      isStream = false;
+      // if (data.files) {
+      // 	addChatHistory(
+      // 		data.message,
+      // 		false,
+      // 		data.intermediate_steps,
+      // 		data.files
+      // 	);
+      // } else {
+      // 	addChatHistory(data.message, false, data.intermediate_steps);
+      // }
+    }
+    if (data.type === "file") {
+      console.log(data);
+    }
+    if (data.type === "stream" && isStream) {
+      updateLastMessage({ str: data.message });
+    }
+  }
 
-	function connectWS() {
-		try {
-			const urlWs =
-				process.env.NODE_ENV === "development"
-					? `ws://localhost:7860/chat/${flow.id}`
-					: `${window.location.protocol === "https:" ? "wss" : "ws"}://${
-							window.location.host
-					  }/chat/${flow.id}`;
+  function connectWS() {
+    try {
+      const urlWs =
+        process.env.NODE_ENV === "development"
+          ? `ws://localhost:7860/chat/${flow.id}`
+          : `${window.location.protocol === "https:" ? "wss" : "ws"}://${
+              window.location.host
+            }/chat/${flow.id}`;
 
-			const newWs = new WebSocket(urlWs);
-			newWs.onopen = () => {
-				console.log("WebSocket connection established!");
-			};
-			console.log(flow.id);
-			newWs.onmessage = (event) => {
-				const data = JSON.parse(event.data);
-				console.log("Received data:", data);
-				handleWsMessage(data);
-				//get chat history
-			};
-			newWs.onclose = (event) => {
-				handleOnClose(event);
-			};
-			newWs.onerror = (ev) => {
-				console.log(ev, "error");
-				setErrorData({
-					title: "There was an error on web connection, please: ",
-					list: [
-						"Refresh the page",
-						"Use a new flow tab",
-						"Check if the backend is up",
-					],
-				});
-			};
-			ws.current = newWs;
-		} catch {
-			setErrorData({
-				title: "There was an error on web connection, please: ",
-				list: [
-					"Refresh the page",
-					"Use a new flow tab",
-					"Check if the backend is up",
-				],
-			});
-		}
-	}
+      const newWs = new WebSocket(urlWs);
+      newWs.onopen = () => {
+        console.log("WebSocket connection established!");
+      };
+      console.log(flow.id);
+      newWs.onmessage = (event) => {
+        const data = JSON.parse(event.data);
+        console.log("Received data:", data);
+        handleWsMessage(data);
+        //get chat history
+      };
+      newWs.onclose = (event) => {
+        handleOnClose(event);
+      };
+      newWs.onerror = (ev) => {
+        console.log(ev, "error");
+        setErrorData({
+          title: "There was an error on web connection, please: ",
+          list: [
+            "Refresh the page",
+            "Use a new flow tab",
+            "Check if the backend is up",
+          ],
+        });
+      };
+      ws.current = newWs;
+    } catch {
+      setErrorData({
+        title: "There was an error on web connection, please: ",
+        list: [
+          "Refresh the page",
+          "Use a new flow tab",
+          "Check if the backend is up",
+        ],
+      });
+    }
+  }
 
-	useEffect(() => {
-		connectWS();
-		return () => {
-			console.log("unmount");
-			console.log(ws);
-			if (ws) {
-				ws.current.close();
-			}
-		};
-	}, []);
+  useEffect(() => {
+    connectWS();
+    return () => {
+      console.log("unmount");
+      console.log(ws);
+      if (ws) {
+        ws.current.close();
+      }
+    };
+  }, []);
 
-	async function sendAll(data: sendAllProps) {
-		try {
-			if (ws) {
-				ws.current.send(JSON.stringify(data));
-			}
-		} catch (error) {
-			setErrorData({
-				title: "There was an erro sending the message",
-				list: [error.message],
-			});
-			setChatValue(data.message);
-			connectWS();
-		}
-	}
+  async function sendAll(data: sendAllProps) {
+    try {
+      if (ws) {
+        ws.current.send(JSON.stringify(data));
+      }
+    } catch (error) {
+      setErrorData({
+        title: "There was an erro sending the message",
+        list: [error.message],
+      });
+      setChatValue(data.message);
+      connectWS();
+    }
+  }
 
-	useEffect(() => {
-		if (ref.current) ref.current.scrollIntoView({ behavior: "smooth" });
-	}, [chatHistory]);
+  useEffect(() => {
+    if (ref.current) ref.current.scrollIntoView({ behavior: "smooth" });
+  }, [chatHistory]);
 
-	function validateNode(n: NodeType): Array<string> {
-		if (!n.data?.node?.template || !Object.keys(n.data.node.template)) {
-			setNoticeData({
-				title:
-					"We've noticed a potential issue with a node in the flow. Please review it and, if necessary, submit a bug report with your exported flow file. Thank you for your help!",
-			});
-			return [];
-		}
+  function validateNode(n: NodeType): Array<string> {
+    if (!n.data?.node?.template || !Object.keys(n.data.node.template)) {
+      setNoticeData({
+        title:
+          "We've noticed a potential issue with a node in the flow. Please review it and, if necessary, submit a bug report with your exported flow file. Thank you for your help!",
+      });
+      return [];
+    }
 
-		const {
-			type,
-			node: { template },
-		} = n.data;
+    const {
+      type,
+      node: { template },
+    } = n.data;
 
-		return Object.keys(template).reduce(
-			(errors: Array<string>, t) =>
-				errors.concat(
-					template[t].required &&
-						template[t].show &&
-						(!template[t].value || template[t].value === "") &&
-						!reactFlowInstance
-							.getEdges()
-							.some(
-								(e) =>
-									e.targetHandle.split("|")[1] === t &&
-									e.targetHandle.split("|")[2] === n.id
-							)
-						? [
-								`${type} is missing ${
-									template.display_name
-										? template.display_name
-										: toNormalCase(template[t].name)
-								}.`,
-						  ]
-						: []
-				),
-			[] as string[]
-		);
-	}
+    return Object.keys(template).reduce(
+      (errors: Array<string>, t) =>
+        errors.concat(
+          template[t].required &&
+            template[t].show &&
+            (!template[t].value || template[t].value === "") &&
+            !reactFlowInstance
+              .getEdges()
+              .some(
+                (e) =>
+                  e.targetHandle.split("|")[1] === t &&
+                  e.targetHandle.split("|")[2] === n.id
+              )
+            ? [
+                `${type} is missing ${
+                  template.display_name
+                    ? template.display_name
+                    : toNormalCase(template[t].name)
+                }.`,
+              ]
+            : []
+        ),
+      [] as string[]
+    );
+  }
 
-	function validateNodes() {
-		return reactFlowInstance
-			.getNodes()
-			.flatMap((n: NodeType) => validateNode(n));
-	}
+  function validateNodes() {
+    return reactFlowInstance
+      .getNodes()
+      .flatMap((n: NodeType) => validateNode(n));
+  }
 
-	const ref = useRef(null);
+  const ref = useRef(null);
 
-	function sendMessage() {
-		if (chatValue !== "") {
-			let nodeValidationErrors = validateNodes();
-			if (nodeValidationErrors.length === 0) {
-				setLockChat(true);
-				let message = chatValue;
-				setChatValue("");
-				addChatHistory(message, true);
-				sendAll({
-					...reactFlowInstance.toObject(),
-					message,
-					chatHistory,
-					name: flow.name,
-					description: flow.description,
-				});
-			} else {
-				setErrorData({
-					title: "Oops! Looks like you missed some required information:",
-					list: nodeValidationErrors,
-				});
-			}
-		} else {
-			setErrorData({
-				title: "Error sending message",
-				list: ["The message cannot be empty."],
-			});
-		}
-	}
-	function clearChat() {
-		setChatHistory([]);
-		ws.current.send(JSON.stringify({ clear_history: true }));
-	}
+  function sendMessage() {
+    if (chatValue !== "") {
+      let nodeValidationErrors = validateNodes();
+      if (nodeValidationErrors.length === 0) {
+        setLockChat(true);
+        let message = chatValue;
+        setChatValue("");
+        addChatHistory(message, true);
+        sendAll({
+          ...reactFlowInstance.toObject(),
+          message,
+          chatHistory,
+          name: flow.name,
+          description: flow.description,
+        });
+      } else {
+        setErrorData({
+          title: "Oops! Looks like you missed some required information:",
+          list: nodeValidationErrors,
+        });
+      }
+    } else {
+      setErrorData({
+        title: "Error sending message",
+        list: ["The message cannot be empty."],
+      });
+    }
+  }
+  function clearChat() {
+    setChatHistory([]);
+    ws.current.send(JSON.stringify({ clear_history: true }));
+  }
 
-	function setModalOpen(x: boolean) {
-		setOpen(x);
-	}
-	return (
-		<Transition.Root show={open} appear={open} as={Fragment}>
-			<Dialog
-				as="div"
-				className="relative z-10"
-				onClose={setModalOpen}
-				initialFocus={ref}
-			>
-				<Transition.Child
-					as={Fragment}
-					enter="ease-out duration-300"
-					enterFrom="opacity-0"
-					enterTo="opacity-100"
-					leave="ease-in duration-200"
-					leaveFrom="opacity-100"
-					leaveTo="opacity-0"
-				>
-					<div className="fixed inset-0 bg-black backdrop-blur-sm dark:bg-gray-600 dark:bg-opacity-80 bg-opacity-80 transition-opacity" />
-				</Transition.Child>
+  function setModalOpen(x: boolean) {
+    setOpen(x);
+  }
+  return (
+    <Transition.Root show={open} appear={open} as={Fragment}>
+      <Dialog
+        as="div"
+        className="relative z-10"
+        onClose={setModalOpen}
+        initialFocus={ref}
+      >
+        <Transition.Child
+          as={Fragment}
+          enter="ease-out duration-300"
+          enterFrom="opacity-0"
+          enterTo="opacity-100"
+          leave="ease-in duration-200"
+          leaveFrom="opacity-100"
+          leaveTo="opacity-0"
+        >
+          <div className="fixed inset-0 bg-black backdrop-blur-sm dark:bg-gray-600 dark:bg-opacity-80 bg-opacity-80 transition-opacity" />
+        </Transition.Child>
 
-				<div className="fixed inset-0 z-10 overflow-y-auto">
-					<div className="flex h-full items-end justify-center p-4 text-center sm:items-center sm:p-0">
-						<Transition.Child
-							as={Fragment}
-							enter="ease-out duration-300"
-							enterFrom="opacity-0 translate-y-4 sm:translate-y-0 sm:scale-95"
-							enterTo="opacity-100 translate-y-0 sm:scale-100"
-							leave="ease-in duration-200"
-							leaveFrom="opacity-100 translate-y-0 sm:scale-100"
-							leaveTo="opacity-0 translate-y-4 sm:translate-y-0 sm:scale-95"
-						>
-							<Dialog.Panel className=" drop-shadow-2xl relative flex flex-col justify-between transform h-[95%] overflow-hidden rounded-lg bg-white dark:bg-gray-800 text-left shadow-xl transition-all sm:my-8 w-[690px]">
-								<div className="relative w-full">
-									<button
-										onClick={() => clearChat()}
-										className="absolute top-2 right-2 hover:text-red-500"
-									>
-										<FaEraser className="w-4 h-4" />
-									</button>
-								</div>
-								<div className="w-full h-full bg-white dark:bg-gray-800 border-t dark:border-t-gray-600 flex-col flex items-center overflow-scroll scrollbar-hide">
-									{chatHistory.length > 0 ? (
-										chatHistory.map((c, i) => <ChatMessage chat={c} key={i} />)
-									) : (
-										<div className="flex flex-col h-full text-center justify-center w-full items-center align-middle ">
-											<span>
-												👋{" "}
-												<span className="text-gray-600 text-lg">
-													LangFlow Chat
-												</span>
-											</span>
-											<br />
-											<div className="bg-gray-100 rounded-md w-2/4 px-6 py-8 border border-gray-200">
-												<span className="text-base text-gray-500">
-													Start a conversation and click the agent’s thoughts{" "}
-													<span>
-														<ChatBubbleOvalLeftEllipsisIcon className="w-6 h-6 inline animate-bounce " />
-													</span>{" "}
-													to inspect the chaining process.
-												</span>
-											</div>
-										</div>
-									)}
-									<div ref={ref}></div>
-								</div>
-								<div className="w-full bg-white dark:bg-gray-800 border-t dark:border-t-gray-600 flex-col flex items-center justify-between p-3">
-									<div className="relative w-full mt-1 rounded-md shadow-sm">
-										<ChatInput
-											chatValue={chatValue}
-											lockChat={lockChat}
-											sendMessage={sendMessage}
-											setChatValue={setChatValue}
-										/>
-									</div>
-								</div>
-							</Dialog.Panel>
-						</Transition.Child>
-					</div>
-				</div>
-			</Dialog>
-		</Transition.Root>
-	);
+        <div className="fixed inset-0 z-10 overflow-y-auto">
+          <div className="flex h-full items-end justify-center p-4 text-center sm:items-center sm:p-0">
+            <Transition.Child
+              as={Fragment}
+              enter="ease-out duration-300"
+              enterFrom="opacity-0 translate-y-4 sm:translate-y-0 sm:scale-95"
+              enterTo="opacity-100 translate-y-0 sm:scale-100"
+              leave="ease-in duration-200"
+              leaveFrom="opacity-100 translate-y-0 sm:scale-100"
+              leaveTo="opacity-0 translate-y-4 sm:translate-y-0 sm:scale-95"
+            >
+              <Dialog.Panel className=" drop-shadow-2xl relative flex flex-col justify-between transform h-[95%] overflow-hidden rounded-lg bg-white dark:bg-gray-800 text-left shadow-xl transition-all sm:my-8 w-[690px]">
+                <div className="relative w-full">
+                  <button
+                    onClick={() => clearChat()}
+                    className="absolute top-2 right-2 hover:text-red-500"
+                  >
+                    <FaEraser className="w-4 h-4" />
+                  </button>
+                </div>
+                <div className="w-full h-full bg-white dark:bg-gray-800 border-t dark:border-t-gray-600 flex-col flex items-center overflow-scroll scrollbar-hide">
+                  {chatHistory.length > 0 ? (
+                    chatHistory.map((c, i) => <ChatMessage chat={c} key={i} />)
+                  ) : (
+                    <div className="flex flex-col h-full text-center justify-center w-full items-center align-middle ">
+                      <span>
+                        👋{" "}
+                        <span className="text-gray-600 text-lg">
+                          LangFlow Chat
+                        </span>
+                      </span>
+                      <br />
+                      <div className="bg-gray-100 rounded-md w-2/4 px-6 py-8 border border-gray-200">
+                        <span className="text-base text-gray-500">
+                          Start a conversation and click the agent’s thoughts{" "}
+                          <span>
+                            <ChatBubbleOvalLeftEllipsisIcon className="w-6 h-6 inline animate-bounce " />
+                          </span>{" "}
+                          to inspect the chaining process.
+                        </span>
+                      </div>
+                    </div>
+                  )}
+                  <div ref={ref}></div>
+                </div>
+                <div className="w-full bg-white dark:bg-gray-800 border-t dark:border-t-gray-600 flex-col flex items-center justify-between p-3">
+                  <div className="relative w-full mt-1 rounded-md shadow-sm">
+                    <ChatInput
+                      chatValue={chatValue}
+                      lockChat={lockChat}
+                      sendMessage={sendMessage}
+                      setChatValue={setChatValue}
+                    />
+                  </div>
+                </div>
+              </Dialog.Panel>
+            </Transition.Child>
+          </div>
+        </div>
+      </Dialog>
+    </Transition.Root>
+  );
 }

From 5cf531b5200fd44f87ae8e58978a745d6db32bb8 Mon Sep 17 00:00:00 2001
From: Gabriel Almeida <gabriel@logspace.ai>
Date: Sat, 6 May 2023 08:29:06 -0300
Subject: [PATCH 4/5] refactor(callback.py): rename StreamingLLMCallbackHandler
 to AsyncStreamingLLMCallbackHandler and add new StreamingLLMCallbackHandler
 fix(chat_manager.py): assign result to result variable instead of empty
 string in ChatResponse refactor(run.py): add AsyncStreamingLLMCallbackHandler
 and StreamingLLMCallbackHandler imports and use kwargs instead of callbacks
 in get_result_and_steps function

---
 src/backend/langflow/api/callback.py     | 16 +++++++++++++++-
 src/backend/langflow/api/chat_manager.py |  7 +++----
 src/backend/langflow/interface/run.py    | 17 ++++++++++-------
 3 files changed, 28 insertions(+), 12 deletions(-)

diff --git a/src/backend/langflow/api/callback.py b/src/backend/langflow/api/callback.py
index a6590673e..d63e107c4 100644
--- a/src/backend/langflow/api/callback.py
+++ b/src/backend/langflow/api/callback.py
@@ -7,7 +7,7 @@ from langflow.api.schemas import ChatResponse
 
 
 # https://github.com/hwchase17/chat-langchain/blob/master/callback.py
-class StreamingLLMCallbackHandler(AsyncCallbackHandler):
+class AsyncStreamingLLMCallbackHandler(AsyncCallbackHandler):
     """Callback handler for streaming LLM responses."""
 
     def __init__(self, websocket):
@@ -16,3 +16,17 @@ class StreamingLLMCallbackHandler(AsyncCallbackHandler):
     async def on_llm_new_token(self, token: str, **kwargs: Any) -> None:
         resp = ChatResponse(message=token, type="stream", intermediate_steps="")
         await self.websocket.send_json(resp.dict())
+
+
+class StreamingLLMCallbackHandler(BaseCallbackHandler):
+    """Callback handler for streaming LLM responses."""
+
+    def __init__(self, websocket):
+        self.websocket = websocket
+
+    def on_llm_new_token(self, token: str, **kwargs: Any) -> None:
+        resp = ChatResponse(message=token, type="stream", intermediate_steps="")
+
+        loop = asyncio.get_event_loop()
+        coroutine = self.websocket.send_json(resp.dict())
+        asyncio.run_coroutine_threadsafe(coroutine, loop)
diff --git a/src/backend/langflow/api/chat_manager.py b/src/backend/langflow/api/chat_manager.py
index e4a4a1b4e..73d9ad6da 100644
--- a/src/backend/langflow/api/chat_manager.py
+++ b/src/backend/langflow/api/chat_manager.py
@@ -117,7 +117,7 @@ class ChatManager:
         try:
             logger.debug("Generating result and thought")
 
-            _, intermediate_steps = await process_graph(
+            result, intermediate_steps = await process_graph(
                 graph_data=graph_data,
                 is_first_message=is_first_message,
                 chat_message=chat_message,
@@ -144,7 +144,7 @@ class ChatManager:
                     break
 
         response = ChatResponse(
-            message="",
+            message=result,
             intermediate_steps=intermediate_steps.strip(),
             type="end",
             files=file_responses,
@@ -212,9 +212,8 @@ async def process_graph(
     # Generate result and thought
     try:
         logger.debug("Generating result and thought")
-        stream_handler = StreamingLLMCallbackHandler(websocket)
         result, intermediate_steps = await get_result_and_steps(
-            langchain_object, chat_message.message or "", callbacks=[stream_handler]
+            langchain_object, chat_message.message or "", websocket=websocket
         )
         logger.debug("Generated result and intermediate_steps")
         return result, intermediate_steps
diff --git a/src/backend/langflow/interface/run.py b/src/backend/langflow/interface/run.py
index a8d55d3be..7bc1bbb0c 100644
--- a/src/backend/langflow/interface/run.py
+++ b/src/backend/langflow/interface/run.py
@@ -2,7 +2,8 @@ import contextlib
 import io
 from typing import Any, Dict
 
-from chromadb.errors import NotEnoughElementsException  # type: ignore
+from chromadb.errors import NotEnoughElementsException
+from langflow.api.callback import AsyncStreamingLLMCallbackHandler, StreamingLLMCallbackHandler  # type: ignore
 
 from langflow.cache.base import compute_dict_hash, load_cache, memoize_dict
 from langflow.graph.graph import Graph
@@ -185,11 +186,9 @@ def fix_memory_inputs(langchain_object):
             update_memory_keys(langchain_object, possible_new_mem_key)
 
 
-async def get_result_and_steps(langchain_object, message: str, callbacks=None):
+async def get_result_and_steps(langchain_object, message: str, **kwargs):
     """Get result and thought from extracted json"""
 
-    if callbacks is None:
-        callbacks = []
     try:
         if hasattr(langchain_object, "verbose"):
             langchain_object.verbose = True
@@ -215,11 +214,15 @@ async def get_result_and_steps(langchain_object, message: str, callbacks=None):
 
         with io.StringIO() as output_buffer, contextlib.redirect_stdout(output_buffer):
             try:
-                output = await langchain_object.acall(chat_input, callbacks=callbacks)
-            except ValueError as exc:
+                async_callbacks = [AsyncStreamingLLMCallbackHandler(**kwargs)]
+                output = await langchain_object.acall(
+                    chat_input, callbacks=async_callbacks
+                )
+            except Exception as exc:
                 # make the error message more informative
                 logger.debug(f"Error: {str(exc)}")
-                output = langchain_object.run(chat_input, callbacks=callbacks)
+                sync_callbacks = [StreamingLLMCallbackHandler(**kwargs)]
+                output = langchain_object(chat_input, callbacks=sync_callbacks)
 
             intermediate_steps = (
                 output.get("intermediate_steps", []) if isinstance(output, dict) else []

From bb41f5af5db9a2262bd3df4a51a4354a7dec1e44 Mon Sep 17 00:00:00 2001
From: Gabriel Almeida <gabriel@logspace.ai>
Date: Sat, 6 May 2023 08:29:38 -0300
Subject: [PATCH 5/5] refactor(loading.py): add try-except block to handle
 KeyError when removing 'model' from params dictionary

---
 src/backend/langflow/interface/loading.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/src/backend/langflow/interface/loading.py b/src/backend/langflow/interface/loading.py
index 49cf9f698..737d06297 100644
--- a/src/backend/langflow/interface/loading.py
+++ b/src/backend/langflow/interface/loading.py
@@ -74,7 +74,12 @@ def instantiate_class(node_type: str, base_type: str, params: Dict) -> Any:
         return loaded_toolkit
     elif base_type == "embeddings":
         # ? Why remove model from params?
-        params.pop("model")
+
+        try:
+            params.pop("model")
+        except KeyError:
+            pass
+
         # remove all params that are not in class_object.__fields__
         try:
             return class_object(**params)