From 251c686acc801ffe8b99306d4359769375324bf1 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Wed, 9 Aug 2023 16:50:44 +0200
Subject: [PATCH 01/23] adjust architecture to streaming llms, ui complete, llm
 service WIP

---
 {interpreter => services}/.gitignore          |  0
 .../interpreter/__init__.py                   |  0
 .../interpreter/ipython_interpreter.py        |  0
 services/llm/__init__.py                      |  0
 .../main.py => services/main_interpreter.py   |  0
 services/main_llm.py                          | 68 +++++++++++++++++++
 {interpreter => services}/poetry.lock         |  0
 {interpreter => services}/pyproject.toml      |  7 +-
 .../tests/test_interpreter.py                 |  0
 ui/app/api/chat/route.ts                      |  2 +
 ui/app/page.tsx                               | 20 ++++--
 ui/app/session/approval/approver.tsx          | 13 ++--
 ui/app/session/communication/chat_round.tsx   | 65 +++++++++++-------
 .../{api_calls.tsx => interpreter.tsx}        | 22 +-----
 ui/app/session/communication/llm.tsx          | 41 +++++++++++
 ui/app/session/session.tsx                    | 18 +++--
 ui/app/session/session_manager.tsx            |  5 +-
 17 files changed, 197 insertions(+), 64 deletions(-)
 rename {interpreter => services}/.gitignore (100%)
 rename {interpreter => services}/interpreter/__init__.py (100%)
 rename {interpreter => services}/interpreter/ipython_interpreter.py (100%)
 create mode 100644 services/llm/__init__.py
 rename interpreter/main.py => services/main_interpreter.py (100%)
 create mode 100644 services/main_llm.py
 rename {interpreter => services}/poetry.lock (100%)
 rename {interpreter => services}/pyproject.toml (82%)
 rename {interpreter => services}/tests/test_interpreter.py (100%)
 rename ui/app/session/communication/{api_calls.tsx => interpreter.tsx} (71%)
 create mode 100644 ui/app/session/communication/llm.tsx

diff --git a/interpreter/.gitignore b/services/.gitignore
similarity index 100%
rename from interpreter/.gitignore
rename to services/.gitignore
diff --git a/interpreter/interpreter/__init__.py b/services/interpreter/__init__.py
similarity index 100%
rename from interpreter/interpreter/__init__.py
rename to services/interpreter/__init__.py
diff --git a/interpreter/interpreter/ipython_interpreter.py b/services/interpreter/ipython_interpreter.py
similarity index 100%
rename from interpreter/interpreter/ipython_interpreter.py
rename to services/interpreter/ipython_interpreter.py
diff --git a/services/llm/__init__.py b/services/llm/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/interpreter/main.py b/services/main_interpreter.py
similarity index 100%
rename from interpreter/main.py
rename to services/main_interpreter.py
diff --git a/services/main_llm.py b/services/main_llm.py
new file mode 100644
index 0000000..c3e0551
--- /dev/null
+++ b/services/main_llm.py
@@ -0,0 +1,68 @@
+import os
+import sys
+import time
+from typing import Literal, Optional
+
+from fastapi import FastAPI, WebSocket, WebSocketDisconnect
+from fastapi.middleware.cors import CORSMiddleware
+from pydantic import BaseModel, TypeAdapter
+
+app = FastAPI()
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+try:
+    LLM_SETTING = os.environ["LLM"]
+except KeyError:
+    print("ERROR: Missing environment variables, exiting...", file=sys.stderr)
+    sys.exit(1)
+
+
+class Message(BaseModel):
+    role: Literal["user", "model", "interpreter"]
+    text: Optional[str] = None
+    code: Optional[str] = None
+    code_result: Optional[str] = None
+
+
+Request = TypeAdapter(list[Message])
+
+
+class Response(BaseModel):
+    text: Optional[str] = None
+    code: Optional[str] = None
+
+
+@app.websocket("/chat")
+async def chat(websocket: WebSocket):
+    await websocket.accept()
+
+    history = await websocket.receive_text()
+    history = Request.validate_json(history)
+    print(history, type(history))
+
+    text = "I will print hello world"
+    for i in range(len(text)):
+        response = Response(text=text[: i + 1])
+        await websocket.send_text(response.model_dump_json(exclude_none=True))
+        time.sleep(0.1)
+
+    code = "print('hello world')"
+    for i in range(len(code)):
+        response = Response(text=text, code=code[: i + 1])
+        await websocket.send_text(response.model_dump_json(exclude_none=True))
+        time.sleep(0.1)
+
+    await websocket.close()
+
+    # TODO: handle disconnect (stop generator)
+    # try:
+    #     ...
+    # except WebSocketDisconnect:
+    #     pass
+    # TODO: error handling as in main_interpreter.py
diff --git a/interpreter/poetry.lock b/services/poetry.lock
similarity index 100%
rename from interpreter/poetry.lock
rename to services/poetry.lock
diff --git a/interpreter/pyproject.toml b/services/pyproject.toml
similarity index 82%
rename from interpreter/pyproject.toml
rename to services/pyproject.toml
index fcd4b78..9e8fb3b 100644
--- a/interpreter/pyproject.toml
+++ b/services/pyproject.toml
@@ -1,10 +1,13 @@
 [tool.poetry]
-name = "interpreter"
+name = "services"
 version = "0.0.0"
 description = ""
 authors = ["Silvan Melchior"]
 license = "MIT"
-packages = [{include = "interpreter"}]
+packages = [
+    {include = "interpreter"},
+    {include = "llm"},
+]
 
 [tool.poetry.dependencies]
 python = ">=3.9"
diff --git a/interpreter/tests/test_interpreter.py b/services/tests/test_interpreter.py
similarity index 100%
rename from interpreter/tests/test_interpreter.py
rename to services/tests/test_interpreter.py
diff --git a/ui/app/api/chat/route.ts b/ui/app/api/chat/route.ts
index 5aa8767..9706abf 100644
--- a/ui/app/api/chat/route.ts
+++ b/ui/app/api/chat/route.ts
@@ -27,3 +27,5 @@ export async function POST(
     throw e;
   }
 }
+
+// TODO: REMOVE ALL OF THIS, ALSO llm FOLDER with base and gpt4
diff --git a/ui/app/page.tsx b/ui/app/page.tsx
index 658408f..a0e3b58 100644
--- a/ui/app/page.tsx
+++ b/ui/app/page.tsx
@@ -1,5 +1,5 @@
 import React from "react";
-import Session_manager from "@/app/session/session_manager";
+import SessionManager from "@/app/session/session_manager";
 import path from "path";
 import * as fs from "fs";
 
@@ -13,6 +13,14 @@ function getInterpreterUrl() {
   return interpreterUrl;
 }
 
+function getLlmUrl() {
+  const llmUrl = process.env.LLM_URL;
+  if (llmUrl === undefined) {
+    throw new Error("LLM_URL is undefined");
+  }
+  return llmUrl;
+}
+
 function getVersion(): Promise<string> {
   const versionDir = path.dirname(
     path.dirname(path.dirname(path.dirname(__dirname))),
@@ -30,7 +38,11 @@ function getVersion(): Promise<string> {
 }
 
 export default async function Home() {
-  const interpreterUrl = getInterpreterUrl();
-  const version = await getVersion();
-  return <Session_manager interpreterUrl={interpreterUrl} version={version} />;
+  return (
+    <SessionManager
+      interpreterUrl={getInterpreterUrl()}
+      llmUrl={getLlmUrl()}
+      version={await getVersion()}
+    />
+  );
 }
diff --git a/ui/app/session/approval/approver.tsx b/ui/app/session/approval/approver.tsx
index e65539c..b686788 100644
--- a/ui/app/session/approval/approver.tsx
+++ b/ui/app/session/approval/approver.tsx
@@ -4,7 +4,6 @@ export class Approver {
   private resolveHandler: ((value: void) => void) | null = null;
 
   constructor(
-    private readonly setContent: (content: string) => void,
     private autoApprove: boolean,
     private readonly _setAutoApprove: (autoApprove: boolean) => void,
     private readonly setAskApprove: (askApprove: boolean) => void,
@@ -26,10 +25,9 @@ export class Approver {
     }
   };
 
-  getApproval = (content: string, tmpAutoApprove: boolean = false) => {
-    this.setContent(content);
+  getApproval = () => {
     return new Promise<void>((resolve, reject) => {
-      if (this.autoApprove || tmpAutoApprove) {
+      if (this.autoApprove) {
         resolve();
       } else {
         this.resolveHandler = resolve;
@@ -39,12 +37,11 @@ export class Approver {
   };
 }
 
-export function useApprover(): [Approver, string | null, boolean, boolean] {
-  const [content, setContent] = React.useState<string | null>(null);
+export function useApprover(): [Approver, boolean, boolean] {
   const [askApprove, setAskApprove] = React.useState<boolean>(false);
   const [autoApprove, setAutoApprove] = React.useState<boolean>(false);
   const approverRef = React.useRef(
-    new Approver(setContent, autoApprove, setAutoApprove, setAskApprove),
+    new Approver(autoApprove, setAutoApprove, setAskApprove),
   );
-  return [approverRef.current, content, askApprove, autoApprove];
+  return [approverRef.current, askApprove, autoApprove];
 }
diff --git a/ui/app/session/communication/chat_round.tsx b/ui/app/session/communication/chat_round.tsx
index 21e24aa..4a761ff 100644
--- a/ui/app/session/communication/chat_round.tsx
+++ b/ui/app/session/communication/chat_round.tsx
@@ -1,5 +1,6 @@
 import { Message } from "@/llm/base";
-import { chatCall, Interpreter } from "@/app/session/communication/api_calls";
+import Interpreter from "@/app/session/communication/interpreter";
+import LLM from "@/app/session/communication/llm";
 import { Approver } from "@/app/session/approval/approver";
 
 export type ChatRoundState =
@@ -9,27 +10,42 @@ export type ChatRoundState =
   | "waiting for approval";
 
 export class ChatRound {
+  private readonly llm: LLM;
+
   constructor(
-    private _history: Message[],
-    private readonly _setHistory: (message: Message[]) => void,
-    private readonly _approverIn: Approver,
-    private readonly _approverOut: Approver,
-    private readonly _interpreter: Interpreter,
-    private readonly _setState: (state: ChatRoundState) => void,
-  ) {}
+    private history: Message[],
+    private readonly setHistory: (message: Message[]) => void,
+    private readonly approverIn: Approver,
+    private readonly approverOut: Approver,
+    private readonly interpreter: Interpreter,
+    private readonly setState: (state: ChatRoundState) => void,
+    private readonly setCodeResult: (result: string) => void,
+    llmUrl: string,
+  ) {
+    this.llm = new LLM(llmUrl);
+  }
 
   private extendHistory(message: Message) {
-    const newHistory = [...this._history, message];
-    this._setHistory(newHistory);
-    this._history = newHistory;
+    const newHistory = [...this.history, message];
+    this.setHistory(newHistory);
+    this.history = newHistory;
+  }
+
+  private modifyHistory(message: Message) {
+    const newHistory = [...this.history.slice(0, -1), message];
+    this.setHistory(newHistory);
+    this.history = newHistory;
   }
 
   private sendMessage = async (message: Message): Promise<Message> => {
     this.extendHistory(message);
-    this._setState("waiting for model");
-    const response = await chatCall(this._history);
+    this.setState("waiting for model");
+    const response: Message = { role: "model" };
     this.extendHistory(response);
-    return response;
+    await this.llm.chatCall(this.history, (response) => {
+      this.modifyHistory(response);
+    });
+    return this.history[this.history.length - 1];
   };
 
   run = async (message: string) => {
@@ -43,7 +59,7 @@ export class ChatRound {
         await this.approveOut(result);
         response = await this.sendResult(result);
       } else {
-        this._setState("not active");
+        this.setState("not active");
         break;
       }
     }
@@ -53,22 +69,25 @@ export class ChatRound {
   };
 
   private approveIn = async (code: string) => {
-    this._setState("waiting for approval");
-    await this._approverIn.getApproval(code);
+    this.setState("waiting for approval");
+    await this.approverIn.getApproval();
   };
 
   private executeCode = async (code: string): Promise<string> => {
-    this._setState("waiting for interpreter");
-    return await this._interpreter.run(code);
+    this.setState("waiting for interpreter");
+    return await this.interpreter.run(code);
   };
 
   private approveOut = async (result: string) => {
-    this._setState("waiting for approval");
-    const tmpAutoApprove = result === "";
-    const resultText = tmpAutoApprove
+    this.setState("waiting for approval");
+    const emptyAutoApprove = result === "";
+    const resultText = emptyAutoApprove
       ? "(empty output was automatically approved)"
       : result;
-    await this._approverOut.getApproval(resultText, tmpAutoApprove);
+    this.setCodeResult(resultText);
+    if (!emptyAutoApprove) {
+      await this.approverOut.getApproval();
+    }
   };
 
   private sendResult = async (result: string) => {
diff --git a/ui/app/session/communication/api_calls.tsx b/ui/app/session/communication/interpreter.tsx
similarity index 71%
rename from ui/app/session/communication/api_calls.tsx
rename to ui/app/session/communication/interpreter.tsx
index 9a6d892..ef29991 100644
--- a/ui/app/session/communication/api_calls.tsx
+++ b/ui/app/session/communication/interpreter.tsx
@@ -1,22 +1,4 @@
-import axios, { AxiosError } from "axios";
-import { Message } from "@/llm/base";
-
-export async function chatCall(messages: Message[]): Promise<Message> {
-  try {
-    const response = await axios.post("/api/chat", messages);
-    return response.data;
-  } catch (e) {
-    if (e instanceof AxiosError) {
-      const msg = e.response?.data;
-      if (msg !== undefined && msg !== "") {
-        throw new Error(msg);
-      }
-    }
-    throw e;
-  }
-}
-
-export class Interpreter {
+export default class Interpreter {
   private ws: WebSocket | null = null;
 
   constructor(private readonly interpreterUrl: string) {}
@@ -31,7 +13,7 @@ export class Interpreter {
           reject(Error(event.data));
         }
       };
-      this.ws!.onerror = (event) => {
+      this.ws!.onerror = () => {
         reject(Error("Could not connect to interpreter"));
       };
     });
diff --git a/ui/app/session/communication/llm.tsx b/ui/app/session/communication/llm.tsx
new file mode 100644
index 0000000..3433dab
--- /dev/null
+++ b/ui/app/session/communication/llm.tsx
@@ -0,0 +1,41 @@
+import { Message } from "@/llm/base";
+
+export default class LLM {
+  constructor(private readonly llmUrl: string) {}
+
+  private connect(): Promise<WebSocket> {
+    return new Promise((resolve, reject) => {
+      const ws = new WebSocket(`ws://${this.llmUrl}/chat`);
+      ws.onopen = () => {
+        resolve(ws);
+      };
+      ws.onerror = () => {
+        reject(Error("Could not connect to LLM"));
+      };
+    });
+  }
+
+  private waitClose(ws: WebSocket): Promise<void> {
+    return new Promise((resolve, reject) => {
+      ws.onclose = () => {
+        resolve();
+      };
+    });
+  }
+
+  async chatCall(
+    messages: Message[],
+    onResponse: (response: Message) => void,
+  ): Promise<void> {
+    const ws = await this.connect();
+
+    ws.send(JSON.stringify(messages));
+    ws.onmessage = (event) => {
+      const message = JSON.parse(event.data) as Message;
+      message.role = "model";
+      onResponse(message);
+    };
+
+    await this.waitClose(ws);
+  }
+}
diff --git a/ui/app/session/session.tsx b/ui/app/session/session.tsx
index 676646f..1c5d7d6 100644
--- a/ui/app/session/session.tsx
+++ b/ui/app/session/session.tsx
@@ -3,7 +3,7 @@ import { Message } from "@/llm/base";
 import ChatInput from "@/app/session/chat/chat_input";
 import ChatHistory from "@/app/session/chat/chat_history";
 import InterpreterIO from "@/app/session/approval/interpreter_io";
-import { Interpreter } from "@/app/session/communication/api_calls";
+import Interpreter from "@/app/session/communication/interpreter";
 import { useApprover } from "@/app/session/approval/approver";
 import {
   ChatRound,
@@ -14,10 +14,12 @@ import Brand from "@/app/session/chat/brand";
 
 export default function Session({
   interpreterUrl,
+  llmUrl,
   refreshSession,
   version,
 }: {
   interpreterUrl: string;
+  llmUrl: string;
   refreshSession: () => void;
   version: string;
 }) {
@@ -27,20 +29,22 @@ export default function Session({
 
   const [chatRoundState, setChatRoundState] =
     React.useState<ChatRoundState>("not active");
-  const [approverIn, code, askApproveIn, autoApproveIn] = useApprover();
-  const [approverOut, result, askApproveOut, autoApproveOut] = useApprover();
+  const [approverIn, askApproveIn, autoApproveIn] = useApprover();
+  const [approverOut, askApproveOut, autoApproveOut] = useApprover();
 
+  const [codeResult, setCodeResult] = React.useState<string | null>(null);
   const chatInputRef = React.useRef<HTMLTextAreaElement | null>(null);
   const interpreterRef = React.useRef<Interpreter | null>(null);
   if (interpreterRef.current === null) {
     interpreterRef.current = new Interpreter(interpreterUrl);
   }
 
+  const code = history.findLast((msg) => msg.code !== undefined)?.code ?? null;
   React.useEffect(() => {
-    if (chatRoundState === "waiting for approval") {
+    if (code !== null) {
       setShowIO(true);
     }
-  }, [chatRoundState]);
+  }, [code]);
 
   const focusChatInput = () => {
     setTimeout(() => chatInputRef.current && chatInputRef.current.focus(), 100);
@@ -55,6 +59,8 @@ export default function Session({
       approverOut,
       interpreterRef.current!,
       setChatRoundState,
+      setCodeResult,
+      llmUrl,
     );
     chatRound
       .run(message)
@@ -116,7 +122,7 @@ export default function Session({
           <div className="flex-1 h-0">
             <InterpreterIO
               title="Result"
-              content={result}
+              content={codeResult}
               askApprove={askApproveOut}
               autoApprove={autoApproveOut}
               approver={approverOut}
diff --git a/ui/app/session/session_manager.tsx b/ui/app/session/session_manager.tsx
index 06c27df..152e813 100644
--- a/ui/app/session/session_manager.tsx
+++ b/ui/app/session/session_manager.tsx
@@ -3,11 +3,13 @@
 import React from "react";
 import Session from "@/app/session/session";
 
-export default function Session_manager({
+export default function SessionManager({
   interpreterUrl,
+  llmUrl,
   version,
 }: {
   interpreterUrl: string;
+  llmUrl: string;
   version: string;
 }) {
   const [sessionCnt, setSessionCnt] = React.useState(0);
@@ -17,6 +19,7 @@ export default function Session_manager({
       key={sessionCnt}
       refreshSession={refreshSession}
       interpreterUrl={interpreterUrl}
+      llmUrl={llmUrl}
       version={version}
     />
   );

From 95288e075c443da9ebd5ba8cf10d04af6fdfabf2 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Thu, 10 Aug 2023 18:21:47 +0200
Subject: [PATCH 02/23] backend service skeletons

---
 services/llm/__init__.py                    |   4 +
 services/llm/base.py                        |  14 +++
 services/llm/gpt_openai.py                  |  28 +++++
 services/llm/selector.py                    |   9 ++
 services/llm/types.py                       |  15 +++
 services/main_interpreter.py                |  54 +++++-----
 services/main_llm.py                        |  89 ++++++---------
 services/poetry.lock                        | 114 ++++++++++++++++++--
 services/pyproject.toml                     |   2 +
 services/utils/__init__.py                  |   2 +
 services/utils/app.py                       |  14 +++
 services/utils/env_var.py                   |  13 +++
 ui/app/session/communication/chat_round.tsx |   2 +-
 ui/app/session/communication/llm.tsx        |  39 +++++--
 14 files changed, 295 insertions(+), 104 deletions(-)
 create mode 100644 services/llm/base.py
 create mode 100644 services/llm/gpt_openai.py
 create mode 100644 services/llm/selector.py
 create mode 100644 services/llm/types.py
 create mode 100644 services/utils/__init__.py
 create mode 100644 services/utils/app.py
 create mode 100644 services/utils/env_var.py

diff --git a/services/llm/__init__.py b/services/llm/__init__.py
index e69de29..b3f14e2 100644
--- a/services/llm/__init__.py
+++ b/services/llm/__init__.py
@@ -0,0 +1,4 @@
+from .base import BaseLLM, LLMException
+from .types import Message, Response
+from .selector import get_llm
+from .gpt_openai import GPTOpenAI
diff --git a/services/llm/base.py b/services/llm/base.py
new file mode 100644
index 0000000..b7fdc01
--- /dev/null
+++ b/services/llm/base.py
@@ -0,0 +1,14 @@
+from abc import ABC, abstractmethod
+from typing import Generator
+
+from llm.types import Message, Response
+
+
+class BaseLLM(ABC):
+    @abstractmethod
+    def chat(self, history: list[Message]) -> Generator[Response, None, None]:
+        """Given a chat history, return a generator which streams the response."""
+
+
+class LLMException(Exception):
+    """If an error occurs in the LLM, raise this exception, will be shown in UI."""
diff --git a/services/llm/gpt_openai.py b/services/llm/gpt_openai.py
new file mode 100644
index 0000000..1f6c697
--- /dev/null
+++ b/services/llm/gpt_openai.py
@@ -0,0 +1,28 @@
+import time
+
+import openai
+
+from llm.base import BaseLLM, LLMException
+from llm.types import Response
+from utils import get_env_var
+
+
+class GPTOpenAI(BaseLLM):
+    def __init__(self, model_name: str):
+        self._model_name = model_name
+        openai.api_key = get_env_var("OPENAI_API_KEY")
+
+    def chat(self, history):
+        print(history, type(history))
+
+        text = "I will print hello world"
+        for i in range(len(text)):
+            yield Response(text=text[: i + 1])
+            time.sleep(0.1)
+
+        # raise LLMException("This is an error")
+
+        code = "print('hello world')"
+        for i in range(len(code)):
+            yield Response(text=text, code=code[: i + 1])
+            time.sleep(0.1)
diff --git a/services/llm/selector.py b/services/llm/selector.py
new file mode 100644
index 0000000..c65bd87
--- /dev/null
+++ b/services/llm/selector.py
@@ -0,0 +1,9 @@
+from llm.gpt_openai import GPTOpenAI
+from llm.base import BaseLLM
+
+
+def get_llm(llm_setting: str) -> BaseLLM:
+    if llm_setting.startswith("gpt-openai:"):
+        return GPTOpenAI(llm_setting[11:])
+
+    raise ValueError(f"Unknown LLM setting: {llm_setting}")
diff --git a/services/llm/types.py b/services/llm/types.py
new file mode 100644
index 0000000..84dee3e
--- /dev/null
+++ b/services/llm/types.py
@@ -0,0 +1,15 @@
+from typing import Literal, Optional
+
+from pydantic import BaseModel
+
+
+class Message(BaseModel):
+    role: Literal["user", "model", "interpreter"]
+    text: Optional[str] = None
+    code: Optional[str] = None
+    code_result: Optional[str] = None
+
+
+class Response(BaseModel):
+    text: Optional[str] = None
+    code: Optional[str] = None
diff --git a/services/main_interpreter.py b/services/main_interpreter.py
index d8f3932..35683b2 100644
--- a/services/main_interpreter.py
+++ b/services/main_interpreter.py
@@ -1,34 +1,18 @@
-import os
-import sys
 from pathlib import Path
 
-from fastapi import FastAPI, WebSocket, WebSocketDisconnect
-from fastapi.middleware.cors import CORSMiddleware
+from fastapi import WebSocket, WebSocketDisconnect
+from websockets.exceptions import ConnectionClosedError
 
 from interpreter import IPythonInterpreter
+from utils import get_app, get_env_var
 
-app = FastAPI()
-app.add_middleware(
-    CORSMiddleware,
-    allow_origins=["*"],
-    allow_credentials=True,
-    allow_methods=["*"],
-    allow_headers=["*"],
-)
 
-TIMEOUT = (
-    int(os.environ["INTERPRETER_TIMEOUT"])
-    if "INTERPRETER_TIMEOUT" in os.environ
-    else 30
-)
-TIMEOUT_MESSAGE = "ERROR: TIMEOUT REACHED"
+app = get_app()
 
-try:
-    WORKING_DIRECTORY = Path(os.environ["WORKING_DIRECTORY"])
-    IPYTHON_PATH = Path(os.environ["IPYTHON_PATH"])
-except KeyError:
-    print("ERROR: Missing environment variables, exiting...", file=sys.stderr)
-    sys.exit(1)
+WORKING_DIRECTORY = Path(get_env_var("WORKING_DIRECTORY"))
+IPYTHON_PATH = Path(get_env_var("IPYTHON_PATH"))
+TIMEOUT = int(get_env_var("INTERPRETER_TIMEOUT", "30"))
+TIMEOUT_MESSAGE = "ERROR: TIMEOUT REACHED"
 
 
 def get_interpreter() -> IPythonInterpreter:
@@ -43,13 +27,27 @@ def get_interpreter() -> IPythonInterpreter:
 
 @app.websocket("/run")
 async def run(websocket: WebSocket):
-    await websocket.accept()
+    ws_exceptions = WebSocketDisconnect, ConnectionClosedError
+
+    try:
+        await websocket.accept()
+    except ws_exceptions:
+        return
+
     try:
         interpreter = get_interpreter()
     except Exception as e:
-        await websocket.send_text(str(e))
+        try:
+            await websocket.send_text(str(e))
+        except ws_exceptions:
+            return
+        return
+
+    try:
+        await websocket.send_text("_ready_")
+    except ws_exceptions:
+        interpreter.stop()
         return
-    await websocket.send_text("_ready_")
 
     try:
         while True:
@@ -62,7 +60,7 @@ async def run(websocket: WebSocket):
             except Exception as e:
                 response = f"_error_ {e}"
             await websocket.send_text(response)
-    except WebSocketDisconnect:
+    except ws_exceptions:
         pass
 
     interpreter.stop()
diff --git a/services/main_llm.py b/services/main_llm.py
index c3e0551..73758d3 100644
--- a/services/main_llm.py
+++ b/services/main_llm.py
@@ -1,68 +1,47 @@
-import os
-import sys
-import time
-from typing import Literal, Optional
+from fastapi import WebSocket
+from fastapi.websockets import WebSocketDisconnect
+from pydantic import TypeAdapter
+from websockets.exceptions import ConnectionClosedError
 
-from fastapi import FastAPI, WebSocket, WebSocketDisconnect
-from fastapi.middleware.cors import CORSMiddleware
-from pydantic import BaseModel, TypeAdapter
+from llm import LLMException, Message, get_llm
+from utils import get_app, get_env_var
 
-app = FastAPI()
-app.add_middleware(
-    CORSMiddleware,
-    allow_origins=["*"],
-    allow_credentials=True,
-    allow_methods=["*"],
-    allow_headers=["*"],
-)
 
-try:
-    LLM_SETTING = os.environ["LLM"]
-except KeyError:
-    print("ERROR: Missing environment variables, exiting...", file=sys.stderr)
-    sys.exit(1)
-
-
-class Message(BaseModel):
-    role: Literal["user", "model", "interpreter"]
-    text: Optional[str] = None
-    code: Optional[str] = None
-    code_result: Optional[str] = None
+app = get_app()
 
+LLM_SETTING = get_env_var("LLM", "gpt-openai:gpt-4")
+llm = get_llm(LLM_SETTING)
 
 Request = TypeAdapter(list[Message])
 
 
-class Response(BaseModel):
-    text: Optional[str] = None
-    code: Optional[str] = None
-
-
 @app.websocket("/chat")
 async def chat(websocket: WebSocket):
-    await websocket.accept()
+    ws_exceptions = WebSocketDisconnect, ConnectionClosedError
 
-    history = await websocket.receive_text()
-    history = Request.validate_json(history)
-    print(history, type(history))
-
-    text = "I will print hello world"
-    for i in range(len(text)):
-        response = Response(text=text[: i + 1])
-        await websocket.send_text(response.model_dump_json(exclude_none=True))
-        time.sleep(0.1)
+    try:
+        await websocket.accept()
+        history = await websocket.receive_text()
+    except ws_exceptions:
+        return
 
-    code = "print('hello world')"
-    for i in range(len(code)):
-        response = Response(text=text, code=code[: i + 1])
-        await websocket.send_text(response.model_dump_json(exclude_none=True))
-        time.sleep(0.1)
-
-    await websocket.close()
+    history = Request.validate_json(history)
 
-    # TODO: handle disconnect (stop generator)
-    # try:
-    #     ...
-    # except WebSocketDisconnect:
-    #     pass
-    # TODO: error handling as in main_interpreter.py
+    try:
+        response_generator = llm.chat(history)
+        try:
+            for response in response_generator:
+                msg = "_success_ " + response.model_dump_json(exclude_none=True)
+                await websocket.send_text(msg)
+            await websocket.close()
+
+        except ws_exceptions:
+            response_generator.close()
+            return
+
+    except LLMException as e:
+        try:
+            await websocket.send_text("_error_ " + str(e))
+            await websocket.close()
+        except ws_exceptions:
+            return
diff --git a/services/poetry.lock b/services/poetry.lock
index dd174ed..747100d 100644
--- a/services/poetry.lock
+++ b/services/poetry.lock
@@ -2,7 +2,7 @@
 name = "aiohttp"
 version = "3.8.5"
 description = "Async http client/server framework (asyncio)"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -22,7 +22,7 @@ speedups = ["Brotli", "aiodns", "cchardet"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -81,7 +81,7 @@ test = ["astroid", "pytest"]
 name = "async-timeout"
 version = "4.0.2"
 description = "Timeout context manager for asyncio programs"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -89,7 +89,7 @@ python-versions = ">=3.6"
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -132,11 +132,19 @@ d = ["aiohttp (>=3.7.4)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "certifi"
+version = "2023.7.22"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "charset-normalizer"
 version = "3.2.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7.0"
 
@@ -209,7 +217,7 @@ all = ["email-validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)"
 name = "frozenlist"
 version = "1.4.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 
@@ -304,7 +312,7 @@ traitlets = "*"
 name = "multidict"
 version = "6.0.4"
 description = "multidict implementation"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -316,6 +324,25 @@ category = "dev"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "openai"
+version = "0.27.8"
+description = "Python client library for the OpenAI API"
+category = "main"
+optional = false
+python-versions = ">=3.7.1"
+
+[package.dependencies]
+aiohttp = "*"
+requests = ">=2.20"
+tqdm = "*"
+
+[package.extras]
+datalib = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
+dev = ["black (>=21.6b0,<22.0)", "pytest (>=6.0.0,<7.0.0)", "pytest-asyncio", "pytest-mock"]
+embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"]
+wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"]
+
 [[package]]
 name = "packaging"
 version = "23.1"
@@ -474,6 +501,24 @@ tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 [package.extras]
 testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
+[[package]]
+name = "requests"
+version = "2.31.0"
+description = "Python HTTP for Humans."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset-normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -529,6 +574,23 @@ category = "dev"
 optional = false
 python-versions = ">=3.7"
 
+[[package]]
+name = "tqdm"
+version = "4.66.1"
+description = "Fast, Extensible Progress Meter"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "traitlets"
 version = "5.9.0"
@@ -549,6 +611,20 @@ category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[[package]]
+name = "urllib3"
+version = "2.0.4"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+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"
 version = "0.23.1"
@@ -585,7 +661,7 @@ python-versions = ">=3.7"
 name = "yarl"
 version = "1.9.2"
 description = "Yet another URL library"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -596,7 +672,7 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.9"
-content-hash = "d0c9a9ea8374b4d8ca3d1b96220b626d496ddbc173f29f613527eeaf36e3995b"
+content-hash = "8b755d341aae82835ddcf1481f8338866b2f2228f786e0c84d8d5d2d48c82c1e"
 
 [metadata.files]
 aiohttp = [
@@ -744,6 +820,10 @@ black = [
     {file = "black-23.7.0-py3-none-any.whl", hash = "sha256:9fd59d418c60c0348505f2ddf9609c1e1de8e7493eab96198fc89d9f865e7a96"},
     {file = "black-23.7.0.tar.gz", hash = "sha256:022a582720b0d9480ed82576c920a8c1dde97cc38ff11d8d8859b3bd6ca9eedb"},
 ]
+certifi = [
+    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
+    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
+]
 charset-normalizer = [
     {file = "charset-normalizer-3.2.0.tar.gz", hash = "sha256:3bb3d25a8e6c0aedd251753a79ae98a093c7e7b471faa3aa9a93a81431987ace"},
     {file = "charset_normalizer-3.2.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0b87549028f680ca955556e3bd57013ab47474c3124dc069faa0b6545b6c9710"},
@@ -1012,6 +1092,10 @@ mypy-extensions = [
     {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
 ]
+openai = [
+    {file = "openai-0.27.8-py3-none-any.whl", hash = "sha256:e0a7c2f7da26bdbe5354b03c6d4b82a2f34bd4458c7a17ae1a7092c3e397e03c"},
+    {file = "openai-0.27.8.tar.gz", hash = "sha256:2483095c7db1eee274cebac79e315a986c4e55207bb4fa7b82d185b3a2ed9536"},
+]
 packaging = [
     {file = "packaging-23.1-py3-none-any.whl", hash = "sha256:994793af429502c4ea2ebf6bf664629d07c1a9fe974af92966e4b8d2df7edc61"},
     {file = "packaging-23.1.tar.gz", hash = "sha256:a392980d2b6cffa644431898be54b0045151319d1e7ec34f0cfed48767dd334f"},
@@ -1167,6 +1251,10 @@ pytest = [
     {file = "pytest-7.4.0-py3-none-any.whl", hash = "sha256:78bf16451a2eb8c7a2ea98e32dc119fd2aa758f1d5d66dbf0a59d69a3969df32"},
     {file = "pytest-7.4.0.tar.gz", hash = "sha256:b4bf8c45bd59934ed84001ad51e11b4ee40d40a1229d2c79f9c592b0a3f6bd8a"},
 ]
+requests = [
+    {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
+    {file = "requests-2.31.0.tar.gz", hash = "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"},
+]
 six = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
@@ -1187,6 +1275,10 @@ tomli = [
     {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
+tqdm = [
+    {file = "tqdm-4.66.1-py3-none-any.whl", hash = "sha256:d302b3c5b53d47bce91fea46679d9c3c6508cf6332229aa1e7d8653723793386"},
+    {file = "tqdm-4.66.1.tar.gz", hash = "sha256:d88e651f9db8d8551a62556d3cff9e3034274ca5d66e93197cf2490e2dcb69c7"},
+]
 traitlets = [
     {file = "traitlets-5.9.0-py3-none-any.whl", hash = "sha256:9e6ec080259b9a5940c797d58b613b5e31441c2257b87c2e795c5228ae80d2d8"},
     {file = "traitlets-5.9.0.tar.gz", hash = "sha256:f6cde21a9c68cf756af02035f72d5a723bf607e862e7be33ece505abf4a3bad9"},
@@ -1195,6 +1287,10 @@ typing-extensions = [
     {file = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
     {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
 ]
+urllib3 = [
+    {file = "urllib3-2.0.4-py3-none-any.whl", hash = "sha256:de7df1803967d2c2a98e4b11bb7d6bd9210474c46e8a0401514e3a42a75ebde4"},
+    {file = "urllib3-2.0.4.tar.gz", hash = "sha256:8d22f86aae8ef5e410d4f539fde9ce6b2113a001bb4d189e0aed70642d602b11"},
+]
 uvicorn = [
     {file = "uvicorn-0.23.1-py3-none-any.whl", hash = "sha256:1d55d46b83ee4ce82b4e82f621f2050adb3eb7b5481c13f9af1744951cae2f1f"},
     {file = "uvicorn-0.23.1.tar.gz", hash = "sha256:da9b0c8443b2d7ee9db00a345f1eee6db7317432c9d4400f5049cc8d358383be"},
diff --git a/services/pyproject.toml b/services/pyproject.toml
index 9e8fb3b..3a7c60d 100644
--- a/services/pyproject.toml
+++ b/services/pyproject.toml
@@ -7,6 +7,7 @@ license = "MIT"
 packages = [
     {include = "interpreter"},
     {include = "llm"},
+    {include = "utils"},
 ]
 
 [tool.poetry.dependencies]
@@ -14,6 +15,7 @@ python = ">=3.9"
 fastapi = "^0.100.0"
 uvicorn = "^0.23.0"
 websockets = "^11.0.3"
+openai = "^0.27.8"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.4.0"
diff --git a/services/utils/__init__.py b/services/utils/__init__.py
new file mode 100644
index 0000000..a4594a3
--- /dev/null
+++ b/services/utils/__init__.py
@@ -0,0 +1,2 @@
+from .app import get_app
+from .env_var import get_env_var
diff --git a/services/utils/app.py b/services/utils/app.py
new file mode 100644
index 0000000..8e6460c
--- /dev/null
+++ b/services/utils/app.py
@@ -0,0 +1,14 @@
+from fastapi import FastAPI
+from fastapi.middleware.cors import CORSMiddleware
+
+
+def get_app() -> FastAPI:
+    app = FastAPI()
+    app.add_middleware(
+        CORSMiddleware,
+        allow_origins=["*"],
+        allow_credentials=True,
+        allow_methods=["*"],
+        allow_headers=["*"],
+    )
+    return app
diff --git a/services/utils/env_var.py b/services/utils/env_var.py
new file mode 100644
index 0000000..58b94f6
--- /dev/null
+++ b/services/utils/env_var.py
@@ -0,0 +1,13 @@
+import os
+import sys
+
+
+def get_env_var(key: str, default: str = None) -> str:
+    if key in os.environ:
+        return os.environ[key]
+
+    if default is not None:
+        return default
+
+    print(f"ERROR: Missing environment variables {key}, exiting...", file=sys.stderr)
+    sys.exit(1)
diff --git a/ui/app/session/communication/chat_round.tsx b/ui/app/session/communication/chat_round.tsx
index 4a761ff..23f3b18 100644
--- a/ui/app/session/communication/chat_round.tsx
+++ b/ui/app/session/communication/chat_round.tsx
@@ -42,7 +42,7 @@ export class ChatRound {
     this.setState("waiting for model");
     const response: Message = { role: "model" };
     this.extendHistory(response);
-    await this.llm.chatCall(this.history, (response) => {
+    await this.llm.chatCall(this.history.slice(0, -1), (response) => {
       this.modifyHistory(response);
     });
     return this.history[this.history.length - 1];
diff --git a/ui/app/session/communication/llm.tsx b/ui/app/session/communication/llm.tsx
index 3433dab..94c1915 100644
--- a/ui/app/session/communication/llm.tsx
+++ b/ui/app/session/communication/llm.tsx
@@ -23,19 +23,36 @@ export default class LLM {
     });
   }
 
-  async chatCall(
+  chatCall(
     messages: Message[],
     onResponse: (response: Message) => void,
   ): Promise<void> {
-    const ws = await this.connect();
-
-    ws.send(JSON.stringify(messages));
-    ws.onmessage = (event) => {
-      const message = JSON.parse(event.data) as Message;
-      message.role = "model";
-      onResponse(message);
-    };
-
-    await this.waitClose(ws);
+    return new Promise((resolve, reject) => {
+      this.connect()
+        .then((ws) => {
+          ws.send(JSON.stringify(messages));
+          ws.onmessage = (event) => {
+            if (event.data.startsWith("_success_")) {
+              const message = JSON.parse(event.data.substring(10)) as Message;
+              message.role = "model";
+              onResponse(message);
+            } else if (event.data.startsWith("_error_")) {
+              reject(Error(event.data.substring(8)));
+            } else {
+              reject(Error("Invalid response"));
+            }
+          };
+          this.waitClose(ws)
+            .then(() => {
+              resolve();
+            })
+            .catch((e) => {
+              reject(e);
+            });
+        })
+        .catch((e) => {
+          reject(e);
+        });
+    });
   }
 }

From e36b3342a7ca411ee18769664e4df02d7d692240 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Thu, 10 Aug 2023 19:09:59 +0200
Subject: [PATCH 03/23] gpt model in new python llm service

---
 services/llm/gpt_openai.py                    | 127 ++++++++++++++--
 services/main_llm.py                          |  12 +-
 ui/app/api/chat/route.ts                      |  31 ----
 ui/app/session/chat/chat_history.tsx          |   2 +-
 ui/app/session/chat/header.tsx                |   2 +-
 ui/app/session/communication/chat_round.tsx   |   2 +-
 ui/app/session/communication/llm.tsx          |   2 +-
 .../session/communication/message.tsx}        |   3 -
 ui/app/session/session.tsx                    |   2 +-
 ui/llm/gpt.tsx                                | 142 ------------------
 10 files changed, 127 insertions(+), 198 deletions(-)
 delete mode 100644 ui/app/api/chat/route.ts
 rename ui/{llm/base.tsx => app/session/communication/message.tsx} (69%)
 delete mode 100644 ui/llm/gpt.tsx

diff --git a/services/llm/gpt_openai.py b/services/llm/gpt_openai.py
index 1f6c697..0c811c7 100644
--- a/services/llm/gpt_openai.py
+++ b/services/llm/gpt_openai.py
@@ -1,28 +1,129 @@
-import time
+import re
+import json
+from typing import Generator
 
 import openai
+from openai import OpenAIError
 
 from llm.base import BaseLLM, LLMException
-from llm.types import Response
+from llm.types import Message, Response
 from utils import get_env_var
 
 
+FUNCTIONS = [
+    {
+        "name": "run_python_code",
+        "description": "Runs arbitrary Python code and returns stdout and stderr. "
+        + "The code is executed in an interactive shell, imports and variables are preserved between calls. "
+        + "The environment has internet and file system access. "
+        + "The current working directory is shared with the user, so files can be exchanged. "
+        + "There are many libraries pre-installed, including numpy, pandas, matplotlib, and scikit-learn. "
+        + "You cannot show rich outputs like plots or images, but you can store them in the working directory and point the user to them. "
+        + "If the code runs too long, there will be a timeout.",
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "code": {
+                    "type": "string",
+                    "description": "The Python code to run",
+                },
+            },
+            "required": ["code"],
+        },
+    },
+]
+
+
+def msg_to_gpt_msg(msg: Message) -> dict:
+    if msg.role == "user":
+        return {"role": "user", "content": msg.text}
+    if msg.role == "model":
+        response = {
+            "role": "assistant",
+            "content": msg.text or None,
+        }
+        if msg.code:
+            response["function_call"] = {
+                "name": "run_python_code",
+                "arguments": json.dumps({"code": msg.code}),
+            }
+        return response
+    if msg.role == "interpreter":
+        return {
+            "role": "function",
+            "name": "run_python_code",
+            "content": msg.code_result,
+        }
+    raise ValueError(f"Invalid message role {msg.role}")
+
+
+def fill_dict(dst: dict, chunk: dict):
+    for key in chunk:
+        if chunk[key] is None:
+            dst[key] = None
+        elif isinstance(chunk[key], dict):
+            if key not in dst:
+                dst[key] = {}
+            fill_dict(dst[key], chunk[key])
+        elif isinstance(chunk[key], str):
+            if key not in dst:
+                dst[key] = ""
+            dst[key] += chunk[key]
+        else:
+            raise ValueError(f"Unsupported type {type(chunk[key])}")
+
+
+def lazy_parse_args(args_partial):
+    args = args_partial
+    if not re.sub(r"\s+", "", args).endswith('"}'):
+        args += '"}'
+
+    try:
+        args = json.loads(args)
+        if "code" not in args:
+            return None
+    except json.JSONDecodeError:
+        return None
+
+    return args["code"]
+
+
 class GPTOpenAI(BaseLLM):
     def __init__(self, model_name: str):
         self._model_name = model_name
         openai.api_key = get_env_var("OPENAI_API_KEY")
 
-    def chat(self, history):
-        print(history, type(history))
+    def chat(self, history: list[Message]) -> Generator[Response, None, None]:
+        messages = [msg_to_gpt_msg(msg) for msg in history]
+
+        try:
+            chunk_generator = openai.ChatCompletion.create(
+                model=self._model_name,
+                messages=messages,
+                temperature=0,
+                functions=FUNCTIONS,
+                function_call="auto",
+                stream=True,
+            )
+        except OpenAIError as e:
+            raise LLMException(str(e))
+
+        response = {}
+        previous_code = None
+        for chunk_all in chunk_generator:
+            chunk = chunk_all["choices"][0]["delta"]
+            fill_dict(response, chunk)
 
-        text = "I will print hello world"
-        for i in range(len(text)):
-            yield Response(text=text[: i + 1])
-            time.sleep(0.1)
+            text = None
+            if "content" in response:
+                text = response["content"]
 
-        # raise LLMException("This is an error")
+            code = None
+            if "function_call" in response and "arguments" in response["function_call"]:
+                args = response["function_call"]["arguments"]
+                code = lazy_parse_args(args)
+            if code is None:
+                code = previous_code
+            previous_code = code
 
-        code = "print('hello world')"
-        for i in range(len(code)):
-            yield Response(text=text, code=code[: i + 1])
-            time.sleep(0.1)
+            yield Response(text=text, code=code)
diff --git a/services/main_llm.py b/services/main_llm.py
index 73758d3..132697a 100644
--- a/services/main_llm.py
+++ b/services/main_llm.py
@@ -25,9 +25,8 @@ async def chat(websocket: WebSocket):
     except ws_exceptions:
         return
 
-    history = Request.validate_json(history)
-
     try:
+        history = Request.validate_json(history)
         response_generator = llm.chat(history)
         try:
             for response in response_generator:
@@ -39,9 +38,14 @@ async def chat(websocket: WebSocket):
             response_generator.close()
             return
 
-    except LLMException as e:
+    except Exception as e:
         try:
-            await websocket.send_text("_error_ " + str(e))
+            if isinstance(e, LLMException):
+                error = str(e)
+            else:
+                print(e, type(e))
+                error = "Internal error"
+            await websocket.send_text("_error_ " + error)
             await websocket.close()
         except ws_exceptions:
             return
diff --git a/ui/app/api/chat/route.ts b/ui/app/api/chat/route.ts
deleted file mode 100644
index 9706abf..0000000
--- a/ui/app/api/chat/route.ts
+++ /dev/null
@@ -1,31 +0,0 @@
-import { NextRequest, NextResponse } from "next/server";
-import { LLMException, Message } from "@/llm/base";
-import { chat as gptChat } from "@/llm/gpt";
-
-const DEFAULT_MODEL = "gpt:gpt-4";
-
-function getLLM() {
-  const setting = process.env.LLM ?? DEFAULT_MODEL;
-  if (setting.startsWith("gpt:")) {
-    return gptChat(setting.slice(4));
-  }
-  throw new LLMException("Invalid LLM setting");
-}
-
-export async function POST(
-  request: NextRequest,
-): Promise<NextResponse<Message> | Response> {
-  try {
-    const history = (await request.json()) as Message[];
-    const chat = getLLM();
-    const response = await chat(history);
-    return NextResponse.json(response);
-  } catch (e) {
-    if (e instanceof LLMException) {
-      return new Response(e.message, { status: 500 });
-    }
-    throw e;
-  }
-}
-
-// TODO: REMOVE ALL OF THIS, ALSO llm FOLDER with base and gpt4
diff --git a/ui/app/session/chat/chat_history.tsx b/ui/app/session/chat/chat_history.tsx
index b7d5b58..488ccd8 100644
--- a/ui/app/session/chat/chat_history.tsx
+++ b/ui/app/session/chat/chat_history.tsx
@@ -1,4 +1,4 @@
-import { Message } from "@/llm/base";
+import { Message } from "@/app/session/communication/message";
 import { TbUser } from "react-icons/tb";
 import Image from "next/image";
 import robotIcon from "../../icon.png";
diff --git a/ui/app/session/chat/header.tsx b/ui/app/session/chat/header.tsx
index 502f8de..cb1f9ef 100644
--- a/ui/app/session/chat/header.tsx
+++ b/ui/app/session/chat/header.tsx
@@ -14,7 +14,7 @@ export function Header({
       {error !== null && (
         <div className="bg-red-600 text-white font-bold p-4">
           <div className="flex place-items-center">
-            <div className="flex-1">Error: {error}</div>
+            <div className="flex-1 mr-2">Error: {error}</div>
             <div>
               <button
                 className="px-4 py-2 bg-white hover:bg-red-100 text-red-600 rounded-md"
diff --git a/ui/app/session/communication/chat_round.tsx b/ui/app/session/communication/chat_round.tsx
index 23f3b18..5c253b1 100644
--- a/ui/app/session/communication/chat_round.tsx
+++ b/ui/app/session/communication/chat_round.tsx
@@ -1,4 +1,4 @@
-import { Message } from "@/llm/base";
+import { Message } from "@/app/session/communication/message";
 import Interpreter from "@/app/session/communication/interpreter";
 import LLM from "@/app/session/communication/llm";
 import { Approver } from "@/app/session/approval/approver";
diff --git a/ui/app/session/communication/llm.tsx b/ui/app/session/communication/llm.tsx
index 94c1915..befcfad 100644
--- a/ui/app/session/communication/llm.tsx
+++ b/ui/app/session/communication/llm.tsx
@@ -1,4 +1,4 @@
-import { Message } from "@/llm/base";
+import { Message } from "@/app/session/communication/message";
 
 export default class LLM {
   constructor(private readonly llmUrl: string) {}
diff --git a/ui/llm/base.tsx b/ui/app/session/communication/message.tsx
similarity index 69%
rename from ui/llm/base.tsx
rename to ui/app/session/communication/message.tsx
index 2767ed0..0182b81 100644
--- a/ui/llm/base.tsx
+++ b/ui/app/session/communication/message.tsx
@@ -7,6 +7,3 @@ export type Message = {
   code?: string;
   code_result?: string;
 };
-
-// is thrown if something goes wrong during messaging
-export class LLMException extends Error {}
diff --git a/ui/app/session/session.tsx b/ui/app/session/session.tsx
index 1c5d7d6..a37377b 100644
--- a/ui/app/session/session.tsx
+++ b/ui/app/session/session.tsx
@@ -1,5 +1,5 @@
 import React from "react";
-import { Message } from "@/llm/base";
+import { Message } from "@/app/session/communication/message";
 import ChatInput from "@/app/session/chat/chat_input";
 import ChatHistory from "@/app/session/chat/chat_history";
 import InterpreterIO from "@/app/session/approval/interpreter_io";
diff --git a/ui/llm/gpt.tsx b/ui/llm/gpt.tsx
deleted file mode 100644
index 268ebdc..0000000
--- a/ui/llm/gpt.tsx
+++ /dev/null
@@ -1,142 +0,0 @@
-import { Configuration, CreateChatCompletionResponse, OpenAIApi } from "openai";
-import { LLMException, Message } from "@/llm/base";
-import { AxiosResponse } from "axios";
-
-const OPENAI_API_KEY = process.env.OPENAI_API_KEY;
-const configuration = new Configuration({
-  apiKey: OPENAI_API_KEY,
-});
-const openai = new OpenAIApi(configuration);
-
-const SYSTEM_MESSAGE = "You are a helpful coding assistant.";
-const FUNCTIONS = [
-  {
-    name: "run_python_code",
-    description:
-      "Runs arbitrary Python code and returns stdout and stderr. " +
-      "The code is executed in an interactive shell, imports and variables are preserved between calls. " +
-      "The environment has internet and file system access. " +
-      "The current working directory is shared with the user, so files can be exchanged. " +
-      "There are many libraries pre-installed, including numpy, pandas, matplotlib, and scikit-learn. " +
-      "You cannot show rich outputs like plots or images, but you can store them in the working directory and point the user to them. " +
-      "If the code runs too long, there will be a timeout.",
-    parameters: {
-      type: "object",
-      properties: {
-        code: {
-          type: "string",
-          description: "The Python code to run",
-        },
-      },
-      required: ["code"],
-    },
-  },
-];
-
-type GPTMessage = {
-  role: "user" | "assistant" | "system" | "function";
-  content: string | null;
-  name?: string;
-  function_call?: {
-    name: string;
-    arguments: string;
-  };
-};
-
-function msgToGPTMsg(msg: Message): GPTMessage {
-  if (msg.role == "user") {
-    return {
-      role: "user",
-      content: msg.text !== undefined ? msg.text : null,
-    };
-  }
-  if (msg.role == "model") {
-    return {
-      role: "assistant",
-      content: msg.text !== undefined ? msg.text : null,
-      function_call:
-        msg.code !== undefined
-          ? {
-              name: "run_python_code",
-              arguments: JSON.stringify({ code: msg.code }),
-            }
-          : undefined,
-    };
-  }
-  if (msg.role == "interpreter") {
-    return {
-      role: "function",
-      name: "run_python_code",
-      content: msg.code_result ?? "",
-    };
-  }
-  throw new LLMException(`Invalid message role ${msg.role}`);
-}
-
-function GPTMsgToMsg(msg: GPTMessage): Message {
-  if (msg.role == "user") {
-    return {
-      role: "user",
-      text: msg.content !== null ? msg.content : undefined,
-    };
-  }
-  if (msg.role == "assistant") {
-    let code: string | undefined;
-    try {
-      code =
-        msg.function_call !== undefined
-          ? JSON.parse(msg.function_call.arguments).code
-          : undefined;
-    } catch (e) {
-      throw new LLMException(`Model returned invalid JSON, cannot run code`);
-    }
-    return {
-      role: "model",
-      text: msg.content !== null ? msg.content : undefined,
-      code: code,
-    };
-  }
-  if (msg.role == "function") {
-    return {
-      role: "interpreter",
-      code_result: msg.content ?? "",
-    };
-  }
-  throw new LLMException(`Invalid message role ${msg.role}`);
-}
-
-export const chat =
-  (model: string) =>
-  async (history: Message[]): Promise<Message> => {
-    if (OPENAI_API_KEY === undefined) {
-      throw new LLMException("OPENAI_API_KEY environment variable not set");
-    }
-
-    const gptHistory = history.map(msgToGPTMsg);
-    gptHistory.unshift({
-      role: "system",
-      content: SYSTEM_MESSAGE,
-    });
-
-    let completion: AxiosResponse<CreateChatCompletionResponse, any>;
-    try {
-      // type definitions of openai seem to be wrong, so had to disable multiple times
-      completion = (await openai.createChatCompletion({
-        model: model,
-        messages: gptHistory as any,
-        functions: FUNCTIONS,
-        function_call: "auto",
-        temperature: 0.0,
-      })) as any;
-    } catch (e: any) {
-      if (e.response !== undefined) {
-        throw new LLMException(
-          `OpenAI API error ${e.response.status} ${e.response.statusText}`,
-        );
-      }
-      throw e;
-    }
-    const message = completion.data.choices[0].message as GPTMessage;
-
-    return GPTMsgToMsg(message);
-  };

From 863bcb16faab1183c20085a262d518cd136a327e Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Fri, 11 Aug 2023 20:55:01 +0200
Subject: [PATCH 04/23] first working llama integration

---
 services/llm/__init__.py                 |   1 +
 services/llm/llama_replicate.py          | 116 +++++++++++++++++++++++
 services/llm/selector.py                 |  12 ++-
 services/llm/types.py                    |   4 +
 services/poetry.lock                     |  24 ++++-
 services/pyproject.toml                  |   1 +
 ui/app/session/chat/chat_history.tsx     |   4 +-
 ui/app/session/communication/message.tsx |   1 +
 8 files changed, 157 insertions(+), 6 deletions(-)
 create mode 100644 services/llm/llama_replicate.py

diff --git a/services/llm/__init__.py b/services/llm/__init__.py
index b3f14e2..56c8c44 100644
--- a/services/llm/__init__.py
+++ b/services/llm/__init__.py
@@ -2,3 +2,4 @@
 from .types import Message, Response
 from .selector import get_llm
 from .gpt_openai import GPTOpenAI
+from .llama_replicate import LlamaReplicate
diff --git a/services/llm/llama_replicate.py b/services/llm/llama_replicate.py
new file mode 100644
index 0000000..aca1d2f
--- /dev/null
+++ b/services/llm/llama_replicate.py
@@ -0,0 +1,116 @@
+from typing import Generator, Optional
+
+import replicate
+
+from llm.base import BaseLLM, LLMException
+from llm.types import Message, Response
+from utils import get_env_var
+
+
+SYSTEM_PROMPT = """\
+You are a helpful AI assistant.
+
+You have access to a python code interpreter, which supports you in your tasks.
+The code is executed in an interactive shell, imports and variables are preserved between calls.
+The environment has internet and file system access.
+The current working directory is shared with the user, so files can be exchanged.
+There are many libraries pre-installed, including numpy, pandas, matplotlib, and scikit-learn.
+You cannot show rich outputs like plots or images, but you can store them in the working directory and point the user to them.
+If the code runs too long, there will be a timeout.
+
+To access the interpreter, use the following format:
+```python
+<your code>
+```
+If you want to call Python and still say something, do only output text above the code block, NOT below.
+Only provide at most one code block per message.
+The code will be executed automatically and the result will be sent back to you."""
+
+CODE_BEGIN = "```python\n"
+CODE_END = "\n```"
+
+
+def msg_to_llama_msg(msg: Message) -> str:
+    if msg.role == "user":
+        return f"[INST] {msg.text} [/INST]"
+    if msg.role == "model":
+        response = msg.text if msg.text else ""
+        if msg.code:
+            response += f"\n{CODE_BEGIN}{msg.code}{CODE_END}"
+        return response
+    if msg.role == "interpreter":
+        return f"[INST] RESULT_PYTHON: {msg.code_result} [/INST]"
+    raise ValueError(f"Invalid message role {msg.role}")
+
+
+def split_output(text: str) -> tuple[Optional[str], Optional[str], bool]:
+    """Assumes that there is at most one code block, which is at the end.
+    Last value in tuple is true if full code block was found. This allows to
+    enforce this policy by stopping generation as soon as it becomes true."""
+
+    finished = False
+
+    # split text and code if possible
+    if CODE_BEGIN in text:
+        text, code = text.split(CODE_BEGIN)
+    else:
+        text, code = text, None
+
+    # if couldn't split, might need to remove partially generated CODE_BEGIN
+    if code is None:
+        for i in range(len(CODE_BEGIN) - 1, 0, -1):
+            if text.endswith(CODE_BEGIN[:i]):
+                text = text[:-i]
+                break
+
+    # clean text
+    if text.startswith(" "):
+        text = text[1:]
+    if text.endswith("\n"):
+        text = text[:-1]
+    if text == "":
+        text = None
+
+    # if have code, might need to remove partially generated CODE_END
+    if code is not None:
+        if CODE_END in code:
+            code = code.split(CODE_END)[0]
+            finished = True
+        else:
+            for i in range(len(CODE_END) - 1, 0, -1):
+                if code.endswith(CODE_END[:i]):
+                    code = code[:-i]
+                    break
+
+    if code == "":
+        code = None
+
+    return text, code, finished
+
+
+class LlamaReplicate(BaseLLM):
+    def __init__(self, model_name: str):
+        self._model_name = model_name
+        self._client = replicate.Client(api_token=get_env_var("REPLICATE_API_KEY"))
+
+    def chat(self, history: list[Message]) -> Generator[Response, None, None]:
+        messages = [msg_to_llama_msg(msg) for msg in history]
+        output = self._client.run(  # TODO: error handling
+            self._model_name,
+            input={
+                "prompt": " ".join(messages),
+                "system_prompt": SYSTEM_PROMPT,
+                "temperature": 0.75,  # TODO: better temperature?
+            },
+        )
+
+        full_text = ""
+        for item in output:
+            full_text += item
+
+            text, code, finished = split_output(full_text)
+            if text is not None or code is not None:
+                yield Response(text=text, code=code)
+
+            if finished:
+                break
diff --git a/services/llm/selector.py b/services/llm/selector.py
index c65bd87..122bb83 100644
--- a/services/llm/selector.py
+++ b/services/llm/selector.py
@@ -1,9 +1,17 @@
+from llm.llama_replicate import LlamaReplicate
 from llm.gpt_openai import GPTOpenAI
 from llm.base import BaseLLM
 
 
+MAP_LLM = {
+    "gpt-openai": GPTOpenAI,
+    "llama-replicate": LlamaReplicate,
+}
+
+
 def get_llm(llm_setting: str) -> BaseLLM:
-    if llm_setting.startswith("gpt-openai:"):
-        return GPTOpenAI(llm_setting[11:])
+    for prefix, llm_class in MAP_LLM.items():
+        if llm_setting.startswith(prefix):
+            return llm_class(llm_setting[len(prefix) + 1 :])
 
     raise ValueError(f"Unknown LLM setting: {llm_setting}")
diff --git a/services/llm/types.py b/services/llm/types.py
index 84dee3e..0858736 100644
--- a/services/llm/types.py
+++ b/services/llm/types.py
@@ -3,6 +3,10 @@
 from pydantic import BaseModel
 
 
+# a user sends a text
+# a model sends a text, code, or both
+# an interpreter sends a code_result
+# duplicate definition in frontend
 class Message(BaseModel):
     role: Literal["user", "model", "interpreter"]
     text: Optional[str] = None
diff --git a/services/poetry.lock b/services/poetry.lock
index 747100d..2ad8544 100644
--- a/services/poetry.lock
+++ b/services/poetry.lock
@@ -347,7 +347,7 @@ wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1
 name = "packaging"
 version = "23.1"
 description = "Core utilities for Python packages"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -501,6 +501,22 @@ tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 [package.extras]
 testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
+[[package]]
+name = "replicate"
+version = "0.11.0"
+description = "Python client for Replicate"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+packaging = "*"
+pydantic = ">1"
+requests = ">2"
+
+[package.extras]
+dev = ["black", "mypy", "pytest", "responses", "ruff"]
+
 [[package]]
 name = "requests"
 version = "2.31.0"
@@ -672,7 +688,7 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.9"
-content-hash = "8b755d341aae82835ddcf1481f8338866b2f2228f786e0c84d8d5d2d48c82c1e"
+content-hash = "ff7f2d15b32f4ce72166d04d3e3e00c4a772b3a48b455d75e0c92bc7e1a04e5e"
 
 [metadata.files]
 aiohttp = [
@@ -1251,6 +1267,10 @@ pytest = [
     {file = "pytest-7.4.0-py3-none-any.whl", hash = "sha256:78bf16451a2eb8c7a2ea98e32dc119fd2aa758f1d5d66dbf0a59d69a3969df32"},
     {file = "pytest-7.4.0.tar.gz", hash = "sha256:b4bf8c45bd59934ed84001ad51e11b4ee40d40a1229d2c79f9c592b0a3f6bd8a"},
 ]
+replicate = [
+    {file = "replicate-0.11.0-py3-none-any.whl", hash = "sha256:fbb8815068864dc822cd4fa7b6103d6f4089d6ef122abd6c3441ca0f0f110c46"},
+    {file = "replicate-0.11.0.tar.gz", hash = "sha256:4d54b5838c1552a6f76cc37c3af8d9a7998105382082d672acad31636ad443b5"},
+]
 requests = [
     {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
     {file = "requests-2.31.0.tar.gz", hash = "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"},
diff --git a/services/pyproject.toml b/services/pyproject.toml
index 3a7c60d..924c75c 100644
--- a/services/pyproject.toml
+++ b/services/pyproject.toml
@@ -16,6 +16,7 @@ fastapi = "^0.100.0"
 uvicorn = "^0.23.0"
 websockets = "^11.0.3"
 openai = "^0.27.8"
+replicate = "^0.11.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.4.0"
diff --git a/ui/app/session/chat/chat_history.tsx b/ui/app/session/chat/chat_history.tsx
index 488ccd8..82f46fe 100644
--- a/ui/app/session/chat/chat_history.tsx
+++ b/ui/app/session/chat/chat_history.tsx
@@ -32,8 +32,8 @@ export default function ChatHistory({ history }: { history: Message[] }) {
             )}
             <div
               className={
-                "bg-white drop-shadow-sm rounded-md p-4" +
-                (msg.role === "user" ? " bg-blue-200" : "")
+                "drop-shadow-sm rounded-md p-4 whitespace-pre-wrap " +
+                (msg.role === "user" ? "bg-blue-100" : "bg-white")
               }
             >
               {msg.text}
diff --git a/ui/app/session/communication/message.tsx b/ui/app/session/communication/message.tsx
index 0182b81..3204626 100644
--- a/ui/app/session/communication/message.tsx
+++ b/ui/app/session/communication/message.tsx
@@ -1,6 +1,7 @@
 // a user sends a text
 // a model sends a text, code, or both
 // an interpreter sends a code_result
+// duplicate definition in backend
 export type Message = {
   role: "user" | "model" | "interpreter";
   text?: string;

From 0073e929ba4571801ddcebbe6e8330bfb34a1ad6 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Fri, 11 Aug 2023 21:22:42 +0200
Subject: [PATCH 05/23] llama integration error handling

---
 services/llm/gpt_openai.py      | 44 ++++++++++++++++++---------------
 services/llm/llama_replicate.py | 43 ++++++++++++++++++--------------
 2 files changed, 48 insertions(+), 39 deletions(-)

diff --git a/services/llm/gpt_openai.py b/services/llm/gpt_openai.py
index 0c811c7..7792c59 100644
--- a/services/llm/gpt_openai.py
+++ b/services/llm/gpt_openai.py
@@ -105,25 +105,29 @@ def chat(self, history: list[Message]) -> Generator[Response, None, None]:
                 function_call="auto",
                 stream=True,
             )
+
+            response = {}
+            previous_code = None
+            for chunk_all in chunk_generator:
+                chunk = chunk_all["choices"][0]["delta"]
+                fill_dict(response, chunk)
+
+                text = None
+                if "content" in response:
+                    text = response["content"]
+
+                code = None
+                if (
+                    "function_call" in response
+                    and "arguments" in response["function_call"]
+                ):
+                    args = response["function_call"]["arguments"]
+                    code = lazy_parse_args(args)
+                if code is None:
+                    code = previous_code
+                previous_code = code
+
+                yield Response(text=text, code=code)
+
         except OpenAIError as e:
             raise LLMException(str(e))
-
-        response = {}
-        previous_code = None
-        for chunk_all in chunk_generator:
-            chunk = chunk_all["choices"][0]["delta"]
-            fill_dict(response, chunk)
-
-            text = None
-            if "content" in response:
-                text = response["content"]
-
-            code = None
-            if "function_call" in response and "arguments" in response["function_call"]:
-                args = response["function_call"]["arguments"]
-                code = lazy_parse_args(args)
-            if code is None:
-                code = previous_code
-            previous_code = code
-
-            yield Response(text=text, code=code)
diff --git a/services/llm/llama_replicate.py b/services/llm/llama_replicate.py
index aca1d2f..11828e1 100644
--- a/services/llm/llama_replicate.py
+++ b/services/llm/llama_replicate.py
@@ -1,6 +1,7 @@
 from typing import Generator, Optional
 
 import replicate
+from replicate.exceptions import ReplicateException
 
 from llm.base import BaseLLM, LLMException
 from llm.types import Message, Response
@@ -95,22 +96,26 @@ def __init__(self, model_name: str):
 
     def chat(self, history: list[Message]) -> Generator[Response, None, None]:
         messages = [msg_to_llama_msg(msg) for msg in history]
-        output = self._client.run(  # TODO: error handling
-            self._model_name,
-            input={
-                "prompt": " ".join(messages),
-                "system_prompt": SYSTEM_PROMPT,
-                "temperature": 0.75,  # TODO: better temperature?
-            },
-        )
-
-        full_text = ""
-        for item in output:
-            full_text += item
-
-            text, code, finished = split_output(full_text)
-            if text is not None or code is not None:
-                yield Response(text=text, code=code)
-
-            if finished:
-                break
+        try:
+            output = self._client.run(
+                self._model_name,
+                input={
+                    "prompt": " ".join(messages),
+                    "system_prompt": SYSTEM_PROMPT,
+                    "temperature": 0.01,
+                },
+            )
+
+            full_text = ""
+            for item in output:
+                full_text += item
+
+                text, code, finished = split_output(full_text)
+                if text is not None or code is not None:
+                    yield Response(text=text, code=code)
+
+                if finished:
+                    break
+
+        except ReplicateException as e:
+            raise LLMException(str(e))

From 89ec8636f4e2e9d608aeed414285665e3a5a2b84 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Sat, 12 Aug 2023 16:27:00 +0200
Subject: [PATCH 06/23] llama with huggingface text generation inference

---
 services/llm/__init__.py              |   2 -
 services/llm/llama/__init__.py        |   2 +
 services/llm/llama/llama_replicate.py |  43 +++
 services/llm/llama/llama_tgi.py       |  78 ++++++
 services/llm/llama/parsing.py         |  70 +++++
 services/llm/llama/prompt.py          |  18 ++
 services/llm/llama_replicate.py       | 121 --------
 services/llm/selector.py              |   3 +-
 services/main_llm.py                  |  13 +-
 services/poetry.lock                  | 386 +++++++++++++++++---------
 services/pyproject.toml               |   4 +-
 11 files changed, 475 insertions(+), 265 deletions(-)
 create mode 100644 services/llm/llama/__init__.py
 create mode 100644 services/llm/llama/llama_replicate.py
 create mode 100644 services/llm/llama/llama_tgi.py
 create mode 100644 services/llm/llama/parsing.py
 create mode 100644 services/llm/llama/prompt.py
 delete mode 100644 services/llm/llama_replicate.py

diff --git a/services/llm/__init__.py b/services/llm/__init__.py
index 56c8c44..af76ee4 100644
--- a/services/llm/__init__.py
+++ b/services/llm/__init__.py
@@ -1,5 +1,3 @@
 from .base import BaseLLM, LLMException
 from .types import Message, Response
 from .selector import get_llm
-from .gpt_openai import GPTOpenAI
-from .llama_replicate import LlamaReplicate
diff --git a/services/llm/llama/__init__.py b/services/llm/llama/__init__.py
new file mode 100644
index 0000000..f190763
--- /dev/null
+++ b/services/llm/llama/__init__.py
@@ -0,0 +1,2 @@
+from .llama_replicate import LlamaReplicate
+from .llama_tgi import LlamaTGI
diff --git a/services/llm/llama/llama_replicate.py b/services/llm/llama/llama_replicate.py
new file mode 100644
index 0000000..c25f8c0
--- /dev/null
+++ b/services/llm/llama/llama_replicate.py
@@ -0,0 +1,43 @@
+from typing import Generator, Optional
+
+import replicate
+from replicate.exceptions import ReplicateException
+
+from llm.base import BaseLLM, LLMException
+from llm.types import Message, Response
+from utils import get_env_var
+
+from .prompt import SYSTEM_PROMPT
+from .parsing import msg_to_llama_msg, split_output
+
+
+class LlamaReplicate(BaseLLM):
+    def __init__(self, model_name: str):
+        self._model_name = model_name
+        self._client = replicate.Client(api_token=get_env_var("REPLICATE_API_KEY"))
+
+    def chat(self, history: list[Message]) -> Generator[Response, None, None]:
+        messages = [msg_to_llama_msg(msg) for msg in history]
+        try:
+            output = self._client.run(
+                self._model_name,
+                input={
+                    "prompt": " ".join(messages),
+                    "system_prompt": SYSTEM_PROMPT,
+                    "temperature": 0.01,
+                },
+            )
+
+            full_text = ""
+            for item in output:
+                full_text += item
+
+                text, code, finished = split_output(full_text)
+                if text is not None or code is not None:
+                    yield Response(text=text, code=code)
+
+                if finished:
+                    break
+
+        except ReplicateException as e:
+            raise LLMException(str(e))
diff --git a/services/llm/llama/llama_tgi.py b/services/llm/llama/llama_tgi.py
new file mode 100644
index 0000000..3b345f1
--- /dev/null
+++ b/services/llm/llama/llama_tgi.py
@@ -0,0 +1,78 @@
+from typing import Generator
+
+from requests import RequestException
+from sentencepiece import SentencePieceProcessor
+from text_generation import Client
+from text_generation.errors import ValidationError
+
+from llm.base import BaseLLM, LLMException
+from llm.types import Message, Response
+from utils import get_env_var
+
+from .prompt import SYSTEM_PROMPT
+from .parsing import msg_to_llama_msg, split_output
+
+
+B_SYS, E_SYS = "<<SYS>>\n", "\n<</SYS>>\n\n"
+B_TURN, E_TURN = "<s>", "</s>"
+
+
+class LlamaTGI(BaseLLM):
+    """Llama, served via text generation inference by huggingface."""
+
+    def __init__(self, client_url: str):
+        self._client = Client(client_url)
+        self._max_tokens = int(get_env_var("MAX_TOKENS"))
+        self._tokenizer = SentencePieceProcessor(
+            model_file=get_env_var("TOKENIZER_PATH")
+        )
+
+    @staticmethod
+    def get_prompt(history: list[Message]) -> str:
+        if len(history) == 0 or history[0].role != "user":
+            raise ValueError("First message must be user message")
+
+        first_message = Message(
+            role="user", text=f"{B_SYS}{SYSTEM_PROMPT}{E_SYS}{history[0].text}"
+        )
+        system_history = [first_message] + history[1:]
+
+        messages = [msg_to_llama_msg(msg) for msg in system_history]
+
+        if history[-1].role == "model":
+            raise ValueError("Last message must be user or interpreter message")
+
+        previous_turns = [
+            f"{B_TURN}{messages[idx]} {messages[idx+1]}{E_TURN}"
+            for idx in range(len(messages))[0:-1:2]
+        ]
+        last_turn = f"{B_TURN}{messages[-1]}"
+
+        prompt = "".join(previous_turns + [last_turn])
+        return prompt
+
+    def get_max_new_tokens(self, prompt: str) -> int:
+        prompt_tokens = len(self._tokenizer.encode(prompt))
+        return self._max_tokens - prompt_tokens
+
+    def chat(self, history: list[Message]) -> Generator[Response, None, None]:
+        prompt = self.get_prompt(history)
+        max_new_tokens = self.get_max_new_tokens(prompt)
+
+        try:
+            full_text = ""
+            for response in self._client.generate_stream(
+                prompt, temperature=0.75, max_new_tokens=max_new_tokens
+            ):
+                if not response.token.special:
+                    full_text += response.token.text
+
+                    text, code, finished = split_output(full_text)
+                    if text is not None or code is not None:
+                        yield Response(text=text, code=code)
+
+                    if finished:
+                        break
+
+        except (RequestException, ValidationError) as e:
+            raise LLMException(str(e))
diff --git a/services/llm/llama/parsing.py b/services/llm/llama/parsing.py
new file mode 100644
index 0000000..b11c4fd
--- /dev/null
+++ b/services/llm/llama/parsing.py
@@ -0,0 +1,70 @@
+from typing import Optional
+
+from llm.base import Message
+
+CODE_BEGIN, CODE_END = "```python\n", "\n```"
+CODE_RESULT = "RESULT_PYTHON: "
+B_INST, E_INST = "[INST]", "[/INST]"
+
+
+def msg_to_llama_msg(msg: Message) -> str:
+    if msg.role == "user":
+        return f"{B_INST} {msg.text} {E_INST}"
+    if msg.role == "model":
+        return merge_output(msg.text, msg.code)
+    if msg.role == "interpreter":
+        return f"{B_INST} {format_code_result(msg.code_result)} {E_INST}"
+    raise ValueError(f"Invalid message role {msg.role}")
+
+
+def split_output(text: str) -> tuple[Optional[str], Optional[str], bool]:
+    """Assumes that there is at most one code block, which is at the end.
+    Last value in tuple is true if full code block was found. This allows to
+    enforce this policy by stopping generation as soon as it becomes true."""
+
+    finished = False
+
+    # split text and code if possible
+    if CODE_BEGIN in text:
+        text, code = text.split(CODE_BEGIN)
+    else:
+        text, code = text, None
+
+    # if couldn't split, might need to remove partially generated CODE_BEGIN
+    if code is None:
+        for i in range(len(CODE_BEGIN) - 1, 0, -1):
+            if text.endswith(CODE_BEGIN[:i]):
+                text = text[:-i]
+                break
+
+    # clean text
+    text = text.strip()
+    if text == "":
+        text = None
+
+    # if have code, might need to remove partially generated CODE_END
+    if code is not None:
+        if CODE_END in code:
+            code = code.split(CODE_END)[0]
+            finished = True
+        else:
+            for i in range(len(CODE_END) - 1, 0, -1):
+                if code.endswith(CODE_END[:i]):
+                    code = code[:-i]
+                    break
+
+    if code == "":
+        code = None
+
+    return text, code, finished
+
+
+def merge_output(text: Optional[str], code: Optional[str]) -> str:
+    response = text if text else ""
+    if code:
+        response += f"\n{CODE_BEGIN}{code}{CODE_END}"
+    return response
+
+
+def format_code_result(code_result: str) -> str:
+    return f"{CODE_RESULT}{code_result}"
diff --git a/services/llm/llama/prompt.py b/services/llm/llama/prompt.py
new file mode 100644
index 0000000..5d03902
--- /dev/null
+++ b/services/llm/llama/prompt.py
@@ -0,0 +1,18 @@
+SYSTEM_PROMPT = """\
+You are a helpful AI assistant.
+
+You have access to a python code interpreter, which supports you in your tasks.
+The code is executed in an interactive shell, imports and variables are preserved between calls.
+The environment has internet and file system access.
+The current working directory is shared with the user, so files can be exchanged.
+There are many libraries pre-installed, including numpy, pandas, matplotlib, and scikit-learn.
+You cannot show rich outputs like plots or images, but you can store them in the working directory and point the user to them.
+If the code runs too long, there will be a timeout.
+
+To access the interpreter, use the following format:
+```python
+<your code>
+```
+If you want to call Python and still say something, do only output text above the code block, NOT below.
+Only provide at most one code block per message.
+The code will be executed automatically and the result will be sent back to you."""
diff --git a/services/llm/llama_replicate.py b/services/llm/llama_replicate.py
deleted file mode 100644
index 11828e1..0000000
--- a/services/llm/llama_replicate.py
+++ /dev/null
@@ -1,121 +0,0 @@
-from typing import Generator, Optional
-
-import replicate
-from replicate.exceptions import ReplicateException
-
-from llm.base import BaseLLM, LLMException
-from llm.types import Message, Response
-from utils import get_env_var
-
-
-SYSTEM_PROMPT = """\
-You are a helpful AI assistant.
-
-You have access to a python code interpreter, which supports you in your tasks.
-The code is executed in an interactive shell, imports and variables are preserved between calls.
-The environment has internet and file system access.
-The current working directory is shared with the user, so files can be exchanged.
-There are many libraries pre-installed, including numpy, pandas, matplotlib, and scikit-learn.
-You cannot show rich outputs like plots or images, but you can store them in the working directory and point the user to them.
-If the code runs too long, there will be a timeout.
-
-To access the interpreter, use the following format:
-```python
-<your code>
-```
-If you want to call Python and still say something, do only output text above the code block, NOT below.
-Only provide at most one code block per message.
-The code will be executed automatically and the result will be sent back to you."""
-
-CODE_BEGIN = "```python\n"
-CODE_END = "\n```"
-
-
-def msg_to_llama_msg(msg: Message) -> str:
-    if msg.role == "user":
-        return f"[INST] {msg.text} [/INST]"
-    if msg.role == "model":
-        response = msg.text if msg.text else ""
-        if msg.code:
-            response += f"\n{CODE_BEGIN}{msg.code}{CODE_END}"
-        return response
-    if msg.role == "interpreter":
-        return f"[INST] RESULT_PYTHON: {msg.code_result} [/INST]"
-    raise ValueError(f"Invalid message role {msg.role}")
-
-
-def split_output(text: str) -> tuple[Optional[str], Optional[str], bool]:
-    """Assumes that there is at most one code block, which is at the end.
-    Last value in tuple is true if full code block was found. This allows to
-    enforce this policy by stopping generation as soon as it becomes true."""
-
-    finished = False
-
-    # split text and code if possible
-    if CODE_BEGIN in text:
-        text, code = text.split(CODE_BEGIN)
-    else:
-        text, code = text, None
-
-    # if couldn't split, might need to remove partially generated CODE_BEGIN
-    if code is None:
-        for i in range(len(CODE_BEGIN) - 1, 0, -1):
-            if text.endswith(CODE_BEGIN[:i]):
-                text = text[:-i]
-                break
-
-    # clean text
-    if text.startswith(" "):
-        text = text[1:]
-    if text.endswith("\n"):
-        text = text[:-1]
-    if text == "":
-        text = None
-
-    # if have code, might need to remove partially generated CODE_END
-    if code is not None:
-        if CODE_END in code:
-            code = code.split(CODE_END)[0]
-            finished = True
-        else:
-            for i in range(len(CODE_END) - 1, 0, -1):
-                if code.endswith(CODE_END[:i]):
-                    code = code[:-i]
-                    break
-
-    if code == "":
-        code = None
-
-    return text, code, finished
-
-
-class LlamaReplicate(BaseLLM):
-    def __init__(self, model_name: str):
-        self._model_name = model_name
-        self._client = replicate.Client(api_token=get_env_var("REPLICATE_API_KEY"))
-
-    def chat(self, history: list[Message]) -> Generator[Response, None, None]:
-        messages = [msg_to_llama_msg(msg) for msg in history]
-        try:
-            output = self._client.run(
-                self._model_name,
-                input={
-                    "prompt": " ".join(messages),
-                    "system_prompt": SYSTEM_PROMPT,
-                    "temperature": 0.01,
-                },
-            )
-
-            full_text = ""
-            for item in output:
-                full_text += item
-
-                text, code, finished = split_output(full_text)
-                if text is not None or code is not None:
-                    yield Response(text=text, code=code)
-
-                if finished:
-                    break
-
-        except ReplicateException as e:
-            raise LLMException(str(e))
diff --git a/services/llm/selector.py b/services/llm/selector.py
index 122bb83..58a84f6 100644
--- a/services/llm/selector.py
+++ b/services/llm/selector.py
@@ -1,4 +1,4 @@
-from llm.llama_replicate import LlamaReplicate
+from llm.llama import LlamaReplicate, LlamaTGI
 from llm.gpt_openai import GPTOpenAI
 from llm.base import BaseLLM
 
@@ -6,6 +6,7 @@
 MAP_LLM = {
     "gpt-openai": GPTOpenAI,
     "llama-replicate": LlamaReplicate,
+    "llama-tgi": LlamaTGI,
 }
 
 
diff --git a/services/main_llm.py b/services/main_llm.py
index 132697a..01b5e52 100644
--- a/services/main_llm.py
+++ b/services/main_llm.py
@@ -1,6 +1,8 @@
+import json
+
 from fastapi import WebSocket
 from fastapi.websockets import WebSocketDisconnect
-from pydantic import TypeAdapter
+from pydantic import BaseModel
 from websockets.exceptions import ConnectionClosedError
 
 from llm import LLMException, Message, get_llm
@@ -12,7 +14,9 @@
 LLM_SETTING = get_env_var("LLM", "gpt-openai:gpt-4")
 llm = get_llm(LLM_SETTING)
 
-Request = TypeAdapter(list[Message])
+
+class Request(BaseModel):
+    history: list[Message]
 
 
 @app.websocket("/chat")
@@ -26,11 +30,12 @@ async def chat(websocket: WebSocket):
         return
 
     try:
-        history = Request.validate_json(history)
+        history = json.loads(history)
+        history = Request(history=history).history
         response_generator = llm.chat(history)
         try:
             for response in response_generator:
-                msg = "_success_ " + response.model_dump_json(exclude_none=True)
+                msg = "_success_ " + response.json(exclude_none=True)
                 await websocket.send_text(msg)
             await websocket.close()
 
diff --git a/services/poetry.lock b/services/poetry.lock
index 2ad8544..d5cb25a 100644
--- a/services/poetry.lock
+++ b/services/poetry.lock
@@ -29,14 +29,6 @@ python-versions = ">=3.7"
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
-[[package]]
-name = "annotated-types"
-version = "0.5.0"
-description = "Reusable constraint types to use with typing.Annotated"
-category = "main"
-optional = false
-python-versions = ">=3.7"
-
 [[package]]
 name = "anyio"
 version = "3.7.1"
@@ -213,6 +205,18 @@ typing-extensions = ">=4.5.0"
 [package.extras]
 all = ["email-validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.5)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
 
+[[package]]
+name = "filelock"
+version = "3.12.2"
+description = "A platform independent file lock."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo (>=2023.5.20)", "sphinx (>=7.0.1)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "pytest (>=7.3.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
+
 [[package]]
 name = "frozenlist"
 version = "1.4.0"
@@ -221,6 +225,38 @@ category = "main"
 optional = false
 python-versions = ">=3.8"
 
+[[package]]
+name = "fsspec"
+version = "2023.6.0"
+description = "File-system specification"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+devel = ["pytest", "pytest-cov"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+tqdm = ["tqdm"]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -229,6 +265,35 @@ category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[[package]]
+name = "huggingface-hub"
+version = "0.16.4"
+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+category = "main"
+optional = false
+python-versions = ">=3.7.0"
+
+[package.dependencies]
+filelock = "*"
+fsspec = "*"
+packaging = ">=20.9"
+pyyaml = ">=5.1"
+requests = "*"
+tqdm = ">=4.42.1"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
+cli = ["InquirerPy (==0.3.4)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
+fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
+inference = ["aiohttp", "pydantic"]
+quality = ["black (>=23.1,<24.0)", "mypy (==0.982)", "ruff (>=0.0.241)"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["torch"]
+typing = ["pydantic", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"]
+
 [[package]]
 name = "idna"
 version = "3.4"
@@ -446,30 +511,18 @@ tests = ["pytest"]
 
 [[package]]
 name = "pydantic"
-version = "2.1.1"
-description = "Data validation using Python type hints"
+version = "1.10.12"
+description = "Data validation and settings management using python type hints"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
-annotated-types = ">=0.4.0"
-pydantic-core = "2.4.0"
-typing-extensions = ">=4.6.1"
+typing-extensions = ">=4.2.0"
 
 [package.extras]
-email = ["email-validator (>=2.0.0)"]
-
-[[package]]
-name = "pydantic-core"
-version = "2.4.0"
-description = ""
-category = "main"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+dotenv = ["python-dotenv (>=0.10.4)"]
+email = ["email-validator (>=1.0.3)"]
 
 [[package]]
 name = "pygments"
@@ -501,6 +554,14 @@ tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 [package.extras]
 testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
+[[package]]
+name = "pyyaml"
+version = "6.0.1"
+description = "YAML parser and emitter for Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "replicate"
 version = "0.11.0"
@@ -535,6 +596,14 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "sentencepiece"
+version = "0.1.99"
+description = "SentencePiece python wrapper"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -582,6 +651,19 @@ typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""
 [package.extras]
 full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"]
 
+[[package]]
+name = "text-generation"
+version = "0.6.0"
+description = "Hugging Face Text Generation Python Client"
+category = "main"
+optional = false
+python-versions = ">=3.7,<4.0"
+
+[package.dependencies]
+aiohttp = ">=3.8,<4.0"
+huggingface-hub = ">=0.12,<1.0"
+pydantic = ">=1.10,<2.0"
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -687,8 +769,8 @@ multidict = ">=4.0"
 
 [metadata]
 lock-version = "1.1"
-python-versions = ">=3.9"
-content-hash = "ff7f2d15b32f4ce72166d04d3e3e00c4a772b3a48b455d75e0c92bc7e1a04e5e"
+python-versions = ">=3.9, <4.0"
+content-hash = "f3ae21397ca0a253dc085551c064a3760869d881ea6ea0559bdaaa0a1efe5070"
 
 [metadata.files]
 aiohttp = [
@@ -784,10 +866,6 @@ aiosignal = [
     {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
     {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"},
 ]
-annotated-types = [
-    {file = "annotated_types-0.5.0-py3-none-any.whl", hash = "sha256:58da39888f92c276ad970249761ebea80ba544b77acddaa1a4d6cf78287d45fd"},
-    {file = "annotated_types-0.5.0.tar.gz", hash = "sha256:47cdc3490d9ac1506ce92c7aaa76c579dc3509ff11e098fc867e5130ab7be802"},
-]
 anyio = [
     {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
     {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
@@ -941,6 +1019,10 @@ fastapi = [
     {file = "fastapi-0.100.1-py3-none-any.whl", hash = "sha256:ec6dd52bfc4eff3063cfcd0713b43c87640fefb2687bbbe3d8a08d94049cdf32"},
     {file = "fastapi-0.100.1.tar.gz", hash = "sha256:522700d7a469e4a973d92321ab93312448fbe20fca9c8da97effc7e7bc56df23"},
 ]
+filelock = [
+    {file = "filelock-3.12.2-py3-none-any.whl", hash = "sha256:cbb791cdea2a72f23da6ac5b5269ab0a0d161e9ef0100e653b69049a7706d1ec"},
+    {file = "filelock-3.12.2.tar.gz", hash = "sha256:002740518d8aa59a26b0c76e10fb8c6e15eae825d34b6fdf670333fd7b938d81"},
+]
 frozenlist = [
     {file = "frozenlist-1.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:764226ceef3125e53ea2cb275000e309c0aa5464d43bd72abd661e27fffc26ab"},
     {file = "frozenlist-1.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d6484756b12f40003c6128bfcc3fa9f0d49a687e171186c2d85ec82e3758c559"},
@@ -1004,10 +1086,18 @@ frozenlist = [
     {file = "frozenlist-1.4.0-cp39-cp39-win_amd64.whl", hash = "sha256:6221d84d463fb110bdd7619b69cb43878a11d51cbb9394ae3105d082d5199167"},
     {file = "frozenlist-1.4.0.tar.gz", hash = "sha256:09163bdf0b2907454042edb19f887c6d33806adc71fbd54afc14908bfdc22251"},
 ]
+fsspec = [
+    {file = "fsspec-2023.6.0-py3-none-any.whl", hash = "sha256:1cbad1faef3e391fba6dc005ae9b5bdcbf43005c9167ce78c915549c352c869a"},
+    {file = "fsspec-2023.6.0.tar.gz", hash = "sha256:d0b2f935446169753e7a5c5c55681c54ea91996cc67be93c39a154fb3a2742af"},
+]
 h11 = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
 ]
+huggingface-hub = [
+    {file = "huggingface_hub-0.16.4-py3-none-any.whl", hash = "sha256:0d3df29932f334fead024afc7cb4cc5149d955238b8b5e42dcf9740d6995a349"},
+    {file = "huggingface_hub-0.16.4.tar.gz", hash = "sha256:608c7d4f3d368b326d1747f91523dbd1f692871e8e2e7a4750314a2dd8b63e14"},
+]
 idna = [
     {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
     {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
@@ -1153,111 +1243,42 @@ pure-eval = [
     {file = "pure_eval-0.2.2.tar.gz", hash = "sha256:2b45320af6dfaa1750f543d714b6d1c520a1688dec6fd24d339063ce0aaa9ac3"},
 ]
 pydantic = [
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-    {file = "pydantic-2.1.1.tar.gz", hash = "sha256:22d63db5ce4831afd16e7c58b3192d3faf8f79154980d9397d9867254310ba4b"},
-]
-pydantic-core = [
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+    {file = "sentencepiece-0.1.99-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:85b476406da69c70586f0bb682fcca4c9b40e5059814f2db92303ea4585c650c"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:cfbcfe13c69d3f87b7fcd5da168df7290a6d006329be71f90ba4f56bc77f8561"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:445b0ec381af1cd4eef95243e7180c63d9c384443c16c4c47a28196bd1cda937"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c6890ea0f2b4703f62d0bf27932e35808b1f679bdb05c7eeb3812b935ba02001"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:fb71af492b0eefbf9f2501bec97bcd043b6812ab000d119eaf4bd33f9e283d03"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:27b866b5bd3ddd54166bbcbf5c8d7dd2e0b397fac8537991c7f544220b1f67bc"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-win32.whl", hash = "sha256:b133e8a499eac49c581c3c76e9bdd08c338cc1939e441fee6f92c0ccb5f1f8be"},
+    {file = "sentencepiece-0.1.99-cp38-cp38-win_amd64.whl", hash = "sha256:0eaf3591dd0690a87f44f4df129cf8d05d8a4029b5b6709b489b8e27f9a9bcff"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:38efeda9bbfb55052d482a009c6a37e52f42ebffcea9d3a98a61de7aee356a28"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:6c030b081dc1e1bcc9fadc314b19b740715d3d566ad73a482da20d7d46fd444c"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:84dbe53e02e4f8a2e45d2ac3e430d5c83182142658e25edd76539b7648928727"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0b0f55d0a0ee1719b4b04221fe0c9f0c3461dc3dabd77a035fa2f4788eb3ef9a"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:18e800f206cd235dc27dc749299e05853a4e4332e8d3dfd81bf13d0e5b9007d9"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2ae1c40cda8f9d5b0423cfa98542735c0235e7597d79caf318855cdf971b2280"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-win32.whl", hash = "sha256:c84ce33af12ca222d14a1cdd37bd76a69401e32bc68fe61c67ef6b59402f4ab8"},
+    {file = "sentencepiece-0.1.99-cp39-cp39-win_amd64.whl", hash = "sha256:350e5c74d739973f1c9643edb80f7cc904dc948578bcb1d43c6f2b173e5d18dd"},
+    {file = "sentencepiece-0.1.99.tar.gz", hash = "sha256:189c48f5cb2949288f97ccdb97f0473098d9c3dcf5a3d99d4eabe719ec27297f"},
+]
 six = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
@@ -1291,6 +1401,10 @@ starlette = [
     {file = "starlette-0.27.0-py3-none-any.whl", hash = "sha256:918416370e846586541235ccd38a474c08b80443ed31c578a418e2209b3eef91"},
     {file = "starlette-0.27.0.tar.gz", hash = "sha256:6a6b0d042acb8d469a01eba54e9cda6cbd24ac602c4cd016723117d6a7e73b75"},
 ]
+text-generation = [
+    {file = "text-generation-0.6.0.tar.gz", hash = "sha256:48560e7a67b9a88b38335382d357f66e23b5a75f53971ccd436fc6f696a00815"},
+    {file = "text_generation-0.6.0-py3-none-any.whl", hash = "sha256:42ae7f7c9ff11f3a6c9d210f94fe708fe693eede79c6776da727456da1606ef9"},
+]
 tomli = [
     {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
diff --git a/services/pyproject.toml b/services/pyproject.toml
index 924c75c..d4d4cbf 100644
--- a/services/pyproject.toml
+++ b/services/pyproject.toml
@@ -11,12 +11,14 @@ packages = [
 ]
 
 [tool.poetry.dependencies]
-python = ">=3.9"
+python = ">=3.9, <4.0"
 fastapi = "^0.100.0"
 uvicorn = "^0.23.0"
 websockets = "^11.0.3"
 openai = "^0.27.8"
 replicate = "^0.11.0"
+text-generation = "^0.6.0"
+sentencepiece = "^0.1.99"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.4.0"

From 3f8bd61f1f63ea09557d1513ea5f5461913ffdbd Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Sat, 12 Aug 2023 16:55:38 +0200
Subject: [PATCH 07/23] gpt now also via azure

---
 services/llm/gpt/__init__.py   |   2 +
 services/llm/gpt/gpt.py        |  53 +++++++++++++
 services/llm/gpt/gpt_azure.py  |  13 ++++
 services/llm/gpt/gpt_openai.py |  10 +++
 services/llm/gpt/parsing.py    |  58 ++++++++++++++
 services/llm/gpt/prompt.py     |  22 ++++++
 services/llm/gpt_openai.py     | 133 ---------------------------------
 services/llm/selector.py       |   3 +-
 8 files changed, 160 insertions(+), 134 deletions(-)
 create mode 100644 services/llm/gpt/__init__.py
 create mode 100644 services/llm/gpt/gpt.py
 create mode 100644 services/llm/gpt/gpt_azure.py
 create mode 100644 services/llm/gpt/gpt_openai.py
 create mode 100644 services/llm/gpt/parsing.py
 create mode 100644 services/llm/gpt/prompt.py
 delete mode 100644 services/llm/gpt_openai.py

diff --git a/services/llm/gpt/__init__.py b/services/llm/gpt/__init__.py
new file mode 100644
index 0000000..e31b5cf
--- /dev/null
+++ b/services/llm/gpt/__init__.py
@@ -0,0 +1,2 @@
+from .gpt_openai import GPTOpenAI
+from .gpt_azure import GPTAzure
diff --git a/services/llm/gpt/gpt.py b/services/llm/gpt/gpt.py
new file mode 100644
index 0000000..0ccc888
--- /dev/null
+++ b/services/llm/gpt/gpt.py
@@ -0,0 +1,53 @@
+from typing import Generator
+
+import openai
+from openai import OpenAIError
+
+from llm.base import BaseLLM, LLMException
+from llm.types import Message, Response
+from .parsing import msg_to_gpt_msg, lazy_parse_args, fill_dict
+from .prompt import FUNCTIONS
+
+
+class GPT(BaseLLM):
+    def __init__(self, model_selection: dict):
+        self._model_selection = model_selection
+
+    def chat(self, history: list[Message]) -> Generator[Response, None, None]:
+        messages = [msg_to_gpt_msg(msg) for msg in history]
+
+        try:
+            chunk_generator = openai.ChatCompletion.create(
+                **self._model_selection,
+                messages=messages,
+                temperature=0,
+                functions=FUNCTIONS,
+                function_call="auto",
+                stream=True,
+            )
+
+            response = {}
+            previous_code = None
+            for chunk_all in chunk_generator:
+                chunk = chunk_all["choices"][0]["delta"]
+                fill_dict(response, chunk)
+
+                text = None
+                if "content" in response:
+                    text = response["content"]
+
+                code = None
+                if (
+                    "function_call" in response
+                    and "arguments" in response["function_call"]
+                ):
+                    args = response["function_call"]["arguments"]
+                    code = lazy_parse_args(args)
+                if code is None:
+                    code = previous_code
+                previous_code = code
+
+                yield Response(text=text, code=code)
+
+        except OpenAIError as e:
+            raise LLMException(str(e))
diff --git a/services/llm/gpt/gpt_azure.py b/services/llm/gpt/gpt_azure.py
new file mode 100644
index 0000000..1b31377
--- /dev/null
+++ b/services/llm/gpt/gpt_azure.py
@@ -0,0 +1,13 @@
+import openai
+
+from utils import get_env_var
+from .gpt import GPT
+
+
+class GPTAzure(GPT):
+    def __init__(self, engine_name: str):
+        openai.api_type = "azure"
+        openai.api_base = get_env_var("AZURE_API_BASE")
+        openai.api_version = "2023-07-01-preview"
+        openai.api_key = get_env_var("AZURE_API_KEY")
+        super().__init__({"engine": engine_name})
diff --git a/services/llm/gpt/gpt_openai.py b/services/llm/gpt/gpt_openai.py
new file mode 100644
index 0000000..d0f3302
--- /dev/null
+++ b/services/llm/gpt/gpt_openai.py
@@ -0,0 +1,10 @@
+import openai
+
+from utils import get_env_var
+from .gpt import GPT
+
+
+class GPTOpenAI(GPT):
+    def __init__(self, model_name: str):
+        openai.api_key = get_env_var("OPENAI_API_KEY")
+        super().__init__({"model": model_name})
diff --git a/services/llm/gpt/parsing.py b/services/llm/gpt/parsing.py
new file mode 100644
index 0000000..65552ca
--- /dev/null
+++ b/services/llm/gpt/parsing.py
@@ -0,0 +1,58 @@
+import re
+import json
+
+from llm.types import Message
+
+
+def msg_to_gpt_msg(msg: Message) -> dict:
+    if msg.role == "user":
+        return {"role": "user", "content": msg.text}
+    if msg.role == "model":
+        response = {
+            "role": "assistant",
+            "content": msg.text or None,
+        }
+        if msg.code:
+            response["function_call"] = {
+                "name": "run_python_code",
+                "arguments": json.dumps({"code": msg.code}),
+            }
+        return response
+    if msg.role == "interpreter":
+        return {
+            "role": "function",
+            "name": "run_python_code",
+            "content": msg.code_result,
+        }
+    raise ValueError(f"Invalid message role {msg.role}")
+
+
+def lazy_parse_args(args_partial):
+    args = args_partial
+    if not re.sub(r"\s+", "", args).endswith('"}'):
+        args += '"}'
+
+    try:
+        args = json.loads(args)
+        if "code" not in args:
+            return None
+    except json.JSONDecodeError:
+        return None
+
+    return args["code"]
+
+
+def fill_dict(dst: dict, chunk: dict):
+    for key in chunk:
+        if chunk[key] is None:
+            dst[key] = None
+        elif isinstance(chunk[key], dict):
+            if key not in dst:
+                dst[key] = {}
+            fill_dict(dst[key], chunk[key])
+        elif isinstance(chunk[key], str):
+            if key not in dst:
+                dst[key] = ""
+            dst[key] += chunk[key]
+        else:
+            raise ValueError(f"Unsupported type {type(chunk[key])}")
diff --git a/services/llm/gpt/prompt.py b/services/llm/gpt/prompt.py
new file mode 100644
index 0000000..7cd7389
--- /dev/null
+++ b/services/llm/gpt/prompt.py
@@ -0,0 +1,22 @@
+FUNCTIONS = [
+    {
+        "name": "run_python_code",
+        "description": "Runs arbitrary Python code and returns stdout and stderr. "
+        + "The code is executed in an interactive shell, imports and variables are preserved between calls. "
+        + "The environment has internet and file system access. "
+        + "The current working directory is shared with the user, so files can be exchanged. "
+        + "There are many libraries pre-installed, including numpy, pandas, matplotlib, and scikit-learn. "
+        + "You cannot show rich outputs like plots or images, but you can store them in the working directory and point the user to them. "
+        + "If the code runs too long, there will be a timeout.",
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "code": {
+                    "type": "string",
+                    "description": "The Python code to run",
+                },
+            },
+            "required": ["code"],
+        },
+    },
+]
diff --git a/services/llm/gpt_openai.py b/services/llm/gpt_openai.py
deleted file mode 100644
index 7792c59..0000000
--- a/services/llm/gpt_openai.py
+++ /dev/null
@@ -1,133 +0,0 @@
-import re
-import json
-from typing import Generator
-
-import openai
-from openai import OpenAIError
-
-from llm.base import BaseLLM, LLMException
-from llm.types import Message, Response
-from utils import get_env_var
-
-
-FUNCTIONS = [
-    {
-        "name": "run_python_code",
-        "description": "Runs arbitrary Python code and returns stdout and stderr. "
-        + "The code is executed in an interactive shell, imports and variables are preserved between calls. "
-        + "The environment has internet and file system access. "
-        + "The current working directory is shared with the user, so files can be exchanged. "
-        + "There are many libraries pre-installed, including numpy, pandas, matplotlib, and scikit-learn. "
-        + "You cannot show rich outputs like plots or images, but you can store them in the working directory and point the user to them. "
-        + "If the code runs too long, there will be a timeout.",
-        "parameters": {
-            "type": "object",
-            "properties": {
-                "code": {
-                    "type": "string",
-                    "description": "The Python code to run",
-                },
-            },
-            "required": ["code"],
-        },
-    },
-]
-
-
-def msg_to_gpt_msg(msg: Message) -> dict:
-    if msg.role == "user":
-        return {"role": "user", "content": msg.text}
-    if msg.role == "model":
-        response = {
-            "role": "assistant",
-            "content": msg.text or None,
-        }
-        if msg.code:
-            response["function_call"] = {
-                "name": "run_python_code",
-                "arguments": json.dumps({"code": msg.code}),
-            }
-        return response
-    if msg.role == "interpreter":
-        return {
-            "role": "function",
-            "name": "run_python_code",
-            "content": msg.code_result,
-        }
-    raise ValueError(f"Invalid message role {msg.role}")
-
-
-def fill_dict(dst: dict, chunk: dict):
-    for key in chunk:
-        if chunk[key] is None:
-            dst[key] = None
-        elif isinstance(chunk[key], dict):
-            if key not in dst:
-                dst[key] = {}
-            fill_dict(dst[key], chunk[key])
-        elif isinstance(chunk[key], str):
-            if key not in dst:
-                dst[key] = ""
-            dst[key] += chunk[key]
-        else:
-            raise ValueError(f"Unsupported type {type(chunk[key])}")
-
-
-def lazy_parse_args(args_partial):
-    args = args_partial
-    if not re.sub(r"\s+", "", args).endswith('"}'):
-        args += '"}'
-
-    try:
-        args = json.loads(args)
-        if "code" not in args:
-            return None
-    except json.JSONDecodeError:
-        return None
-
-    return args["code"]
-
-
-class GPTOpenAI(BaseLLM):
-    def __init__(self, model_name: str):
-        self._model_name = model_name
-        openai.api_key = get_env_var("OPENAI_API_KEY")
-
-    def chat(self, history: list[Message]) -> Generator[Response, None, None]:
-        messages = [msg_to_gpt_msg(msg) for msg in history]
-
-        try:
-            chunk_generator = openai.ChatCompletion.create(
-                model=self._model_name,
-                messages=messages,
-                temperature=0,
-                functions=FUNCTIONS,
-                function_call="auto",
-                stream=True,
-            )
-
-            response = {}
-            previous_code = None
-            for chunk_all in chunk_generator:
-                chunk = chunk_all["choices"][0]["delta"]
-                fill_dict(response, chunk)
-
-                text = None
-                if "content" in response:
-                    text = response["content"]
-
-                code = None
-                if (
-                    "function_call" in response
-                    and "arguments" in response["function_call"]
-                ):
-                    args = response["function_call"]["arguments"]
-                    code = lazy_parse_args(args)
-                if code is None:
-                    code = previous_code
-                previous_code = code
-
-                yield Response(text=text, code=code)
-
-        except OpenAIError as e:
-            raise LLMException(str(e))
diff --git a/services/llm/selector.py b/services/llm/selector.py
index 58a84f6..d864627 100644
--- a/services/llm/selector.py
+++ b/services/llm/selector.py
@@ -1,10 +1,11 @@
 from llm.llama import LlamaReplicate, LlamaTGI
-from llm.gpt_openai import GPTOpenAI
+from llm.gpt import GPTAzure, GPTOpenAI
 from llm.base import BaseLLM
 
 
 MAP_LLM = {
     "gpt-openai": GPTOpenAI,
+    "gpt-azure": GPTAzure,
     "llama-replicate": LlamaReplicate,
     "llama-tgi": LlamaTGI,
 }

From b8b96ad73c3d60295b48f9e188e95a341e957814 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Sat, 12 Aug 2023 20:04:51 +0200
Subject: [PATCH 08/23] deploy behind same port, using nginx and static ui

---
 docker/Dockerfile                            | 31 +++++++++------
 docker/nginx.conf                            | 41 ++++++++++++++++++++
 docker/start.sh                              |  4 +-
 docker/start_interpreter.sh                  |  6 +--
 docker/start_llm.sh                          |  7 ++++
 docker/start_ui.sh                           | 11 ------
 services/main_interpreter.py                 |  2 +-
 services/main_llm.py                         |  2 +-
 ui/app/page.tsx                              | 26 +------------
 ui/app/session/communication/chat_round.tsx  | 10 ++++-
 ui/app/session/communication/interpreter.tsx | 13 ++++++-
 ui/app/session/session.tsx                   |  7 +---
 ui/app/session/session_manager.tsx           | 12 +-----
 ui/next.config.js                            |  4 +-
 14 files changed, 102 insertions(+), 74 deletions(-)
 create mode 100644 docker/nginx.conf
 create mode 100644 docker/start_llm.sh
 delete mode 100644 docker/start_ui.sh

diff --git a/docker/Dockerfile b/docker/Dockerfile
index 5d4de6f..d763c75 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -1,23 +1,30 @@
 ARG INTERPRETER_IMAGE
-FROM $INTERPRETER_IMAGE
-SHELL ["/bin/bash", "-c"]
-
-RUN apt update && apt install -y nodejs npm
+FROM node:18-alpine
 
 WORKDIR /opt/app
 
-COPY interpreter interpreter
-RUN python3 -m venv venv_backend && \
-    source venv_backend/bin/activate && \
-    pip3 install ./interpreter
-
 COPY ui ui
+COPY VERSION VERSION
+
 RUN cd ui && \
     npm install && \
-    npm run build && \
-    cd ..
+    npm run build
+
+FROM $INTERPRETER_IMAGE
+SHELL ["/bin/bash", "-c"]
+
+WORKDIR /opt/app
+COPY --from=0 /opt/app/ui/out /opt/app/ui
+
+RUN apt update && apt install -y nginx
+
+COPY services services
+RUN python3 -m venv venv_services && \
+    source venv_services/bin/activate && \
+    pip3 install ./services
+
+COPY docker/nginx.conf /etc/nginx/
 
-COPY VERSION VERSION
 COPY docker/start* .
 RUN chmod 755 start*
 CMD ["/opt/app/start.sh"]
diff --git a/docker/nginx.conf b/docker/nginx.conf
new file mode 100644
index 0000000..97a96d0
--- /dev/null
+++ b/docker/nginx.conf
@@ -0,0 +1,41 @@
+user www-data;
+worker_processes auto;
+pid /run/nginx.pid;
+include /etc/nginx/modules-enabled/*.conf;
+
+events {
+    worker_connections 768;
+}
+
+http {
+    sendfile on;
+    tcp_nopush on;
+    types_hash_max_size 2048;
+    include /etc/nginx/mime.types;
+    default_type application/octet-stream;
+
+    server {
+        listen 80;
+        listen [::]:80;
+
+        root /opt/app/ui;
+        index index.html index.htm index.nginx-debian.html;
+
+        location /api/llm {
+            proxy_set_header Upgrade $http_upgrade;
+            proxy_set_header Connection "Upgrade";
+            proxy_pass http://localhost:8081;
+        }
+
+        location /api/interpreter {
+            proxy_set_header Upgrade $http_upgrade;
+            proxy_set_header Connection "Upgrade";
+            proxy_pass http://localhost:8080;
+        }
+
+        location / {
+            try_files $uri $uri/ =404;
+        }
+    }
+
+}
diff --git a/docker/start.sh b/docker/start.sh
index c5d37b4..403b2b5 100644
--- a/docker/start.sh
+++ b/docker/start.sh
@@ -1,4 +1,6 @@
 #!/bin/bash
 
 /opt/app/start_interpreter.sh &
-/opt/app/start_ui.sh
+/opt/app/start_llm.sh &
+
+nginx -g "daemon off;"
diff --git a/docker/start_interpreter.sh b/docker/start_interpreter.sh
index d370b9e..9f6150d 100644
--- a/docker/start_interpreter.sh
+++ b/docker/start_interpreter.sh
@@ -1,11 +1,11 @@
 #!/bin/bash
 
 cd /opt/app
-. venv_backend/bin/activate
-cd interpreter
+. venv_services/bin/activate
+cd services
 
 mkdir -p /mnt/data
 export WORKING_DIRECTORY=/mnt/data
 export IPYTHON_PATH=/opt/app/venv_interpreter/bin/ipython
 
-uvicorn main:app --host 0.0.0.0 --port 3031
+uvicorn main_interpreter:app --host 0.0.0.0 --port 8080
diff --git a/docker/start_llm.sh b/docker/start_llm.sh
new file mode 100644
index 0000000..070d44c
--- /dev/null
+++ b/docker/start_llm.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+
+cd /opt/app
+. venv_services/bin/activate
+cd services
+
+uvicorn main_llm:app --host 0.0.0.0 --port 8081
diff --git a/docker/start_ui.sh b/docker/start_ui.sh
deleted file mode 100644
index 7cd63fc..0000000
--- a/docker/start_ui.sh
+++ /dev/null
@@ -1,11 +0,0 @@
-#!/bin/bash
-
-cd /opt/app/ui
-
-if [[ -z "${INTERPRETER_PORT}" ]]; then
-  export INTERPRETER_URL="localhost:3031"
-else
-  export INTERPRETER_URL="localhost:${INTERPRETER_PORT}"
-fi
-
-npm run start
diff --git a/services/main_interpreter.py b/services/main_interpreter.py
index 35683b2..fbf21ac 100644
--- a/services/main_interpreter.py
+++ b/services/main_interpreter.py
@@ -25,7 +25,7 @@ def get_interpreter() -> IPythonInterpreter:
     return interpreter
 
 
-@app.websocket("/run")
+@app.websocket("/api/interpreter/run")
 async def run(websocket: WebSocket):
     ws_exceptions = WebSocketDisconnect, ConnectionClosedError
 
diff --git a/services/main_llm.py b/services/main_llm.py
index 01b5e52..544b50c 100644
--- a/services/main_llm.py
+++ b/services/main_llm.py
@@ -19,7 +19,7 @@ class Request(BaseModel):
     history: list[Message]
 
 
-@app.websocket("/chat")
+@app.websocket("/api/llm/chat")
 async def chat(websocket: WebSocket):
     ws_exceptions = WebSocketDisconnect, ConnectionClosedError
 
diff --git a/ui/app/page.tsx b/ui/app/page.tsx
index a0e3b58..540bd85 100644
--- a/ui/app/page.tsx
+++ b/ui/app/page.tsx
@@ -3,24 +3,6 @@ import SessionManager from "@/app/session/session_manager";
 import path from "path";
 import * as fs from "fs";
 
-export const dynamic = "force-dynamic";
-
-function getInterpreterUrl() {
-  const interpreterUrl = process.env.INTERPRETER_URL;
-  if (interpreterUrl === undefined) {
-    throw new Error("INTERPRETER_URL is undefined");
-  }
-  return interpreterUrl;
-}
-
-function getLlmUrl() {
-  const llmUrl = process.env.LLM_URL;
-  if (llmUrl === undefined) {
-    throw new Error("LLM_URL is undefined");
-  }
-  return llmUrl;
-}
-
 function getVersion(): Promise<string> {
   const versionDir = path.dirname(
     path.dirname(path.dirname(path.dirname(__dirname))),
@@ -38,11 +20,5 @@ function getVersion(): Promise<string> {
 }
 
 export default async function Home() {
-  return (
-    <SessionManager
-      interpreterUrl={getInterpreterUrl()}
-      llmUrl={getLlmUrl()}
-      version={await getVersion()}
-    />
-  );
+  return <SessionManager version={await getVersion()} />;
 }
diff --git a/ui/app/session/communication/chat_round.tsx b/ui/app/session/communication/chat_round.tsx
index 5c253b1..8850584 100644
--- a/ui/app/session/communication/chat_round.tsx
+++ b/ui/app/session/communication/chat_round.tsx
@@ -20,8 +20,16 @@ export class ChatRound {
     private readonly interpreter: Interpreter,
     private readonly setState: (state: ChatRoundState) => void,
     private readonly setCodeResult: (result: string) => void,
-    llmUrl: string,
   ) {
+    let llmUrl = process.env.NEXT_PUBLIC_LLM_URL ?? "";
+    if (llmUrl === "") {
+      try {
+        llmUrl = location.host;
+      } catch (e) {
+        llmUrl = "localhost";
+      }
+    }
+    llmUrl += "/api/llm";
     this.llm = new LLM(llmUrl);
   }
 
diff --git a/ui/app/session/communication/interpreter.tsx b/ui/app/session/communication/interpreter.tsx
index ef29991..b149547 100644
--- a/ui/app/session/communication/interpreter.tsx
+++ b/ui/app/session/communication/interpreter.tsx
@@ -1,7 +1,18 @@
 export default class Interpreter {
   private ws: WebSocket | null = null;
+  private readonly interpreterUrl: string;
 
-  constructor(private readonly interpreterUrl: string) {}
+  constructor() {
+    this.interpreterUrl = process.env.NEXT_PUBLIC_INTERPRETER_URL ?? "";
+    if (this.interpreterUrl === "") {
+      try {
+        this.interpreterUrl = location.host;
+      } catch (e) {
+        this.interpreterUrl = "localhost";
+      }
+    }
+    this.interpreterUrl += "/api/interpreter";
+  }
 
   private connect(): Promise<void> {
     return new Promise((resolve, reject) => {
diff --git a/ui/app/session/session.tsx b/ui/app/session/session.tsx
index a37377b..ca2bc64 100644
--- a/ui/app/session/session.tsx
+++ b/ui/app/session/session.tsx
@@ -13,13 +13,9 @@ import { Header } from "@/app/session/chat/header";
 import Brand from "@/app/session/chat/brand";
 
 export default function Session({
-  interpreterUrl,
-  llmUrl,
   refreshSession,
   version,
 }: {
-  interpreterUrl: string;
-  llmUrl: string;
   refreshSession: () => void;
   version: string;
 }) {
@@ -36,7 +32,7 @@ export default function Session({
   const chatInputRef = React.useRef<HTMLTextAreaElement | null>(null);
   const interpreterRef = React.useRef<Interpreter | null>(null);
   if (interpreterRef.current === null) {
-    interpreterRef.current = new Interpreter(interpreterUrl);
+    interpreterRef.current = new Interpreter();
   }
 
   const code = history.findLast((msg) => msg.code !== undefined)?.code ?? null;
@@ -60,7 +56,6 @@ export default function Session({
       interpreterRef.current!,
       setChatRoundState,
       setCodeResult,
-      llmUrl,
     );
     chatRound
       .run(message)
diff --git a/ui/app/session/session_manager.tsx b/ui/app/session/session_manager.tsx
index 152e813..630c360 100644
--- a/ui/app/session/session_manager.tsx
+++ b/ui/app/session/session_manager.tsx
@@ -3,23 +3,13 @@
 import React from "react";
 import Session from "@/app/session/session";
 
-export default function SessionManager({
-  interpreterUrl,
-  llmUrl,
-  version,
-}: {
-  interpreterUrl: string;
-  llmUrl: string;
-  version: string;
-}) {
+export default function SessionManager({ version }: { version: string }) {
   const [sessionCnt, setSessionCnt] = React.useState(0);
   const refreshSession = () => setSessionCnt(sessionCnt + 1);
   return (
     <Session
       key={sessionCnt}
       refreshSession={refreshSession}
-      interpreterUrl={interpreterUrl}
-      llmUrl={llmUrl}
       version={version}
     />
   );
diff --git a/ui/next.config.js b/ui/next.config.js
index 658404a..a35bfad 100644
--- a/ui/next.config.js
+++ b/ui/next.config.js
@@ -1,4 +1,6 @@
 /** @type {import('next').NextConfig} */
-const nextConfig = {};
+const nextConfig = {
+  output: "export",
+};
 
 module.exports = nextConfig;

From 579b71a19cac472fb2a8fa58520ddb0c4c7337d6 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Sat, 12 Aug 2023 20:19:47 +0200
Subject: [PATCH 09/23] static images

---
 ui/app/session/chat/brand.tsx                  |   5 +----
 ui/app/session/chat/chat_history.tsx           |   4 +---
 ui/app/session/chat/chat_input.tsx             |   4 +---
 ui/package.json                                |   2 +-
 ui/{app => public}/icon.png                    | Bin
 ui/{app/session/chat => public}/icon_color.png | Bin
 ui/{app/session/chat => public}/thinking.gif   | Bin
 7 files changed, 4 insertions(+), 11 deletions(-)
 rename ui/{app => public}/icon.png (100%)
 rename ui/{app/session/chat => public}/icon_color.png (100%)
 rename ui/{app/session/chat => public}/thinking.gif (100%)

diff --git a/ui/app/session/chat/brand.tsx b/ui/app/session/chat/brand.tsx
index 092bf4f..a832e32 100644
--- a/ui/app/session/chat/brand.tsx
+++ b/ui/app/session/chat/brand.tsx
@@ -1,11 +1,8 @@
-import Image from "next/image";
-import iconColor from "./icon_color.png";
-
 export default function Brand() {
   return (
     <div className="flex h-full flex-col items-center justify-center">
       <div className="w-48">
-        <Image src={iconColor} alt="Brand" priority />
+        <img src="/icon_color.png" alt="Brand" />
       </div>
       <div className="text-2xl text-blue-200 mt-4">Incognito Pilot</div>
       <div className="text-lg text-blue-200 mt-1">
diff --git a/ui/app/session/chat/chat_history.tsx b/ui/app/session/chat/chat_history.tsx
index 82f46fe..9f14d13 100644
--- a/ui/app/session/chat/chat_history.tsx
+++ b/ui/app/session/chat/chat_history.tsx
@@ -1,7 +1,5 @@
 import { Message } from "@/app/session/communication/message";
 import { TbUser } from "react-icons/tb";
-import Image from "next/image";
-import robotIcon from "../../icon.png";
 import React from "react";
 
 export default function ChatHistory({ history }: { history: Message[] }) {
@@ -25,7 +23,7 @@ export default function ChatHistory({ history }: { history: Message[] }) {
           <div key={idx} className="flex mt-4">
             {msg.role === "model" ? (
               <div className="mr-4 mt-2 min-w-[36px]">
-                <Image src={robotIcon} alt="robot" width={36} priority />
+                <img src="./icon.png" alt="robot" width={36} />
               </div>
             ) : (
               <div className="flex-1 min-w-[20px]" />
diff --git a/ui/app/session/chat/chat_input.tsx b/ui/app/session/chat/chat_input.tsx
index f53c85e..b539b84 100644
--- a/ui/app/session/chat/chat_input.tsx
+++ b/ui/app/session/chat/chat_input.tsx
@@ -1,7 +1,5 @@
 import React from "react";
 import { BiSend } from "react-icons/bi";
-import thinkingImg from "./thinking.gif";
-import Image from "next/image";
 
 export default function ChatInput({
   innerRef,
@@ -61,7 +59,7 @@ export default function ChatInput({
       </div>
       {llmAnimation && (
         <div className="absolute left-4 top-[-48px] z-10">
-          <Image src={thinkingImg} alt="thinking" priority width={57} />
+          <img src="/thinking.gif" alt="thinking" width={57} />
         </div>
       )}
     </div>
diff --git a/ui/package.json b/ui/package.json
index 817e115..17c4cd6 100644
--- a/ui/package.json
+++ b/ui/package.json
@@ -5,7 +5,7 @@
   "scripts": {
     "dev": "next dev",
     "build": "next build",
-    "start": "next start -p 3030",
+    "start": "next start",
     "lint": "next lint"
   },
   "dependencies": {
diff --git a/ui/app/icon.png b/ui/public/icon.png
similarity index 100%
rename from ui/app/icon.png
rename to ui/public/icon.png
diff --git a/ui/app/session/chat/icon_color.png b/ui/public/icon_color.png
similarity index 100%
rename from ui/app/session/chat/icon_color.png
rename to ui/public/icon_color.png
diff --git a/ui/app/session/chat/thinking.gif b/ui/public/thinking.gif
similarity index 100%
rename from ui/app/session/chat/thinking.gif
rename to ui/public/thinking.gif

From 8c55c8b8c19141dc345fba9b6868694b5bf01cee Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Sat, 12 Aug 2023 20:24:27 +0200
Subject: [PATCH 10/23] preview version number

---
 VERSION | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/VERSION b/VERSION
index 3eefcb9..6d984fb 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-1.0.0
+2.0.0b1

From 1d5fb014d50f7d29fa6258b1ac0846fa0628aebf Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Sun, 13 Aug 2023 14:58:44 +0200
Subject: [PATCH 11/23] allow to reject code execution

---
 ui/app/session/approval/approver.tsx        | 14 ++++++-------
 ui/app/session/approval/interpreter_io.tsx  | 23 +++++++++++++--------
 ui/app/session/communication/chat_round.tsx | 17 ++++++++++-----
 3 files changed, 32 insertions(+), 22 deletions(-)

diff --git a/ui/app/session/approval/approver.tsx b/ui/app/session/approval/approver.tsx
index b686788..ab2ad9c 100644
--- a/ui/app/session/approval/approver.tsx
+++ b/ui/app/session/approval/approver.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 
 export class Approver {
-  private resolveHandler: ((value: void) => void) | null = null;
+  private resolveHandler: ((result: boolean) => void) | null = null;
 
   constructor(
     private autoApprove: boolean,
@@ -12,23 +12,21 @@ export class Approver {
   setAutoApprove = (autoApprove: boolean) => {
     this.autoApprove = autoApprove;
     this._setAutoApprove(autoApprove);
-    if (this.resolveHandler !== null) {
-      this.approve();
-    }
+    this.approve(true);
   };
 
-  approve = () => {
+  approve = (approval: boolean) => {
     if (this.resolveHandler !== null) {
       this.setAskApprove(false);
-      this.resolveHandler();
+      this.resolveHandler(approval);
       this.resolveHandler = null;
     }
   };
 
   getApproval = () => {
-    return new Promise<void>((resolve, reject) => {
+    return new Promise<boolean>((resolve, reject) => {
       if (this.autoApprove) {
-        resolve();
+        resolve(true);
       } else {
         this.resolveHandler = resolve;
         this.setAskApprove(true);
diff --git a/ui/app/session/approval/interpreter_io.tsx b/ui/app/session/approval/interpreter_io.tsx
index 5ca2b41..86a1829 100644
--- a/ui/app/session/approval/interpreter_io.tsx
+++ b/ui/app/session/approval/interpreter_io.tsx
@@ -42,15 +42,20 @@ export default function InterpreterIO({
           />{" "}
           auto-approve
         </div>
-        <div className="ml-4">
-          <button
-            className="px-4 py-2 bg-red-600 hover:bg-red-700 disabled:bg-gray-100 text-white disabled:text-gray-300 rounded-md"
-            onClick={approver.approve}
-            disabled={!askApprove || disabled}
-          >
-            Approve
-          </button>
-        </div>
+        <button
+          className="ml-4 px-4 py-2 bg-blue-400 hover:bg-blue-500 disabled:bg-gray-100 text-white disabled:text-gray-300 rounded-md"
+          onClick={() => approver.approve(false)}
+          disabled={!askApprove || disabled}
+        >
+          Reject
+        </button>
+        <button
+          className="ml-2 px-4 py-2 bg-red-600 hover:bg-red-700 disabled:bg-gray-100 text-white disabled:text-gray-300 rounded-md"
+          onClick={() => approver.approve(true)}
+          disabled={!askApprove || disabled}
+        >
+          Approve
+        </button>
       </div>
     </div>
   );
diff --git a/ui/app/session/communication/chat_round.tsx b/ui/app/session/communication/chat_round.tsx
index 8850584..b94b1df 100644
--- a/ui/app/session/communication/chat_round.tsx
+++ b/ui/app/session/communication/chat_round.tsx
@@ -62,9 +62,15 @@ export class ChatRound {
     for (; round < 10; round++) {
       const code = response.code;
       if (code !== undefined) {
-        await this.approveIn(code);
-        const result = await this.executeCode(code);
-        await this.approveOut(result);
+        const approvedIn = await this.approveIn(code);
+        let result = "ERROR: User did not approve code execution!";
+        if (approvedIn) {
+          const resultCode = await this.executeCode(code);
+          const approvedOut = await this.approveOut(resultCode);
+          if (approvedOut) {
+            result = resultCode;
+          }
+        }
         response = await this.sendResult(result);
       } else {
         this.setState("not active");
@@ -78,7 +84,7 @@ export class ChatRound {
 
   private approveIn = async (code: string) => {
     this.setState("waiting for approval");
-    await this.approverIn.getApproval();
+    return await this.approverIn.getApproval();
   };
 
   private executeCode = async (code: string): Promise<string> => {
@@ -94,8 +100,9 @@ export class ChatRound {
       : result;
     this.setCodeResult(resultText);
     if (!emptyAutoApprove) {
-      await this.approverOut.getApproval();
+      return await this.approverOut.getApproval();
     }
+    return true;
   };
 
   private sendResult = async (result: string) => {

From b534ac25b0ffeea93440c19d6b3d14447766cbf2 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Sun, 13 Aug 2023 15:28:21 +0200
Subject: [PATCH 12/23] new thinking animation

---
 ui/app/session/chat/chat_history.tsx |  76 ++++++++++++++++-----------
 ui/app/session/chat/chat_input.tsx   |  11 +---
 ui/app/session/session.tsx           |  10 +++-
 ui/public/thinking.gif               | Bin 5539 -> 9529 bytes
 4 files changed, 55 insertions(+), 42 deletions(-)

diff --git a/ui/app/session/chat/chat_history.tsx b/ui/app/session/chat/chat_history.tsx
index 9f14d13..26fad5a 100644
--- a/ui/app/session/chat/chat_history.tsx
+++ b/ui/app/session/chat/chat_history.tsx
@@ -2,7 +2,13 @@ import { Message } from "@/app/session/communication/message";
 import { TbUser } from "react-icons/tb";
 import React from "react";
 
-export default function ChatHistory({ history }: { history: Message[] }) {
+export default function ChatHistory({
+  history,
+  thinking,
+}: {
+  history: Message[];
+  thinking: boolean;
+}) {
   const bottomRef = React.useRef<HTMLDivElement>(null);
 
   React.useEffect(() => {
@@ -11,40 +17,48 @@ export default function ChatHistory({ history }: { history: Message[] }) {
     }, 100);
   }, [history]);
 
+  const historyFiltered = history.filter(
+    (msg, idx) =>
+      msg.role === "user" ||
+      (msg.role === "model" &&
+        (msg.text !== undefined || (thinking && idx == history.length - 1))),
+  );
+
   return (
     <div className="mt-auto">
-      {history
-        .filter(
-          (msg) =>
-            msg.role === "user" ||
-            (msg.role === "model" && msg.text !== undefined),
-        )
-        .map((msg, idx) => (
-          <div key={idx} className="flex mt-4">
-            {msg.role === "model" ? (
-              <div className="mr-4 mt-2 min-w-[36px]">
-                <img src="./icon.png" alt="robot" width={36} />
-              </div>
-            ) : (
-              <div className="flex-1 min-w-[20px]" />
-            )}
-            <div
-              className={
-                "drop-shadow-sm rounded-md p-4 whitespace-pre-wrap " +
-                (msg.role === "user" ? "bg-blue-100" : "bg-white")
-              }
-            >
-              {msg.text}
+      {historyFiltered.map((msg, idx) => (
+        <div key={idx} className="flex mt-4">
+          {msg.role === "model" ? (
+            <div className="mr-4 mt-2 min-w-[36px] relative">
+              <img src="./icon.png" alt="robot" width={36} />
+              {thinking && idx === historyFiltered.length - 1 && (
+                <img
+                  src="./thinking.gif"
+                  alt="thinking"
+                  className="absolute block w-[30px] top-[-20px] right-[-30px] z-10"
+                />
+              )}
             </div>
-            {msg.role === "user" ? (
-              <div className="ml-4 mt-2">
-                <TbUser size={36} />
-              </div>
-            ) : (
-              <div className="flex-1 min-w-[20px]" />
-            )}
+          ) : (
+            <div className="flex-1 min-w-[20px]" />
+          )}
+          <div
+            className={
+              "drop-shadow-sm rounded-md p-4 whitespace-pre-wrap " +
+              (msg.role === "user" ? "bg-blue-100" : "bg-white")
+            }
+          >
+            {msg.text === "" || msg.text === undefined ? "..." : msg.text}
           </div>
-        ))}
+          {msg.role === "user" ? (
+            <div className="ml-4 mt-2">
+              <TbUser size={36} />
+            </div>
+          ) : (
+            <div className="flex-1 min-w-[20px]" />
+          )}
+        </div>
+      ))}
       <div ref={bottomRef} />
     </div>
   );
diff --git a/ui/app/session/chat/chat_input.tsx b/ui/app/session/chat/chat_input.tsx
index b539b84..18de2fa 100644
--- a/ui/app/session/chat/chat_input.tsx
+++ b/ui/app/session/chat/chat_input.tsx
@@ -4,12 +4,10 @@ import { BiSend } from "react-icons/bi";
 export default function ChatInput({
   innerRef,
   disabled,
-  llmAnimation,
   onMessage,
 }: {
   innerRef: React.MutableRefObject<HTMLTextAreaElement | null>;
   disabled: boolean;
-  llmAnimation: boolean;
   onMessage: (message: string) => void;
 }) {
   const [message, setMessage] = React.useState<string>("");
@@ -34,8 +32,8 @@ export default function ChatInput({
   };
 
   return (
-    <div className="relative">
-      <div className="relative flex gap-2 bg-white drop-shadow-sm border border-neutral-300 rounded-md p-4 focus-within:border-neutral-500 z-20">
+    <div>
+      <div className="flex gap-2 bg-white drop-shadow-sm border border-neutral-300 rounded-md p-4 focus-within:border-neutral-500">
         <div className="flex-1">
           <textarea
             ref={innerRef}
@@ -57,11 +55,6 @@ export default function ChatInput({
           <BiSend size={24} color={canSend ? "black" : "#aaa"} />
         </button>
       </div>
-      {llmAnimation && (
-        <div className="absolute left-4 top-[-48px] z-10">
-          <img src="/thinking.gif" alt="thinking" width={57} />
-        </div>
-      )}
     </div>
   );
 }
diff --git a/ui/app/session/session.tsx b/ui/app/session/session.tsx
index ca2bc64..ea3eb73 100644
--- a/ui/app/session/session.tsx
+++ b/ui/app/session/session.tsx
@@ -78,13 +78,19 @@ export default function Session({
           showNew={history.length > 0}
         />
         <div className="flex-1 h-0 overflow-y-auto px-8 flex flex-col w-full max-w-6xl">
-          {history.length === 0 ? <Brand /> : <ChatHistory history={history} />}
+          {history.length === 0 ? (
+            <Brand />
+          ) : (
+            <ChatHistory
+              history={history}
+              thinking={chatRoundState === "waiting for model"}
+            />
+          )}
         </div>
         <div className="px-16 mt-8 mb-4 w-full max-w-4xl">
           <ChatInput
             innerRef={chatInputRef}
             disabled={chatRoundState !== "not active" || error !== null}
-            llmAnimation={chatRoundState === "waiting for model"}
             onMessage={startChatRound}
           />
         </div>
diff --git a/ui/public/thinking.gif b/ui/public/thinking.gif
index 0c3a643bffa56abdd3916001711c6ccc6c927d1d..7991a51b6ae42df575cec0f3edee1d52f287bf41 100644
GIT binary patch
literal 9529
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From d65e746ffd965a41195c79b29e58701bec2c9879 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Sun, 13 Aug 2023 17:19:50 +0200
Subject: [PATCH 13/23] improved scrolling, including interpreter inout

---
 ui/app/helper/scroller.tsx                 | 35 ++++++++++++++++++++++
 ui/app/session/approval/interpreter_io.tsx |  4 +++
 ui/app/session/chat/chat_history.tsx       |  9 ------
 ui/app/session/session.tsx                 |  8 ++++-
 4 files changed, 46 insertions(+), 10 deletions(-)
 create mode 100644 ui/app/helper/scroller.tsx

diff --git a/ui/app/helper/scroller.tsx b/ui/app/helper/scroller.tsx
new file mode 100644
index 0000000..eae5676
--- /dev/null
+++ b/ui/app/helper/scroller.tsx
@@ -0,0 +1,35 @@
+import React from "react";
+
+class Throttler {
+  private actionQueued = false;
+  constructor(private actionHandler: () => void) {}
+
+  actionRun = () => {
+    this.actionQueued = false;
+    this.actionHandler();
+  };
+
+  action = () => {
+    if (!this.actionQueued) {
+      this.actionQueued = true;
+      setTimeout(() => this.actionRun(), 200);
+    }
+  };
+}
+
+export default function useScroller(state: any) {
+  const scrollRef = React.useRef<HTMLDivElement>(null);
+
+  const throttler = React.useRef<Throttler>(
+    new Throttler(() => {
+      const div = scrollRef.current;
+      if (div !== null) {
+        div.scrollTo({ top: div.scrollHeight, behavior: "smooth" });
+      }
+    }),
+  );
+
+  React.useEffect(() => throttler.current.action(), [state]);
+
+  return scrollRef;
+}
diff --git a/ui/app/session/approval/interpreter_io.tsx b/ui/app/session/approval/interpreter_io.tsx
index 86a1829..394a079 100644
--- a/ui/app/session/approval/interpreter_io.tsx
+++ b/ui/app/session/approval/interpreter_io.tsx
@@ -1,6 +1,7 @@
 import React from "react";
 import { Approver } from "@/app/session/approval/approver";
 import Running from "@/app/session/approval/running";
+import useScroller from "@/app/helper/scroller";
 
 export default function InterpreterIO({
   title,
@@ -19,6 +20,8 @@ export default function InterpreterIO({
   disabled: boolean;
   busy: boolean;
 }) {
+  const scrollRef = useScroller(content);
+
   return (
     <div className="h-full flex flex-col">
       <div className="text-xl mt-2 text-blue-400">{title}</div>
@@ -28,6 +31,7 @@ export default function InterpreterIO({
         } whitespace-pre overflow-auto h-0 font-mono mt-2 p-2 ${
           askApprove ? "border-red-400" : "border-transparent"
         } border-2`}
+        ref={scrollRef}
       >
         {busy ? <Running /> : content}
       </div>
diff --git a/ui/app/session/chat/chat_history.tsx b/ui/app/session/chat/chat_history.tsx
index 26fad5a..32ef434 100644
--- a/ui/app/session/chat/chat_history.tsx
+++ b/ui/app/session/chat/chat_history.tsx
@@ -9,14 +9,6 @@ export default function ChatHistory({
   history: Message[];
   thinking: boolean;
 }) {
-  const bottomRef = React.useRef<HTMLDivElement>(null);
-
-  React.useEffect(() => {
-    setTimeout(() => {
-      bottomRef.current?.scrollIntoView({ behavior: "smooth" });
-    }, 100);
-  }, [history]);
-
   const historyFiltered = history.filter(
     (msg, idx) =>
       msg.role === "user" ||
@@ -59,7 +51,6 @@ export default function ChatHistory({
           )}
         </div>
       ))}
-      <div ref={bottomRef} />
     </div>
   );
 }
diff --git a/ui/app/session/session.tsx b/ui/app/session/session.tsx
index ea3eb73..53e44fc 100644
--- a/ui/app/session/session.tsx
+++ b/ui/app/session/session.tsx
@@ -11,6 +11,7 @@ import {
 } from "@/app/session/communication/chat_round";
 import { Header } from "@/app/session/chat/header";
 import Brand from "@/app/session/chat/brand";
+import useScroller from "@/app/helper/scroller";
 
 export default function Session({
   refreshSession,
@@ -65,6 +66,8 @@ export default function Session({
       });
   };
 
+  const scrollRef = useScroller(history);
+
   return (
     <div className="relative h-full bg-blue-50 overflow-x-hidden">
       <div
@@ -77,7 +80,10 @@ export default function Session({
           onNew={refreshSession}
           showNew={history.length > 0}
         />
-        <div className="flex-1 h-0 overflow-y-auto px-8 flex flex-col w-full max-w-6xl">
+        <div
+          className="flex-1 h-0 overflow-y-auto px-8 flex flex-col w-full max-w-6xl"
+          ref={scrollRef}
+        >
           {history.length === 0 ? (
             <Brand />
           ) : (

From 21b046f67074353b4ab588183fdb448888b02b2a Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Sun, 13 Aug 2023 17:49:30 +0200
Subject: [PATCH 14/23] syntax highlighting

---
 ui/app/session/approval/interpreter_io.tsx |  20 +-
 ui/app/session/session.tsx                 |   2 +
 ui/package-lock.json                       | 434 ++++++++++++++++++++-
 ui/package.json                            |   2 +
 4 files changed, 454 insertions(+), 4 deletions(-)

diff --git a/ui/app/session/approval/interpreter_io.tsx b/ui/app/session/approval/interpreter_io.tsx
index 394a079..f58929d 100644
--- a/ui/app/session/approval/interpreter_io.tsx
+++ b/ui/app/session/approval/interpreter_io.tsx
@@ -1,4 +1,6 @@
 import React from "react";
+import SyntaxHighlighter from "react-syntax-highlighter";
+import { docco } from "react-syntax-highlighter/dist/esm/styles/hljs";
 import { Approver } from "@/app/session/approval/approver";
 import Running from "@/app/session/approval/running";
 import useScroller from "@/app/helper/scroller";
@@ -11,6 +13,7 @@ export default function InterpreterIO({
   autoApprove,
   disabled,
   busy,
+  language,
 }: {
   title: string;
   content: string | null;
@@ -19,6 +22,7 @@ export default function InterpreterIO({
   autoApprove: boolean;
   disabled: boolean;
   busy: boolean;
+  language: string;
 }) {
   const scrollRef = useScroller(content);
 
@@ -28,12 +32,24 @@ export default function InterpreterIO({
       <div
         className={`flex-1 ${
           busy ? "bg-neutral-100" : "bg-neutral-50"
-        } whitespace-pre overflow-auto h-0 font-mono mt-2 p-2 ${
+        } overflow-auto h-0 mt-2 ${
           askApprove ? "border-red-400" : "border-transparent"
         } border-2`}
         ref={scrollRef}
       >
-        {busy ? <Running /> : content}
+        {busy ? (
+          <div className="m-2">
+            <Running />
+          </div>
+        ) : (
+          <SyntaxHighlighter
+            language={language}
+            style={docco}
+            className="!overflow-x-visible"
+          >
+            {content ?? ""}
+          </SyntaxHighlighter>
+        )}
       </div>
       <div className="flex justify-end items-center my-2">
         <div>
diff --git a/ui/app/session/session.tsx b/ui/app/session/session.tsx
index 53e44fc..0d94ae9 100644
--- a/ui/app/session/session.tsx
+++ b/ui/app/session/session.tsx
@@ -122,6 +122,7 @@ export default function Session({
               approver={approverIn}
               disabled={error !== null}
               busy={false}
+              language="python"
             />
           </div>
         </div>
@@ -135,6 +136,7 @@ export default function Session({
               approver={approverOut}
               disabled={error !== null}
               busy={chatRoundState === "waiting for interpreter"}
+              language="text"
             />
           </div>
         </div>
diff --git a/ui/package-lock.json b/ui/package-lock.json
index e17b155..e3eff61 100644
--- a/ui/package-lock.json
+++ b/ui/package-lock.json
@@ -1,16 +1,17 @@
 {
   "name": "frontend",
-  "version": "0.1.0",
+  "version": "0.0.0",
   "lockfileVersion": 2,
   "requires": true,
   "packages": {
     "": {
       "name": "frontend",
-      "version": "0.1.0",
+      "version": "0.0.0",
       "dependencies": {
         "@types/node": "20.4.2",
         "@types/react": "18.2.15",
         "@types/react-dom": "18.2.7",
+        "@types/react-syntax-highlighter": "^15.5.7",
         "autoprefixer": "10.4.14",
         "axios": "^1.4.0",
         "eslint": "8.45.0",
@@ -21,6 +22,7 @@
         "react": "18.2.0",
         "react-dom": "18.2.0",
         "react-icons": "^4.10.1",
+        "react-syntax-highlighter": "^15.5.0",
         "tailwindcss": "3.3.3",
         "typescript": "5.1.6"
       },
@@ -401,6 +403,14 @@
         "tslib": "^2.4.0"
       }
     },
+    "node_modules/@types/hast": {
+      "version": "2.3.5",
+      "resolved": "https://registry.npmjs.org/@types/hast/-/hast-2.3.5.tgz",
+      "integrity": "sha512-SvQi0L/lNpThgPoleH53cdjB3y9zpLlVjRbqB3rH8hx1jiRSBGAhyjV3H+URFjNVRqt2EdYNrbZE5IsGlNfpRg==",
+      "dependencies": {
+        "@types/unist": "^2"
+      }
+    },
     "node_modules/@types/json5": {
       "version": "0.0.29",
       "resolved": "https://registry.npmjs.org/@types/json5/-/json5-0.0.29.tgz",
@@ -434,11 +444,24 @@
         "@types/react": "*"
       }
     },
+    "node_modules/@types/react-syntax-highlighter": {
+      "version": "15.5.7",
+      "resolved": "https://registry.npmjs.org/@types/react-syntax-highlighter/-/react-syntax-highlighter-15.5.7.tgz",
+      "integrity": "sha512-bo5fEO5toQeyCp0zVHBeggclqf5SQ/Z5blfFmjwO5dkMVGPgmiwZsJh9nu/Bo5L7IHTuGWrja6LxJVE2uB5ZrQ==",
+      "dependencies": {
+        "@types/react": "*"
+      }
+    },
     "node_modules/@types/scheduler": {
       "version": "0.16.3",
       "resolved": "https://registry.npmjs.org/@types/scheduler/-/scheduler-0.16.3.tgz",
       "integrity": "sha512-5cJ8CB4yAx7BH1oMvdU0Jh9lrEXyPkar6F9G/ERswkCuvP4KQZfZkSjcMbAICCpQTN4OuZn8tz0HiKv9TGZgrQ=="
     },
+    "node_modules/@types/unist": {
+      "version": "2.0.7",
+      "resolved": "https://registry.npmjs.org/@types/unist/-/unist-2.0.7.tgz",
+      "integrity": "sha512-cputDpIbFgLUaGQn6Vqg3/YsJwxUwHLO13v3i5ouxT4lat0khip9AEWxtERujXV9wxIB1EyF97BSJFt6vpdI8g=="
+    },
     "node_modules/@typescript-eslint/parser": {
       "version": "5.62.0",
       "resolved": "https://registry.npmjs.org/@typescript-eslint/parser/-/parser-5.62.0.tgz",
@@ -978,6 +1001,33 @@
         "url": "https://github.com/chalk/chalk?sponsor=1"
       }
     },
+    "node_modules/character-entities": {
+      "version": "1.2.4",
+      "resolved": "https://registry.npmjs.org/character-entities/-/character-entities-1.2.4.tgz",
+      "integrity": "sha512-iBMyeEHxfVnIakwOuDXpVkc54HijNgCyQB2w0VfGQThle6NXn50zU6V/u+LDhxHcDUPojn6Kpga3PTAD8W1bQw==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "node_modules/character-entities-legacy": {
+      "version": "1.1.4",
+      "resolved": "https://registry.npmjs.org/character-entities-legacy/-/character-entities-legacy-1.1.4.tgz",
+      "integrity": "sha512-3Xnr+7ZFS1uxeiUDvV02wQ+QDbc55o97tIV5zHScSPJpcLm/r0DFPcoY3tYRp+VZukxuMeKgXYmsXQHO05zQeA==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "node_modules/character-reference-invalid": {
+      "version": "1.1.4",
+      "resolved": "https://registry.npmjs.org/character-reference-invalid/-/character-reference-invalid-1.1.4.tgz",
+      "integrity": "sha512-mKKUkUbhPpQlCOfIuZkvSEgktjPFIsZKRRbC6KWVEMvlzblj3i3asQv5ODsrwt0N3pHAEvjP8KTQPHkp0+6jOg==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/chokidar": {
       "version": "3.5.3",
       "resolved": "https://registry.npmjs.org/chokidar/-/chokidar-3.5.3.tgz",
@@ -1047,6 +1097,15 @@
         "node": ">= 0.8"
       }
     },
+    "node_modules/comma-separated-tokens": {
+      "version": "1.0.8",
+      "resolved": "https://registry.npmjs.org/comma-separated-tokens/-/comma-separated-tokens-1.0.8.tgz",
+      "integrity": "sha512-GHuDRO12Sypu2cV70d1dkA2EUmXHgntrzbpvOB+Qy+49ypNfGgFQIC2fhhXbnyrJRynDCAARsT7Ou0M6hirpfw==",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/commander": {
       "version": "4.1.1",
       "resolved": "https://registry.npmjs.org/commander/-/commander-4.1.1.tgz",
@@ -1854,6 +1913,18 @@
         "reusify": "^1.0.4"
       }
     },
+    "node_modules/fault": {
+      "version": "1.0.4",
+      "resolved": "https://registry.npmjs.org/fault/-/fault-1.0.4.tgz",
+      "integrity": "sha512-CJ0HCB5tL5fYTEA7ToAq5+kTwd++Borf1/bifxd9iT70QcXr4MRrO3Llf8Ifs70q+SJcGHFtnIE/Nw6giCtECA==",
+      "dependencies": {
+        "format": "^0.2.0"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
     "node_modules/file-entry-cache": {
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/file-entry-cache/-/file-entry-cache-6.0.1.tgz",
@@ -1948,6 +2019,14 @@
         "node": ">= 6"
       }
     },
+    "node_modules/format": {
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         "has-tostringtag": "^1.0.0"
       }
     },
+    "is-decimal": {
+      "version": "1.0.4",
+      "resolved": "https://registry.npmjs.org/is-decimal/-/is-decimal-1.0.4.tgz",
+      "integrity": "sha512-RGdriMmQQvZ2aqaQq3awNA6dCGtKpiDFcOzrTWrDAT2MiWrKQVPmxLGHl7Y2nNu6led0kEyoX0enY0qXYsv9zw=="
+    },
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       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/is-docker/-/is-docker-3.0.0.tgz",
@@ -6028,6 +6379,11 @@
         "is-extglob": "^2.1.1"
       }
     },
+    "is-hexadecimal": {
+      "version": "1.0.4",
+      "resolved": "https://registry.npmjs.org/is-hexadecimal/-/is-hexadecimal-1.0.4.tgz",
+      "integrity": "sha512-gyPJuv83bHMpocVYoqof5VDiZveEoGoFL8m3BXNb2VW8Xs+rz9kqO8LOQ5DH6EsuvilT1ApazU0pyl+ytbPtlw=="
+    },
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       "resolved": "https://registry.npmjs.org/is-inside-container/-/is-inside-container-1.0.0.tgz",
@@ -6242,6 +6598,15 @@
         "js-tokens": "^3.0.0 || ^4.0.0"
       }
     },
+    "lowlight": {
+      "version": "1.20.0",
+      "resolved": "https://registry.npmjs.org/lowlight/-/lowlight-1.20.0.tgz",
+      "integrity": "sha512-8Ktj+prEb1RoCPkEOrPMYUN/nCggB7qAWe3a7OpMjWQkh3l2RD5wKRQ+o8Q8YuI9RG/xs95waaI/E6ym/7NsTw==",
+      "requires": {
+        "fault": "^1.0.0",
+        "highlight.js": "~10.7.0"
+      }
+    },
     "lru-cache": {
       "version": "6.0.0",
       "resolved": "https://registry.npmjs.org/lru-cache/-/lru-cache-6.0.0.tgz",
@@ -6544,6 +6909,19 @@
         "callsites": "^3.0.0"
       }
     },
+    "parse-entities": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/parse-entities/-/parse-entities-2.0.0.tgz",
+      "integrity": "sha512-kkywGpCcRYhqQIchaWqZ875wzpS/bMKhz5HnN3p7wveJTkTtyAB/AlnS0f8DFSqYW1T82t6yEAkEcB+A1I3MbQ==",
+      "requires": {
+        "character-entities": "^1.0.0",
+        "character-entities-legacy": "^1.0.0",
+        "character-reference-invalid": "^1.0.0",
+        "is-alphanumerical": "^1.0.0",
+        "is-decimal": "^1.0.0",
+        "is-hexadecimal": "^1.0.0"
+      }
+    },
     "path-exists": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/path-exists/-/path-exists-4.0.0.tgz",
@@ -6659,6 +7037,11 @@
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       "dev": true
     },
+    "prismjs": {
+      "version": "1.29.0",
+      "resolved": "https://registry.npmjs.org/prismjs/-/prismjs-1.29.0.tgz",
+      "integrity": "sha512-Kx/1w86q/epKcmte75LNrEoT+lX8pBpavuAbvJWRXar7Hz8jrtF+e3vY751p0R8H9HdArwaCTNDDzHg/ScJK1Q=="
+    },
     "prop-types": {
       "version": "15.8.1",
       "resolved": "https://registry.npmjs.org/prop-types/-/prop-types-15.8.1.tgz",
@@ -6669,6 +7052,14 @@
         "react-is": "^16.13.1"
       }
     },
+    "property-information": {
+      "version": "5.6.0",
+      "resolved": "https://registry.npmjs.org/property-information/-/property-information-5.6.0.tgz",
+      "integrity": "sha512-YUHSPk+A30YPv+0Qf8i9Mbfe/C0hdPXk1s1jPVToV8pk8BQtpw10ct89Eo7OWkutrwqvT0eicAxlOg3dOAu8JA==",
+      "requires": {
+        "xtend": "^4.0.0"
+      }
+    },
     "proxy-from-env": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/proxy-from-env/-/proxy-from-env-1.1.0.tgz",
@@ -6712,6 +7103,18 @@
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     },
+    "react-syntax-highlighter": {
+      "version": "15.5.0",
+      "resolved": "https://registry.npmjs.org/react-syntax-highlighter/-/react-syntax-highlighter-15.5.0.tgz",
+      "integrity": "sha512-+zq2myprEnQmH5yw6Gqc8lD55QHnpKaU8TOcFeC/Lg/MQSs8UknEA0JC4nTZGFAXC2J2Hyj/ijJ7NlabyPi2gg==",
+      "requires": {
+        "@babel/runtime": "^7.3.1",
+        "highlight.js": "^10.4.1",
+        "lowlight": "^1.17.0",
+        "prismjs": "^1.27.0",
+        "refractor": "^3.6.0"
+      }
+    },
     "read-cache": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/read-cache/-/read-cache-1.0.0.tgz",
@@ -6728,6 +7131,23 @@
         "picomatch": "^2.2.1"
       }
     },
+    "refractor": {
+      "version": "3.6.0",
+      "resolved": "https://registry.npmjs.org/refractor/-/refractor-3.6.0.tgz",
+      "integrity": "sha512-MY9W41IOWxxk31o+YvFCNyNzdkc9M20NoZK5vq6jkv4I/uh2zkWcfudj0Q1fovjUQJrNewS9NMzeTtqPf+n5EA==",
+      "requires": {
+        "hastscript": "^6.0.0",
+        "parse-entities": "^2.0.0",
+        "prismjs": "~1.27.0"
+      },
+      "dependencies": {
+        "prismjs": {
+          "version": "1.27.0",
+          "resolved": "https://registry.npmjs.org/prismjs/-/prismjs-1.27.0.tgz",
+          "integrity": "sha512-t13BGPUlFDR7wRB5kQDG4jjl7XeuH6jbJGt11JHPL96qwsEHNX2+68tFXqc1/k+/jALsbSWJKUOT/hcYAZ5LkA=="
+        }
+      }
+    },
     "regenerator-runtime": {
       "version": "0.13.11",
       "resolved": "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.13.11.tgz",
@@ -6921,6 +7341,11 @@
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     },
+    "space-separated-tokens": {
+      "version": "1.1.5",
+      "resolved": "https://registry.npmjs.org/space-separated-tokens/-/space-separated-tokens-1.1.5.tgz",
+      "integrity": "sha512-q/JSVd1Lptzhf5bkYm4ob4iWPjx0KiRe3sRFBNrVqbJkFaBm5vbbowy1mymoPNLRa52+oadOhJ+K49wsSeSjTA=="
+    },
     "streamsearch": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/streamsearch/-/streamsearch-1.1.0.tgz",
@@ -7303,6 +7728,11 @@
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       "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
     },
+    "xtend": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
+      "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ=="
+    },
     "yallist": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
diff --git a/ui/package.json b/ui/package.json
index 17c4cd6..77417f3 100644
--- a/ui/package.json
+++ b/ui/package.json
@@ -12,6 +12,7 @@
     "@types/node": "20.4.2",
     "@types/react": "18.2.15",
     "@types/react-dom": "18.2.7",
+    "@types/react-syntax-highlighter": "^15.5.7",
     "autoprefixer": "10.4.14",
     "axios": "^1.4.0",
     "eslint": "8.45.0",
@@ -22,6 +23,7 @@
     "react": "18.2.0",
     "react-dom": "18.2.0",
     "react-icons": "^4.10.1",
+    "react-syntax-highlighter": "^15.5.0",
     "tailwindcss": "3.3.3",
     "typescript": "5.1.6"
   },

From c858f6bc85e10401cfc4da4c0fbfd6a83c460ee9 Mon Sep 17 00:00:00 2001
From: silvanmelchior <silvanmelchior@gmail.com>
Date: Tue, 15 Aug 2023 10:58:26 +0200
Subject: [PATCH 15/23] Update VERSION

---
 VERSION | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/VERSION b/VERSION
index 6d984fb..0f3f84c 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-2.0.0b1
+2.0.0b2

From e02965a3d3aca7bab3117b96948511328b614a4a Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Wed, 16 Aug 2023 16:11:59 +0200
Subject: [PATCH 16/23] readme intro

---
 README.md           |  25 ++++++++++++++-----------
 docs/screenshot.png | Bin 239897 -> 0 bytes
 2 files changed, 14 insertions(+), 11 deletions(-)
 delete mode 100644 docs/screenshot.png

diff --git a/README.md b/README.md
index a50dfaa..4549e1e 100644
--- a/README.md
+++ b/README.md
@@ -2,12 +2,14 @@
     <img src="https://github.com/silvanmelchior/IncognitoPilot/blob/main/docs/title.png" alt="logo" style="width: 75%">
 </p>
 
-<p align="center"><em>Your local AI code interpreter</em></p>
+<p align="center"><em>An AI code interpreter for sensitive data, powered by GPT-4 or Llama 2.</em></p>
 
-**Incognito Pilot** combines a large language model with a Python interpreter, so it can run code and execute tasks for you.
-It is similar to **ChatGPT Code Interpreter**, but the interpreter runs locally.
-This allows you to work with sensitive data without uploading it to the cloud.
-To still be able to use powerful models available via API only (like GPT-4), there is an approval mechanism in the UI, which separates your local data from the remote services.
+**Incognito Pilot** combines a Large Language Model (LLM) with a Python interpreter, so it can run code and execute tasks for you.
+It is similar to **ChatGPT Code Interpreter**, but the interpreter runs **locally** and it can use open-source models like **Llama 2**.
+
+**Incognito Pilot** allows you to work with **sensitive data** without uploading it to the cloud.
+Either you use a local LLM (like Llama 2), or an API (like GPT-4).
+For the latter case, there is an **approval mechanism** in the UI, which separates your local data from the remote services.
 
 With **Incognito Pilot**, you can:
 
@@ -16,13 +18,14 @@ With **Incognito Pilot**, you can:
 - automate tasks, like renaming all files in a directory
 
 and much more!
-It runs on every hardware, so you can for example analyze large datasets on powerful machines.
-We also plan to support more models like Llama 2 in the future.
 
-<p align="center">
-    <img src="https://github.com/silvanmelchior/IncognitoPilot/blob/main/docs/screenshot.png" alt="screenshot" style="width: 75%"><br>
-    <em>Screenshot of Incognito Pilot v1.0.0</em>
-</p>
+## :bulb: Demo
+
+TODO: VIDEO
+
+The video shows GPT-4 in action.
+While your conversation and approved code results are sent to OpenAI, your **data is kept locally** on your machine.
+And you can go even further and use Llama 2 to be fully locally.
 
 ## :package: Installation
 
diff --git a/docs/screenshot.png b/docs/screenshot.png
deleted file mode 100644
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GIT binary patch
literal 0
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From d5500927900f32082436eda524453025029dd038 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Wed, 16 Aug 2023 16:14:26 +0200
Subject: [PATCH 17/23] new screenshot

---
 docs/screenshot.png | Bin 0 -> 484767 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 docs/screenshot.png

diff --git a/docs/screenshot.png b/docs/screenshot.png
new file mode 100644
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From d8449959b6449d400b02f2b0393a26540bbaf5f1 Mon Sep 17 00:00:00 2001
From: silvanmelchior <silvanmelchior@gmail.com>
Date: Wed, 16 Aug 2023 16:16:37 +0200
Subject: [PATCH 18/23] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 4549e1e..d900ec0 100644
--- a/README.md
+++ b/README.md
@@ -21,7 +21,7 @@ and much more!
 
 ## :bulb: Demo
 
-TODO: VIDEO
+https://github.com/silvanmelchior/IncognitoPilot/assets/6033305/05b0a874-6f76-4d22-afca-36c11f90b1ff
 
 The video shows GPT-4 in action.
 While your conversation and approved code results are sent to OpenAI, your **data is kept locally** on your machine.

From cf5dee276e83708ee47703e4206af8d3b7ea0c59 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Wed, 16 Aug 2023 21:09:26 +0200
Subject: [PATCH 19/23] readme for llama2 and azure

---
 README.md                  |  69 +++++++++++----------
 docs/INSTALLATION_AZURE.md |  30 ++++++++++
 docs/INSTALLATION_LLAMA.md | 120 +++++++++++++++++++++++++++++++++++++
 3 files changed, 189 insertions(+), 30 deletions(-)
 create mode 100644 docs/INSTALLATION_AZURE.md
 create mode 100644 docs/INSTALLATION_LLAMA.md

diff --git a/README.md b/README.md
index d900ec0..f68dc80 100644
--- a/README.md
+++ b/README.md
@@ -23,11 +23,19 @@ and much more!
 
 https://github.com/silvanmelchior/IncognitoPilot/assets/6033305/05b0a874-6f76-4d22-afca-36c11f90b1ff
 
-The video shows GPT-4 in action.
+The video shows Incognito Pilot with GPT-4.
 While your conversation and approved code results are sent to OpenAI, your **data is kept locally** on your machine.
-And you can go even further and use Llama 2 to be fully locally.
+And you can go even further and use Llama 2 to have everything running on your machine.
 
-## :package: Installation
+## :package: Installation (GPT via OpenAI API)
+
+This section shows how to install **Incognito Pilot** using a GPT model via OpenAI's API. For
+
+- **Llama 2**, check [Installation for Llama 2](/docs/INSTALLATION_LLAMA.md) instead, and for
+- **GPT on Azure**, check [Installation with Azure](/docs/INSTALLATION_AZURE.md) instead.
+- If you don't have docker, you can install **Incognito Pilot** on your system directly, using the development setup (see below).
+
+Follow these steps:
 
 1. Install [docker](https://www.docker.com/).
 2. Create an empty folder somewhere on your system.
@@ -41,7 +49,7 @@ And you can go even further and use Llama 2 to be fully locally.
 
 ```shell
 docker run -i -t \
-  -p 3030:3030 -p 3031:3031 \
+  -p 3030:80 \
   -e OPENAI_API_KEY="sk-your-api-key" \
   -v /home/user/ipilot:/mnt/data \
   silvanmelchior/incognito-pilot:latest-slim
@@ -49,13 +57,10 @@ docker run -i -t \
 
 You can now visit http://localhost:3030 and should see the **Incognito Pilot** interface.
 
-Some final remarks:
-
-- If you don't have docker, you can install **Incognito Pilot** on your system directly, using the development setup (see below).
-- You can also run **Incognito Pilot** with the free trial credits of OpenAI, without adding a credit card.
-  At the moment, this does not include GPT-4 however, so see below how to change the model to GPT-3.5.
+It's also possible to run **Incognito Pilot** with the free trial credits of OpenAI, without adding a credit card.
+At the moment, this does not include GPT-4 however, so see below how to change the model to GPT-3.5.
 
-## :rocket: Getting started
+## :rocket: Getting started (GPT)
 
 In the **Incognito Pilot** interface, you will see a chat interface, with which you can interact with the model.
 Let's try it out!
@@ -78,8 +83,6 @@ To change this, head back to the console and press Ctrl-C to stop the container.
 Now re-run the command, but remove the `-slim` suffix from the image.
 This will download a much larger version, equipped with [many packages](/docker/requirements_full.txt).
 
-## :gear: Settings
-
 ### Change model
 
 To use another model than the default one (GPT-4), set the environment variable `LLM`.
@@ -89,32 +92,40 @@ OpenAI's GPT models have the prefix `gpt:`, so to use GPT-3.5 for example (the o
 -e LLM="gpt:gpt-3.5-turbo"
 ```
 
-Please note that GPT-4 is considerably better in this interpreter setup than GPT-3.5.
+Please note that GPT-4 is considerably better in the interpreter setup than GPT-3.5.
+
+## :gear: Settings
 
 ### Change port
 
-Per default, the UI is served on port 3030 and contacts the interpreter at port 3031.
-This can be changed to any ports using the port mapping of docker.
-However, the new port for the interpreter also needs to be communicated to the UI, using the environment variable `INTERPRETER_URL`.
-For example, to serve the UI on port 8080 and the interpreter on port 8081, run the following:
+To serve the UI at a different port than 3030, just expose the internal port 80 to a different one, for example 8080:
 
 ```shell
 docker run -i -t \
-  -p 8080:3030 -p 8081:3031 \
-  -e OPENAI_API_KEY="sk-your-api-key" \
-  -e INTERPRETER_PORT=8081 \
-  -v /home/user/ipilot:/mnt/data \
+  -p 8080:80 \
+  ... \
   silvanmelchior/incognito-pilot
 ```
 
-### Further settings
+### Timeout
+
+Per default, the Python interpreter stops after 30 seconds.
+To change this, set the environment variable `INTERPRETER_TIMEOUT`.
+For 2 minutes for example, add the following to the docker run command:
+
+```shell
+-e INTERPRETER_TIMEOUT="120"
+```
 
-The following further settings are available
+### Autostart
 
-- Per default, the Python interpreter stops after 30 seconds.
-  To change this, set the environment variable `INTERPRETER_TIMEOUT`. 
-- To automatically start **Incognito Pilot** with docker / at startup, remove the remove `-i -t` from the run command and add `--restart always`.
-  Together with a bookmark of the UI URL, you'll have **Incognito Pilot** at your fingertips whenever you need it.
+To automatically start **Incognito Pilot** with docker / at startup, remove the `-i -t` from the run command and add the following:
+
+```shell
+--restart always
+```
+
+Together with a bookmark of the UI URL, you'll have **Incognito Pilot** at your fingertips whenever you need it.
 
 ## :toolbox: Own dependencies
 
@@ -149,9 +160,7 @@ Then run the container like this:
 
 ```shell
 docker run -i -t \
-  -p 3030:3030 -p 3031:3031 \
-  -e OPENAI_API_KEY="sk-your-api-key" \
-  -v /home/user/ipilot:/mnt/data \
+  ... \
   incognito-pilot-custom
 ```
 
diff --git a/docs/INSTALLATION_AZURE.md b/docs/INSTALLATION_AZURE.md
new file mode 100644
index 0000000..f55bc04
--- /dev/null
+++ b/docs/INSTALLATION_AZURE.md
@@ -0,0 +1,30 @@
+# :package: Installation (GPT via Azure)
+
+This section shows how to install **Incognito Pilot** using a GPT model via Azure.
+Follow these steps:
+
+1. Install [docker](https://www.docker.com/).
+2. Create an empty folder somewhere on your system.
+   This will be the working directory to which **Incognito Pilot** has access to.
+   The code interpreter can read your files in this folder and store any results.
+   In the following, we assume it to be */home/user/ipilot*.
+3. Login to Azure portal and create an [Azure OpenAI Service](https://azure.microsoft.com/en-us/products/ai-services/openai-service-b).
+4. You will see the access key and endpoint, which we will use later.
+5. Open Azure OpenAI Studio and deploy a model.
+6Now, just run the following command (replace your working directory, model-name and API information):
+
+```shell
+docker run -i -t \
+  -p 3030:80 \
+  -e LLM="gpt-azure:your-deployment-name" \
+  -e AZURE_API_KEY="your-azure-openai-api-key" \
+  -e AZURE_API_BASE="https://your-azure-openai-service-name.openai.azure.com/" \
+  -v /home/user/ipilot:/mnt/data \
+  silvanmelchior/incognito-pilot:latest-slim
+```
+
+You can now visit http://localhost:3030 and should see the **Incognito Pilot** interface.
+
+Make sure you have access to a model which is capable of function calling, otherwise you will get an error similar to "unknown argument 'function'".
+
+Let's head back to the [Getting Started](/README.md#rocket-getting-started-gpt) section.
diff --git a/docs/INSTALLATION_LLAMA.md b/docs/INSTALLATION_LLAMA.md
new file mode 100644
index 0000000..e3003b9
--- /dev/null
+++ b/docs/INSTALLATION_LLAMA.md
@@ -0,0 +1,120 @@
+# :package: Installation (Llama 2)
+
+This section shows how to install **Incognito Pilot** using Llama 2.
+Please note that you will only get satisfactory results with the largest model *llama-2-70b-chat*, which needs considerable hardware resources.
+And even then, the experience will not be comparable to GPT-4, since Llama 2 was not fine-tuned for this task.
+
+Nevertheless, it's a lot of fun to see what's already possible with open-source models.
+At the moment, there are two ways of using **Incognito Pilot** with Llama 2:
+
+- Using a cloud API from [replicate](https://replicate.com/).
+  While you don't have the advantage of a fully local setup here, you can try out the 70B model in a quick way without owning powerful hardware.
+- Using Hugging Face's [Text Generation Inference](https://github.com/huggingface/text-generation-inference) container,
+  which allows you to run llama 2 locally with a simple `docker run` command.
+
+## Replicate
+
+Follow these steps:
+
+1. Install [docker](https://www.docker.com/).
+2. Create an empty folder somewhere on your system.
+   This will be the working directory to which **Incognito Pilot** has access to.
+   The code interpreter can read your files in this folder and store any results.
+   In the following, we assume it to be */home/user/ipilot*.
+3. Create a [Replicate](https://replicate.com/) account,
+   add a [credit card](https://replicate.com/account/billing)
+   and copy your [API key](https://replicate.com/account/api-tokens).
+4. Now, just run the following command (replace your working directory and API key):
+
+```shell
+docker run -i -t \
+  -p 3030:80 \
+  -e LLM="llama-replicate:replicate/llama-2-70b-chat:2c1608e18606fad2812020dc541930f2d0495ce32eee50074220b87300bc16e1" \
+  -e REPLICATE_API_KEY="your-replicate-api-key" \
+  -v /home/user/ipilot:/mnt/data \
+  silvanmelchior/incognito-pilot:latest-slim
+```
+
+You can of course also choose a [different model](https://replicate.com/blog/all-the-llamas), but the smaller ones are much less suited for this task.
+
+Now visit http://localhost:3030 and should see the **Incognito Pilot** interface.
+Does it work? Great, let's move to the [Getting started](#rocket-getting-started-llama-2) section.
+
+## Text Generation Inference
+
+Follow these steps:
+
+1. Install [docker](https://www.docker.com/).
+2. Create an empty folder somewhere on your system.
+   This will be the working directory to which **Incognito Pilot** has access to.
+   The code interpreter can read your files in this folder and store any results.
+   In the following, we assume it to be */home/user/ipilot*.
+3. Create a [Hugging Face](https://huggingface.co/) account.
+4. Make sure you get access to the [Llama 2 model weights](https://huggingface.co/meta-llama/Llama-2-70b-chat-hf) on Hugging Face.
+5. In the *Files and versions* tab, download the following three files (we assume them to be in */home/user/tokenizer*):
+   - tokenizer.json
+   - tokenizer.model
+   - tokenizer_config.json
+6. Create an [access token](https://huggingface.co/settings/tokens).
+
+Now, let's first run the *Text Generation Inference* service.
+Check out their [Readme](https://github.com/huggingface/text-generation-inference#readme).
+I had to run something similar to this:
+
+```shell
+docker run \
+  --gpus all \
+  --shm-size 1g \
+  -p 8080:80 \
+  -v /home/user/tgi_cache:/data
+  -e HUGGING_FACE_HUB_TOKEN=hf_your-huggingface-api-token
+  ghcr.io/huggingface/text-generation-inference \
+  --model-id "meta-llama/Llama-2-70b-chat-hf"
+```
+
+You can of course also choose a different model, but the smaller ones are much less suited for this task.
+Once the container shows a success message, you are ready for the next step.
+
+Visit http://localhost:8080/info.
+You should see a JSON with model information.
+We will need the value for *max_total_tokens* in the next command.
+
+Now, just run the following command (replace your directories and max tokens):
+
+```shell
+docker run -i -t \
+  -p 3030:80 \
+  -e LLM="llama-tgi:http://host.docker.internal:8080" \
+  -e MAX_TOKENS="your-max-tokens" \
+  -e TOKENIZER_PATH="/mnt/tokenizer/tokenizer.model" \
+  -v /home/user/tokenizer:/mnt/tokenizer \
+  -v /home/user/ipilot:/mnt/data \
+  silvanmelchior/incognito-pilot:latest-slim
+```
+
+Visit http://localhost:3030 and should see the **Incognito Pilot** interface.
+
+## :rocket: Getting started (Llama 2)
+
+In the **Incognito Pilot** interface, you will see a chat interface, with which you can interact with the model.
+Let's try it out!
+
+1. **File Access**: Type "Create a text file with all numbers from 0 to 100".
+   You will see how the *Code* part of the UI shows you a Python snippet.
+   As soon as you approve, the code will be executed on your machine (within the docker container).
+   You will see the result in the *Result* part of the UI.
+   As soon as you approve it, it will be sent back to the model.
+   In the case of using an API (like Replicate), this of course also means that this result will be sent to their services.
+   After the approval, the model will confirm you the execution.
+   Check your working directory now (e.g. */home/user/ipilot*): You should see the file!
+2. **Math**: Type "What is 1 + 2 * 3 + 4 * 5 + 6 * 7 + 8 * 9?".
+   The model will use the Python interpreter to come to the correct result.
+
+Now you should be ready to use **Incognito Pilot** for your own tasks.
+One more thing: The version you just used has nearly no packages shipped with the Python interpreter.
+This means, things like reading images or Excel files will not work.
+To change this, head back to the console and press Ctrl-C to stop the container.
+Now re-run the command, but remove the `-slim` suffix from the image.
+This will download a much larger version, equipped with [many packages](/docker/requirements_full.txt).
+
+Let's head back to the [Getting Started](/README.md#gear-settings) section.

From 8973d0e9bbc9f5b210d1f59009f7a9b7e6bcd455 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Thu, 17 Aug 2023 08:29:38 +0200
Subject: [PATCH 20/23] architecture and FAQs

---
 README.md                  |  40 ++++++++++++++++++-
 docs/INSTALLATION_LLAMA.md |   7 +++-
 docs/architecture.drawio   |  80 +++++++++++++++++++++++--------------
 docs/architecture.png      | Bin 140776 -> 90767 bytes
 4 files changed, 94 insertions(+), 33 deletions(-)

diff --git a/README.md b/README.md
index f68dc80..7ddcfca 100644
--- a/README.md
+++ b/README.md
@@ -24,7 +24,8 @@ and much more!
 https://github.com/silvanmelchior/IncognitoPilot/assets/6033305/05b0a874-6f76-4d22-afca-36c11f90b1ff
 
 The video shows Incognito Pilot with GPT-4.
-While your conversation and approved code results are sent to OpenAI, your **data is kept locally** on your machine.
+While your conversation and approved code results are sent to OpenAI's API, your **data is kept locally** on your machine.
+The interpreter is running locally as well and processes your data right there.
 And you can go even further and use Llama 2 to have everything running on your machine.
 
 ## :package: Installation (GPT via OpenAI API)
@@ -76,7 +77,10 @@ Let's try it out!
    After the approval, the model will confirm you the execution.
    Check your working directory now (e.g. */home/user/ipilot*): You should see the file!
 
-Now you should be ready to use **Incognito Pilot** for your own tasks.
+Now you should be ready to use **Incognito Pilot** for your own tasks. Just remember:
+- Everything you type or every code result you approve is sent to the OpenAI / Azure API
+- Your data stays and is processed locally
+
 One more thing: The version you just used has nearly no packages shipped with the Python interpreter.
 This means, things like reading images or Excel files will not work.
 To change this, head back to the console and press Ctrl-C to stop the container.
@@ -164,6 +168,38 @@ docker run -i -t \
   incognito-pilot-custom
 ```
 
+## :question: FAQs
+
+### Is it as good as ChatGPT Code Interpreter?
+
+No, it has its limits.
+The tradeoff between privacy and capabilities is not an easy one in this case.
+For things like images, it is as powerful as ChatGPT code interpreter, because it doesn't need to know about the content of the image to edit it.
+But for things like spreadsheets, if ChatGPT doesn't see the content, it has to guess for example the data format from the header, which can go wrong.
+
+However, in certain aspects, it's even better than ChatGPT code interpreter:
+The interpreter has internet access, allowing for a bunch of new tasks which were not possible before.
+Also, you can run the interpreter on any machine, including very powerful ones, so you can solve much larger tasks than with ChatGPT code interpreter.
+
+### Why not just use ChatGPT to generate the code and run it myself?
+
+You can of course do this. There are quite some advantages of using **Incognito Pilot** however:
+
+- Incognito Pilot can run code in multiple rounds (e.g. first getting the file name of a csv, then the structure, and then analyze the content).
+  It can even correct itself, seeing the stack trace of its failed execution.
+  You can of course also copy back and forth code and result to achieve all of this manually, but it gets cumbersome quite quickly.
+- You have tons of pre-installed dependencies in Incognito Pilot
+- The code runs in a sandbox, protecting your computer
+
+### How can it be private if you use public cloud APIs?
+
+Whatever you type and all code results you approve are indeed not private, in the sense that they are sent to the cloud API.
+Your data however stays local.
+The interpreter runs locally as well, processing your data right where it is.
+For certain things, you will have to tell the model something about your data (e.g. the file-name of structure),
+but it usually is meta-data which you actively approve in the UI and not the actual data.
+At every step in the execution, you can just reject that something is sent to the API.
+
 ## :house: Architecture
 
 ![Architecture Diagram](/docs/architecture.png)
diff --git a/docs/INSTALLATION_LLAMA.md b/docs/INSTALLATION_LLAMA.md
index e3003b9..e68a6f5 100644
--- a/docs/INSTALLATION_LLAMA.md
+++ b/docs/INSTALLATION_LLAMA.md
@@ -38,6 +38,10 @@ docker run -i -t \
 You can of course also choose a [different model](https://replicate.com/blog/all-the-llamas), but the smaller ones are much less suited for this task.
 
 Now visit http://localhost:3030 and should see the **Incognito Pilot** interface.
+Before you continue, remember:
+- Everything you type or every code result you approve is sent to the Replicate API
+- Your data stays and is processed locally
+
 Does it work? Great, let's move to the [Getting started](#rocket-getting-started-llama-2) section.
 
 ## Text Generation Inference
@@ -93,6 +97,7 @@ docker run -i -t \
 ```
 
 Visit http://localhost:3030 and should see the **Incognito Pilot** interface.
+Congrats! You have a fully local setup, everything is running on your own system :partying_face:.
 
 ## :rocket: Getting started (Llama 2)
 
@@ -117,4 +122,4 @@ To change this, head back to the console and press Ctrl-C to stop the container.
 Now re-run the command, but remove the `-slim` suffix from the image.
 This will download a much larger version, equipped with [many packages](/docker/requirements_full.txt).
 
-Let's head back to the [Getting Started](/README.md#gear-settings) section.
+Let's head back to the [Settings](/README.md#gear-settings) section.
diff --git a/docs/architecture.drawio b/docs/architecture.drawio
index b492e12..519e132 100644
--- a/docs/architecture.drawio
+++ b/docs/architecture.drawio
@@ -1,44 +1,46 @@
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From 298383a46eaf616fddb831179a43a4de9b380160 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Thu, 17 Aug 2023 08:32:29 +0200
Subject: [PATCH 21/23] internet hint

---
 README.md | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 7ddcfca..2221fd1 100644
--- a/README.md
+++ b/README.md
@@ -12,10 +12,9 @@ Either you use a local LLM (like Llama 2), or an API (like GPT-4).
 For the latter case, there is an **approval mechanism** in the UI, which separates your local data from the remote services.
 
 With **Incognito Pilot**, you can:
-
-- analyse data and create visualizations
-- convert your files, e.g. a video to a gif
-- automate tasks, like renaming all files in a directory
+- :white_check_mark: analyse data and create visualizations
+- :white_check_mark: convert your files, e.g. a video to a gif
+- :white_check_mark: **access the internet** to e.g. download data
 
 and much more!
 

From 2c3f7770214ebd5d108f5f8060eb2f124a4b23ae Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Thu, 17 Aug 2023 08:49:27 +0200
Subject: [PATCH 22/23] adjusted contribution guidelines

---
 CONTRIBUTING.md            | 23 +++++++++++++++++------
 docs/INSTALLATION_LLAMA.md |  4 +++-
 2 files changed, 20 insertions(+), 7 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 9422f02..8ba6efb 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -17,13 +17,14 @@ Always be careful when approving any code!
 
 Prerequisites:
 
-- OpenAI API key
 - Cloned repository
 - Installed [python](https://www.python.org/)
 - Installed [poetry](https://python-poetry.org/)
 - Installed [node.js](https://nodejs.org/)
 
-### Interpreter
+Also have a look at the overall [architecture](/docs/architecture.png) first.
+
+### Services
 
 First, create a venv somewhere on your system, where ipython will run your code:
 
@@ -35,24 +36,34 @@ pip install ipython
 pip install ...  # install whatever packages you like
 ```
 
-Now open a terminal in the *interpreter* folder and run the following:
+Now open a terminal in the *services* folder and run the following:
 
 ```shell
 poetry install
 poetry shell
 export IPYTHON_PATH=/home/user/venv_interpreter/bin/ipython
 export WORKING_DIRECTORY=/home/user/ipilot
-uvicorn main:app --reload
+uvicorn main_interpreter:app --reload --port 8000
 ```
 
+Open a second terminal in the *services* folder and run the following:
+
+```shell
+poetry shell
+export OPENAI_API_KEY=sk-your-api-key
+uvicorn main_llm:app --reload --port 8001
+```
+
+If you want to use something else than OpenAI, adjust the env-variables as explained in the [Readme](/README.md).
+
 ### UI
 
 Open a terminal in the *ui* folder and run the following:
 
 ```shell
 npm install
-export INTERPRETER_URL=localhost:8000
-export OPENAI_API_KEY=sk-your-api-key
+export NEXT_PUBLIC_INTERPRETER_URL=localhost:8000
+export NEXT_PUBLIC_LLM_URL=localhost:8001
 npm run dev
 ```
 
diff --git a/docs/INSTALLATION_LLAMA.md b/docs/INSTALLATION_LLAMA.md
index e68a6f5..9eefd36 100644
--- a/docs/INSTALLATION_LLAMA.md
+++ b/docs/INSTALLATION_LLAMA.md
@@ -81,7 +81,9 @@ Once the container shows a success message, you are ready for the next step.
 
 Visit http://localhost:8080/info.
 You should see a JSON with model information.
-We will need the value for *max_total_tokens* in the next command.
+Check out the value for *max_total_tokens*.
+It tells you how many tokens fit in the context for this model on your system.
+**Incognito Pilot** needs this information to not send too long messages to the service.
 
 Now, just run the following command (replace your directories and max tokens):
 

From 289273ea962b96bd03add8707d03f7a2ed451ba3 Mon Sep 17 00:00:00 2001
From: Silvan Melchior <silvan.melchior@zuehlke.com>
Date: Thu, 17 Aug 2023 08:50:29 +0200
Subject: [PATCH 23/23] adjust version

---
 VERSION | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/VERSION b/VERSION
index 0f3f84c..227cea2 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-2.0.0b2
+2.0.0