From e8a0f4f87261a3edaff82ebd54b5c22e8405d36f Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@foxmail.com>
Date: Thu, 17 Aug 2023 23:16:32 +0800
Subject: [PATCH 01/66] add bigcode readme.md

---
 4da66ef8e0eb414d6bb66715184ac7c.png | Bin 0 -> 12610 bytes
 bigcode-zh.md                       | 204 ++++++++++++++++++++++++++++
 c0ae4582a5f942754877106b8873413.png | Bin 0 -> 44724 bytes
 3 files changed, 204 insertions(+)
 create mode 100644 4da66ef8e0eb414d6bb66715184ac7c.png
 create mode 100644 bigcode-zh.md
 create mode 100644 c0ae4582a5f942754877106b8873413.png

diff --git a/4da66ef8e0eb414d6bb66715184ac7c.png b/4da66ef8e0eb414d6bb66715184ac7c.png
new file mode 100644
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diff --git a/bigcode-zh.md b/bigcode-zh.md
new file mode 100644
index 000000000..be89f195f
--- /dev/null
+++ b/bigcode-zh.md
@@ -0,0 +1,204 @@
+# 整合bigcode续写逻辑说明
+
+
+## 代码逻辑（以下内容与现有的代码完全兼容）
+1. 制作侧边栏并将实例化对象注入到 extension 的容器中
+
+- 在这个侧边栏中，提供一些选项，如 huggingface token，是否打开此功能等
+
+- 实现逻辑如下方 [制作则边栏配置页面](#制作则边栏配置页面) 和 此项目中 jupyter-ai 的做法
+
+2. 构造键盘监听器
+
+- 实现逻辑如下方 [配置键盘处理程序](#配置键盘处理程序)（在这里也展示了我们如何拿到 codemirror 实例以及获取所有的 cell ）
+
+3. 构造键盘监听器的处理程序
+
+- 续写（ctrl+space）
+  
+    1. 获取所有 cell（不包含输出）
+
+    2. 将所有 cell 的代码拼接作为 prompt（在这一步中需要限制 token ）
+
+    3. 将 prompt 发送到 bigcode
+
+    4. 解析bigcode的返回值（可能存在 stop-token 等无用字符）
+
+    5. 将解析好的返回值（下述: return-code）在请求时的 activeCell 中作为展示
+
+        1. 通过 codemirror 获取 cell 中的代码
+
+        2. 将 return-code 变成灰色 + cell 中的代码写入到cell中
+
+    6. 将 return-code 保存到 globalstate 中（ globalstate 是 react 的一个全局状态管理，被称为 "Context API"）
+
+    7. 将这次是"续写"的状态保存到 globalstate
+
+- 错误修正（ctrl+`）
+
+    1. 获取当前 cell（包含输出）
+
+    2. 将当前 cell 的代码进行格式化作为 prompt，并将 cell 中的代码保存到 globalstate
+
+    3. 将 prompt 发送到 bigcode
+
+    4. 解析 bigcode 的返回值（可能存在 stop-token 等无用字符）
+
+    5. 使用 diff 库制作不同颜色的字符串作为展示
+
+    6. 将解析好的返回值保存到 globalstate 中
+
+    7. 将这次是"修改错误"的状态保存到 globalstate
+
+- 填入正在展示的代码（ctrl）
+
+    1. 获取当前 cell
+
+    2. 在 globalstate 拿到缓存的续写代码片段和请求的状态（"续写"|"修改错误"）
+
+    3. 如果状态合法，将缓存的续写代码片段通过 codemirror 写入到 cell 中
+    
+        1. 获取焦点的 cell 的 codemirror 实例
+
+        2. codemirror 存在回溯的一个函数（历史API），我们拿到请求时的代码，加上 return-code 作为新的代码，通过codemirror 写入到 cell中（这个举例是"续写"，如果是"修改错误"，直接将 return-code 作为新的代码，写入即可）
+
+    4. 如果状态等信息不合法或者用户没有按下ctrl键，那么我们取消展示
+
+        1. 获取焦点的 cell 的 codemirror 实例
+
+        2. 通过 codemirror 的回溯函数找到请求时的代码片段进行写入
+
+
+
+## 用户使用逻辑线
+
+### 简易使用逻辑
+- 续写：按下键盘事件 -> 请求到bigcode -> 解析返回值 -> 通过上文中获取的"codemirror"实例进行展示（实际是使用不同颜色的字进行写入）-> 用户按下写入键 -> 使用codemirror的回溯功能找到上一次编辑的代码（类似于：ctrl+z），使用回溯找到展示之前的代码加上bigcode返回的代码（如果按下别的键，则我们直接回溯即可）
+
+- 修复bug：同理，只是在展示的时候需要调用diff库
+
+##  制作则边栏配置页面
+
+### 图片说明
+<div style="display: flex;">
+  <div style="flex: 50%; padding: 10px;">
+    <img src="c0ae4582a5f942754877106b8873413.png" style="max-width: 100%; height: auto;">
+  </div>
+  <div style="flex: 50%; padding: 10px;">
+    <img src="4da66ef8e0eb414d6bb66715184ac7c.png" style="max-width: 100%; height: auto;">
+  </div>
+</div>
+
+在上述两个图片中，左图是jupyter-ai的配置页面，我们可以在它的下边制作一个新的点击框，如右图
+
+### 具体实现方式
+
+#### 代码说明
+```typescript
+// src/widgets/bigcode.tsx
+// 侧边栏构造方法
+export function buildBigcodeSidebar(): ReactWidget {
+  const BigCodeWidget = ReactWidget.create(
+    // dom 结构... 这个dom结构是点击之后展示的dom，如上方右图中 options 的页面（填写apikey，save按钮等）
+  );
+  BigCodeWidget.id = 'jupyter-ai::bigcode';
+  BigCodeWidget.title.icon = chatIcon;
+  BigCodeWidget.title.caption = 'bigcode continuation';
+  return BigCodeWidget;
+}
+```
+
+```typescript
+// src/index.ts
+// labextension 前端入口点
+const plugin: JupyterFrontEndPlugin<void> = {
+  id: 'jupyter_ai:plugin',
+  autoStart: true,
+  optional: [IGlobalAwareness, ILayoutRestorer],
+  activate: async (
+    app: JupyterFrontEnd,
+    restorer: ILayoutRestorer | null
+  ) => {
+    // 构造侧边栏实例
+    const bigcodeWidget = buildBigcodeSidebar();
+    // 将则边栏添加到jupyterlab中
+    app.shell.add(bigcodeWidget, 'left', { rank: 2401 });
+
+    if (restorer) {
+      // 添加到 JupyterLab 的布局恢复管理器中，以便在用户关闭并重新打开 JupyterLab 时，可以恢复之前的部件布局状态。
+      restorer.add(bigcodeWidget, 'bigcode-continuation-write');
+    }
+  }
+};
+
+export default plugin;
+```
+
+#### 文字说明
+
+1. 定义Widget构造器方法 ```export function buildBigcodeSidebar(): ReactWidget {}```
+2. 在构造器中构造Widget ```const BigCodeWidget = ReactWidget.create( dom结构... );```
+3. 配置如id，图标，标题等基本信息 ```BigCodeWidget.xxx = xxx```
+4. return BigCodeWidget
+5. labextension 前端入口点添加这个侧边栏到jupyterlab中 ```app.shell.add(bigcodeWidget, 'left', { rank: 2401 })```
+
+## 配置键盘处理程序
+
+### 具体实现方式
+
+#### 代码说明
+
+```typescript
+// src/handler/handleKeyDown.ts
+// 监听键盘事件处理程序
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  /*
+  在这个说明版本中我们添加监听器到全局中，
+  实际开发中我们应该换成在 jupyterlab 的右侧代码填写区dom中，
+  并且我们需要根据配置页面是否打开此功能来动态启动此处理程序
+  */   
+  document.addEventListener('keydown', event => {
+    // 检测到 Ctrl 键被按下，此处可以进行进一步处理
+    if (event.ctrlKey) {
+      // 获取当前活动的文档窗口
+      const currentWidget = app.shell.currentWidget;
+      if (!(widget instanceof DocumentWidget)) {
+          return null;
+      }
+      const { content } = widget
+      // 当前操作的单元格
+      const activeCell = content.activeCell;
+      // 当前操作的单元格的 codemirror 实例对象
+      const editor = activeCell.editor as CodeMirrorEditor;
+      // 所有的单元格  
+      const allCell = content.cellsArray
+    }
+  });
+};
+```
+```typescript
+// src/index.ts
+// 引入上方ts文件的函数
+import { handleKeyDown } from './handler/onKeyDown';
+// labextension 前端入口点
+const plugin: JupyterFrontEndPlugin<void> = {
+  id: 'jupyter_ai:plugin',
+  autoStart: true,
+  optional: [IGlobalAwareness, ILayoutRestorer],
+  activate: async (
+    app: JupyterFrontEnd
+  ) => {
+    // 启动此处理程序
+    handleKeyDown(app);
+  }
+};
+
+export default plugin;
+```
+
+#### 文字说明
+
+1. 构造handler处理程序，如"src/handler/handleKeyDown.ts"
+2. 在app加载此处理程序，如"src/index.ts"
+
+
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From 7132c2592e256723e583d2827fd1b4ddfb0bb6d1 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@foxmail.com>
Date: Thu, 17 Aug 2023 23:19:06 +0800
Subject: [PATCH 02/66] fix readmd image bug

---
 bigcode-zh.md | 11 +++--------
 1 file changed, 3 insertions(+), 8 deletions(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index be89f195f..5ca312212 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -80,14 +80,9 @@
 ##  制作则边栏配置页面
 
 ### 图片说明
-<div style="display: flex;">
-  <div style="flex: 50%; padding: 10px;">
-    <img src="c0ae4582a5f942754877106b8873413.png" style="max-width: 100%; height: auto;">
-  </div>
-  <div style="flex: 50%; padding: 10px;">
-    <img src="4da66ef8e0eb414d6bb66715184ac7c.png" style="max-width: 100%; height: auto;">
-  </div>
-</div>
+| ![image1](c0ae4582a5f942754877106b8873413.png) | ![image2](4da66ef8e0eb414d6bb66715184ac7c.png) |
+|:-------------------------------------------:|:-------------------------------------------:|
+
 
 在上述两个图片中，左图是jupyter-ai的配置页面，我们可以在它的下边制作一个新的点击框，如右图
 

From 4e7763f407762905f1de21b742e9ca0d41d61a37 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@foxmail.com>
Date: Fri, 18 Aug 2023 06:56:01 +0800
Subject: [PATCH 03/66] Improve method in readme

---
 1832d8b22d533b541c760768294f62a.png | Bin 0 -> 46044 bytes
 25e92f7ca6584b8a8ed08edbeb6091c.png | Bin 0 -> 52587 bytes
 4b76618d42d0eca97916f6803fc897e.png | Bin 0 -> 138558 bytes
 a078a5dde3707cedbc3e8dfc9139bfe.png | Bin 0 -> 25630 bytes
 a27f22e60010ea84d5598122e5ffc4b.png | Bin 0 -> 23562 bytes
 bigcode-zh.md                       | 398 +++++++++++++++++++++++++++-
 d4d68d587cbe2176cad3c1ea35b7963.png | Bin 0 -> 60132 bytes
 d6dd5cffcf0c9feabd58d7cd4127075.png | Bin 0 -> 46855 bytes
 ebfa682888d9d5ee23a83b3d040d9cf.png | Bin 0 -> 32713 bytes
 9 files changed, 392 insertions(+), 6 deletions(-)
 create mode 100644 1832d8b22d533b541c760768294f62a.png
 create mode 100644 25e92f7ca6584b8a8ed08edbeb6091c.png
 create mode 100644 4b76618d42d0eca97916f6803fc897e.png
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 create mode 100644 d4d68d587cbe2176cad3c1ea35b7963.png
 create mode 100644 d6dd5cffcf0c9feabd58d7cd4127075.png
 create mode 100644 ebfa682888d9d5ee23a83b3d040d9cf.png

diff --git a/1832d8b22d533b541c760768294f62a.png b/1832d8b22d533b541c760768294f62a.png
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diff --git a/bigcode-zh.md b/bigcode-zh.md
index 5ca312212..cec77c025 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -16,7 +16,7 @@
 
 - 续写（ctrl+space）
   
-    1. 获取所有 cell（不包含输出）
+    1. [获取所有单元格的代码](#获取所有单元格的代码-不指定当前cell处于何处)（不包含输出）
 
     2. 将所有 cell 的代码拼接作为 prompt（在这一步中需要限制 token ）
 
@@ -26,17 +26,17 @@
 
     5. 将解析好的返回值（下述: return-code）在请求时的 activeCell 中作为展示
 
-        1. 通过 codemirror 获取 cell 中的代码
+        1. [获取当前单元格的代码](#获取当前单元格的代码)
 
-        2. 将 return-code 变成灰色 + cell 中的代码写入到cell中
+        2. 将 return-code 变成灰色 + cell 中的代码写入到cell中（暂时未找到方案）
 
-    6. 将 return-code 保存到 globalstate 中（ globalstate 是 react 的一个全局状态管理，被称为 "Context API"）
+    6. 将 return-code 保存到 globalstate 中（ 参考[注册全局变量池](#注册全局变量池)）
 
     7. 将这次是"续写"的状态保存到 globalstate
 
 - 错误修正（ctrl+`）
 
-    1. 获取当前 cell（包含输出）
+    1. 获取当前 cell（包含输出，参考[获取当前单元格输出](#获取当前单元格输出)和[获取所有单元格的代码（在当前单元格的指针之前的代码）](#获取所有单元格的代码-在当前单元格的指针之前的代码)）
 
     2. 将当前 cell 的代码进行格式化作为 prompt，并将 cell 中的代码保存到 globalstate
 
@@ -60,7 +60,7 @@
     
         1. 获取焦点的 cell 的 codemirror 实例
 
-        2. codemirror 存在回溯的一个函数（历史API），我们拿到请求时的代码，加上 return-code 作为新的代码，通过codemirror 写入到 cell中（这个举例是"续写"，如果是"修改错误"，直接将 return-code 作为新的代码，写入即可）
+        2. codemirror 存在回溯的一个函数（ctrl+z，参考 [回溯](#回溯)），我们拿到请求时的代码，加上 return-code 作为新的代码，通过codemirror 写入到 cell中（这个举例是"续写"，如果是"修改错误"，直接将 return-code 作为新的代码，写入即可，参考[替换单元格内所有字符](#替换单元格内所有字符)）
 
     4. 如果状态等信息不合法或者用户没有按下ctrl键，那么我们取消展示
 
@@ -197,3 +197,389 @@ export default plugin;
 2. 在app加载此处理程序，如"src/index.ts"
 
 
+
+### 工具方法(以下方法均参考jupyter-ai)
+
+#### 首先我们引入jupyter的类型
+```typescript
+import { JupyterFrontEnd } from '@jupyterlab/application';
+import { DocumentWidget } from '@jupyterlab/docregistry';
+import { Notebook } from '@jupyterlab/notebook';
+import { FileEditor } from '@jupyterlab/fileeditor';
+import { CodeEditor } from '@jupyterlab/codeeditor';
+import { Widget } from '@lumino/widgets';
+```
+
+
+#### getContent
+
+```typescript
+const getContent = (widget: DocumentWidget): Widget => {
+  const { content } = widget;
+  return content
+}
+```
+
+#### getEditorByWidget
+```typescript
+const getEditorByWidget = (content: Widget): CodeEditor.IEditor | null | undefined => {
+  let editor: CodeEditor.IEditor | null | undefined;
+
+  if (content instanceof FileEditor) {
+    editor = content.editor;
+  } else if (content instanceof Notebook) {
+    editor = content.activeCell?.editor;
+  }
+
+  return editor
+}
+```
+
+#### getTextByEditor
+```typescript
+const getTextByEditor = (editor: CodeEditor.IEditor): string => {
+    return editor.model.sharedModel.getSource()
+}
+```
+
+### 实用方法（以下的代码均由键盘事件监听器完成）
+
+#### 获取当前单元格的代码
+
+```typescript
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  document.addEventListener('keydown', event => {
+    if (event.ctrlKey) {
+      const currentWidget = app.shell.currentWidget;
+
+      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+        return
+      }
+
+      const content = getContent(currentWidget)
+      const editor = getEditorByWidget(content)
+
+      if (editor){
+        console.log("code", getTextByEditor(editor));
+      }
+
+    }
+  });
+};
+
+```
+
+![Alt text](d6dd5cffcf0c9feabd58d7cd4127075.png)
+
+
+#### 获取当前单元格的代码（位于鼠标指针之前的）
+```typescript
+// 由于我没找到内置的方法，索引我们需要定义一个新的方法，
+const getCellTextByPosition = (editor: CodeEditor.IEditor) => {
+  const position = editor.getCursorPosition()
+  const text = getTextByEditor(editor)
+  const codeLines = splitString(text)
+
+  const codeLinesPositionBefore = []
+  for (let index = 0; index <= position.line; index++){
+    if (index == position.line){
+      codeLinesPositionBefore.push(codeLines[index].slice(0, position.column))
+      continue
+    }
+
+    codeLinesPositionBefore.push(codeLines[index])
+  }
+
+  return codeLinesPositionBefore
+}
+
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  document.addEventListener('keydown', event => {
+    if (event.ctrlKey) {
+      const currentWidget = app.shell.currentWidget;
+
+      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+        return
+      }
+
+      const content = getContent(currentWidget)
+      const editor = getEditorByWidget(content)
+
+      if (editor) {
+        console.log(getCellTextByPosition(editor));
+      }
+
+    }
+  });
+```
+**这个图片中我只指针位于第一个a之后，但是截图不到指针。**
+![Alt text](ebfa682888d9d5ee23a83b3d040d9cf.png)
+
+
+#### 获取所有单元格的代码-不指定当前cell处于何处
+
+
+```typescript
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  document.addEventListener('keydown', event => {
+    if (event.ctrlKey) {
+      const currentWidget = app.shell.currentWidget;
+
+      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+        return
+      }
+
+      const content = getContent(currentWidget)
+         
+      if (content instanceof Notebook){
+        const allCellText = []        
+        for (const widget of content.widgets){
+          const editor = widget.editor
+          if (editor){
+            const text = getTextByEditor(editor)
+            allCellText.push(text)
+          }
+        }
+        console.log("allCellText",allCellText);
+        
+      }
+    }
+  });
+};
+
+```
+![Alt text](d4d68d587cbe2176cad3c1ea35b7963.png)
+
+#### 获取所有单元格的代码-在当前单元格的指针之前的代码
+
+```typescript
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  document.addEventListener('keydown', event => {
+    if (event.ctrlKey) {
+      const currentWidget = app.shell.currentWidget;
+
+      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+        return
+      }
+
+      const content = getContent(currentWidget)
+      if (content instanceof Notebook) {
+        const allCellText = []
+        const widgets = content.widgets
+        const activeCellIndex = content.activeCellIndex
+
+        for (let index = 0;index <= activeCellIndex; index++){
+          const widget = widgets[index]
+          const editor = widget.editor
+          if (editor){
+            if (index == activeCellIndex){
+              const cellLines= getCellTextByPosition(editor)
+              allCellText.push(cellLines.join("\n"))
+              break
+            }
+  
+            const text = getTextByEditor(editor)
+            allCellText.push(text)
+          }
+          
+        }
+
+        console.log("allCellText", allCellText);
+
+      }
+    }
+  })
+};
+```
+
+**鼠标放在aaa之后**
+![Alt text](25e92f7ca6584b8a8ed08edbeb6091c.png)
+
+
+#### 替换单元格内所有字符
+```typescript
+// 做法一
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  document.addEventListener('keydown', event => {
+    if (event.ctrlKey) {
+      const currentWidget = app.shell.currentWidget;
+
+      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+        return
+      }
+
+      const content = getContent(currentWidget)
+      const editor = getEditorByWidget(content)
+
+      if (editor && "replaceSelection" in editor){
+        if (editor){
+          // 首先我依旧没找到内置方法，所以我们先计算行数于最后一行的长度
+          const lineLenght = editor.lineCount
+          const lastLineLenght = editor.getLine(lineLenght - 1)?.length
+
+          // 理论上不可能出现越界
+          if (lineLenght && lastLineLenght){
+            // 选择cell中的代码，这里是选择了全部的
+            editor.setSelection({start:{line:0, column: 0}, end:{line: lineLenght - 1, column: lastLineLenght}});
+            
+            // 因为我们之前判断过"replaceSelection"函数是否在editor，但是过不了ts类型检查，所以强制转化成any
+            (editor as any).replaceSelection("This replace string\nthis second line");
+          }
+        }
+      }
+
+    }
+  });
+};
+
+// 做法2
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  document.addEventListener('keydown', event => {
+    if (event.ctrlKey) {
+      const currentWidget = app.shell.currentWidget;
+
+      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+        return
+      }
+
+      const content = getContent(currentWidget)
+      const editor = getEditorByWidget(content)
+      if (editor){
+        editor.model.sharedModel.setSource("This replace string\nthis second line")
+      }
+    }
+  })
+};
+
+```
+按下ctrl后
+| ![Alt text](a078a5dde3707cedbc3e8dfc9139bfe.png) | ![Alt text](a27f22e60010ea84d5598122e5ffc4b.png)|
+|:-------------------------------------------:|:-------------------------------------------:|
+
+
+#### 回溯
+
+ (这里沿用了 [替换单元格内所有字符](#替换单元格内所有字符)的代码)
+
+```typescript
+// 有两种方案可选，这里演示的是"撤销上次的更改"，还有一种方式是通过历史api来寻找
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  document.addEventListener('keydown', event => {
+    if (event.ctrlKey) {
+      const currentWidget = app.shell.currentWidget;
+
+      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+        return
+      }
+
+      const content = getContent(currentWidget)
+      const editor = getEditorByWidget(content)
+
+      if (editor && "replaceSelection" in editor){
+        if (editor){
+          // 首先我依旧没找到内置方法，所以我们先计算行数于最后一行的长度
+          const lineLenght = editor.lineCount
+          const lastLineLenght = editor.getLine(lineLenght - 1)?.length
+
+          // 理论上不可能出现越界
+          if (lineLenght && lastLineLenght){
+            // 我们在这里先这只执行操作之前的鼠标位置
+            const prePosition = editor.getCursorPosition()
+            editor.setSelection({start:{line:0, column: 0}, end:{line: lineLenght - 1, column: lastLineLenght}});
+            
+            // 因为我们之前判断过"replaceSelection"函数是否在editor，但是过不了ts类型检查，所以强制转化成any
+            (editor as any).replaceSelection("This replace string\nthis second line");
+           
+            // 撤销上次的更改 
+            editor.undo()
+            // 使鼠标指针恢复到之前的位置
+            editor.setCursorPosition(prePosition)
+            
+          }
+        }
+      }
+      
+    }
+  });
+};
+```
+不好做图
+
+#### 获取当前单元格输出
+```typescript
+const getCellOutput = (currentWidget: DocumentWidget)=>{
+  const notebook = currentWidget.content as Notebook;
+  const activeCell = notebook.activeCell;
+
+  if (activeCell instanceof CodeCell) {
+    return activeCell.model.sharedModel.outputs
+  }  
+
+}
+
+
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  document.addEventListener('keydown', event => {
+    if (event.ctrlKey) {
+      const currentWidget = app.shell.currentWidget;
+
+      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+        return
+      }
+
+      console.log(getCellOutput(currentWidget));
+      
+    }
+  })
+};
+
+```
+![Alt text](4b76618d42d0eca97916f6803fc897e.png)
+
+
+#### 注册全局变量池
+```typescript
+// context.ts
+import { observable, makeObservable, action } from "mobx";
+
+class GlobalStore {
+    @observable count: number = 0;
+
+    constructor() {
+        makeObservable(this);
+    }
+
+    @action
+    increment() {
+        this.count += 1;
+    }
+
+    incrementCount() {
+        this.increment();
+    }
+}
+
+export default new GlobalStore();
+export interface IGlobalStore extends GlobalStore { }
+
+// other1.ts
+import globalStore from "./context"
+setInterval(()=>{
+  console.log(globalStore.count);
+}, 200)
+
+
+// other2.ts
+import globalStore from "./context"
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  document.addEventListener('keydown', event => {
+    if (event.ctrlKey) {
+      globalStore.incrementCount()
+    }
+  })
+};
+
+```
+每当按下ctrl时，数据都会更新
+
+![Alt text](1832d8b22d533b541c760768294f62a.png)
\ No newline at end of file
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HcmV?d00001


From 25251cdd816c74088572603295b2be5ea49ae0de Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@foxmail.com>
Date: Fri, 18 Aug 2023 06:59:15 +0800
Subject: [PATCH 04/66] Improve method in readme

---
 bigcode-zh.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index cec77c025..57cf733f8 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -483,7 +483,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 
           // 理论上不可能出现越界
           if (lineLenght && lastLineLenght){
-            // 我们在这里先这只执行操作之前的鼠标位置
+            // 我们在这里获取展示代码前的鼠标位置
             const prePosition = editor.getCursorPosition()
             editor.setSelection({start:{line:0, column: 0}, end:{line: lineLenght - 1, column: lastLineLenght}});
             
@@ -503,7 +503,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
   });
 };
 ```
-不好做图
+这个测试，图不好做就没做
 
 #### 获取当前单元格输出
 ```typescript

From d6e50383b042cdf3bfa6f3aa414471dbc58616f2 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@foxmail.com>
Date: Fri, 18 Aug 2023 07:01:18 +0800
Subject: [PATCH 05/66] add merge plan

---
 bigcode-zh.md | 10 ++++++++--
 1 file changed, 8 insertions(+), 2 deletions(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index 57cf733f8..c69620c9a 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -1,7 +1,7 @@
 # 整合bigcode续写逻辑说明
 
 
-## 代码逻辑（以下内容与现有的代码完全兼容）
+## 代码逻辑（以下内容与现有的jupyter-ai代码完全兼容）
 1. 制作侧边栏并将实例化对象注入到 extension 的容器中
 
 - 在这个侧边栏中，提供一些选项，如 huggingface token，是否打开此功能等
@@ -582,4 +582,10 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 ```
 每当按下ctrl时，数据都会更新
 
-![Alt text](1832d8b22d533b541c760768294f62a.png)
\ No newline at end of file
+![Alt text](1832d8b22d533b541c760768294f62a.png)
+
+
+## merge to jupyter-ai
+
+在已有的"jupyter-ai"前端扩展中，添加一个新的js适配程序，然后在项目启动时加载这个程序就好了。
+参考 "https://github.com/jupyterlab/jupyter-ai/blob/main/packages/jupyter-ai/src/index.ts" 中 plugin 的 activate 方法

From f85b05cfa6586f6fe8c4f8defa36a0dc24cb7cf8 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@foxmail.com>
Date: Fri, 18 Aug 2023 07:13:52 +0800
Subject: [PATCH 06/66] Continue to improve readme.md

---
 bigcode-zh.md | 25 ++++++++++++++++++++++---
 1 file changed, 22 insertions(+), 3 deletions(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index c69620c9a..78ee7da7c 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -160,6 +160,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
       if (!(widget instanceof DocumentWidget)) {
           return null;
       }
+      // content的类型也是widget，只不过是被widget容器包裹起来的
       const { content } = widget
       // 当前操作的单元格
       const activeCell = content.activeCell;
@@ -214,6 +215,7 @@ import { Widget } from '@lumino/widgets';
 #### getContent
 
 ```typescript
+// 获取 widget 实例
 const getContent = (widget: DocumentWidget): Widget => {
   const { content } = widget;
   return content
@@ -222,9 +224,11 @@ const getContent = (widget: DocumentWidget): Widget => {
 
 #### getEditorByWidget
 ```typescript
+// 通过实例获取 editor
 const getEditorByWidget = (content: Widget): CodeEditor.IEditor | null | undefined => {
   let editor: CodeEditor.IEditor | null | undefined;
 
+  // 两种类型
   if (content instanceof FileEditor) {
     editor = content.editor;
   } else if (content instanceof Notebook) {
@@ -237,6 +241,7 @@ const getEditorByWidget = (content: Widget): CodeEditor.IEditor | null | undefin
 
 #### getTextByEditor
 ```typescript
+// 获取 editor 单元格的代码文本
 const getTextByEditor = (editor: CodeEditor.IEditor): string => {
     return editor.model.sharedModel.getSource()
 }
@@ -274,13 +279,15 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 
 #### 获取当前单元格的代码（位于鼠标指针之前的）
 ```typescript
-// 由于我没找到内置的方法，索引我们需要定义一个新的方法，
+// 获取指定 editor 中，指针之前的所有代码
+// 由于我没找到内置的方法，所以我们需要定义一个新的方法，
 const getCellTextByPosition = (editor: CodeEditor.IEditor) => {
   const position = editor.getCursorPosition()
   const text = getTextByEditor(editor)
   const codeLines = splitString(text)
 
   const codeLinesPositionBefore = []
+  // 从第一个单元格遍历到活动单元格的位置
   for (let index = 0; index <= position.line; index++){
     if (index == position.line){
       codeLinesPositionBefore.push(codeLines[index].slice(0, position.column))
@@ -330,9 +337,11 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
       }
 
       const content = getContent(currentWidget)
-         
+      
+      // 暂时固定，没找到其他实例类型
       if (content instanceof Notebook){
         const allCellText = []        
+        // 获取所有的实例化 widget
         for (const widget of content.widgets){
           const editor = widget.editor
           if (editor){
@@ -372,6 +381,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
           const widget = widgets[index]
           const editor = widget.editor
           if (editor){
+            // 如果是当前的单元格
             if (index == activeCellIndex){
               const cellLines= getCellTextByPosition(editor)
               allCellText.push(cellLines.join("\n"))
@@ -445,6 +455,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
       const content = getContent(currentWidget)
       const editor = getEditorByWidget(content)
       if (editor){
+        // 直接替换codemirror中的值
         editor.model.sharedModel.setSource("This replace string\nthis second line")
       }
     }
@@ -509,9 +520,12 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 ```typescript
 const getCellOutput = (currentWidget: DocumentWidget)=>{
   const notebook = currentWidget.content as Notebook;
+  // 获取当前单元格
   const activeCell = notebook.activeCell;
-
+  
+  // 不同的实例有不同的获取方式
   if (activeCell instanceof CodeCell) {
+    // 获取输出
     return activeCell.model.sharedModel.outputs
   }  
 
@@ -521,8 +535,10 @@ const getCellOutput = (currentWidget: DocumentWidget)=>{
 export const handleKeyDown = (app: JupyterFrontEnd) => {
   document.addEventListener('keydown', event => {
     if (event.ctrlKey) {
+      // 获取当前的Widget
       const currentWidget = app.shell.currentWidget;
 
+      // Widget必须是DocumentWidget，我们才可以操作
       if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
         return
       }
@@ -543,12 +559,14 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 import { observable, makeObservable, action } from "mobx";
 
 class GlobalStore {
+    // 定义变量
     @observable count: number = 0;
 
     constructor() {
         makeObservable(this);
     }
 
+    // 可以被立即响应的操作函数
     @action
     increment() {
         this.count += 1;
@@ -563,6 +581,7 @@ export default new GlobalStore();
 export interface IGlobalStore extends GlobalStore { }
 
 // other1.ts
+// 引入globalStore
 import globalStore from "./context"
 setInterval(()=>{
   console.log(globalStore.count);

From d9e630cffc5312fa3eb37225e7e78d10666bbec6 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@foxmail.com>
Date: Sat, 19 Aug 2023 02:41:59 +0800
Subject: [PATCH 07/66] add changed code color to readme

---
 bigcode-zh.md                       | 104 +++++++++++++++++++++++++++-
 d0e99b6c858d103cc0485be7eac50a6.png | Bin 0 -> 16573 bytes
 fc633cebddaeb5a2cdb1c678b90e407.png | Bin 0 -> 12563 bytes
 3 files changed, 102 insertions(+), 2 deletions(-)
 create mode 100644 d0e99b6c858d103cc0485be7eac50a6.png
 create mode 100644 fc633cebddaeb5a2cdb1c678b90e407.png

diff --git a/bigcode-zh.md b/bigcode-zh.md
index 78ee7da7c..1fbc9643f 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -28,7 +28,7 @@
 
         1. [获取当前单元格的代码](#获取当前单元格的代码)
 
-        2. 将 return-code 变成灰色 + cell 中的代码写入到cell中（暂时未找到方案）
+        2. 将 return-code 变成灰色 + cell 中的代码写入到cell中（参考[更改代码颜色](#更改代码颜色)）
 
     6. 将 return-code 保存到 globalstate 中（ 参考[注册全局变量池](#注册全局变量池)）
 
@@ -228,7 +228,7 @@ const getContent = (widget: DocumentWidget): Widget => {
 const getEditorByWidget = (content: Widget): CodeEditor.IEditor | null | undefined => {
   let editor: CodeEditor.IEditor | null | undefined;
 
-  // 两种类型
+  // content存在多种类型
   if (content instanceof FileEditor) {
     editor = content.editor;
   } else if (content instanceof Notebook) {
@@ -604,6 +604,106 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 ![Alt text](1832d8b22d533b541c760768294f62a.png)
 
 
+#### 更改代码颜色
+
+```typescript
+// 以下例子是将新增的代码变成红色
+// 首先定义一个Effect用来保存转换颜色之前的字符以及对应的主题
+const clearRedTextEffect = StateEffect.define({});
+
+// 通过clearRedTextEffect还原之前代码的颜色
+export function removeRedTextStatus(view: EditorView) {
+  view.dispatch({
+    effects: clearRedTextEffect.of(null)
+  });
+}
+
+// 制作标记的状态（就是说们标记了一个字符串，那么这个字符串 dom 的 class 是"red-color"）
+const redTexteMark = Decoration.mark({ class: "red-color" })
+
+// 标记的 css 主题
+const redTextTheme = EditorView.baseTheme(
+  { 
+    ".red-color > span": { color: "red !important" },
+    ".red-color ": { color: "red !important" }
+  }
+)
+
+// 保存我们需要更改的字符和主题对应的容器（我们需要先计算那些是字符是我们需要的）
+const changeRangeTextStatus = StateEffect.define<{ from: number, to: number }>({ map: ({ from, to }, change) => ({ from: change.mapPos(from), to: change.mapPos(to) }) })
+
+// codemirror 中 editorView 的 extension
+const redTextField = StateField.define<DecorationSet>({
+  create() { return Decoration.none },
+  update(redTexts, tr) {
+    redTexts = redTexts.map(tr.changes)
+    for (let e of tr.effects) {
+      if (e.is(changeRangeTextStatus)) {
+        redTexts = redTexts.update({
+          add: [redTexteMark.range(e.value.from, e.value.to)]
+        })
+      }
+    }
+    if (tr.effects.some(e => e.is(clearRedTextEffect))) {
+      return Decoration.none;
+    }
+    
+    return redTexts
+  },
+  provide: f => EditorView.decorations.from(f)
+})
+
+// 将 EditorView 的指定范围的字符更改成红色
+export function redTexSelection(view: EditorView, start: number, end: number) {
+  if (start == end) return false
+  let effects: StateEffect<unknown>[] = [changeRangeTextStatus.of({ from: start, to: end })]
+
+  if (!view.state.field(redTextField, false)) effects.push(StateEffect.appendConfig.of([redTextField, redTextTheme]))
+
+  view.dispatch({ effects })
+  return true
+}
+
+export const handleKeyDown = (app: JupyterFrontEnd) => {
+  document.addEventListener('keydown', event => {
+    if (event.ctrlKey) {
+      // 获取当前活动的文档窗口
+      const currentWidget = app.shell.currentWidget;
+      if (!(currentWidget instanceof DocumentWidget)) {
+        return null;
+      }
+      // content的类型也是widget，只不过是被widget容器包裹起来的
+      const { content } = currentWidget;
+      // 当前操作的单元格
+      const activeCell = content.activeCell;
+      // 当前操作的单元格的 codemirror 实例对象
+      const editor = activeCell.editor as CodeMirrorEditor;
+      if (editor) {
+        const view = editor.editor
+        
+        // 获取原先cell中的代码
+        const oldCodeText = editor.model.sharedModel.getSource()
+        // 我们需要添加的代码（非必要）
+        const newCodeText = "\n    print('hello world!')\nhello()"
+        // 更新当前的代码
+        editor.model.sharedModel.setSource(oldCodeText + newCodeText)
+
+        // 将新增加的代码颜色变成红色
+        redTexSelection(view, oldCodeText.length, (oldCodeText+newCodeText).length)
+        // 还原成之前的样子
+        removeRedTextStatus(view)
+      }
+    }
+  })
+};
+
+```
+
+左图没有调用 removeRedTextStatus 函数，右图反之
+| ![Alt text](fc633cebddaeb5a2cdb1c678b90e407.png) | ![Alt text](d0e99b6c858d103cc0485be7eac50a6.png)|
+|:-------------------------------------------:|:-------------------------------------------:|
+
+
 ## merge to jupyter-ai
 
 在已有的"jupyter-ai"前端扩展中，添加一个新的js适配程序，然后在项目启动时加载这个程序就好了。
diff --git a/d0e99b6c858d103cc0485be7eac50a6.png b/d0e99b6c858d103cc0485be7eac50a6.png
new file mode 100644
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HcmV?d00001


From 10165e989602adc687ee83dfd7f8c46fcc487a3d Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@foxmail.com>
Date: Sat, 19 Aug 2023 04:14:28 +0800
Subject: [PATCH 08/66] add save data to laocl plan

---
 bigcode-zh.md | 145 +++++++++++++++++++++++++++++++++-----------------
 1 file changed, 95 insertions(+), 50 deletions(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index 1fbc9643f..34804c309 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -79,6 +79,13 @@
 
 ##  制作则边栏配置页面
 
+### 文字说明逻辑
+
+1. 定义Widget构造器方法 ```export function buildBigcodeSidebar(): ReactWidget {}```
+2. 在构造器中构造Widget ```const BigCodeWidget = ReactWidget.create( dom结构... );```
+3. 配置如id，图标，标题等基本信息 ```BigCodeWidget.xxx = xxx```
+5. labextension 前端入口点添加这个侧边栏（Widget）到jupyterlab中 ```app.shell.add(bigcodeWidget, 'left', { rank: 2401 })```
+
 ### 图片说明
 | ![image1](c0ae4582a5f942754877106b8873413.png) | ![image2](4da66ef8e0eb414d6bb66715184ac7c.png) |
 |:-------------------------------------------:|:-------------------------------------------:|
@@ -129,44 +136,46 @@ const plugin: JupyterFrontEndPlugin<void> = {
 export default plugin;
 ```
 
-#### 文字说明
-
-1. 定义Widget构造器方法 ```export function buildBigcodeSidebar(): ReactWidget {}```
-2. 在构造器中构造Widget ```const BigCodeWidget = ReactWidget.create( dom结构... );```
-3. 配置如id，图标，标题等基本信息 ```BigCodeWidget.xxx = xxx```
-4. return BigCodeWidget
-5. labextension 前端入口点添加这个侧边栏到jupyterlab中 ```app.shell.add(bigcodeWidget, 'left', { rank: 2401 })```
 
 ## 配置键盘处理程序
 
-### 具体实现方式
+### 文字说明逻辑
 
-#### 代码说明
+1. 构造handler处理程序，如"src/handler/handleKeyDown.ts"
+2. 在app加载此处理程序，如"src/index.ts"
+
+### 代码说明
 
 ```typescript
 // src/handler/handleKeyDown.ts
 // 监听键盘事件处理程序
 export const handleKeyDown = (app: JupyterFrontEnd) => {
   /*
-  在这个说明版本中我们添加监听器到全局中，
+  在这个说明版本中我们添加监听器到全局document中，
   实际开发中我们应该换成在 jupyterlab 的右侧代码填写区dom中，
   并且我们需要根据配置页面是否打开此功能来动态启动此处理程序
   */   
   document.addEventListener('keydown', event => {
     // 检测到 Ctrl 键被按下，此处可以进行进一步处理
     if (event.ctrlKey) {
+      // 以下是获取单元格的示例
+      
+      
       // 获取当前活动的文档窗口
+      // app： This type is useful as a generic application against which front-end plugins * can be authored. It inherits from the Lumino `Application`.
+      // shell：The shell widget is the root "container" widget for the entire application. It will typically expose an API which allows the application plugins to insert content in a variety of places.
+      // DocumentWidget: DocumentWidget 在源码中继承了 MainAreaWidget，是指整个右侧的窗口（一个notebook）
       const currentWidget = app.shell.currentWidget;
-      if (!(widget instanceof DocumentWidget)) {
+      if (!(currentWidget instanceof DocumentWidget)) {
           return null;
       }
-      // content的类型也是widget，只不过是被widget容器包裹起来的
-      const { content } = widget
+      // 这个 content 通常是主要的编辑区域，对于notebook，它表示包含所有单元格的区域，但是它的类型也是 Widget
+      const { content } = currentWidget
       // 当前操作的单元格
       const activeCell = content.activeCell;
       // 当前操作的单元格的 codemirror 实例对象
       const editor = activeCell.editor as CodeMirrorEditor;
-      // 所有的单元格  
+      // 所有的单元格（list）
       const allCell = content.cellsArray
     }
   });
@@ -192,16 +201,10 @@ const plugin: JupyterFrontEndPlugin<void> = {
 export default plugin;
 ```
 
-#### 文字说明
-
-1. 构造handler处理程序，如"src/handler/handleKeyDown.ts"
-2. 在app加载此处理程序，如"src/index.ts"
-
-
 
-### 工具方法(以下方法均参考jupyter-ai)
+### 工具方法（以下方法均参考jupyter-ai）
 
-#### 首先我们引入jupyter的类型
+### 首先我们引入jupyter的类型
 ```typescript
 import { JupyterFrontEnd } from '@jupyterlab/application';
 import { DocumentWidget } from '@jupyterlab/docregistry';
@@ -212,7 +215,7 @@ import { Widget } from '@lumino/widgets';
 ```
 
 
-#### getContent
+### getContent
 
 ```typescript
 // 获取 widget 实例
@@ -222,13 +225,13 @@ const getContent = (widget: DocumentWidget): Widget => {
 }
 ```
 
-#### getEditorByWidget
+### getEditorByWidget
 ```typescript
-// 通过实例获取 editor
+// 通过 widget 实例获取当前 cell 的 editor，CodeEditor.IEditor 是指接口，具体实现类为 CodeMirrorEditor
 const getEditorByWidget = (content: Widget): CodeEditor.IEditor | null | undefined => {
   let editor: CodeEditor.IEditor | null | undefined;
 
-  // content存在多种类型
+  // content 存在多种类型
   if (content instanceof FileEditor) {
     editor = content.editor;
   } else if (content instanceof Notebook) {
@@ -239,7 +242,7 @@ const getEditorByWidget = (content: Widget): CodeEditor.IEditor | null | undefin
 }
 ```
 
-#### getTextByEditor
+### getTextByEditor
 ```typescript
 // 获取 editor 单元格的代码文本
 const getTextByEditor = (editor: CodeEditor.IEditor): string => {
@@ -247,9 +250,15 @@ const getTextByEditor = (editor: CodeEditor.IEditor): string => {
 }
 ```
 
-### 实用方法（以下的代码均由键盘事件监听器完成）
+## 实用方法（以下的代码均由键盘事件监听器进行测试）
 
-#### 获取当前单元格的代码
+### 获取当前单元格的代码
+
+#### 文字说明逻辑
+1. 获取当前打开的 notebook 窗口的实例（currentWidget）
+2. 检查 currentWidget 类型是否为 DocumentWidget，如果不是则终止此操作（其余类型类似与文本等）
+3. 获取 CodeMirrorEditor
+4. 通过 CodeMirrorEditor 获取当前单元格代码
 
 ```typescript
 export const handleKeyDown = (app: JupyterFrontEnd) => {
@@ -277,18 +286,37 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 ![Alt text](d6dd5cffcf0c9feabd58d7cd4127075.png)
 
 
-#### 获取当前单元格的代码（位于鼠标指针之前的）
+### 获取当前单元格的代码-位于鼠标指针之前的
+
+#### 文字说明逻辑
+1. 获取当前打开的 notebook 窗口的实例（currentWidget）
+2. 检查 currentWidget 类型是否为 DocumentWidget，如果不是则终止此操作（其余类型类似与文本等）
+3. 获取 CodeMirrorEditor
+4. 通过 CodeMirrorEditor 获取鼠标定位
+5. 获取当前单元格文本（以下简称code）
+6. 通过行拆分 code
+7. 遍历行到当前的行并把内容放到返回的容器中
+8. 如果是当前行，则拿到当前行中鼠标位置行之前代码
+
 ```typescript
-// 获取指定 editor 中，指针之前的所有代码
-// 由于我没找到内置的方法，所以我们需要定义一个新的方法，
+// 通过行拆分string
+const splitString = (input: string): string[] => {
+  return input.split(/(?<!\\)\n/).map(part => part.replace('\\\\n', '\\n'));
+};
+
+// 获取指定 editor（一个cell）中，指针之前的所有代码
 const getCellTextByPosition = (editor: CodeEditor.IEditor) => {
+  // 获取鼠标定位，例如 {column: 2, line: 1}
   const position = editor.getCursorPosition()
   const text = getTextByEditor(editor)
+
+  // 通过\n进行拆分
   const codeLines = splitString(text)
 
   const codeLinesPositionBefore = []
   // 从第一个单元格遍历到活动单元格的位置
   for (let index = 0; index <= position.line; index++){
+    // 如果遍历到当前单元格
     if (index == position.line){
       codeLinesPositionBefore.push(codeLines[index].slice(0, position.column))
       continue
@@ -324,7 +352,10 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 
 
 #### 获取所有单元格的代码-不指定当前cell处于何处
-
+1. 获取当前打开的 notebook 窗口的实例（currentWidget）
+2. 检查 currentWidget 类型是否为 DocumentWidget，如果不是则终止此操作（其余类型类似与文本等）
+3. 通过 currentWidget 找到所有的cell
+4. 提取所有cell中的代码，并返回
 
 ```typescript
 export const handleKeyDown = (app: JupyterFrontEnd) => {
@@ -337,13 +368,12 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
       }
 
       const content = getContent(currentWidget)
-      
-      // 暂时固定，没找到其他实例类型
+
       if (content instanceof Notebook){
         const allCellText = []        
-        // 获取所有的实例化 widget
-        for (const widget of content.widgets){
-          const editor = widget.editor
+        // 获取所有的实例化 Cell，和 DocumentWidget.content.activeCell 类型相同，类型依旧为 Widget
+        for (const cell of content.widgets){
+          const editor = cell.editor
           if (editor){
             const text = getTextByEditor(editor)
             allCellText.push(text)
@@ -360,7 +390,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 ![Alt text](d4d68d587cbe2176cad3c1ea35b7963.png)
 
 #### 获取所有单元格的代码-在当前单元格的指针之前的代码
-
+整合[获取当前单元格的代码-位于鼠标指针之前的](#获取当前单元格的代码-位于鼠标指针之前的)和[获取所有单元格的代码-不指定当前cell处于何处](#获取所有单元格的代码-不指定当前cell处于何处)
 ```typescript
 export const handleKeyDown = (app: JupyterFrontEnd) => {
   document.addEventListener('keydown', event => {
@@ -377,7 +407,8 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
         const widgets = content.widgets
         const activeCellIndex = content.activeCellIndex
 
-        for (let index = 0;index <= activeCellIndex; index++){
+        // 遍历到当前单元格
+        for (let index = 0; index <= activeCellIndex; index++){
           const widget = widgets[index]
           const editor = widget.editor
           if (editor){
@@ -407,6 +438,14 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 
 
 #### 替换单元格内所有字符
+1. 同以上...
+2. 同以上...
+3. 方案1: 
+    - 通过当前 cell 的 editor 拿到这这cell中的行数和最后一行的长度
+    - 选择上述行数与长度选择单元格的代码（类似与ctrl+a）
+    - 使用 CodeMirrorEditor 的 replaceSelection 函数进行替换
+4. 方案2: 直接通过 editor.model.sharedModel.setSource() 进行替换
+
 ```typescript
 // 做法一
 export const handleKeyDown = (app: JupyterFrontEnd) => {
@@ -423,7 +462,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 
       if (editor && "replaceSelection" in editor){
         if (editor){
-          // 首先我依旧没找到内置方法，所以我们先计算行数于最后一行的长度
+          // 我们先计算行数于最后一行的长度
           const lineLenght = editor.lineCount
           const lastLineLenght = editor.getLine(lineLenght - 1)?.length
 
@@ -432,8 +471,8 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
             // 选择cell中的代码，这里是选择了全部的
             editor.setSelection({start:{line:0, column: 0}, end:{line: lineLenght - 1, column: lastLineLenght}});
             
-            // 因为我们之前判断过"replaceSelection"函数是否在editor，但是过不了ts类型检查，所以强制转化成any
-            (editor as any).replaceSelection("This replace string\nthis second line");
+            // 只有 CodeMirrorEditor 实现了 replaceSelection函数，其余 editor 类型并没有实现 replaceSelection
+            (editor as CodeMirrorEditor).replaceSelection("This replace string\nthis second line");
           }
         }
       }
@@ -472,6 +511,10 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 
  (这里沿用了 [替换单元格内所有字符](#替换单元格内所有字符)的代码)
 
+1. 通过editor获取鼠标定位保存到变量中
+2. editor.undo()：此函数类型于ctrl+z
+3. 将鼠标指针指向"1."条中获取的鼠标位置
+
 ```typescript
 // 有两种方案可选，这里演示的是"撤销上次的更改"，还有一种方式是通过历史api来寻找
 export const handleKeyDown = (app: JupyterFrontEnd) => {
@@ -488,24 +531,20 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 
       if (editor && "replaceSelection" in editor){
         if (editor){
-          // 首先我依旧没找到内置方法，所以我们先计算行数于最后一行的长度
           const lineLenght = editor.lineCount
           const lastLineLenght = editor.getLine(lineLenght - 1)?.length
 
-          // 理论上不可能出现越界
           if (lineLenght && lastLineLenght){
             // 我们在这里获取展示代码前的鼠标位置
             const prePosition = editor.getCursorPosition()
             editor.setSelection({start:{line:0, column: 0}, end:{line: lineLenght - 1, column: lastLineLenght}});
             
-            // 因为我们之前判断过"replaceSelection"函数是否在editor，但是过不了ts类型检查，所以强制转化成any
-            (editor as any).replaceSelection("This replace string\nthis second line");
+            (editor as CodeMirrorEditor).replaceSelection("This replace string\nthis second line");
            
             // 撤销上次的更改 
             editor.undo()
-            // 使鼠标指针恢复到之前的位置
+            // 使鼠标指针恢复到之前的位置，否则会指向0位
             editor.setCursorPosition(prePosition)
-            
           }
         }
       }
@@ -531,7 +570,6 @@ const getCellOutput = (currentWidget: DocumentWidget)=>{
 
 }
 
-
 export const handleKeyDown = (app: JupyterFrontEnd) => {
   document.addEventListener('keydown', event => {
     if (event.ctrlKey) {
@@ -555,6 +593,13 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 
 #### 注册全局变量池
 ```typescript
+此方案不同于 jupyter-ai 的做法
+jupyter-ai 做法：用户填写完 model/apikey 等信息，点击保存后，会进行请求到后端（py文件地址为："packages/jupyter-ai/jupyter-ai/handlers.py"），由后端保存到".loacl"中
+我当前想的做法：
+方案1. 每次用户打开必须重新填写，因为我们只需要前端进行网络请求（jupyter-ai是后端），在只有前端情况下，任何持久化都是不安全的。
+方案2. 修改 jupyter-ai 的后端，使其可以接受我们新的配置参数，并提供get接口，以确保每次加载 jupyterlab 时，我们都可以从后端读取配置
+方案3. 我们也使用后端进行请求，这样是最安全的，并且在前端用户还可以看到代码在一点点增加
+
 // context.ts
 import { observable, makeObservable, action } from "mobx";
 

From b97fc857991a5058a749cc90f4663babc216a061 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@foxmail.com>
Date: Sat, 19 Aug 2023 04:20:36 +0800
Subject: [PATCH 09/66] move md Images to local ./mdImages

---
 bigcode-zh.md                                 |  24 ++++++++++--------
 .../1832d8b22d533b541c760768294f62a.png       | Bin
 .../25e92f7ca6584b8a8ed08edbeb6091c.png       | Bin
 .../4b76618d42d0eca97916f6803fc897e.png       | Bin
 .../4da66ef8e0eb414d6bb66715184ac7c.png       | Bin
 .../a078a5dde3707cedbc3e8dfc9139bfe.png       | Bin
 .../a27f22e60010ea84d5598122e5ffc4b.png       | Bin
 .../c0ae4582a5f942754877106b8873413.png       | Bin
 .../d0e99b6c858d103cc0485be7eac50a6.png       | Bin
 .../d4d68d587cbe2176cad3c1ea35b7963.png       | Bin
 .../d6dd5cffcf0c9feabd58d7cd4127075.png       | Bin
 .../ebfa682888d9d5ee23a83b3d040d9cf.png       | Bin
 .../fc633cebddaeb5a2cdb1c678b90e407.png       | Bin
 13 files changed, 13 insertions(+), 11 deletions(-)
 rename 1832d8b22d533b541c760768294f62a.png => mdImages/1832d8b22d533b541c760768294f62a.png (100%)
 rename 25e92f7ca6584b8a8ed08edbeb6091c.png => mdImages/25e92f7ca6584b8a8ed08edbeb6091c.png (100%)
 rename 4b76618d42d0eca97916f6803fc897e.png => mdImages/4b76618d42d0eca97916f6803fc897e.png (100%)
 rename 4da66ef8e0eb414d6bb66715184ac7c.png => mdImages/4da66ef8e0eb414d6bb66715184ac7c.png (100%)
 rename a078a5dde3707cedbc3e8dfc9139bfe.png => mdImages/a078a5dde3707cedbc3e8dfc9139bfe.png (100%)
 rename a27f22e60010ea84d5598122e5ffc4b.png => mdImages/a27f22e60010ea84d5598122e5ffc4b.png (100%)
 rename c0ae4582a5f942754877106b8873413.png => mdImages/c0ae4582a5f942754877106b8873413.png (100%)
 rename d0e99b6c858d103cc0485be7eac50a6.png => mdImages/d0e99b6c858d103cc0485be7eac50a6.png (100%)
 rename d4d68d587cbe2176cad3c1ea35b7963.png => mdImages/d4d68d587cbe2176cad3c1ea35b7963.png (100%)
 rename d6dd5cffcf0c9feabd58d7cd4127075.png => mdImages/d6dd5cffcf0c9feabd58d7cd4127075.png (100%)
 rename ebfa682888d9d5ee23a83b3d040d9cf.png => mdImages/ebfa682888d9d5ee23a83b3d040d9cf.png (100%)
 rename fc633cebddaeb5a2cdb1c678b90e407.png => mdImages/fc633cebddaeb5a2cdb1c678b90e407.png (100%)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index 34804c309..d55e78f52 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -87,7 +87,7 @@
 5. labextension 前端入口点添加这个侧边栏（Widget）到jupyterlab中 ```app.shell.add(bigcodeWidget, 'left', { rank: 2401 })```
 
 ### 图片说明
-| ![image1](c0ae4582a5f942754877106b8873413.png) | ![image2](4da66ef8e0eb414d6bb66715184ac7c.png) |
+| ![image1](mdImages/c0ae4582a5f942754877106b8873413.png) | ![image2](mdImages/4da66ef8e0eb414d6bb66715184ac7c.png) |
 |:-------------------------------------------:|:-------------------------------------------:|
 
 
@@ -283,7 +283,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 
 ```
 
-![Alt text](d6dd5cffcf0c9feabd58d7cd4127075.png)
+![Alt text](mdImages/d6dd5cffcf0c9feabd58d7cd4127075.png)
 
 
 ### 获取当前单元格的代码-位于鼠标指针之前的
@@ -348,7 +348,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
   });
 ```
 **这个图片中我只指针位于第一个a之后，但是截图不到指针。**
-![Alt text](ebfa682888d9d5ee23a83b3d040d9cf.png)
+![Alt text](mdImages/ebfa682888d9d5ee23a83b3d040d9cf.png)
 
 
 #### 获取所有单元格的代码-不指定当前cell处于何处
@@ -387,7 +387,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 };
 
 ```
-![Alt text](d4d68d587cbe2176cad3c1ea35b7963.png)
+![Alt text](mdImages/d4d68d587cbe2176cad3c1ea35b7963.png)
 
 #### 获取所有单元格的代码-在当前单元格的指针之前的代码
 整合[获取当前单元格的代码-位于鼠标指针之前的](#获取当前单元格的代码-位于鼠标指针之前的)和[获取所有单元格的代码-不指定当前cell处于何处](#获取所有单元格的代码-不指定当前cell处于何处)
@@ -434,7 +434,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 ```
 
 **鼠标放在aaa之后**
-![Alt text](25e92f7ca6584b8a8ed08edbeb6091c.png)
+![Alt text](mdImages/25e92f7ca6584b8a8ed08edbeb6091c.png)
 
 
 #### 替换单元格内所有字符
@@ -503,7 +503,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 
 ```
 按下ctrl后
-| ![Alt text](a078a5dde3707cedbc3e8dfc9139bfe.png) | ![Alt text](a27f22e60010ea84d5598122e5ffc4b.png)|
+| ![Alt text](mdImages/a078a5dde3707cedbc3e8dfc9139bfe.png) | ![Alt text](mdImages/a27f22e60010ea84d5598122e5ffc4b.png)|
 |:-------------------------------------------:|:-------------------------------------------:|
 
 
@@ -588,17 +588,19 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 };
 
 ```
-![Alt text](4b76618d42d0eca97916f6803fc897e.png)
+![Alt text](mdImages/4b76618d42d0eca97916f6803fc897e.png)
 
 
 #### 注册全局变量池
 ```typescript
 此方案不同于 jupyter-ai 的做法
-jupyter-ai 做法：用户填写完 model/apikey 等信息，点击保存后，会进行请求到后端（py文件地址为："packages/jupyter-ai/jupyter-ai/handlers.py"），由后端保存到".loacl"中
+
+jupyter-ai 做法：用户填写完 model/apikey 等信息，点击保存后，会进行请求到后端（py文件地址为："packages/jupyter-ai/jupyter-ai/handlers.py"），由后端保存到"~/.loacl"目录中
+
 我当前想的做法：
 方案1. 每次用户打开必须重新填写，因为我们只需要前端进行网络请求（jupyter-ai是后端），在只有前端情况下，任何持久化都是不安全的。
 方案2. 修改 jupyter-ai 的后端，使其可以接受我们新的配置参数，并提供get接口，以确保每次加载 jupyterlab 时，我们都可以从后端读取配置
-方案3. 我们也使用后端进行请求，这样是最安全的，并且在前端用户还可以看到代码在一点点增加
+方案3. 我们也使用后端进行请求，这样是最安全的
 
 // context.ts
 import { observable, makeObservable, action } from "mobx";
@@ -646,7 +648,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 ```
 每当按下ctrl时，数据都会更新
 
-![Alt text](1832d8b22d533b541c760768294f62a.png)
+![Alt text](mdImages/1832d8b22d533b541c760768294f62a.png)
 
 
 #### 更改代码颜色
@@ -745,7 +747,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 ```
 
 左图没有调用 removeRedTextStatus 函数，右图反之
-| ![Alt text](fc633cebddaeb5a2cdb1c678b90e407.png) | ![Alt text](d0e99b6c858d103cc0485be7eac50a6.png)|
+| ![Alt text](mdImages/fc633cebddaeb5a2cdb1c678b90e407.png) | ![Alt text](mdImages/d0e99b6c858d103cc0485be7eac50a6.png)|
 |:-------------------------------------------:|:-------------------------------------------:|
 
 
diff --git a/1832d8b22d533b541c760768294f62a.png b/mdImages/1832d8b22d533b541c760768294f62a.png
similarity index 100%
rename from 1832d8b22d533b541c760768294f62a.png
rename to mdImages/1832d8b22d533b541c760768294f62a.png
diff --git a/25e92f7ca6584b8a8ed08edbeb6091c.png b/mdImages/25e92f7ca6584b8a8ed08edbeb6091c.png
similarity index 100%
rename from 25e92f7ca6584b8a8ed08edbeb6091c.png
rename to mdImages/25e92f7ca6584b8a8ed08edbeb6091c.png
diff --git a/4b76618d42d0eca97916f6803fc897e.png b/mdImages/4b76618d42d0eca97916f6803fc897e.png
similarity index 100%
rename from 4b76618d42d0eca97916f6803fc897e.png
rename to mdImages/4b76618d42d0eca97916f6803fc897e.png
diff --git a/4da66ef8e0eb414d6bb66715184ac7c.png b/mdImages/4da66ef8e0eb414d6bb66715184ac7c.png
similarity index 100%
rename from 4da66ef8e0eb414d6bb66715184ac7c.png
rename to mdImages/4da66ef8e0eb414d6bb66715184ac7c.png
diff --git a/a078a5dde3707cedbc3e8dfc9139bfe.png b/mdImages/a078a5dde3707cedbc3e8dfc9139bfe.png
similarity index 100%
rename from a078a5dde3707cedbc3e8dfc9139bfe.png
rename to mdImages/a078a5dde3707cedbc3e8dfc9139bfe.png
diff --git a/a27f22e60010ea84d5598122e5ffc4b.png b/mdImages/a27f22e60010ea84d5598122e5ffc4b.png
similarity index 100%
rename from a27f22e60010ea84d5598122e5ffc4b.png
rename to mdImages/a27f22e60010ea84d5598122e5ffc4b.png
diff --git a/c0ae4582a5f942754877106b8873413.png b/mdImages/c0ae4582a5f942754877106b8873413.png
similarity index 100%
rename from c0ae4582a5f942754877106b8873413.png
rename to mdImages/c0ae4582a5f942754877106b8873413.png
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From 7691d2bdd266665551719d4e98162e6cedda9b68 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Sat, 19 Aug 2023 07:12:20 +0800
Subject: [PATCH 10/66] fix logic bug in readme

---
 bigcode-zh.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index d55e78f52..78fb61c98 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -161,7 +161,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
       // 以下是获取单元格的示例
       
       
-      // 获取当前活动的文档窗口
+      // 获取当前活动的文档窗口，它可以是任何可视化的组件，如文档窗口、文件浏览器、绘图工具等
       // app： This type is useful as a generic application against which front-end plugins * can be authored. It inherits from the Lumino `Application`.
       // shell：The shell widget is the root "container" widget for the entire application. It will typically expose an API which allows the application plugins to insert content in a variety of places.
       // DocumentWidget: DocumentWidget 在源码中继承了 MainAreaWidget，是指整个右侧的窗口（一个notebook）
@@ -169,7 +169,7 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
       if (!(currentWidget instanceof DocumentWidget)) {
           return null;
       }
-      // 这个 content 通常是主要的编辑区域，对于notebook，它表示包含所有单元格的区域，但是它的类型也是 Widget
+      // 这个 content 通常是主要的编辑区域，对于notebook，它表示包含所有单元格的区域，也可以被成为当前文档，它的类型也是 Widget
       const { content } = currentWidget
       // 当前操作的单元格
       const activeCell = content.activeCell;
@@ -227,7 +227,7 @@ const getContent = (widget: DocumentWidget): Widget => {
 
 ### getEditorByWidget
 ```typescript
-// 通过 widget 实例获取当前 cell 的 editor，CodeEditor.IEditor 是指接口，具体实现类为 CodeMirrorEditor
+// 通过文档 widget 实例获取当前 cell 的 editor，CodeEditor.IEditor 是指接口，具体实现类为 CodeMirrorEditor
 const getEditorByWidget = (content: Widget): CodeEditor.IEditor | null | undefined => {
   let editor: CodeEditor.IEditor | null | undefined;
 
@@ -256,7 +256,7 @@ const getTextByEditor = (editor: CodeEditor.IEditor): string => {
 
 #### 文字说明逻辑
 1. 获取当前打开的 notebook 窗口的实例（currentWidget）
-2. 检查 currentWidget 类型是否为 DocumentWidget，如果不是则终止此操作（其余类型类似与文本等）
+2. 检查 currentWidget 类型是否为 DocumentWidget，如果不是则终止此操作
 3. 获取 CodeMirrorEditor
 4. 通过 CodeMirrorEditor 获取当前单元格代码
 

From 78730d38d353a9ec664106e455c4a57337e217b9 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Sat, 19 Aug 2023 09:24:53 +0800
Subject: [PATCH 11/66] fix logic bug in readme

---
 bigcode-zh.md | 109 +++++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 107 insertions(+), 2 deletions(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index 78fb61c98..d324040ae 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -10,9 +10,9 @@
 
 2. 构造键盘监听器
 
-- 实现逻辑如下方 [配置键盘处理程序](#配置键盘处理程序)（在这里也展示了我们如何拿到 codemirror 实例以及获取所有的 cell ）
+- 实现逻辑如下方 [绑定键盘事件](#绑定键盘事件)
 
-3. 构造键盘监听器的处理程序
+1. 构造键盘监听器的处理程序
 
 - 续写（ctrl+space）
   
@@ -750,6 +750,111 @@ export const handleKeyDown = (app: JupyterFrontEnd) => {
 | ![Alt text](mdImages/fc633cebddaeb5a2cdb1c678b90e407.png) | ![Alt text](mdImages/d0e99b6c858d103cc0485be7eac50a6.png)|
 |:-------------------------------------------:|:-------------------------------------------:|
 
+### 绑定键盘事件
+
+1. 首先创建一个关于键盘点击并且是 ediorView 的 extension
+2. 在第一次加载时给所有单元格添加此 extension, 并且设置监听函数, 用于监听新增的单元格时给新增的单元格添加此 extension
+3. 将主函数放到jupyter-lab-extension的入口点函数中
+
+```typescript
+// src/handler/handleKeyDown.ts
+// 制作一个关于 keydown 的 extension, 并将其置于所有默认键盘时间最上方
+const extension = Prec.highest(
+  keymap.of([
+    {
+      key: "Enter", run: () => {
+        return false;
+      }
+    }
+  ])
+)
+
+// 每当有一个新的单元格新增时
+const handleCellAdded = async (notebookPanel: NotebookPanel) => {
+  const notebook = notebookPanel.content;
+  if (!notebook || !notebook.model) {
+    return
+  }
+
+  notebook.model.cells.changed.connect(async (sender, args) => {
+    if (args.type === 'add') {
+      const addedCells = args.newValues;
+      addedCells.forEach(async (cell) => {
+        const widgetIndex = notebookPanel.content.widgets.findIndex(widget => widget.model.id === cell.id);
+        if (widgetIndex !== -1) {
+          const cellWidget = notebookPanel.content.widgets[widgetIndex];
+          // 等待 notebook 完成新增单元格的初始化
+          await notebookPanel.context.ready;
+          const editor = cellWidget.editor as CodeMirrorEditor;
+          const view = editor.editor as EditorView;
+          const tr = view.state.update({
+            effects: StateEffect.appendConfig.of(extension)
+          });
+
+          view.dispatch(tr);
+        }
+      });
+    }
+  });
+};
+
+// 当改变 notebook 窗口时(如果第一次打开jupyter-lab也会执行此函数)
+const init = (app: JupyterFrontEnd) => {
+  if (!(app.shell instanceof LabShell)) {
+    throw 'Shell is not an instance of LabShell. Jupyter AI does not currently support custom shells.';
+  }
+
+  app.shell.currentChanged.connect((sender, args) => {
+    const currentWidget = args.newValue
+    if (!currentWidget || !(currentWidget instanceof NotebookPanel)) {
+      return
+    }
+
+    handleCellAdded(currentWidget)
+    const content = getContent(currentWidget)
+
+    if (content instanceof Notebook) {
+      for (const cell of content.widgets) {
+        const editor = cell.editor as CodeMirrorEditor
+        const view = editor.editor as EditorView;
+        const tr = view.state.update({
+          effects: StateEffect.appendConfig.of(extension)
+        });
+
+        view.dispatch(tr);
+      }
+    }
+
+  });
+}
+
+
+export const handleKeyDown = async (app: JupyterFrontEnd) => {
+  await app.start()
+  init(app)
+};
+
+```
+```typescript
+// src/index.ts
+// 引入上方ts文件的函数
+import { handleKeyDown } from './handler/onKeyDown';
+// labextension 前端入口点
+const plugin: JupyterFrontEndPlugin<void> = {
+  id: 'jupyter_ai:plugin',
+  autoStart: true,
+  optional: [IGlobalAwareness, ILayoutRestorer],
+  activate: async (
+    app: JupyterFrontEnd
+  ) => {
+    // 启动此处理程序
+    handleKeyDown(app);
+  }
+};
+
+export default plugin;
+```
+
 
 ## merge to jupyter-ai
 

From 9d25bf694731e5cdc25fb893eda6836e00d56340 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Wed, 23 Aug 2023 10:29:00 +0800
Subject: [PATCH 12/66] refactor readme

---
 bigcode-zh.md                              | 864 +--------------------
 packages/jupyter-ai/src/index.ts           |   6 +
 packages/jupyter-ai/src/keydown-handler.ts |  98 +++
 packages/jupyter-ai/src/utils/context.ts   |   0
 packages/jupyter-ai/src/utils/instance.ts  |   8 +
 5 files changed, 131 insertions(+), 845 deletions(-)
 create mode 100644 packages/jupyter-ai/src/keydown-handler.ts
 create mode 100644 packages/jupyter-ai/src/utils/context.ts
 create mode 100644 packages/jupyter-ai/src/utils/instance.ts

diff --git a/bigcode-zh.md b/bigcode-zh.md
index d324040ae..c3d5e4de4 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -1,862 +1,36 @@
 # 整合bigcode续写逻辑说明
 
 
-## 代码逻辑（以下内容与现有的jupyter-ai代码完全兼容）
-1. 制作侧边栏并将实例化对象注入到 extension 的容器中
+## 逻辑梳理
+我们目前的做法是基于现有的 jupyter-ai 代码做的扩展（属于 jupyter-ai 的一部分）
 
-- 在这个侧边栏中，提供一些选项，如 huggingface token，是否打开此功能等
+### 前端
 
-- 实现逻辑如下方 [制作则边栏配置页面](#制作则边栏配置页面) 和 此项目中 jupyter-ai 的做法
+#### 键盘处理事件
 
-2. 构造键盘监听器
+1. 创建 mirrorcode 的 extension（键盘事件）
+2. 当 notebook 发生变化时，将 notebbok 默认选中的 cell 添加此 extension
+3. 在 notebook 中挂载 cell 变化事件，如果 cell 发生变化，则将 extension 添加至 
+4. cell 的 codemirror实例中
+5. 在app加载此处理程序
 
-- 实现逻辑如下方 [绑定键盘事件](#绑定键盘事件)
 
-1. 构造键盘监听器的处理程序
+代码参考[keydown-handler.ts](./packages/jupyter-ai/src/keydown-handler.ts)
 
-- 续写（ctrl+space）
-  
-    1. [获取所有单元格的代码](#获取所有单元格的代码-不指定当前cell处于何处)（不包含输出）
+#### 侧边栏(暂无代码实现)
+1. 定义Widget构造器方法 export function buildBigcodeSidebar(): ReactWidget {}
+2. 在构造器中构造Widget const BigCodeWidget = ReactWidget.create( dom结构... );
+3. 配置如id，图标，标题等基本信息 BigCodeWidget.xxx = xxx
+4. labextension 前端入口点添加这个侧边栏（Widget）到jupyterlab中 app.shell.add5.(bigcodeWidget, 'left', { rank: 2401 })
 
-    2. 将所有 cell 的代码拼接作为 prompt（在这一步中需要限制 token ）
 
-    3. 将 prompt 发送到 bigcode
+#### 续写（ctrl+space）
 
-    4. 解析bigcode的返回值（可能存在 stop-token 等无用字符）
 
-    5. 将解析好的返回值（下述: return-code）在请求时的 activeCell 中作为展示
 
-        1. [获取当前单元格的代码](#获取当前单元格的代码)
+### 后端
 
-        2. 将 return-code 变成灰色 + cell 中的代码写入到cell中（参考[更改代码颜色](#更改代码颜色)）
+在 jupyter-ai 中，用户填写的信息后，会进行请求到后端[handlers](./packages/jupyter-ai/jupyter_ai/handlers.py)，由后端保存到"~/.loacl"目录中。
 
-    6. 将 return-code 保存到 globalstate 中（ 参考[注册全局变量池](#注册全局变量池)）
+我们延伸此架构，使原先的接口可以新增 bigcode 的配置
 
-    7. 将这次是"续写"的状态保存到 globalstate
-
-- 错误修正（ctrl+`）
-
-    1. 获取当前 cell（包含输出，参考[获取当前单元格输出](#获取当前单元格输出)和[获取所有单元格的代码（在当前单元格的指针之前的代码）](#获取所有单元格的代码-在当前单元格的指针之前的代码)）
-
-    2. 将当前 cell 的代码进行格式化作为 prompt，并将 cell 中的代码保存到 globalstate
-
-    3. 将 prompt 发送到 bigcode
-
-    4. 解析 bigcode 的返回值（可能存在 stop-token 等无用字符）
-
-    5. 使用 diff 库制作不同颜色的字符串作为展示
-
-    6. 将解析好的返回值保存到 globalstate 中
-
-    7. 将这次是"修改错误"的状态保存到 globalstate
-
-- 填入正在展示的代码（ctrl）
-
-    1. 获取当前 cell
-
-    2. 在 globalstate 拿到缓存的续写代码片段和请求的状态（"续写"|"修改错误"）
-
-    3. 如果状态合法，将缓存的续写代码片段通过 codemirror 写入到 cell 中
-    
-        1. 获取焦点的 cell 的 codemirror 实例
-
-        2. codemirror 存在回溯的一个函数（ctrl+z，参考 [回溯](#回溯)），我们拿到请求时的代码，加上 return-code 作为新的代码，通过codemirror 写入到 cell中（这个举例是"续写"，如果是"修改错误"，直接将 return-code 作为新的代码，写入即可，参考[替换单元格内所有字符](#替换单元格内所有字符)）
-
-    4. 如果状态等信息不合法或者用户没有按下ctrl键，那么我们取消展示
-
-        1. 获取焦点的 cell 的 codemirror 实例
-
-        2. 通过 codemirror 的回溯函数找到请求时的代码片段进行写入
-
-
-
-## 用户使用逻辑线
-
-### 简易使用逻辑
-- 续写：按下键盘事件 -> 请求到bigcode -> 解析返回值 -> 通过上文中获取的"codemirror"实例进行展示（实际是使用不同颜色的字进行写入）-> 用户按下写入键 -> 使用codemirror的回溯功能找到上一次编辑的代码（类似于：ctrl+z），使用回溯找到展示之前的代码加上bigcode返回的代码（如果按下别的键，则我们直接回溯即可）
-
-- 修复bug：同理，只是在展示的时候需要调用diff库
-
-##  制作则边栏配置页面
-
-### 文字说明逻辑
-
-1. 定义Widget构造器方法 ```export function buildBigcodeSidebar(): ReactWidget {}```
-2. 在构造器中构造Widget ```const BigCodeWidget = ReactWidget.create( dom结构... );```
-3. 配置如id，图标，标题等基本信息 ```BigCodeWidget.xxx = xxx```
-5. labextension 前端入口点添加这个侧边栏（Widget）到jupyterlab中 ```app.shell.add(bigcodeWidget, 'left', { rank: 2401 })```
-
-### 图片说明
-| ![image1](mdImages/c0ae4582a5f942754877106b8873413.png) | ![image2](mdImages/4da66ef8e0eb414d6bb66715184ac7c.png) |
-|:-------------------------------------------:|:-------------------------------------------:|
-
-
-在上述两个图片中，左图是jupyter-ai的配置页面，我们可以在它的下边制作一个新的点击框，如右图
-
-### 具体实现方式
-
-#### 代码说明
-```typescript
-// src/widgets/bigcode.tsx
-// 侧边栏构造方法
-export function buildBigcodeSidebar(): ReactWidget {
-  const BigCodeWidget = ReactWidget.create(
-    // dom 结构... 这个dom结构是点击之后展示的dom，如上方右图中 options 的页面（填写apikey，save按钮等）
-  );
-  BigCodeWidget.id = 'jupyter-ai::bigcode';
-  BigCodeWidget.title.icon = chatIcon;
-  BigCodeWidget.title.caption = 'bigcode continuation';
-  return BigCodeWidget;
-}
-```
-
-```typescript
-// src/index.ts
-// labextension 前端入口点
-const plugin: JupyterFrontEndPlugin<void> = {
-  id: 'jupyter_ai:plugin',
-  autoStart: true,
-  optional: [IGlobalAwareness, ILayoutRestorer],
-  activate: async (
-    app: JupyterFrontEnd,
-    restorer: ILayoutRestorer | null
-  ) => {
-    // 构造侧边栏实例
-    const bigcodeWidget = buildBigcodeSidebar();
-    // 将则边栏添加到jupyterlab中
-    app.shell.add(bigcodeWidget, 'left', { rank: 2401 });
-
-    if (restorer) {
-      // 添加到 JupyterLab 的布局恢复管理器中，以便在用户关闭并重新打开 JupyterLab 时，可以恢复之前的部件布局状态。
-      restorer.add(bigcodeWidget, 'bigcode-continuation-write');
-    }
-  }
-};
-
-export default plugin;
-```
-
-
-## 配置键盘处理程序
-
-### 文字说明逻辑
-
-1. 构造handler处理程序，如"src/handler/handleKeyDown.ts"
-2. 在app加载此处理程序，如"src/index.ts"
-
-### 代码说明
-
-```typescript
-// src/handler/handleKeyDown.ts
-// 监听键盘事件处理程序
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  /*
-  在这个说明版本中我们添加监听器到全局document中，
-  实际开发中我们应该换成在 jupyterlab 的右侧代码填写区dom中，
-  并且我们需要根据配置页面是否打开此功能来动态启动此处理程序
-  */   
-  document.addEventListener('keydown', event => {
-    // 检测到 Ctrl 键被按下，此处可以进行进一步处理
-    if (event.ctrlKey) {
-      // 以下是获取单元格的示例
-      
-      
-      // 获取当前活动的文档窗口，它可以是任何可视化的组件，如文档窗口、文件浏览器、绘图工具等
-      // app： This type is useful as a generic application against which front-end plugins * can be authored. It inherits from the Lumino `Application`.
-      // shell：The shell widget is the root "container" widget for the entire application. It will typically expose an API which allows the application plugins to insert content in a variety of places.
-      // DocumentWidget: DocumentWidget 在源码中继承了 MainAreaWidget，是指整个右侧的窗口（一个notebook）
-      const currentWidget = app.shell.currentWidget;
-      if (!(currentWidget instanceof DocumentWidget)) {
-          return null;
-      }
-      // 这个 content 通常是主要的编辑区域，对于notebook，它表示包含所有单元格的区域，也可以被成为当前文档，它的类型也是 Widget
-      const { content } = currentWidget
-      // 当前操作的单元格
-      const activeCell = content.activeCell;
-      // 当前操作的单元格的 codemirror 实例对象
-      const editor = activeCell.editor as CodeMirrorEditor;
-      // 所有的单元格（list）
-      const allCell = content.cellsArray
-    }
-  });
-};
-```
-```typescript
-// src/index.ts
-// 引入上方ts文件的函数
-import { handleKeyDown } from './handler/onKeyDown';
-// labextension 前端入口点
-const plugin: JupyterFrontEndPlugin<void> = {
-  id: 'jupyter_ai:plugin',
-  autoStart: true,
-  optional: [IGlobalAwareness, ILayoutRestorer],
-  activate: async (
-    app: JupyterFrontEnd
-  ) => {
-    // 启动此处理程序
-    handleKeyDown(app);
-  }
-};
-
-export default plugin;
-```
-
-
-### 工具方法（以下方法均参考jupyter-ai）
-
-### 首先我们引入jupyter的类型
-```typescript
-import { JupyterFrontEnd } from '@jupyterlab/application';
-import { DocumentWidget } from '@jupyterlab/docregistry';
-import { Notebook } from '@jupyterlab/notebook';
-import { FileEditor } from '@jupyterlab/fileeditor';
-import { CodeEditor } from '@jupyterlab/codeeditor';
-import { Widget } from '@lumino/widgets';
-```
-
-
-### getContent
-
-```typescript
-// 获取 widget 实例
-const getContent = (widget: DocumentWidget): Widget => {
-  const { content } = widget;
-  return content
-}
-```
-
-### getEditorByWidget
-```typescript
-// 通过文档 widget 实例获取当前 cell 的 editor，CodeEditor.IEditor 是指接口，具体实现类为 CodeMirrorEditor
-const getEditorByWidget = (content: Widget): CodeEditor.IEditor | null | undefined => {
-  let editor: CodeEditor.IEditor | null | undefined;
-
-  // content 存在多种类型
-  if (content instanceof FileEditor) {
-    editor = content.editor;
-  } else if (content instanceof Notebook) {
-    editor = content.activeCell?.editor;
-  }
-
-  return editor
-}
-```
-
-### getTextByEditor
-```typescript
-// 获取 editor 单元格的代码文本
-const getTextByEditor = (editor: CodeEditor.IEditor): string => {
-    return editor.model.sharedModel.getSource()
-}
-```
-
-## 实用方法（以下的代码均由键盘事件监听器进行测试）
-
-### 获取当前单元格的代码
-
-#### 文字说明逻辑
-1. 获取当前打开的 notebook 窗口的实例（currentWidget）
-2. 检查 currentWidget 类型是否为 DocumentWidget，如果不是则终止此操作
-3. 获取 CodeMirrorEditor
-4. 通过 CodeMirrorEditor 获取当前单元格代码
-
-```typescript
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  document.addEventListener('keydown', event => {
-    if (event.ctrlKey) {
-      const currentWidget = app.shell.currentWidget;
-
-      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-        return
-      }
-
-      const content = getContent(currentWidget)
-      const editor = getEditorByWidget(content)
-
-      if (editor){
-        console.log("code", getTextByEditor(editor));
-      }
-
-    }
-  });
-};
-
-```
-
-![Alt text](mdImages/d6dd5cffcf0c9feabd58d7cd4127075.png)
-
-
-### 获取当前单元格的代码-位于鼠标指针之前的
-
-#### 文字说明逻辑
-1. 获取当前打开的 notebook 窗口的实例（currentWidget）
-2. 检查 currentWidget 类型是否为 DocumentWidget，如果不是则终止此操作（其余类型类似与文本等）
-3. 获取 CodeMirrorEditor
-4. 通过 CodeMirrorEditor 获取鼠标定位
-5. 获取当前单元格文本（以下简称code）
-6. 通过行拆分 code
-7. 遍历行到当前的行并把内容放到返回的容器中
-8. 如果是当前行，则拿到当前行中鼠标位置行之前代码
-
-```typescript
-// 通过行拆分string
-const splitString = (input: string): string[] => {
-  return input.split(/(?<!\\)\n/).map(part => part.replace('\\\\n', '\\n'));
-};
-
-// 获取指定 editor（一个cell）中，指针之前的所有代码
-const getCellTextByPosition = (editor: CodeEditor.IEditor) => {
-  // 获取鼠标定位，例如 {column: 2, line: 1}
-  const position = editor.getCursorPosition()
-  const text = getTextByEditor(editor)
-
-  // 通过\n进行拆分
-  const codeLines = splitString(text)
-
-  const codeLinesPositionBefore = []
-  // 从第一个单元格遍历到活动单元格的位置
-  for (let index = 0; index <= position.line; index++){
-    // 如果遍历到当前单元格
-    if (index == position.line){
-      codeLinesPositionBefore.push(codeLines[index].slice(0, position.column))
-      continue
-    }
-
-    codeLinesPositionBefore.push(codeLines[index])
-  }
-
-  return codeLinesPositionBefore
-}
-
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  document.addEventListener('keydown', event => {
-    if (event.ctrlKey) {
-      const currentWidget = app.shell.currentWidget;
-
-      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-        return
-      }
-
-      const content = getContent(currentWidget)
-      const editor = getEditorByWidget(content)
-
-      if (editor) {
-        console.log(getCellTextByPosition(editor));
-      }
-
-    }
-  });
-```
-**这个图片中我只指针位于第一个a之后，但是截图不到指针。**
-![Alt text](mdImages/ebfa682888d9d5ee23a83b3d040d9cf.png)
-
-
-#### 获取所有单元格的代码-不指定当前cell处于何处
-1. 获取当前打开的 notebook 窗口的实例（currentWidget）
-2. 检查 currentWidget 类型是否为 DocumentWidget，如果不是则终止此操作（其余类型类似与文本等）
-3. 通过 currentWidget 找到所有的cell
-4. 提取所有cell中的代码，并返回
-
-```typescript
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  document.addEventListener('keydown', event => {
-    if (event.ctrlKey) {
-      const currentWidget = app.shell.currentWidget;
-
-      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-        return
-      }
-
-      const content = getContent(currentWidget)
-
-      if (content instanceof Notebook){
-        const allCellText = []        
-        // 获取所有的实例化 Cell，和 DocumentWidget.content.activeCell 类型相同，类型依旧为 Widget
-        for (const cell of content.widgets){
-          const editor = cell.editor
-          if (editor){
-            const text = getTextByEditor(editor)
-            allCellText.push(text)
-          }
-        }
-        console.log("allCellText",allCellText);
-        
-      }
-    }
-  });
-};
-
-```
-![Alt text](mdImages/d4d68d587cbe2176cad3c1ea35b7963.png)
-
-#### 获取所有单元格的代码-在当前单元格的指针之前的代码
-整合[获取当前单元格的代码-位于鼠标指针之前的](#获取当前单元格的代码-位于鼠标指针之前的)和[获取所有单元格的代码-不指定当前cell处于何处](#获取所有单元格的代码-不指定当前cell处于何处)
-```typescript
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  document.addEventListener('keydown', event => {
-    if (event.ctrlKey) {
-      const currentWidget = app.shell.currentWidget;
-
-      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-        return
-      }
-
-      const content = getContent(currentWidget)
-      if (content instanceof Notebook) {
-        const allCellText = []
-        const widgets = content.widgets
-        const activeCellIndex = content.activeCellIndex
-
-        // 遍历到当前单元格
-        for (let index = 0; index <= activeCellIndex; index++){
-          const widget = widgets[index]
-          const editor = widget.editor
-          if (editor){
-            // 如果是当前的单元格
-            if (index == activeCellIndex){
-              const cellLines= getCellTextByPosition(editor)
-              allCellText.push(cellLines.join("\n"))
-              break
-            }
-  
-            const text = getTextByEditor(editor)
-            allCellText.push(text)
-          }
-          
-        }
-
-        console.log("allCellText", allCellText);
-
-      }
-    }
-  })
-};
-```
-
-**鼠标放在aaa之后**
-![Alt text](mdImages/25e92f7ca6584b8a8ed08edbeb6091c.png)
-
-
-#### 替换单元格内所有字符
-1. 同以上...
-2. 同以上...
-3. 方案1: 
-    - 通过当前 cell 的 editor 拿到这这cell中的行数和最后一行的长度
-    - 选择上述行数与长度选择单元格的代码（类似与ctrl+a）
-    - 使用 CodeMirrorEditor 的 replaceSelection 函数进行替换
-4. 方案2: 直接通过 editor.model.sharedModel.setSource() 进行替换
-
-```typescript
-// 做法一
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  document.addEventListener('keydown', event => {
-    if (event.ctrlKey) {
-      const currentWidget = app.shell.currentWidget;
-
-      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-        return
-      }
-
-      const content = getContent(currentWidget)
-      const editor = getEditorByWidget(content)
-
-      if (editor && "replaceSelection" in editor){
-        if (editor){
-          // 我们先计算行数于最后一行的长度
-          const lineLenght = editor.lineCount
-          const lastLineLenght = editor.getLine(lineLenght - 1)?.length
-
-          // 理论上不可能出现越界
-          if (lineLenght && lastLineLenght){
-            // 选择cell中的代码，这里是选择了全部的
-            editor.setSelection({start:{line:0, column: 0}, end:{line: lineLenght - 1, column: lastLineLenght}});
-            
-            // 只有 CodeMirrorEditor 实现了 replaceSelection函数，其余 editor 类型并没有实现 replaceSelection
-            (editor as CodeMirrorEditor).replaceSelection("This replace string\nthis second line");
-          }
-        }
-      }
-
-    }
-  });
-};
-
-// 做法2
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  document.addEventListener('keydown', event => {
-    if (event.ctrlKey) {
-      const currentWidget = app.shell.currentWidget;
-
-      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-        return
-      }
-
-      const content = getContent(currentWidget)
-      const editor = getEditorByWidget(content)
-      if (editor){
-        // 直接替换codemirror中的值
-        editor.model.sharedModel.setSource("This replace string\nthis second line")
-      }
-    }
-  })
-};
-
-```
-按下ctrl后
-| ![Alt text](mdImages/a078a5dde3707cedbc3e8dfc9139bfe.png) | ![Alt text](mdImages/a27f22e60010ea84d5598122e5ffc4b.png)|
-|:-------------------------------------------:|:-------------------------------------------:|
-
-
-#### 回溯
-
- (这里沿用了 [替换单元格内所有字符](#替换单元格内所有字符)的代码)
-
-1. 通过editor获取鼠标定位保存到变量中
-2. editor.undo()：此函数类型于ctrl+z
-3. 将鼠标指针指向"1."条中获取的鼠标位置
-
-```typescript
-// 有两种方案可选，这里演示的是"撤销上次的更改"，还有一种方式是通过历史api来寻找
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  document.addEventListener('keydown', event => {
-    if (event.ctrlKey) {
-      const currentWidget = app.shell.currentWidget;
-
-      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-        return
-      }
-
-      const content = getContent(currentWidget)
-      const editor = getEditorByWidget(content)
-
-      if (editor && "replaceSelection" in editor){
-        if (editor){
-          const lineLenght = editor.lineCount
-          const lastLineLenght = editor.getLine(lineLenght - 1)?.length
-
-          if (lineLenght && lastLineLenght){
-            // 我们在这里获取展示代码前的鼠标位置
-            const prePosition = editor.getCursorPosition()
-            editor.setSelection({start:{line:0, column: 0}, end:{line: lineLenght - 1, column: lastLineLenght}});
-            
-            (editor as CodeMirrorEditor).replaceSelection("This replace string\nthis second line");
-           
-            // 撤销上次的更改 
-            editor.undo()
-            // 使鼠标指针恢复到之前的位置，否则会指向0位
-            editor.setCursorPosition(prePosition)
-          }
-        }
-      }
-      
-    }
-  });
-};
-```
-这个测试，图不好做就没做
-
-#### 获取当前单元格输出
-```typescript
-const getCellOutput = (currentWidget: DocumentWidget)=>{
-  const notebook = currentWidget.content as Notebook;
-  // 获取当前单元格
-  const activeCell = notebook.activeCell;
-  
-  // 不同的实例有不同的获取方式
-  if (activeCell instanceof CodeCell) {
-    // 获取输出
-    return activeCell.model.sharedModel.outputs
-  }  
-
-}
-
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  document.addEventListener('keydown', event => {
-    if (event.ctrlKey) {
-      // 获取当前的Widget
-      const currentWidget = app.shell.currentWidget;
-
-      // Widget必须是DocumentWidget，我们才可以操作
-      if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-        return
-      }
-
-      console.log(getCellOutput(currentWidget));
-      
-    }
-  })
-};
-
-```
-![Alt text](mdImages/4b76618d42d0eca97916f6803fc897e.png)
-
-
-#### 注册全局变量池
-```typescript
-此方案不同于 jupyter-ai 的做法
-
-jupyter-ai 做法：用户填写完 model/apikey 等信息，点击保存后，会进行请求到后端（py文件地址为："packages/jupyter-ai/jupyter-ai/handlers.py"），由后端保存到"~/.loacl"目录中
-
-我当前想的做法：
-方案1. 每次用户打开必须重新填写，因为我们只需要前端进行网络请求（jupyter-ai是后端），在只有前端情况下，任何持久化都是不安全的。
-方案2. 修改 jupyter-ai 的后端，使其可以接受我们新的配置参数，并提供get接口，以确保每次加载 jupyterlab 时，我们都可以从后端读取配置
-方案3. 我们也使用后端进行请求，这样是最安全的
-
-// context.ts
-import { observable, makeObservable, action } from "mobx";
-
-class GlobalStore {
-    // 定义变量
-    @observable count: number = 0;
-
-    constructor() {
-        makeObservable(this);
-    }
-
-    // 可以被立即响应的操作函数
-    @action
-    increment() {
-        this.count += 1;
-    }
-
-    incrementCount() {
-        this.increment();
-    }
-}
-
-export default new GlobalStore();
-export interface IGlobalStore extends GlobalStore { }
-
-// other1.ts
-// 引入globalStore
-import globalStore from "./context"
-setInterval(()=>{
-  console.log(globalStore.count);
-}, 200)
-
-
-// other2.ts
-import globalStore from "./context"
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  document.addEventListener('keydown', event => {
-    if (event.ctrlKey) {
-      globalStore.incrementCount()
-    }
-  })
-};
-
-```
-每当按下ctrl时，数据都会更新
-
-![Alt text](mdImages/1832d8b22d533b541c760768294f62a.png)
-
-
-#### 更改代码颜色
-
-```typescript
-// 以下例子是将新增的代码变成红色
-// 首先定义一个Effect用来保存转换颜色之前的字符以及对应的主题
-const clearRedTextEffect = StateEffect.define({});
-
-// 通过clearRedTextEffect还原之前代码的颜色
-export function removeRedTextStatus(view: EditorView) {
-  view.dispatch({
-    effects: clearRedTextEffect.of(null)
-  });
-}
-
-// 制作标记的状态（就是说们标记了一个字符串，那么这个字符串 dom 的 class 是"red-color"）
-const redTexteMark = Decoration.mark({ class: "red-color" })
-
-// 标记的 css 主题
-const redTextTheme = EditorView.baseTheme(
-  { 
-    ".red-color > span": { color: "red !important" },
-    ".red-color ": { color: "red !important" }
-  }
-)
-
-// 保存我们需要更改的字符和主题对应的容器（我们需要先计算那些是字符是我们需要的）
-const changeRangeTextStatus = StateEffect.define<{ from: number, to: number }>({ map: ({ from, to }, change) => ({ from: change.mapPos(from), to: change.mapPos(to) }) })
-
-// codemirror 中 editorView 的 extension
-const redTextField = StateField.define<DecorationSet>({
-  create() { return Decoration.none },
-  update(redTexts, tr) {
-    redTexts = redTexts.map(tr.changes)
-    for (let e of tr.effects) {
-      if (e.is(changeRangeTextStatus)) {
-        redTexts = redTexts.update({
-          add: [redTexteMark.range(e.value.from, e.value.to)]
-        })
-      }
-    }
-    if (tr.effects.some(e => e.is(clearRedTextEffect))) {
-      return Decoration.none;
-    }
-    
-    return redTexts
-  },
-  provide: f => EditorView.decorations.from(f)
-})
-
-// 将 EditorView 的指定范围的字符更改成红色
-export function redTexSelection(view: EditorView, start: number, end: number) {
-  if (start == end) return false
-  let effects: StateEffect<unknown>[] = [changeRangeTextStatus.of({ from: start, to: end })]
-
-  if (!view.state.field(redTextField, false)) effects.push(StateEffect.appendConfig.of([redTextField, redTextTheme]))
-
-  view.dispatch({ effects })
-  return true
-}
-
-export const handleKeyDown = (app: JupyterFrontEnd) => {
-  document.addEventListener('keydown', event => {
-    if (event.ctrlKey) {
-      // 获取当前活动的文档窗口
-      const currentWidget = app.shell.currentWidget;
-      if (!(currentWidget instanceof DocumentWidget)) {
-        return null;
-      }
-      // content的类型也是widget，只不过是被widget容器包裹起来的
-      const { content } = currentWidget;
-      // 当前操作的单元格
-      const activeCell = content.activeCell;
-      // 当前操作的单元格的 codemirror 实例对象
-      const editor = activeCell.editor as CodeMirrorEditor;
-      if (editor) {
-        const view = editor.editor
-        
-        // 获取原先cell中的代码
-        const oldCodeText = editor.model.sharedModel.getSource()
-        // 我们需要添加的代码（非必要）
-        const newCodeText = "\n    print('hello world!')\nhello()"
-        // 更新当前的代码
-        editor.model.sharedModel.setSource(oldCodeText + newCodeText)
-
-        // 将新增加的代码颜色变成红色
-        redTexSelection(view, oldCodeText.length, (oldCodeText+newCodeText).length)
-        // 还原成之前的样子
-        removeRedTextStatus(view)
-      }
-    }
-  })
-};
-
-```
-
-左图没有调用 removeRedTextStatus 函数，右图反之
-| ![Alt text](mdImages/fc633cebddaeb5a2cdb1c678b90e407.png) | ![Alt text](mdImages/d0e99b6c858d103cc0485be7eac50a6.png)|
-|:-------------------------------------------:|:-------------------------------------------:|
-
-### 绑定键盘事件
-
-1. 首先创建一个关于键盘点击并且是 ediorView 的 extension
-2. 在第一次加载时给所有单元格添加此 extension, 并且设置监听函数, 用于监听新增的单元格时给新增的单元格添加此 extension
-3. 将主函数放到jupyter-lab-extension的入口点函数中
-
-```typescript
-// src/handler/handleKeyDown.ts
-// 制作一个关于 keydown 的 extension, 并将其置于所有默认键盘时间最上方
-const extension = Prec.highest(
-  keymap.of([
-    {
-      key: "Enter", run: () => {
-        return false;
-      }
-    }
-  ])
-)
-
-// 每当有一个新的单元格新增时
-const handleCellAdded = async (notebookPanel: NotebookPanel) => {
-  const notebook = notebookPanel.content;
-  if (!notebook || !notebook.model) {
-    return
-  }
-
-  notebook.model.cells.changed.connect(async (sender, args) => {
-    if (args.type === 'add') {
-      const addedCells = args.newValues;
-      addedCells.forEach(async (cell) => {
-        const widgetIndex = notebookPanel.content.widgets.findIndex(widget => widget.model.id === cell.id);
-        if (widgetIndex !== -1) {
-          const cellWidget = notebookPanel.content.widgets[widgetIndex];
-          // 等待 notebook 完成新增单元格的初始化
-          await notebookPanel.context.ready;
-          const editor = cellWidget.editor as CodeMirrorEditor;
-          const view = editor.editor as EditorView;
-          const tr = view.state.update({
-            effects: StateEffect.appendConfig.of(extension)
-          });
-
-          view.dispatch(tr);
-        }
-      });
-    }
-  });
-};
-
-// 当改变 notebook 窗口时(如果第一次打开jupyter-lab也会执行此函数)
-const init = (app: JupyterFrontEnd) => {
-  if (!(app.shell instanceof LabShell)) {
-    throw 'Shell is not an instance of LabShell. Jupyter AI does not currently support custom shells.';
-  }
-
-  app.shell.currentChanged.connect((sender, args) => {
-    const currentWidget = args.newValue
-    if (!currentWidget || !(currentWidget instanceof NotebookPanel)) {
-      return
-    }
-
-    handleCellAdded(currentWidget)
-    const content = getContent(currentWidget)
-
-    if (content instanceof Notebook) {
-      for (const cell of content.widgets) {
-        const editor = cell.editor as CodeMirrorEditor
-        const view = editor.editor as EditorView;
-        const tr = view.state.update({
-          effects: StateEffect.appendConfig.of(extension)
-        });
-
-        view.dispatch(tr);
-      }
-    }
-
-  });
-}
-
-
-export const handleKeyDown = async (app: JupyterFrontEnd) => {
-  await app.start()
-  init(app)
-};
-
-```
-```typescript
-// src/index.ts
-// 引入上方ts文件的函数
-import { handleKeyDown } from './handler/onKeyDown';
-// labextension 前端入口点
-const plugin: JupyterFrontEndPlugin<void> = {
-  id: 'jupyter_ai:plugin',
-  autoStart: true,
-  optional: [IGlobalAwareness, ILayoutRestorer],
-  activate: async (
-    app: JupyterFrontEnd
-  ) => {
-    // 启动此处理程序
-    handleKeyDown(app);
-  }
-};
-
-export default plugin;
-```
-
-
-## merge to jupyter-ai
-
-在已有的"jupyter-ai"前端扩展中，添加一个新的js适配程序，然后在项目启动时加载这个程序就好了。
-参考 "https://github.com/jupyterlab/jupyter-ai/blob/main/packages/jupyter-ai/src/index.ts" 中 plugin 的 activate 方法
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index e48e2b211..3133d4222 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -12,6 +12,7 @@ import { buildChatSidebar } from './widgets/chat-sidebar';
 import { SelectionWatcher } from './selection-watcher';
 import { ChatHandler } from './chat_handler';
 import { buildErrorWidget } from './widgets/chat-error';
+import { keyDownhandle } from "./keydown-handler"
 
 export type DocumentTracker = IWidgetTracker<IDocumentWidget>;
 
@@ -49,6 +50,11 @@ const plugin: JupyterFrontEndPlugin<void> = {
       chatWidget = buildErrorWidget();
     }
 
+    /**
+     * Initialize keydown handler
+     */
+    keyDownhandle(app)
+
     /**
      * Add Chat widget to right sidebar
      */
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
new file mode 100644
index 000000000..b78e3afd1
--- /dev/null
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -0,0 +1,98 @@
+import { JupyterFrontEnd, LabShell } from '@jupyterlab/application';
+import { CodeMirrorEditor } from '@jupyterlab/codemirror';
+import { keymap } from '@codemirror/view';
+import { EditorView } from '@codemirror/view';
+import { Prec } from '@codemirror/state';
+import { StateEffect } from '@codemirror/state';
+import { Notebook } from '@jupyterlab/notebook';
+import { NotebookPanel } from '@jupyterlab/notebook';
+import { Extension } from '@codemirror/state';
+import { getContent } from "./utils/instance"
+
+
+// 创建一个软引用集合存放 editor
+const mountedEditors = new WeakSet<CodeMirrorEditor>();
+
+// 挂载"键盘按下 extension"到 editor 实例中
+const mountExtension = (
+  editor: CodeMirrorEditor,
+  extension: Extension
+): void => {
+  // 如果 editor 已经被处理过
+  if (mountedEditors.has(editor)) {
+    return;
+  }
+
+  const view = editor.editor as EditorView;
+  const tr = view.state.update({
+    effects: StateEffect.appendConfig.of(extension)
+  });
+
+  view.dispatch(tr);
+  mountedEditors.add(editor);
+};
+
+
+const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
+  return Prec.highest(
+    keymap.of([
+      {
+        key: 'Ctrl-Space',
+        run: () => {
+          // 当你按下 Ctrl 和 Space，console 会打印如下字符串
+          console.log("Ctrl and Space keys are pressed");
+          return true
+        }
+      }
+    ])
+  );
+};
+
+const init = (app: JupyterFrontEnd) => {
+  if (!(app.shell instanceof LabShell)) {
+    throw 'Shell is not an instance of LabShell. Jupyter AI does not currently support custom shells.';
+  }
+
+  const extension = generateKeyDownExtension(app);
+
+  // 监听当前的 weiget 发生变化时
+  app.shell.currentChanged.connect(async (sender, args) => {
+    const currentWidget = args.newValue;
+    if (!currentWidget || !(currentWidget instanceof NotebookPanel)) {
+      return;
+    }
+
+    await currentWidget.context.ready;
+    const content = getContent(currentWidget);
+
+    if (content instanceof Notebook) {
+      // 优先挂载加载时默认选中的 Cell
+      const firstCell = content.activeCell;
+      if (firstCell) {
+        const firstCellEditor = firstCell.editor as CodeMirrorEditor;
+        mountExtension(firstCellEditor, extension);
+      }
+
+      // 监听选中的 cell 发生变化时
+      content.activeCellChanged.connect(async (sender, cell) => {
+        if (!cell) {
+          return;
+        }
+
+        // 在新增单元格时，editor 可能没有被实例化，所以我们需将挂载事件放在异步队列最低端
+        const waitCellInitTimer = setTimeout(() => {
+          const editor = cell.editor as CodeMirrorEditor;
+          mountExtension(editor, extension);
+          clearTimeout(waitCellInitTimer);
+        }, 0);
+      });
+    }
+  });
+};
+
+export const keyDownhandle = async (app: JupyterFrontEnd): Promise<void> => {
+  // 等待 notebook 完成初始化
+  await app.start();
+  init(app);
+  console.log('keyDownhandle is start');
+};
\ No newline at end of file
diff --git a/packages/jupyter-ai/src/utils/context.ts b/packages/jupyter-ai/src/utils/context.ts
new file mode 100644
index 000000000..e69de29bb
diff --git a/packages/jupyter-ai/src/utils/instance.ts b/packages/jupyter-ai/src/utils/instance.ts
new file mode 100644
index 000000000..a55dd4c21
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/instance.ts
@@ -0,0 +1,8 @@
+import { DocumentWidget } from '@jupyterlab/docregistry';
+import { Widget } from '@lumino/widgets';
+
+
+export const getContent = (widget: DocumentWidget): Widget => {
+    const { content } = widget;
+    return content;
+};
\ No newline at end of file

From c0899c4896994ab93d3b6bf97208cc752d8ac563 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Wed, 23 Aug 2023 11:45:38 +0800
Subject: [PATCH 13/66] Complete the preliminary structure

---
 bigcode-zh.md                                 |   28 +-
 packages/jupyter-ai/package.json              |    4 +-
 .../src/components/bigcode-settings.tsx       |   57 +
 .../src/contexts/continue-writing-context.ts  |   25 +
 packages/jupyter-ai/src/index.ts              |   16 +-
 packages/jupyter-ai/src/keydown-handler.ts    |   12 +-
 .../src/widgets/bigcode-sidebar.tsx           |   17 +
 packages/jupyter-ai/tsconfig.json             |    3 +-
 yarn.lock                                     | 2810 +++++++++--------
 9 files changed, 1579 insertions(+), 1393 deletions(-)
 create mode 100644 packages/jupyter-ai/src/components/bigcode-settings.tsx
 create mode 100644 packages/jupyter-ai/src/contexts/continue-writing-context.ts
 create mode 100644 packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx

diff --git a/bigcode-zh.md b/bigcode-zh.md
index c3d5e4de4..c9ad073fb 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -6,31 +6,25 @@
 
 ### 前端
 
+#### 侧边栏
+1. 定义Widget构造器方法
+2. 配置如id，图标，标题等基本信息（暂时没有图标，使用的是jupyter-ai的）
+3. labextension 前端入口点添加这个侧边栏（Widget）到jupyterlab中，参考[labextension 前端入口点](./packages/jupyter-ai/src/index.ts)
+
+代码参考[bigcode-sidebar](./packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx)
+
 #### 键盘处理事件
 
-1. 创建 mirrorcode 的 extension（键盘事件）
+1. 创建 codemirror 的 extension（键盘事件）,此 extension 在下述流程中被绑定到 codemirror 的实例
 2. 当 notebook 发生变化时，将 notebbok 默认选中的 cell 添加此 extension
-3. 在 notebook 中挂载 cell 变化事件，如果 cell 发生变化，则将 extension 添加至 
-4. cell 的 codemirror实例中
-5. 在app加载此处理程序
-
+3. 在 notebook 中挂载 cell 变化事件，如果 cell 发生变化，则将 extension 添加至 cell 的 codemirror 实例中
+4. 在app加载此处理程序
 
 代码参考[keydown-handler.ts](./packages/jupyter-ai/src/keydown-handler.ts)
 
-#### 侧边栏(暂无代码实现)
-1. 定义Widget构造器方法 export function buildBigcodeSidebar(): ReactWidget {}
-2. 在构造器中构造Widget const BigCodeWidget = ReactWidget.create( dom结构... );
-3. 配置如id，图标，标题等基本信息 BigCodeWidget.xxx = xxx
-4. labextension 前端入口点添加这个侧边栏（Widget）到jupyterlab中 app.shell.add5.(bigcodeWidget, 'left', { rank: 2401 })
-
-
-#### 续写（ctrl+space）
-
-
-
 ### 后端
 
 在 jupyter-ai 中，用户填写的信息后，会进行请求到后端[handlers](./packages/jupyter-ai/jupyter_ai/handlers.py)，由后端保存到"~/.loacl"目录中。
 
-我们延伸此架构，使原先的接口可以新增 bigcode 的配置
+我们延伸此架构，使原先的接口可以新增 bigcode 的配置。并且在请求 bigcode 时，由后端做请求转发
 
diff --git a/packages/jupyter-ai/package.json b/packages/jupyter-ai/package.json
index 36079fba6..513650c8a 100644
--- a/packages/jupyter-ai/package.json
+++ b/packages/jupyter-ai/package.json
@@ -73,6 +73,8 @@
     "@jupyterlab/ui-components": "^4",
     "@mui/icons-material": "^5.11.0",
     "@mui/material": "^5.11.0",
+    "mobx": "^6.10.0",
+    "mobx-react": "^9.0.0",
     "react": "^18.2.0",
     "react-dom": "^18.2.0",
     "react-markdown": "^8.0.6",
@@ -103,7 +105,7 @@
     "stylelint-config-standard": "~24.0.0",
     "stylelint-prettier": "^2.0.0",
     "ts-jest": "^26.0.0",
-    "typescript": "~4.1.3",
+    "typescript": "5.1.6",
     "y-protocols": "^1.0.5"
   },
   "sideEffects": [
diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
new file mode 100644
index 000000000..3baa8028b
--- /dev/null
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -0,0 +1,57 @@
+// import React, { useEffect } from 'react';
+import React, { useEffect } from 'react';
+import { Box, TextField } from '@mui/material';
+import GlobalStore from "../contexts/continue-writing-context"
+import { observer } from 'mobx-react-lite';
+
+type BigcodeSettingProps = {
+
+};
+
+
+export const BigCodeSetting = observer(({ }: BigcodeSettingProps) => {
+  const { bigcodeUrl } = GlobalStore
+  const { accessToken } = GlobalStore
+
+  const setBigcodeUrlWrapper = (value: string) => {
+    GlobalStore.setBigcodeUrl(value)
+  }
+  
+  const setAccessTokenWrapper = (value: string) => {
+    GlobalStore.setAccessToken(value)
+  }
+
+  useEffect(()=>{
+    GlobalStore.setBigcodeUrl("https://api-inference.huggingface.co/models/bigcode/starcoderbase/")
+  }, [])
+
+  return (
+    <Box
+      sx={{
+        padding: 4,
+        boxSizing: 'border-box',
+        '& > .MuiAlert-root': { marginBottom: 2 },
+        overflowY: 'auto'
+      }}
+    >
+      <h2 className="jp-ai-ChatSettings-header">Bigcode service url</h2>
+      <TextField
+        label="Bigcode service url"
+        value={bigcodeUrl}
+        fullWidth
+        type="text"
+        onChange={e => setBigcodeUrlWrapper(e.target.value)}
+      />
+
+      <h2 className="jp-ai-ChatSettings-header">Huggingface Access Token</h2>
+      <TextField
+        label="Huggingface Access Token"
+        value={accessToken}
+        fullWidth
+        type="password"
+        onChange={e => setAccessTokenWrapper(e.target.value)}
+      />
+
+    </Box>
+  );
+})
\ No newline at end of file
diff --git a/packages/jupyter-ai/src/contexts/continue-writing-context.ts b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
new file mode 100644
index 000000000..38744c9f2
--- /dev/null
+++ b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
@@ -0,0 +1,25 @@
+import { makeObservable, observable, action } from 'mobx';
+
+class GlobalStore {
+  @observable accessToken: string = "";
+  @observable bigcodeUrl: string = "";
+
+  constructor() {
+    makeObservable(this);
+  }
+
+  @action
+  setAccessToken(token: string): void {
+    this.accessToken = token;
+  }
+
+
+  @action
+  setBigcodeUrl(url: string): void {
+    this.bigcodeUrl = url;
+  }
+
+}
+
+export default new GlobalStore();
+export type IGlobalStore = GlobalStore;
\ No newline at end of file
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index 3133d4222..71167b63c 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -9,10 +9,11 @@ import { IDocumentWidget } from '@jupyterlab/docregistry';
 import { IGlobalAwareness } from '@jupyter/collaboration';
 import type { Awareness } from 'y-protocols/awareness';
 import { buildChatSidebar } from './widgets/chat-sidebar';
+import { buildBigcodeSidebar } from './widgets/bigcode-sidebar';
 import { SelectionWatcher } from './selection-watcher';
 import { ChatHandler } from './chat_handler';
 import { buildErrorWidget } from './widgets/chat-error';
-import { keyDownhandle } from "./keydown-handler"
+import { keyDownHandle } from "./keydown-handler"
 
 export type DocumentTracker = IWidgetTracker<IDocumentWidget>;
 
@@ -50,18 +51,29 @@ const plugin: JupyterFrontEndPlugin<void> = {
       chatWidget = buildErrorWidget();
     }
 
+    /**
+     * Initialize bigcode settings widget
+     */
+    const bigcodeWidget = buildBigcodeSidebar();
+
     /**
      * Initialize keydown handler
      */
-    keyDownhandle(app)
+    keyDownHandle(app)
 
     /**
      * Add Chat widget to right sidebar
      */
     app.shell.add(chatWidget, 'left', { rank: 2000 });
 
+    /**
+     * Add Bigcode settings widget to right sidebar
+     */
+    app.shell.add(bigcodeWidget, 'left', { rank: 2001 });
+
     if (restorer) {
       restorer.add(chatWidget, 'jupyter-ai-chat');
+      restorer.add(bigcodeWidget, 'bigcode-continuation');
     }
   }
 };
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index b78e3afd1..c0e51d010 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -41,6 +41,10 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
         run: () => {
           // 当你按下 Ctrl 和 Space，console 会打印如下字符串
           console.log("Ctrl and Space keys are pressed");
+          /*
+          * 我们使用了 highest，如果return true，则不会触发除此事件外任何事件，否则反之，会继续触发其他事件。
+          * 例如：如果此事件为 Enter 事件，return true 之后，在单元格中不会新起一行
+          */
           return true
         }
       }
@@ -66,7 +70,7 @@ const init = (app: JupyterFrontEnd) => {
     const content = getContent(currentWidget);
 
     if (content instanceof Notebook) {
-      // 优先挂载加载时默认选中的 Cell
+      // 优先挂载加载 notebook 时默认选中的 Cell。在"content.activeCellChanged.connect"中，默认选中的 Cell 的 editor 为空
       const firstCell = content.activeCell;
       if (firstCell) {
         const firstCellEditor = firstCell.editor as CodeMirrorEditor;
@@ -79,7 +83,7 @@ const init = (app: JupyterFrontEnd) => {
           return;
         }
 
-        // 在新增单元格时，editor 可能没有被实例化，所以我们需将挂载事件放在异步队列最低端
+        // 在新增单元格时，editor 可能没有被实例化，所以我们需将挂载事件放在异步队列最低端，以用来保证 editor 实例化完成
         const waitCellInitTimer = setTimeout(() => {
           const editor = cell.editor as CodeMirrorEditor;
           mountExtension(editor, extension);
@@ -90,9 +94,9 @@ const init = (app: JupyterFrontEnd) => {
   });
 };
 
-export const keyDownhandle = async (app: JupyterFrontEnd): Promise<void> => {
+export const keyDownHandle = async (app: JupyterFrontEnd): Promise<void> => {
   // 等待 notebook 完成初始化
   await app.start();
   init(app);
-  console.log('keyDownhandle is start');
+  console.log('keyDownHandle is start');
 };
\ No newline at end of file
diff --git a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
new file mode 100644
index 000000000..a59f7a171
--- /dev/null
+++ b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
@@ -0,0 +1,17 @@
+import React from 'react';
+import { ReactWidget } from '@jupyterlab/apputils';
+import { BigCodeSetting } from "../components/bigcode-settings"
+import { chatIcon } from '../icons';
+
+export function buildBigcodeSidebar(): ReactWidget {
+  const BigCodeWidget = ReactWidget.create(
+    <div>
+      <BigCodeSetting/>
+    </div>
+  );
+  
+  BigCodeWidget.id = 'jupyter-ai::bigcode';
+  BigCodeWidget.title.icon = chatIcon;
+  BigCodeWidget.title.caption = 'bigcode continuation';
+  return BigCodeWidget;
+}
\ No newline at end of file
diff --git a/packages/jupyter-ai/tsconfig.json b/packages/jupyter-ai/tsconfig.json
index 08aa797ab..b940048ac 100644
--- a/packages/jupyter-ai/tsconfig.json
+++ b/packages/jupyter-ai/tsconfig.json
@@ -19,7 +19,8 @@
     "strictNullChecks": true,
     "skipLibCheck": true,
     "target": "ES2018",
-    "types": ["jest"]
+    "types": ["jest"],
+    "experimentalDecorators": true
   },
   "include": ["src/**/*"]
 }
diff --git a/yarn.lock b/yarn.lock
index 9eada2fb9..1ac0bbf4c 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -31,12 +31,13 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/code-frame@npm:^7.0.0, @babel/code-frame@npm:^7.12.13, @babel/code-frame@npm:^7.22.5":
-  version: 7.22.5
-  resolution: "@babel/code-frame@npm:7.22.5"
+"@babel/code-frame@npm:^7.0.0, @babel/code-frame@npm:^7.12.13, @babel/code-frame@npm:^7.22.10, @babel/code-frame@npm:^7.22.5":
+  version: 7.22.10
+  resolution: "@babel/code-frame@npm:7.22.10"
   dependencies:
-    "@babel/highlight": ^7.22.5
-  checksum: cfe804f518f53faaf9a1d3e0f9f74127ab9a004912c3a16fda07fb6a633393ecb9918a053cb71804204c1b7ec3d49e1699604715e2cfb0c9f7bc4933d324ebb6
+    "@babel/highlight": ^7.22.10
+    chalk: ^2.4.2
+  checksum: 89a06534ad19759da6203a71bad120b1d7b2ddc016c8e07d4c56b35dea25e7396c6da60a754e8532a86733092b131ae7f661dbe6ba5d165ea777555daa2ed3c9
   languageName: node
   linkType: hard
 
@@ -48,37 +49,37 @@ __metadata:
   linkType: hard
 
 "@babel/core@npm:^7.0.0, @babel/core@npm:^7.1.0, @babel/core@npm:^7.10.2, @babel/core@npm:^7.11.6, @babel/core@npm:^7.12.3, @babel/core@npm:^7.7.5":
-  version: 7.22.9
-  resolution: "@babel/core@npm:7.22.9"
+  version: 7.22.10
+  resolution: "@babel/core@npm:7.22.10"
   dependencies:
     "@ampproject/remapping": ^2.2.0
-    "@babel/code-frame": ^7.22.5
-    "@babel/generator": ^7.22.9
-    "@babel/helper-compilation-targets": ^7.22.9
+    "@babel/code-frame": ^7.22.10
+    "@babel/generator": ^7.22.10
+    "@babel/helper-compilation-targets": ^7.22.10
     "@babel/helper-module-transforms": ^7.22.9
-    "@babel/helpers": ^7.22.6
-    "@babel/parser": ^7.22.7
+    "@babel/helpers": ^7.22.10
+    "@babel/parser": ^7.22.10
     "@babel/template": ^7.22.5
-    "@babel/traverse": ^7.22.8
-    "@babel/types": ^7.22.5
+    "@babel/traverse": ^7.22.10
+    "@babel/types": ^7.22.10
     convert-source-map: ^1.7.0
     debug: ^4.1.0
     gensync: ^1.0.0-beta.2
     json5: ^2.2.2
     semver: ^6.3.1
-  checksum: 7bf069aeceb417902c4efdaefab1f7b94adb7dea694a9aed1bda2edf4135348a080820529b1a300c6f8605740a00ca00c19b2d5e74b5dd489d99d8c11d5e56d1
+  checksum: cc4efa09209fe1f733cf512e9e4bb50870b191ab2dee8014e34cd6e731f204e48476cc53b4bbd0825d4d342304d577ae43ff5fd8ab3896080673c343321acb32
   languageName: node
   linkType: hard
 
-"@babel/generator@npm:^7.22.7, @babel/generator@npm:^7.22.9, @babel/generator@npm:^7.7.2":
-  version: 7.22.9
-  resolution: "@babel/generator@npm:7.22.9"
+"@babel/generator@npm:^7.22.10, @babel/generator@npm:^7.7.2":
+  version: 7.22.10
+  resolution: "@babel/generator@npm:7.22.10"
   dependencies:
-    "@babel/types": ^7.22.5
+    "@babel/types": ^7.22.10
     "@jridgewell/gen-mapping": ^0.3.2
     "@jridgewell/trace-mapping": ^0.3.17
     jsesc: ^2.5.1
-  checksum: 7c9d2c58b8d5ac5e047421a6ab03ec2ff5d9a5ff2c2212130a0055e063ac349e0b19d435537d6886c999771aef394832e4f54cd9fc810100a7f23d982f6af06b
+  checksum: 59a79730abdff9070692834bd3af179e7a9413fa2ff7f83dff3eb888765aeaeb2bfc7b0238a49613ed56e1af05956eff303cc139f2407eda8df974813e486074
   languageName: node
   linkType: hard
 
@@ -92,32 +93,30 @@ __metadata:
   linkType: hard
 
 "@babel/helper-builder-binary-assignment-operator-visitor@npm:^7.22.5":
-  version: 7.22.5
-  resolution: "@babel/helper-builder-binary-assignment-operator-visitor@npm:7.22.5"
+  version: 7.22.10
+  resolution: "@babel/helper-builder-binary-assignment-operator-visitor@npm:7.22.10"
   dependencies:
-    "@babel/types": ^7.22.5
-  checksum: d753acac62399fc6dd354cf1b9441bde0c331c2fe792a4c14904c5e5eafc3cac79478f6aa038e8a51c1148b0af6710a2e619855e4b5d54497ac972eaffed5884
+    "@babel/types": ^7.22.10
+  checksum: 6de4a1f30e6244f9a1efdfcbe89df39923df3d165be606da5ad11319f8a11c12c72c60d9dc5fb696363281e2d6f741444c1af51f525fc7cf1d2a90fe23370bd9
   languageName: node
   linkType: hard
 
-"@babel/helper-compilation-targets@npm:^7.22.5, @babel/helper-compilation-targets@npm:^7.22.6, @babel/helper-compilation-targets@npm:^7.22.9":
-  version: 7.22.9
-  resolution: "@babel/helper-compilation-targets@npm:7.22.9"
+"@babel/helper-compilation-targets@npm:^7.22.10, @babel/helper-compilation-targets@npm:^7.22.5, @babel/helper-compilation-targets@npm:^7.22.6":
+  version: 7.22.10
+  resolution: "@babel/helper-compilation-targets@npm:7.22.10"
   dependencies:
     "@babel/compat-data": ^7.22.9
     "@babel/helper-validator-option": ^7.22.5
     browserslist: ^4.21.9
     lru-cache: ^5.1.1
     semver: ^6.3.1
-  peerDependencies:
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-"semver@npm:7.x, semver@npm:^7.0.0, semver@npm:^7.1.1, semver@npm:^7.2.1, semver@npm:^7.3.2, semver@npm:^7.3.4, semver@npm:^7.3.5, semver@npm:^7.3.7, semver@npm:^7.3.8, semver@npm:^7.5.3":
+"semver@npm:7.x, semver@npm:^7.0.0, semver@npm:^7.1.1, semver@npm:^7.2.1, semver@npm:^7.3.2, semver@npm:^7.3.4, semver@npm:^7.3.5, semver@npm:^7.3.7, semver@npm:^7.3.8, semver@npm:^7.5.3, semver@npm:^7.5.4":
   version: 7.5.4
   resolution: "semver@npm:7.5.4"
   dependencies:
@@ -15664,23 +15721,24 @@ __metadata:
   linkType: hard
 
 "signal-exit@npm:^4.0.1":
-  version: 4.0.2
-  resolution: "signal-exit@npm:4.0.2"
-  checksum: 41f5928431cc6e91087bf0343db786a6313dd7c6fd7e551dbc141c95bb5fb26663444fd9df8ea47c5d7fc202f60aa7468c3162a9365cbb0615fc5e1b1328fe31
+  version: 4.1.0
+  resolution: "signal-exit@npm:4.1.0"
+  checksum: 64c757b498cb8629ffa5f75485340594d2f8189e9b08700e69199069c8e3070fb3e255f7ab873c05dc0b3cec412aea7402e10a5990cb6a050bd33ba062a6c549
   languageName: node
   linkType: hard
 
 "sigstore@npm:^1.0.0, sigstore@npm:^1.3.0, sigstore@npm:^1.4.0":
-  version: 1.8.0
-  resolution: "sigstore@npm:1.8.0"
+  version: 1.9.0
+  resolution: "sigstore@npm:1.9.0"
   dependencies:
-    "@sigstore/bundle": ^1.0.0
+    "@sigstore/bundle": ^1.1.0
     "@sigstore/protobuf-specs": ^0.2.0
+    "@sigstore/sign": ^1.0.0
     "@sigstore/tuf": ^1.0.3
     make-fetch-happen: ^11.0.1
   bin:
     sigstore: bin/sigstore.js
-  checksum: 9886278224da4f25cc4823ff961d04addc81b71fd2310cfe019bcd8094590cafaa0d78a648cf665b1fb3ba13388ace4c970cba563572a967e8aa0c26067a402b
+  checksum: b3f1ccf4d2d5e6af294ad851981cc9dc4c01b6b5b7aeb98582765f5d2e75aa2b9221133b8e572179bb305e16ce589339d9617b26b9fa0bea0c38c9adef792912
   languageName: node
   linkType: hard
 
@@ -15973,11 +16031,11 @@ __metadata:
   linkType: hard
 
 "ssri@npm:^10.0.0, ssri@npm:^10.0.1":
-  version: 10.0.4
-  resolution: "ssri@npm:10.0.4"
+  version: 10.0.5
+  resolution: "ssri@npm:10.0.5"
   dependencies:
-    minipass: ^5.0.0
-  checksum: fb14da9f8a72b04eab163eb13a9dda11d5962cd2317f85457c4e0b575e9a6e0e3a6a87b5bf122c75cb36565830cd5f263fb457571bf6f1587eb5f95d095d6165
+    minipass: ^7.0.3
+  checksum: 0a31b65f21872dea1ed3f7c200d7bc1c1b91c15e419deca14f282508ba917cbb342c08a6814c7f68ca4ca4116dd1a85da2bbf39227480e50125a1ceffeecb750
   languageName: node
   linkType: hard
 
@@ -16179,9 +16237,9 @@ __metadata:
   linkType: hard
 
 "style-mod@npm:^4.0.0":
-  version: 4.0.3
-  resolution: "style-mod@npm:4.0.3"
-  checksum: 934556e720bd29026ff8fef43a1a35b58957813025b91f996d886e9405acf934ddb1934def4400b174bd7784c9263eb9c71f07ae83925af9271b7d921d546854
+  version: 4.1.0
+  resolution: "style-mod@npm:4.1.0"
+  checksum: 8402b14ca11113a3640d46b3cf7ba49f05452df7846bc5185a3535d9b6a64a3019e7fb636b59ccbb7816aeb0725b24723e77a85b05612a9360e419958e13b4e6
   languageName: node
   linkType: hard
 
@@ -16193,11 +16251,11 @@ __metadata:
   linkType: hard
 
 "style-to-object@npm:^0.4.0":
-  version: 0.4.1
-  resolution: "style-to-object@npm:0.4.1"
+  version: 0.4.2
+  resolution: "style-to-object@npm:0.4.2"
   dependencies:
     inline-style-parser: 0.1.1
-  checksum: 2ea213e98eed21764ae1d1dc9359231a9f2d480d6ba55344c4c15eb275f0809f1845786e66d4caf62414a5cc8f112ce9425a58d251c77224060373e0db48f8c2
+  checksum: 314a80bcfadde41c2b9c8d717a4b1f2220954561040c2c7740496715da5cb95f99920a8eeefe2d4a862149875f352a12eda9bbef5816d7e0a71910da00d1521f
   languageName: node
   linkType: hard
 
@@ -16762,9 +16820,9 @@ __metadata:
   linkType: hard
 
 "tslib@npm:^2.1.0, tslib@npm:^2.3.0, tslib@npm:^2.4.0":
-  version: 2.6.1
-  resolution: "tslib@npm:2.6.1"
-  checksum: b0d176d176487905b66ae4d5856647df50e37beea7571c53b8d10ba9222c074b81f1410fb91da13debaf2cbc970663609068bdebafa844ea9d69b146527c38fe
+  version: 2.6.2
+  resolution: "tslib@npm:2.6.2"
+  checksum: 329ea56123005922f39642318e3d1f0f8265d1e7fcb92c633e0809521da75eeaca28d2cf96d7248229deb40e5c19adf408259f4b9640afd20d13aecc1430f3ad
   languageName: node
   linkType: hard
 
@@ -16939,6 +16997,16 @@ __metadata:
   languageName: node
   linkType: hard
 
+"typescript@npm:5.1.6":
+  version: 5.1.6
+  resolution: "typescript@npm:5.1.6"
+  bin:
+    tsc: bin/tsc
+    tsserver: bin/tsserver
+  checksum: b2f2c35096035fe1f5facd1e38922ccb8558996331405eb00a5111cc948b2e733163cc22fab5db46992aba7dd520fff637f2c1df4996ff0e134e77d3249a7350
+  languageName: node
+  linkType: hard
+
 "typescript@npm:^3 || ^4":
   version: 4.9.5
   resolution: "typescript@npm:4.9.5"
@@ -16949,13 +17017,13 @@ __metadata:
   languageName: node
   linkType: hard
 
-"typescript@npm:~4.1.3":
-  version: 4.1.6
-  resolution: "typescript@npm:4.1.6"
+"typescript@patch:typescript@5.1.6#~builtin<compat/typescript>":
+  version: 5.1.6
+  resolution: "typescript@patch:typescript@npm%3A5.1.6#~builtin<compat/typescript>::version=5.1.6&hash=85af82"
   bin:
     tsc: bin/tsc
     tsserver: bin/tsserver
-  checksum: 54aed909f94b16178c8a8d8911871b4e1c04454a3e6c82166715e28083e7ce6271e4d1df6f82c89544a4759b07aec780785032534e9c93b254e2107a18712c05
+  checksum: 21e88b0a0c0226f9cb9fd25b9626fb05b4c0f3fddac521844a13e1f30beb8f14e90bd409a9ac43c812c5946d714d6e0dee12d5d02dfc1c562c5aacfa1f49b606
   languageName: node
   linkType: hard
 
@@ -16969,16 +17037,6 @@ __metadata:
   languageName: node
   linkType: hard
 
-"typescript@patch:typescript@~4.1.3#~builtin<compat/typescript>":
-  version: 4.1.6
-  resolution: "typescript@patch:typescript@npm%3A4.1.6#~builtin<compat/typescript>::version=4.1.6&hash=4a8eb8"
-  bin:
-    tsc: bin/tsc
-    tsserver: bin/tsserver
-  checksum: 3bd9915f236817e4e2d32dd0d90e8902875929f014bb87a478000e32adda91d12f0425931ee6f9d6a2bc7d0c9242588fcee1050ac294497dfabf27d3d73b335c
-  languageName: node
-  linkType: hard
-
 "typestyle@npm:^2.0.4":
   version: 2.4.0
   resolution: "typestyle@npm:2.4.0"
@@ -17276,6 +17334,15 @@ __metadata:
   languageName: node
   linkType: hard
 
+"use-sync-external-store@npm:^1.2.0":
+  version: 1.2.0
+  resolution: "use-sync-external-store@npm:1.2.0"
+  peerDependencies:
+    react: ^16.8.0 || ^17.0.0 || ^18.0.0
+  checksum: 5c639e0f8da3521d605f59ce5be9e094ca772bd44a4ce7322b055a6f58eeed8dda3c94cabd90c7a41fb6fa852210092008afe48f7038792fd47501f33299116a
+  languageName: node
+  linkType: hard
+
 "use@npm:^3.1.0":
   version: 3.1.1
   resolution: "use@npm:3.1.1"
@@ -17313,13 +17380,20 @@ __metadata:
   languageName: node
   linkType: hard
 
-"v8-compile-cache@npm:2.3.0, v8-compile-cache@npm:^2.0.3, v8-compile-cache@npm:^2.3.0":
+"v8-compile-cache@npm:2.3.0":
   version: 2.3.0
   resolution: "v8-compile-cache@npm:2.3.0"
   checksum: adb0a271eaa2297f2f4c536acbfee872d0dd26ec2d76f66921aa7fc437319132773483344207bdbeee169225f4739016d8d2dbf0553913a52bb34da6d0334f8e
   languageName: node
   linkType: hard
 
+"v8-compile-cache@npm:^2.0.3, v8-compile-cache@npm:^2.3.0":
+  version: 2.4.0
+  resolution: "v8-compile-cache@npm:2.4.0"
+  checksum: 8eb6ddb59d86f24566503f1e6ca98f3e6f43599f05359bd3ab737eaaf1585b338091478a4d3d5c2646632cf8030288d7888684ea62238cdce15a65ae2416718f
+  languageName: node
+  linkType: hard
+
 "v8-to-istanbul@npm:^7.0.0":
   version: 7.1.2
   resolution: "v8-to-istanbul@npm:7.1.2"
@@ -17875,7 +17949,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"wrap-ansi@npm:^6.2.0":
+"wrap-ansi@npm:^6.0.1, wrap-ansi@npm:^6.2.0":
   version: 6.2.0
   resolution: "wrap-ansi@npm:6.2.0"
   dependencies:

From db8980b317f17045ff6686139380146f5672bd66 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Wed, 23 Aug 2023 11:52:08 +0800
Subject: [PATCH 14/66] Add dependencies on readme

---
 bigcode-zh.md | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index c9ad073fb..eb152e21a 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -1,5 +1,8 @@
 # 整合bigcode续写逻辑说明
 
+## 依赖项
+- "mobx" and "mobx-react": react的一个全局变量管理库
+- typescript: ~4.1.3 -> 5.1.6，之前的ts版本会打包失败，原因为ts语法检查依赖项中的代码不通过
 
 ## 逻辑梳理
 我们目前的做法是基于现有的 jupyter-ai 代码做的扩展（属于 jupyter-ai 的一部分）
@@ -22,7 +25,7 @@
 
 代码参考[keydown-handler.ts](./packages/jupyter-ai/src/keydown-handler.ts)
 
-### 后端
+### 后端（最后做）
 
 在 jupyter-ai 中，用户填写的信息后，会进行请求到后端[handlers](./packages/jupyter-ai/jupyter_ai/handlers.py)，由后端保存到"~/.loacl"目录中。
 

From 7c2d49e53a393b753d4facdb4587b719f6454b9c Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Wed, 23 Aug 2023 16:38:22 +0800
Subject: [PATCH 15/66] A simple version that completes the continuation

---
 .gitignore                                    |   2 +
 bigcode-zh.md                                 |  54 ++++++-
 .../src/bigcode/bigcode-continue-writing.ts   |  49 ++++++
 .../src/contexts/continue-writing-context.ts  |   6 +
 packages/jupyter-ai/src/keydown-handler.ts    |  23 +--
 .../jupyter-ai/src/utils/bigcode-request.ts   |  53 +++++++
 .../jupyter-ai/src/utils/cell-modification.ts | 144 ++++++++++++++++++
 packages/jupyter-ai/src/utils/context.ts      |  67 ++++++++
 packages/jupyter-ai/src/utils/instance.ts     |  20 ++-
 9 files changed, 405 insertions(+), 13 deletions(-)
 create mode 100644 packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
 create mode 100644 packages/jupyter-ai/src/utils/bigcode-request.ts
 create mode 100644 packages/jupyter-ai/src/utils/cell-modification.ts

diff --git a/.gitignore b/.gitignore
index b18810b57..ca25bbcbd 100644
--- a/.gitignore
+++ b/.gitignore
@@ -132,3 +132,5 @@ dev.sh
 .jupyter_ystore.db
 
 .yarn
+
+.venv
\ No newline at end of file
diff --git a/bigcode-zh.md b/bigcode-zh.md
index eb152e21a..4534133d2 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -2,7 +2,41 @@
 
 ## 依赖项
 - "mobx" and "mobx-react": react的一个全局变量管理库
-- typescript: ~4.1.3 -> 5.1.6，之前的ts版本会打包失败，原因为ts语法检查依赖项中的代码不通过
+- "typescript": ~4.1.3 -> 5.1.6，之前的ts版本会打包失败，原因为ts语法检查依赖项中的代码不通过
+
+## 项目结构
+此结构是在原有的 jupyter-ai 上新增的
+
+```
+packages/jupyter-ai
+├── src  # Source code root
+│   ├── bigcode  # Bigcode related functionality
+│   │   └── bigcode-continue-writing.ts  # Code continuation logic
+│   ├── components  # UI components
+│   │   └── bigcode-settings.tsx  # Settings related to bigcode
+│   ├── contexts
+│   │   └── continue-writing-context.ts  # Context for the continue writing feature
+│   ├── keydown-handler.ts  # Global keydown handlers
+│   ├── utils  # Utility functions for bigcode feature
+│   │   ├── bigcode-request.ts  # Bigcode API requests
+│   │   ├── cell-modification.ts  # Cell modification
+│   │   ├── context.ts  # Cell context
+│   │   └── instance.ts  # Instance related utilities
+│   └── widgets 
+│       └── bigcode-sidebar.tsx  # Sidebar for bigcode features
+
+```
+
+## develop
+推荐 python 使用 venv 来运行，node 使用 nvm
+
+```shell
+./scripts/install.sh
+```
+
+```shell
+npm run dev
+```
 
 ## 逻辑梳理
 我们目前的做法是基于现有的 jupyter-ai 代码做的扩展（属于 jupyter-ai 的一部分）
@@ -14,16 +48,30 @@
 2. 配置如id，图标，标题等基本信息（暂时没有图标，使用的是jupyter-ai的）
 3. labextension 前端入口点添加这个侧边栏（Widget）到jupyterlab中，参考[labextension 前端入口点](./packages/jupyter-ai/src/index.ts)
 
-代码参考[bigcode-sidebar](./packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx)
+[代码](./packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx)
 
 #### 键盘处理事件
 
+
 1. 创建 codemirror 的 extension（键盘事件）,此 extension 在下述流程中被绑定到 codemirror 的实例
 2. 当 notebook 发生变化时，将 notebbok 默认选中的 cell 添加此 extension
 3. 在 notebook 中挂载 cell 变化事件，如果 cell 发生变化，则将 extension 添加至 cell 的 codemirror 实例中
 4. 在app加载此处理程序
 
-代码参考[keydown-handler.ts](./packages/jupyter-ai/src/keydown-handler.ts)
+[代码](./packages/jupyter-ai/src/keydown-handler.ts)
+
+
+#### 续写
+
+1. 获取前面所有单元格的代码（鼠标指针之前的）
+2. 格式化后发送给 bigcode
+3. 展示在单元格中（以写入状态保存到单元格）[前三步代码：continueWriting 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
+4. 当用户按下 Enter 后，取消代码的灰色状态 [代码：removeColor 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
+5. 当用户按下其他键后，删除灰色的代码 [代码：handleAnyKeyPress 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
+
+
+
+
 
 ### 后端（最后做）
 
diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
new file mode 100644
index 000000000..f9add56fc
--- /dev/null
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -0,0 +1,49 @@
+import { JupyterFrontEnd } from '@jupyterlab/application';
+// import { DocumentWidget } from '@jupyterlab/docregistry';
+// import { CodeMirrorEditor } from "@jupyterlab/codemirror"
+import { EditorView } from '@codemirror/view';
+import { getAllCellTextByBeforePointer } from "../utils/context"
+import { sendToBigCode, processCompletionResult, constructContinuationPrompt } from "../utils/bigcode-request"
+import { insertAndHighlightCode, removeTextStatus, moveCursorToEnd, replaceText } from "../utils/cell-modification"
+
+import GlobalStore from '../contexts/continue-writing-context';
+
+
+export const continueWriting = (app: JupyterFrontEnd): boolean => {
+    const contexts = getAllCellTextByBeforePointer(app)
+    if (!contexts) {
+        return false
+    }
+
+    GlobalStore.setCodeOnRequest(contexts[contexts.length - 1])
+    const prompt = constructContinuationPrompt(contexts)
+
+    sendToBigCode(prompt).then(result => {
+        const resultCode = processCompletionResult(result)
+        insertAndHighlightCode(app, GlobalStore.codeOnRequest, resultCode)
+    })
+
+    return true;
+}
+
+
+export const removeColor = (view: EditorView): boolean => {
+    if (GlobalStore.codeOnRequest == "") {
+        return false
+    }
+
+    removeTextStatus(view)
+    GlobalStore.setCodeOnRequest("")
+    moveCursorToEnd(view)
+    return true
+}
+
+export const handleAnyKeyPress = (view: EditorView, event: KeyboardEvent) => {
+    if (GlobalStore.codeOnRequest != "") {
+        removeTextStatus(view)
+        replaceText(view, GlobalStore.codeOnRequest)
+        GlobalStore.setCodeOnRequest("")
+    }
+
+    return false
+}
\ No newline at end of file
diff --git a/packages/jupyter-ai/src/contexts/continue-writing-context.ts b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
index 38744c9f2..e84bf9dd2 100644
--- a/packages/jupyter-ai/src/contexts/continue-writing-context.ts
+++ b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
@@ -3,6 +3,7 @@ import { makeObservable, observable, action } from 'mobx';
 class GlobalStore {
   @observable accessToken: string = "";
   @observable bigcodeUrl: string = "";
+  @observable codeOnRequest: string = "";
 
   constructor() {
     makeObservable(this);
@@ -19,6 +20,11 @@ class GlobalStore {
     this.bigcodeUrl = url;
   }
 
+  @action
+  setCodeOnRequest(code: string): void {
+    this.codeOnRequest = code;
+  }
+
 }
 
 export default new GlobalStore();
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index c0e51d010..1aa9fbf80 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -8,7 +8,7 @@ import { Notebook } from '@jupyterlab/notebook';
 import { NotebookPanel } from '@jupyterlab/notebook';
 import { Extension } from '@codemirror/state';
 import { getContent } from "./utils/instance"
-
+import { continueWriting, removeColor, handleAnyKeyPress } from "./bigcode/bigcode-continue-writing"
 
 // 创建一个软引用集合存放 editor
 const mountedEditors = new WeakSet<CodeMirrorEditor>();
@@ -39,13 +39,18 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
       {
         key: 'Ctrl-Space',
         run: () => {
-          // 当你按下 Ctrl 和 Space，console 会打印如下字符串
-          console.log("Ctrl and Space keys are pressed");
-          /*
-          * 我们使用了 highest，如果return true，则不会触发除此事件外任何事件，否则反之，会继续触发其他事件。
-          * 例如：如果此事件为 Enter 事件，return true 之后，在单元格中不会新起一行
-          */
-          return true
+          return continueWriting(app)
+        }
+      },
+      {
+        key: 'Enter',
+        run: (view: EditorView) => {
+          return removeColor(view);
+        }
+      },
+      {
+        any: (view: EditorView, event: KeyboardEvent) => {
+          return handleAnyKeyPress(view, event);
         }
       }
     ])
@@ -98,5 +103,5 @@ export const keyDownHandle = async (app: JupyterFrontEnd): Promise<void> => {
   // 等待 notebook 完成初始化
   await app.start();
   init(app);
-  console.log('keyDownHandle is start');
+  console.log('keyDownHandle is start...');
 };
\ No newline at end of file
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
new file mode 100644
index 000000000..e6642be84
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -0,0 +1,53 @@
+import GlobalStore from '../contexts/continue-writing-context';
+
+export const constructContinuationPrompt = (context: string[]): string|null => {
+  if (context == null) {
+      return null;
+  }
+
+  const prompt = '<start_jupyter>' + context.join('\n');
+  return prompt;
+}
+
+export const sendToBigCode = async (prompt: string | null): Promise<{ generated_text: string }[]> => {
+  const { bigcodeUrl } = GlobalStore;
+  const { accessToken } = GlobalStore;
+
+  if (!bigcodeUrl || !accessToken) {
+    alert('BigCode service URL or Huggingface Access Token not set.');
+    return new Promise((resolve, reject) => { reject('BigCode service URL or Huggingface Access Token not set.') });
+  }
+  if (!prompt) {
+    return new Promise((resolve, reject) => { reject('Prompt is null') });
+  }
+
+  const bodyData = {
+    inputs: prompt,
+    stream: false,
+    parameters: {
+      temperature: 0.01,
+      return_full_text: false,
+      stop: ['<jupyter_output>']
+    }
+  };
+
+  const response = fetch(bigcodeUrl, {
+    method: 'POST',
+    headers: {
+      'Content-Type': 'application/json',
+      Authorization: `Bearer ${accessToken}`
+    },
+    body: JSON.stringify(bodyData)
+  });
+
+  const data = (await response).json();
+  return data;
+};
+
+export const processCompletionResult = (result: { generated_text: string }[]): string => {
+  if (result.length == 0) {
+    return ""
+  }
+
+  return result[0].generated_text.replace("<jupyter_output>", "")
+}
\ No newline at end of file
diff --git a/packages/jupyter-ai/src/utils/cell-modification.ts b/packages/jupyter-ai/src/utils/cell-modification.ts
new file mode 100644
index 000000000..dda5946b4
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/cell-modification.ts
@@ -0,0 +1,144 @@
+import { JupyterFrontEnd } from '@jupyterlab/application';
+import { DocumentWidget } from '@jupyterlab/docregistry';
+import { CodeMirrorEditor } from '@jupyterlab/codemirror';
+import { EditorView } from '@codemirror/view';
+import { StateEffect, StateField } from '@codemirror/state';
+import { Decoration, DecorationSet } from '@codemirror/view';
+import { CodeEditor } from '@jupyterlab/codeeditor';
+import { splitString } from "./context"
+
+const clearTextEffectState = StateEffect.define({});
+
+export function removeTextStatus(view: EditorView): void {
+  view.dispatch({
+    effects: clearTextEffectState.of(null)
+  });
+}
+
+// Create a mark status (meaning we've marked a string, so the class of this string's DOM is "gray-color")
+const grayTextMark = Decoration.mark({ class: 'gray-color' });
+
+// Marked css theme
+const grayTextTheme = EditorView.baseTheme({
+  '.gray-color > span': { color: 'gray !important' },
+  '.gray-color ': { color: 'gray !important' }
+});
+
+// Container to save the characters and theme we need to change (we need to first calculate which characters are what we need)
+const changeRangeTextStatus = StateEffect.define<{ from: number; to: number }>({
+  map: ({ from, to }, change) => ({
+    from: change.mapPos(from),
+    to: change.mapPos(to)
+  })
+});
+
+// codemirror's editorView extension
+const grayTextStateField = StateField.define<DecorationSet>({
+  create() {
+    return Decoration.none;
+  },
+  update(grayTexts, tr) {
+    grayTexts = grayTexts.map(tr.changes);
+    for (const e of tr.effects) {
+      if (e.is(changeRangeTextStatus)) {
+        grayTexts = grayTexts.update({
+          add: [grayTextMark.range(e.value.from, e.value.to)]
+        });
+      }
+    }
+    if (tr.effects.some(e => e.is(clearTextEffectState))) {
+      return Decoration.none;
+    }
+
+    return grayTexts;
+  },
+  provide: f => EditorView.decorations.from(f)
+});
+
+// Change the specified range of characters in EditorView to gray
+export function applyGrayTextToSelection(
+  view: EditorView,
+  start: number,
+  end: number
+): boolean {
+  if (start === end) {
+    return false;
+  }
+  const effects: StateEffect<unknown>[] = [
+    changeRangeTextStatus.of({ from: start, to: end })
+  ];
+
+  if (!view.state.field(grayTextStateField, false)) {
+    effects.push(StateEffect.appendConfig.of([grayTextStateField, grayTextTheme]));
+  }
+
+  view.dispatch({ effects });
+  return true;
+}
+
+export const calculatePointerPosition = (code: string): CodeEditor.IPosition => {
+  const lines = splitString(code)
+  return {
+    line: lines.length - 1,
+    column: lines[lines.length - 1].length
+  }
+}
+
+export const insertAndHighlightCode = (
+  app: JupyterFrontEnd,
+  oldCode:string,
+  newCode: string
+): boolean => {
+  // Get the currently active document window
+  const currentWidget = app.shell.currentWidget;
+  if (!(currentWidget instanceof DocumentWidget)) {
+    return false;
+  }
+
+  // content is also of type widget, just wrapped in a widget container
+  const { content } = currentWidget;
+  // The cell being currently operated on
+  const activeCell = content.activeCell;
+  // The CodeMirror instance object of the cell being currently operated on
+  const editor = activeCell.editor as CodeMirrorEditor;
+  if (editor) {
+    const prePosition = calculatePointerPosition(oldCode)
+    const view = editor.editor;
+    // Update the current code
+    editor.model.sharedModel.setSource(oldCode + newCode);
+
+    // Restore the mouse pointer to its previous position, otherwise it will point to the 0 position
+    editor.setCursorPosition(prePosition);
+
+    // Change the color of the added code to gray
+    return applyGrayTextToSelection(
+      view,
+      oldCode.length,
+      (oldCode + newCode).length
+    );
+  }
+
+  return false;
+};
+
+
+export const moveCursorToEnd = (view: EditorView): void => {
+  const endPos = view.state.doc.length; // Get the document's length
+  const transaction = view.state.update({
+      selection: { anchor: endPos, head: endPos }, // Set both anchor and head to the end position
+      scrollIntoView: true  // Optionally scroll the view to show the cursor
+  });
+
+  view.dispatch(transaction);
+}
+
+export const replaceText = (view: EditorView, newText: string) => {
+  // Create a new transaction to replace all text and move the cursor
+  const tr = view.state.update({
+      changes: { from: 0, to: view.state.doc.length, insert: newText },  // Replace all text with newText
+      selection: { anchor: newText.length, head: newText.length },  // Move cursor to the end of newText
+      scrollIntoView: true  // Optionally scroll to show the cursor
+  });
+
+  view.dispatch(tr);
+};
\ No newline at end of file
diff --git a/packages/jupyter-ai/src/utils/context.ts b/packages/jupyter-ai/src/utils/context.ts
index e69de29bb..9b39aef4d 100644
--- a/packages/jupyter-ai/src/utils/context.ts
+++ b/packages/jupyter-ai/src/utils/context.ts
@@ -0,0 +1,67 @@
+import { JupyterFrontEnd } from '@jupyterlab/application';
+import { CodeEditor } from '@jupyterlab/codeeditor';
+import { DocumentWidget } from '@jupyterlab/docregistry';
+
+
+import { getTextByEditor, getContent, getEditorByWidget } from "./instance"
+
+export const splitString = (input: string): string[] => {
+  // Split by newline, but ignore escaped newlines
+  return input.split(/(?<!\\)\n/).map(part => part.replace('\\\\n', '\\n'));
+};
+
+export const getCellCode = (app: JupyterFrontEnd): string | null => {
+  const currentWidget = app.shell.currentWidget;
+
+  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+    return null;
+  }
+
+  const content = getContent(currentWidget);
+  const editor = getEditorByWidget(content);
+
+  if (editor) {
+    return getTextByEditor(editor);
+  }
+
+  return null;
+};
+
+export const getCellTextByBeforePointer = (editor: CodeEditor.IEditor) => {
+  // Get the cursor position, e.g., {column: 2, line: 1}
+  const position = editor.getCursorPosition();
+  const text = getTextByEditor(editor);
+
+  // Split by newline
+  const codeLines = splitString(text);
+
+  const codeLinesPositionBefore = [];
+  // Iterate from the first cell to the position of the active cell
+  for (let index = 0; index <= position.line; index++) {
+    // If iterating to the current cell
+    if (index === position.line) {
+      codeLinesPositionBefore.push(codeLines[index].slice(0, position.column));
+      continue;
+    }
+
+    codeLinesPositionBefore.push(codeLines[index]);
+  }
+
+  return codeLinesPositionBefore;
+};
+
+export const getAllCellTextByBeforePointer = (app: JupyterFrontEnd): string[] | null => {
+  const currentWidget = app.shell.currentWidget;
+
+  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+    return null;
+  }
+
+  const content = getContent(currentWidget);
+  const editor = getEditorByWidget(content);
+
+  if (editor) {
+    return getCellTextByBeforePointer(editor);
+  }
+  return null;
+};
\ No newline at end of file
diff --git a/packages/jupyter-ai/src/utils/instance.ts b/packages/jupyter-ai/src/utils/instance.ts
index a55dd4c21..59a8cd5c2 100644
--- a/packages/jupyter-ai/src/utils/instance.ts
+++ b/packages/jupyter-ai/src/utils/instance.ts
@@ -1,8 +1,26 @@
 import { DocumentWidget } from '@jupyterlab/docregistry';
 import { Widget } from '@lumino/widgets';
+import { CodeEditor } from '@jupyterlab/codeeditor';
+import { Notebook } from '@jupyterlab/notebook';
 
 
 export const getContent = (widget: DocumentWidget): Widget => {
     const { content } = widget;
     return content;
-};
\ No newline at end of file
+};
+
+export const getEditorByWidget = (content: Widget): CodeEditor.IEditor | null | undefined => {
+    let editor: CodeEditor.IEditor | null | undefined;
+
+    // Check if the content is an instance of a Notebook
+    if (content instanceof Notebook) {
+        editor = content.activeCell?.editor;
+    }
+
+    return editor;
+};
+
+export const getTextByEditor = (editor: CodeEditor.IEditor): string => {
+    return editor.model.sharedModel.getSource();
+};
+

From de3f65e91b0fef382a406ecfb39ac83df6137d66 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Wed, 23 Aug 2023 17:12:05 +0800
Subject: [PATCH 16/66] perfect readme

---
 bigcode-zh.md | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index 4534133d2..d9ad4b9c7 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -29,6 +29,9 @@ packages/jupyter-ai
 
 ## develop
 推荐 python 使用 venv 来运行，node 使用 nvm
+推荐版本：
+- python: 3.10.12
+- node: 18.17.0
 
 ```shell
 ./scripts/install.sh
@@ -36,6 +39,9 @@ packages/jupyter-ai
 
 ```shell
 npm run dev
+
+# 如果想要在修改代码时编译，将下述指令和以上指令一起运行
+npm run watch
 ```
 
 ## 逻辑梳理
@@ -72,7 +78,6 @@ npm run dev
 
 
 
-
 ### 后端（最后做）
 
 在 jupyter-ai 中，用户填写的信息后，会进行请求到后端[handlers](./packages/jupyter-ai/jupyter_ai/handlers.py)，由后端保存到"~/.loacl"目录中。

From ae8087b88ff63aeefc47f1cc3ff3c4cfc73d8b0c Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Wed, 23 Aug 2023 17:25:49 +0800
Subject: [PATCH 17/66] perfect readme

---
 bigcode-zh.md | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index d9ad4b9c7..6f7e34869 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -27,16 +27,19 @@ packages/jupyter-ai
 
 ```
 
-## develop
+## Develop and preview
 推荐 python 使用 venv 来运行，node 使用 nvm
 推荐版本：
 - python: 3.10.12
 - node: 18.17.0
 
+### install
 ```shell
 ./scripts/install.sh
 ```
 
+
+### run
 ```shell
 npm run dev
 

From 0e433470fa86263288cc3367e88bc7d84efde7c4 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Wed, 23 Aug 2023 19:50:09 +0800
Subject: [PATCH 18/66] Added functionality to animate on request

---
 .../src/bigcode/bigcode-continue-writing.ts   | 29 ++++++++++--
 .../src/contexts/continue-writing-context.ts  |  6 +++
 packages/jupyter-ai/src/keydown-handler.ts    |  4 +-
 packages/jupyter-ai/src/utils/animation.ts    | 46 +++++++++++++++++++
 .../jupyter-ai/src/utils/bigcode-request.ts   |  1 +
 packages/jupyter-ai/style/animation.css       | 32 +++++++++++++
 packages/jupyter-ai/style/base.css            |  1 +
 7 files changed, 112 insertions(+), 7 deletions(-)
 create mode 100644 packages/jupyter-ai/src/utils/animation.ts
 create mode 100644 packages/jupyter-ai/style/animation.css

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index f9add56fc..6a27b2aae 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -1,26 +1,41 @@
 import { JupyterFrontEnd } from '@jupyterlab/application';
-// import { DocumentWidget } from '@jupyterlab/docregistry';
-// import { CodeMirrorEditor } from "@jupyterlab/codemirror"
 import { EditorView } from '@codemirror/view';
 import { getAllCellTextByBeforePointer } from "../utils/context"
 import { sendToBigCode, processCompletionResult, constructContinuationPrompt } from "../utils/bigcode-request"
 import { insertAndHighlightCode, removeTextStatus, moveCursorToEnd, replaceText } from "../utils/cell-modification"
+import { addLoadingAnimation, requestSuccess, requestFailed } from "../utils/animation"
 
 import GlobalStore from '../contexts/continue-writing-context';
 
 
-export const continueWriting = (app: JupyterFrontEnd): boolean => {
+export const continueWriting = (app: JupyterFrontEnd, view:EditorView): boolean => {
     const contexts = getAllCellTextByBeforePointer(app)
     if (!contexts) {
         return false
     }
 
+    addLoadingAnimation(view);
+
     GlobalStore.setCodeOnRequest(contexts[contexts.length - 1])
     const prompt = constructContinuationPrompt(contexts)
-
+    // 设置正在请求中
+    GlobalStore.changeIsRequest();
     sendToBigCode(prompt).then(result => {
         const resultCode = processCompletionResult(result)
-        insertAndHighlightCode(app, GlobalStore.codeOnRequest, resultCode)
+
+        if (resultCode == ""){
+            GlobalStore.setCodeOnRequest("")
+        }else{
+            insertAndHighlightCode(app, GlobalStore.codeOnRequest, resultCode)
+        }
+
+        GlobalStore.changeIsRequest();
+        requestSuccess(view)
+    }).catch(err=>{
+        console.log(err)
+        GlobalStore.setCodeOnRequest("")
+        GlobalStore.changeIsRequest();
+        requestFailed(view)
     })
 
     return true;
@@ -39,6 +54,10 @@ export const removeColor = (view: EditorView): boolean => {
 }
 
 export const handleAnyKeyPress = (view: EditorView, event: KeyboardEvent) => {
+    if (GlobalStore.isRequest){
+        return true
+    }
+
     if (GlobalStore.codeOnRequest != "") {
         removeTextStatus(view)
         replaceText(view, GlobalStore.codeOnRequest)
diff --git a/packages/jupyter-ai/src/contexts/continue-writing-context.ts b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
index e84bf9dd2..0c4d4a2e3 100644
--- a/packages/jupyter-ai/src/contexts/continue-writing-context.ts
+++ b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
@@ -4,6 +4,7 @@ class GlobalStore {
   @observable accessToken: string = "";
   @observable bigcodeUrl: string = "";
   @observable codeOnRequest: string = "";
+  @observable isRequest: boolean = false;
 
   constructor() {
     makeObservable(this);
@@ -25,6 +26,11 @@ class GlobalStore {
     this.codeOnRequest = code;
   }
 
+  @action
+  changeIsRequest(): void {
+    this.isRequest = !this.isRequest;
+  }
+
 }
 
 export default new GlobalStore();
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index 1aa9fbf80..676de01c1 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -38,8 +38,8 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
     keymap.of([
       {
         key: 'Ctrl-Space',
-        run: () => {
-          return continueWriting(app)
+        run: (view: EditorView) => {
+          return continueWriting(app, view)
         }
       },
       {
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
new file mode 100644
index 000000000..9f0ca84d0
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/animation.ts
@@ -0,0 +1,46 @@
+import { EditorView } from '@codemirror/view';
+/**
+ * 添加旋转圆环加载动画到EditorView左侧。
+ * 
+ * @param view - ProseMirror的EditorView实例。
+ */
+export function addLoadingAnimation(view: EditorView): void {
+    // 获取单元格的DOM节点。
+    const cellNode = view.dom.closest('.jp-Cell');
+
+    if (!cellNode) return;
+    const targetDiv = cellNode.querySelector('.lm-Widget.jp-InputPrompt.jp-InputArea-prompt');
+
+    // 创建圆环元素并分配样式类名。
+    const circle = document.createElement('div');
+    circle.className = "circle-loading-animation";
+    
+    targetDiv?.appendChild(circle)
+}
+
+
+export function requestSuccess(view: EditorView): void {
+    const circle = view.dom.closest('.jp-Cell')?.querySelector('.circle-loading-animation');
+    if (!circle) return;
+
+    // Update class for success state
+    circle.classList.add("circle-success");
+    
+    // After the animation is complete, remove the circle
+    setTimeout(() => {
+        circle.remove();
+    }, 1500);
+}
+
+export function requestFailed(view: EditorView): void {
+    const circle = view.dom.closest('.jp-Cell')?.querySelector('.circle-loading-animation');
+    if (!circle) return;
+
+    // Update class for failed state
+    circle.classList.add("circle-failed");
+
+    // After the animation is complete, remove the circle
+    setTimeout(() => {
+        circle.remove();
+    }, 1500);
+}
\ No newline at end of file
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index e6642be84..a48d6accf 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -17,6 +17,7 @@ export const sendToBigCode = async (prompt: string | null): Promise<{ generated_
     alert('BigCode service URL or Huggingface Access Token not set.');
     return new Promise((resolve, reject) => { reject('BigCode service URL or Huggingface Access Token not set.') });
   }
+  
   if (!prompt) {
     return new Promise((resolve, reject) => { reject('Prompt is null') });
   }
diff --git a/packages/jupyter-ai/style/animation.css b/packages/jupyter-ai/style/animation.css
new file mode 100644
index 000000000..da1d51d94
--- /dev/null
+++ b/packages/jupyter-ai/style/animation.css
@@ -0,0 +1,32 @@
+.circle-loading-animation {
+    width: 15px;
+    height: 15px;
+    border-radius: 50%;
+    border: 2px solid transparent;
+    border-top-color: #FFCA28; /* This determines the ring color */
+    animation: spin 1s linear infinite;
+    position: absolute;
+    right: 15px;
+    bottom: 5px;
+    z-index: 1000;
+}
+
+.circle-success {
+    border-color: green;
+    animation: fadeInOut 2s forwards, spin 0s;
+}
+
+.circle-failed {
+    border-color: red;
+    animation: fadeInOut 2s forwards, spin 0s;
+}
+
+@keyframes spin {
+    0% { transform: rotate(0deg); }
+    100% { transform: rotate(360deg); }
+}
+
+@keyframes fadeInOut {
+    0% { opacity: 1; }
+    100% { opacity: 0; }
+}
\ No newline at end of file
diff --git a/packages/jupyter-ai/style/base.css b/packages/jupyter-ai/style/base.css
index 9163cb517..af2c9d716 100644
--- a/packages/jupyter-ai/style/base.css
+++ b/packages/jupyter-ai/style/base.css
@@ -7,3 +7,4 @@
 @import './expandable-text-field.css';
 @import './react-markdown.css';
 @import './chat-settings.css';
+@import './animation.css'
\ No newline at end of file

From 1502810f1f69a047daf0962a59cd32791a2afd42 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Wed, 23 Aug 2023 19:54:01 +0800
Subject: [PATCH 19/66] add animation to bigcode-zh.md

---
 bigcode-zh.md                              | 7 ++++---
 packages/jupyter-ai/src/utils/animation.ts | 2 +-
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index 6f7e34869..db7889f25 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -74,9 +74,10 @@ npm run watch
 
 1. 获取前面所有单元格的代码（鼠标指针之前的）
 2. 格式化后发送给 bigcode
-3. 展示在单元格中（以写入状态保存到单元格）[前三步代码：continueWriting 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
-4. 当用户按下 Enter 后，取消代码的灰色状态 [代码：removeColor 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
-5. 当用户按下其他键后，删除灰色的代码 [代码：handleAnyKeyPress 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
+3. 开始请求动画 [代码](./packages/jupyter-ai/src/utils/animation.ts)
+4. 展示在单元格中（以写入状态保存到单元格）[1.2.4步代码：continueWriting 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
+5. 当用户按下 Enter 后，取消代码的灰色状态 [代码：removeColor 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
+6. 当用户按下其他键后，删除灰色的代码 [代码：handleAnyKeyPress 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
 
 
 
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
index 9f0ca84d0..6b0540327 100644
--- a/packages/jupyter-ai/src/utils/animation.ts
+++ b/packages/jupyter-ai/src/utils/animation.ts
@@ -1,6 +1,6 @@
 import { EditorView } from '@codemirror/view';
 /**
- * 添加旋转圆环加载动画到EditorView左侧。
+ * 添加旋转圆环加载动画到EditorView（codemirror 的 dom）左侧。
  * 
  * @param view - ProseMirror的EditorView实例。
  */

From 3c5a6f58eef6f773e812bafdb0b9f81a4811ef0c Mon Sep 17 00:00:00 2001
From: cjq <1401875340@qq.com>
Date: Wed, 23 Aug 2023 22:59:19 +0800
Subject: [PATCH 20/66] fix request loading animation bug

---
 .../src/bigcode/bigcode-continue-writing.ts   | 64 ++++++++++++++-----
 packages/jupyter-ai/src/keydown-handler.ts    | 10 ++-
 packages/jupyter-ai/src/utils/animation.ts    | 12 +++-
 3 files changed, 65 insertions(+), 21 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index 6a27b2aae..48de6fd63 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -1,46 +1,80 @@
 import { JupyterFrontEnd } from '@jupyterlab/application';
 import { EditorView } from '@codemirror/view';
 import { getAllCellTextByBeforePointer } from "../utils/context"
-import { sendToBigCode, processCompletionResult, constructContinuationPrompt } from "../utils/bigcode-request"
-import { insertAndHighlightCode, removeTextStatus, moveCursorToEnd, replaceText } from "../utils/cell-modification"
+import {
+  sendToBigCode,
+  processCompletionResult,
+  constructContinuationPrompt
+} from '../utils/bigcode-request';
+import {
+  insertAndHighlightCode,
+  removeTextStatus,
+  moveCursorToEnd,
+  replaceText
+} from '../utils/cell-modification';
 import { addLoadingAnimation, requestSuccess, requestFailed } from "../utils/animation"
 
 import GlobalStore from '../contexts/continue-writing-context';
-
+let isRequest: boolean = false;
 
 export const continueWriting = (app: JupyterFrontEnd, view:EditorView): boolean => {
-    const contexts = getAllCellTextByBeforePointer(app)
-    if (!contexts) {
+    const context = getAllCellTextByBeforePointer(app)
+    if (!context) {
         return false
     }
-
+    if (isContextEmpty(context)) {
+        requestFailed(view)
+        return false
+    }
+    if (isRequest) {
+        console.log("多次")
+        return true;
+    }
+    requestLoadingAnimation(view);
+    isRequest = !isRequest
     addLoadingAnimation(view);
 
-    GlobalStore.setCodeOnRequest(contexts[contexts.length - 1])
-    const prompt = constructContinuationPrompt(contexts)
-    // 设置正在请求中
-    GlobalStore.changeIsRequest();
+    GlobalStore.setCodeOnRequest(context[context.length - 1])
+    const prompt = constructContinuationPrompt(context)
+
     sendToBigCode(prompt).then(result => {
+        console.log(result)
         const resultCode = processCompletionResult(result)
-
+        
         if (resultCode == ""){
             GlobalStore.setCodeOnRequest("")
         }else{
             insertAndHighlightCode(app, GlobalStore.codeOnRequest, resultCode)
         }
 
-        GlobalStore.changeIsRequest();
+        isRequest = !isRequest
         requestSuccess(view)
+        console.log("请求成功")
     }).catch(err=>{
         console.log(err)
         GlobalStore.setCodeOnRequest("")
-        GlobalStore.changeIsRequest();
+        isRequest = !isRequest
         requestFailed(view)
     })
 
     return true;
 }
 
+const isContextEmpty = (context: string[]): boolean => {
+    for(const code of context) {
+        if (code != '') {
+            return false;
+        }
+    }
+    return true;
+};
+
+const requestLoadingAnimation = (view: EditorView) => {
+    const circles = view.dom.closest('.jp-Cell')?.querySelectorAll('.circle-loading-animation');
+    circles?.forEach(circle => {
+        circle.remove();
+    })
+}
 
 export const removeColor = (view: EditorView): boolean => {
     if (GlobalStore.codeOnRequest == "") {
@@ -51,10 +85,10 @@ export const removeColor = (view: EditorView): boolean => {
     GlobalStore.setCodeOnRequest("")
     moveCursorToEnd(view)
     return true
-}
+};
 
 export const handleAnyKeyPress = (view: EditorView, event: KeyboardEvent) => {
-    if (GlobalStore.isRequest){
+    if (isRequest){
         return true
     }
 
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index 676de01c1..71294359c 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -7,8 +7,12 @@ import { StateEffect } from '@codemirror/state';
 import { Notebook } from '@jupyterlab/notebook';
 import { NotebookPanel } from '@jupyterlab/notebook';
 import { Extension } from '@codemirror/state';
-import { getContent } from "./utils/instance"
-import { continueWriting, removeColor, handleAnyKeyPress } from "./bigcode/bigcode-continue-writing"
+import { getContent } from './utils/instance';
+import {
+  continueWriting,
+  removeColor,
+  handleAnyKeyPress
+} from './bigcode/bigcode-continue-writing';
 
 // 创建一个软引用集合存放 editor
 const mountedEditors = new WeakSet<CodeMirrorEditor>();
@@ -39,7 +43,7 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
       {
         key: 'Ctrl-Space',
         run: (view: EditorView) => {
-          return continueWriting(app, view)
+          return continueWriting(app, view);
         }
       },
       {
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
index 6b0540327..eeef504f3 100644
--- a/packages/jupyter-ai/src/utils/animation.ts
+++ b/packages/jupyter-ai/src/utils/animation.ts
@@ -22,13 +22,16 @@ export function addLoadingAnimation(view: EditorView): void {
 export function requestSuccess(view: EditorView): void {
     const circle = view.dom.closest('.jp-Cell')?.querySelector('.circle-loading-animation');
     if (!circle) return;
-
+    
     // Update class for success state
     circle.classList.add("circle-success");
     
     // After the animation is complete, remove the circle
     setTimeout(() => {
-        circle.remove();
+        const circles = view.dom.closest('.jp-Cell')?.querySelectorAll('.circle-loading-animation');
+        circles?.forEach(circle => {
+            circle.remove();
+        })
     }, 1500);
 }
 
@@ -41,6 +44,9 @@ export function requestFailed(view: EditorView): void {
 
     // After the animation is complete, remove the circle
     setTimeout(() => {
-        circle.remove();
+        const circles = view.dom.closest('.jp-Cell')?.querySelectorAll('.circle-loading-animation');
+        circles?.forEach(circle => {
+            circle.remove();
+        })
     }, 1500);
 }
\ No newline at end of file

From 22aa6a1d264292dde320760daf48b1ef617369ab Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Thu, 24 Aug 2023 09:16:16 +0800
Subject: [PATCH 21/66] remove irrelevant code

---
 .../src/bigcode/bigcode-continue-writing.ts   | 41 ++++++++-----------
 .../src/contexts/continue-writing-context.ts  |  6 ---
 packages/jupyter-ai/src/utils/animation.ts    | 19 +++++----
 3 files changed, 28 insertions(+), 38 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index 48de6fd63..0f8b5a19f 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -15,30 +15,40 @@ import {
 import { addLoadingAnimation, requestSuccess, requestFailed } from "../utils/animation"
 
 import GlobalStore from '../contexts/continue-writing-context';
+
 let isRequest: boolean = false;
 
+const isContextEmpty = (context: string[]): boolean => {
+    for(const code of context) {
+        if (code != '') {
+            return false;
+        }
+    }
+    return true;
+};
+
 export const continueWriting = (app: JupyterFrontEnd, view:EditorView): boolean => {
     const context = getAllCellTextByBeforePointer(app)
     if (!context) {
         return false
     }
+
     if (isContextEmpty(context)) {
         requestFailed(view)
         return false
     }
+
     if (isRequest) {
-        console.log("多次")
         return true;
     }
-    requestLoadingAnimation(view);
-    isRequest = !isRequest
+
+    isRequest = true;
     addLoadingAnimation(view);
 
     GlobalStore.setCodeOnRequest(context[context.length - 1])
     const prompt = constructContinuationPrompt(context)
 
     sendToBigCode(prompt).then(result => {
-        console.log(result)
         const resultCode = processCompletionResult(result)
         
         if (resultCode == ""){
@@ -47,34 +57,19 @@ export const continueWriting = (app: JupyterFrontEnd, view:EditorView): boolean
             insertAndHighlightCode(app, GlobalStore.codeOnRequest, resultCode)
         }
 
-        isRequest = !isRequest
         requestSuccess(view)
-        console.log("请求成功")
+        isRequest = false
     }).catch(err=>{
-        console.log(err)
+        console.error(err)
         GlobalStore.setCodeOnRequest("")
-        isRequest = !isRequest
+        
         requestFailed(view)
+        isRequest = false
     })
 
     return true;
 }
 
-const isContextEmpty = (context: string[]): boolean => {
-    for(const code of context) {
-        if (code != '') {
-            return false;
-        }
-    }
-    return true;
-};
-
-const requestLoadingAnimation = (view: EditorView) => {
-    const circles = view.dom.closest('.jp-Cell')?.querySelectorAll('.circle-loading-animation');
-    circles?.forEach(circle => {
-        circle.remove();
-    })
-}
 
 export const removeColor = (view: EditorView): boolean => {
     if (GlobalStore.codeOnRequest == "") {
diff --git a/packages/jupyter-ai/src/contexts/continue-writing-context.ts b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
index 0c4d4a2e3..e84bf9dd2 100644
--- a/packages/jupyter-ai/src/contexts/continue-writing-context.ts
+++ b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
@@ -4,7 +4,6 @@ class GlobalStore {
   @observable accessToken: string = "";
   @observable bigcodeUrl: string = "";
   @observable codeOnRequest: string = "";
-  @observable isRequest: boolean = false;
 
   constructor() {
     makeObservable(this);
@@ -26,11 +25,6 @@ class GlobalStore {
     this.codeOnRequest = code;
   }
 
-  @action
-  changeIsRequest(): void {
-    this.isRequest = !this.isRequest;
-  }
-
 }
 
 export default new GlobalStore();
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
index eeef504f3..64ec088a7 100644
--- a/packages/jupyter-ai/src/utils/animation.ts
+++ b/packages/jupyter-ai/src/utils/animation.ts
@@ -28,10 +28,7 @@ export function requestSuccess(view: EditorView): void {
     
     // After the animation is complete, remove the circle
     setTimeout(() => {
-        const circles = view.dom.closest('.jp-Cell')?.querySelectorAll('.circle-loading-animation');
-        circles?.forEach(circle => {
-            circle.remove();
-        })
+        removeLoadingAnimation(view)
     }, 1500);
 }
 
@@ -44,9 +41,13 @@ export function requestFailed(view: EditorView): void {
 
     // After the animation is complete, remove the circle
     setTimeout(() => {
-        const circles = view.dom.closest('.jp-Cell')?.querySelectorAll('.circle-loading-animation');
-        circles?.forEach(circle => {
-            circle.remove();
-        })
+        removeLoadingAnimation(view)
     }, 1500);
-}
\ No newline at end of file
+}
+
+const removeLoadingAnimation = (view: EditorView) => {
+    const circles = view.dom.closest('.jp-Cell')?.querySelectorAll('.circle-loading-animation');
+    circles?.forEach(circle => {
+        circle.remove();
+    })
+}

From 9d9412dbe0ac641cfae4c8d987c24fc456a8e136 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Thu, 24 Aug 2023 09:57:06 +0800
Subject: [PATCH 22/66] format code

---
 .../src/bigcode/bigcode-continue-writing.ts   | 159 ++++++++++--------
 .../src/components/bigcode-settings.tsx       |  34 ++--
 .../src/contexts/continue-writing-context.ts  |  10 +-
 packages/jupyter-ai/src/index.ts              |   4 +-
 packages/jupyter-ai/src/keydown-handler.ts    |   5 +-
 packages/jupyter-ai/src/utils/animation.ts    |  85 ++++++----
 .../jupyter-ai/src/utils/bigcode-request.ts   |  36 ++--
 .../jupyter-ai/src/utils/cell-modification.ts |  37 ++--
 packages/jupyter-ai/src/utils/context.ts      |  13 +-
 packages/jupyter-ai/src/utils/instance.ts     |  24 +--
 .../src/widgets/bigcode-sidebar.tsx           |   8 +-
 11 files changed, 232 insertions(+), 183 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index 0f8b5a19f..290a680f4 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -1,6 +1,6 @@
 import { JupyterFrontEnd } from '@jupyterlab/application';
 import { EditorView } from '@codemirror/view';
-import { getAllCellTextByBeforePointer } from "../utils/context"
+import { getAllCellTextByBeforePointer } from '../utils/context';
 import {
   sendToBigCode,
   processCompletionResult,
@@ -12,86 +12,109 @@ import {
   moveCursorToEnd,
   replaceText
 } from '../utils/cell-modification';
-import { addLoadingAnimation, requestSuccess, requestFailed } from "../utils/animation"
+import {
+  addLoadingAnimation,
+  requestSuccess as loadRequestSuccessAnimation,
+  requestFailed as loadRequestFailedAnimation
+} from '../utils/animation';
 
 import GlobalStore from '../contexts/continue-writing-context';
 
-let isRequest: boolean = false;
+const requestState = {
+  loading: false,
+  viewResult: false
+};
 
 const isContextEmpty = (context: string[]): boolean => {
-    for(const code of context) {
-        if (code != '') {
-            return false;
-        }
-    }
-    return true;
+  return context.every(code => code === '');
 };
 
-export const continueWriting = (app: JupyterFrontEnd, view:EditorView): boolean => {
-    const context = getAllCellTextByBeforePointer(app)
-    if (!context) {
-        return false
-    }
-
-    if (isContextEmpty(context)) {
-        requestFailed(view)
-        return false
-    }
-
-    if (isRequest) {
-        return true;
-    }
-
-    isRequest = true;
-    addLoadingAnimation(view);
-
-    GlobalStore.setCodeOnRequest(context[context.length - 1])
-    const prompt = constructContinuationPrompt(context)
-
-    sendToBigCode(prompt).then(result => {
-        const resultCode = processCompletionResult(result)
-        
-        if (resultCode == ""){
-            GlobalStore.setCodeOnRequest("")
-        }else{
-            insertAndHighlightCode(app, GlobalStore.codeOnRequest, resultCode)
-        }
-
-        requestSuccess(view)
-        isRequest = false
-    }).catch(err=>{
-        console.error(err)
-        GlobalStore.setCodeOnRequest("")
-        
-        requestFailed(view)
-        isRequest = false
-    })
+const requestSuccess = (
+  app: JupyterFrontEnd,
+  view: EditorView,
+  result: { generated_text: string }[]
+) => {
+  const resultCode = processCompletionResult(result);
+  requestState.viewResult = true;
+
+  if (resultCode === '') {
+    requestState.viewResult = false;
+    GlobalStore.setCodeOnRequest('');
+  } else {
+    insertAndHighlightCode(app, GlobalStore.codeOnRequest, resultCode);
+  }
+
+  loadRequestSuccessAnimation(view);
+  requestState.loading = false;
+};
+
+const requestFailed = (view: EditorView) => {
+  GlobalStore.setCodeOnRequest('');
+
+  loadRequestFailedAnimation(view);
+  requestState.viewResult = false;
+  requestState.loading = false;
+};
 
+export const continueWriting = (
+  app: JupyterFrontEnd,
+  view: EditorView
+): boolean => {
+  const context = getAllCellTextByBeforePointer(app);
+  if (!context) {
+    return false;
+  }
+
+  if (isContextEmpty(context)) {
+    loadRequestFailedAnimation(view);
+    return false;
+  }
+
+  if (requestState.loading || requestState.viewResult) {
     return true;
-}
+  }
 
+  requestState.loading = true;
+  addLoadingAnimation(view);
+
+  GlobalStore.setCodeOnRequest(context[context.length - 1]);
+  const prompt = constructContinuationPrompt(context);
+
+  sendToBigCode(prompt)
+    .then(result => {
+      requestSuccess(app, view, result);
+    })
+    .catch(err => {
+      console.error(err);
+      requestFailed(view);
+    });
+
+  return true;
+};
 
 export const removeColor = (view: EditorView): boolean => {
-    if (GlobalStore.codeOnRequest == "") {
-        return false
-    }
-
-    removeTextStatus(view)
-    GlobalStore.setCodeOnRequest("")
-    moveCursorToEnd(view)
-    return true
+  if (GlobalStore.codeOnRequest === '') {
+    return false;
+  }
+
+  requestState.viewResult = false;
+  removeTextStatus(view);
+  GlobalStore.setCodeOnRequest('');
+  moveCursorToEnd(view);
+  return true;
 };
 
-export const handleAnyKeyPress = (view: EditorView, event: KeyboardEvent) => {
-    if (isRequest){
-        return true
-    }
+export const handleAnyKeyPress = (view: EditorView): boolean => {
+  if (requestState.loading) {
+    return true;
+  }
 
-    if (GlobalStore.codeOnRequest != "") {
-        removeTextStatus(view)
-        replaceText(view, GlobalStore.codeOnRequest)
-        GlobalStore.setCodeOnRequest("")
-    }
+  if (GlobalStore.codeOnRequest !== '') {
+    removeTextStatus(view);
+    replaceText(view, GlobalStore.codeOnRequest);
+    GlobalStore.setCodeOnRequest('');
+    requestState.viewResult = false;
+  }
 
-    return false
-}
\ No newline at end of file
+  return false;
+};
diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
index 3baa8028b..09a3d7023 100644
--- a/packages/jupyter-ai/src/components/bigcode-settings.tsx
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -1,29 +1,26 @@
 // import React, { useEffect } from 'react';
 import React, { useEffect } from 'react';
 import { Box, TextField } from '@mui/material';
-import GlobalStore from "../contexts/continue-writing-context"
+import GlobalStore from '../contexts/continue-writing-context';
 import { observer } from 'mobx-react-lite';
 
-type BigcodeSettingProps = {
-
-};
-
-
-export const BigCodeSetting = observer(({ }: BigcodeSettingProps) => {
-  const { bigcodeUrl } = GlobalStore
-  const { accessToken } = GlobalStore
+export const BigCodeSetting = observer(() => {
+  const { bigcodeUrl } = GlobalStore;
+  const { accessToken } = GlobalStore;
 
   const setBigcodeUrlWrapper = (value: string) => {
-    GlobalStore.setBigcodeUrl(value)
-  }
-  
+    GlobalStore.setBigcodeUrl(value);
+  };
+
   const setAccessTokenWrapper = (value: string) => {
-    GlobalStore.setAccessToken(value)
-  }
+    GlobalStore.setAccessToken(value);
+  };
 
-  useEffect(()=>{
-    GlobalStore.setBigcodeUrl("https://api-inference.huggingface.co/models/bigcode/starcoderbase/")
-  }, [])
+  useEffect(() => {
+    GlobalStore.setBigcodeUrl(
+      'https://api-inference.huggingface.co/models/bigcode/starcoderbase/'
+    );
+  }, []);
 
   return (
     <Box
@@ -51,7 +48,6 @@ export const BigCodeSetting = observer(({ }: BigcodeSettingProps) => {
         type="password"
         onChange={e => setAccessTokenWrapper(e.target.value)}
       />
-
     </Box>
   );
-})
\ No newline at end of file
+});
diff --git a/packages/jupyter-ai/src/contexts/continue-writing-context.ts b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
index e84bf9dd2..df4d56c68 100644
--- a/packages/jupyter-ai/src/contexts/continue-writing-context.ts
+++ b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
@@ -1,9 +1,9 @@
 import { makeObservable, observable, action } from 'mobx';
 
 class GlobalStore {
-  @observable accessToken: string = "";
-  @observable bigcodeUrl: string = "";
-  @observable codeOnRequest: string = "";
+  @observable accessToken = '';
+  @observable bigcodeUrl = '';
+  @observable codeOnRequest = '';
 
   constructor() {
     makeObservable(this);
@@ -14,7 +14,6 @@ class GlobalStore {
     this.accessToken = token;
   }
 
-
   @action
   setBigcodeUrl(url: string): void {
     this.bigcodeUrl = url;
@@ -24,8 +23,7 @@ class GlobalStore {
   setCodeOnRequest(code: string): void {
     this.codeOnRequest = code;
   }
-
 }
 
 export default new GlobalStore();
-export type IGlobalStore = GlobalStore;
\ No newline at end of file
+export type IGlobalStore = GlobalStore;
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index 71167b63c..aba2d8c70 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -13,7 +13,7 @@ import { buildBigcodeSidebar } from './widgets/bigcode-sidebar';
 import { SelectionWatcher } from './selection-watcher';
 import { ChatHandler } from './chat_handler';
 import { buildErrorWidget } from './widgets/chat-error';
-import { keyDownHandle } from "./keydown-handler"
+import { keyDownHandle } from './keydown-handler';
 
 export type DocumentTracker = IWidgetTracker<IDocumentWidget>;
 
@@ -59,7 +59,7 @@ const plugin: JupyterFrontEndPlugin<void> = {
     /**
      * Initialize keydown handler
      */
-    keyDownHandle(app)
+    keyDownHandle(app);
 
     /**
      * Add Chat widget to right sidebar
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index 71294359c..da9f4873a 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -36,7 +36,6 @@ const mountExtension = (
   mountedEditors.add(editor);
 };
 
-
 const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
   return Prec.highest(
     keymap.of([
@@ -54,7 +53,7 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
       },
       {
         any: (view: EditorView, event: KeyboardEvent) => {
-          return handleAnyKeyPress(view, event);
+          return handleAnyKeyPress(view);
         }
       }
     ])
@@ -108,4 +107,4 @@ export const keyDownHandle = async (app: JupyterFrontEnd): Promise<void> => {
   await app.start();
   init(app);
   console.log('keyDownHandle is start...');
-};
\ No newline at end of file
+};
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
index 64ec088a7..979a5f3f1 100644
--- a/packages/jupyter-ai/src/utils/animation.ts
+++ b/packages/jupyter-ai/src/utils/animation.ts
@@ -1,53 +1,70 @@
 import { EditorView } from '@codemirror/view';
 /**
  * 添加旋转圆环加载动画到EditorView（codemirror 的 dom）左侧。
- * 
+ *
  * @param view - ProseMirror的EditorView实例。
  */
 export function addLoadingAnimation(view: EditorView): void {
-    // 获取单元格的DOM节点。
-    const cellNode = view.dom.closest('.jp-Cell');
+  // 获取单元格的DOM节点。
+  const cellNode = view.dom.closest('.jp-Cell');
 
-    if (!cellNode) return;
-    const targetDiv = cellNode.querySelector('.lm-Widget.jp-InputPrompt.jp-InputArea-prompt');
+  if (!cellNode) {
+    return;
+  }
 
-    // 创建圆环元素并分配样式类名。
-    const circle = document.createElement('div');
-    circle.className = "circle-loading-animation";
-    
-    targetDiv?.appendChild(circle)
-}
+  const targetDiv = cellNode.querySelector(
+    '.lm-Widget.jp-InputPrompt.jp-InputArea-prompt'
+  );
+
+  // 创建圆环元素并分配样式类名。
+  const circle = document.createElement('div');
+  circle.className = 'circle-loading-animation';
 
+  targetDiv?.appendChild(circle);
+}
 
 export function requestSuccess(view: EditorView): void {
-    const circle = view.dom.closest('.jp-Cell')?.querySelector('.circle-loading-animation');
-    if (!circle) return;
-    
-    // Update class for success state
-    circle.classList.add("circle-success");
-    
-    // After the animation is complete, remove the circle
-    setTimeout(() => {
-        removeLoadingAnimation(view)
-    }, 1500);
+  const circle = view.dom
+    .closest('.jp-Cell')
+    ?.querySelector('.circle-loading-animation');
+
+  if (!circle) {
+    return;
+  }
+
+  // Update class for success state
+  circle.classList.add('circle-success');
+
+  // After the animation is complete, remove the circle
+  setTimeout(() => {
+    removeLoadingAnimation(view);
+  }, 1500);
 }
 
 export function requestFailed(view: EditorView): void {
-    const circle = view.dom.closest('.jp-Cell')?.querySelector('.circle-loading-animation');
-    if (!circle) return;
+  const circle = view.dom
+    .closest('.jp-Cell')
+    ?.querySelector('.circle-loading-animation');
+
+  if (!circle) {
+    return;
+  }
 
-    // Update class for failed state
-    circle.classList.add("circle-failed");
+  // Update class for failed state
+  circle.classList.add('circle-failed');
 
-    // After the animation is complete, remove the circle
-    setTimeout(() => {
-        removeLoadingAnimation(view)
-    }, 1500);
+  // After the animation is complete, remove the circle
+  setTimeout(() => {
+    removeLoadingAnimation(view);
+  }, 1500);
 }
 
 const removeLoadingAnimation = (view: EditorView) => {
-    const circles = view.dom.closest('.jp-Cell')?.querySelectorAll('.circle-loading-animation');
-    circles?.forEach(circle => {
-        circle.remove();
-    })
-}
+  const circles = view.dom
+    .closest('.jp-Cell')
+    ?.querySelectorAll('.circle-loading-animation');
+
+  circles?.forEach(circle => {
+    circle.remove();
+  });
+};
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index a48d6accf..491c02655 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -1,25 +1,33 @@
 import GlobalStore from '../contexts/continue-writing-context';
 
-export const constructContinuationPrompt = (context: string[]): string|null => {
-  if (context == null) {
-      return null;
+export const constructContinuationPrompt = (
+  context: string[]
+): string | null => {
+  if (context === null) {
+    return null;
   }
 
   const prompt = '<start_jupyter>' + context.join('\n');
   return prompt;
-}
+};
 
-export const sendToBigCode = async (prompt: string | null): Promise<{ generated_text: string }[]> => {
+export const sendToBigCode = async (
+  prompt: string | null
+): Promise<{ generated_text: string }[]> => {
   const { bigcodeUrl } = GlobalStore;
   const { accessToken } = GlobalStore;
 
   if (!bigcodeUrl || !accessToken) {
     alert('BigCode service URL or Huggingface Access Token not set.');
-    return new Promise((resolve, reject) => { reject('BigCode service URL or Huggingface Access Token not set.') });
+    return new Promise((resolve, reject) => {
+      reject('BigCode service URL or Huggingface Access Token not set.');
+    });
   }
-  
+
   if (!prompt) {
-    return new Promise((resolve, reject) => { reject('Prompt is null') });
+    return new Promise((resolve, reject) => {
+      reject('Prompt is null');
+    });
   }
 
   const bodyData = {
@@ -45,10 +53,12 @@ export const sendToBigCode = async (prompt: string | null): Promise<{ generated_
   return data;
 };
 
-export const processCompletionResult = (result: { generated_text: string }[]): string => {
-  if (result.length == 0) {
-    return ""
+export const processCompletionResult = (
+  result: { generated_text: string }[]
+): string => {
+  if (result.length === 0) {
+    return '';
   }
 
-  return result[0].generated_text.replace("<jupyter_output>", "")
-}
\ No newline at end of file
+  return result[0].generated_text.replace('<jupyter_output>', '');
+};
diff --git a/packages/jupyter-ai/src/utils/cell-modification.ts b/packages/jupyter-ai/src/utils/cell-modification.ts
index dda5946b4..7c6949c19 100644
--- a/packages/jupyter-ai/src/utils/cell-modification.ts
+++ b/packages/jupyter-ai/src/utils/cell-modification.ts
@@ -5,7 +5,7 @@ import { EditorView } from '@codemirror/view';
 import { StateEffect, StateField } from '@codemirror/state';
 import { Decoration, DecorationSet } from '@codemirror/view';
 import { CodeEditor } from '@jupyterlab/codeeditor';
-import { splitString } from "./context"
+import { splitString } from './context';
 
 const clearTextEffectState = StateEffect.define({});
 
@@ -69,24 +69,28 @@ export function applyGrayTextToSelection(
   ];
 
   if (!view.state.field(grayTextStateField, false)) {
-    effects.push(StateEffect.appendConfig.of([grayTextStateField, grayTextTheme]));
+    effects.push(
+      StateEffect.appendConfig.of([grayTextStateField, grayTextTheme])
+    );
   }
 
   view.dispatch({ effects });
   return true;
 }
 
-export const calculatePointerPosition = (code: string): CodeEditor.IPosition => {
-  const lines = splitString(code)
+export const calculatePointerPosition = (
+  code: string
+): CodeEditor.IPosition => {
+  const lines = splitString(code);
   return {
     line: lines.length - 1,
     column: lines[lines.length - 1].length
-  }
-}
+  };
+};
 
 export const insertAndHighlightCode = (
   app: JupyterFrontEnd,
-  oldCode:string,
+  oldCode: string,
   newCode: string
 ): boolean => {
   // Get the currently active document window
@@ -102,7 +106,7 @@ export const insertAndHighlightCode = (
   // The CodeMirror instance object of the cell being currently operated on
   const editor = activeCell.editor as CodeMirrorEditor;
   if (editor) {
-    const prePosition = calculatePointerPosition(oldCode)
+    const prePosition = calculatePointerPosition(oldCode);
     const view = editor.editor;
     // Update the current code
     editor.model.sharedModel.setSource(oldCode + newCode);
@@ -121,24 +125,23 @@ export const insertAndHighlightCode = (
   return false;
 };
 
-
 export const moveCursorToEnd = (view: EditorView): void => {
   const endPos = view.state.doc.length; // Get the document's length
   const transaction = view.state.update({
-      selection: { anchor: endPos, head: endPos }, // Set both anchor and head to the end position
-      scrollIntoView: true  // Optionally scroll the view to show the cursor
+    selection: { anchor: endPos, head: endPos }, // Set both anchor and head to the end position
+    scrollIntoView: true // Optionally scroll the view to show the cursor
   });
 
   view.dispatch(transaction);
-}
+};
 
-export const replaceText = (view: EditorView, newText: string) => {
+export const replaceText = (view: EditorView, newText: string): void => {
   // Create a new transaction to replace all text and move the cursor
   const tr = view.state.update({
-      changes: { from: 0, to: view.state.doc.length, insert: newText },  // Replace all text with newText
-      selection: { anchor: newText.length, head: newText.length },  // Move cursor to the end of newText
-      scrollIntoView: true  // Optionally scroll to show the cursor
+    changes: { from: 0, to: view.state.doc.length, insert: newText }, // Replace all text with newText
+    selection: { anchor: newText.length, head: newText.length }, // Move cursor to the end of newText
+    scrollIntoView: true // Optionally scroll to show the cursor
   });
 
   view.dispatch(tr);
-};
\ No newline at end of file
+};
diff --git a/packages/jupyter-ai/src/utils/context.ts b/packages/jupyter-ai/src/utils/context.ts
index 9b39aef4d..49d9317a4 100644
--- a/packages/jupyter-ai/src/utils/context.ts
+++ b/packages/jupyter-ai/src/utils/context.ts
@@ -2,8 +2,7 @@ import { JupyterFrontEnd } from '@jupyterlab/application';
 import { CodeEditor } from '@jupyterlab/codeeditor';
 import { DocumentWidget } from '@jupyterlab/docregistry';
 
-
-import { getTextByEditor, getContent, getEditorByWidget } from "./instance"
+import { getTextByEditor, getContent, getEditorByWidget } from './instance';
 
 export const splitString = (input: string): string[] => {
   // Split by newline, but ignore escaped newlines
@@ -27,7 +26,9 @@ export const getCellCode = (app: JupyterFrontEnd): string | null => {
   return null;
 };
 
-export const getCellTextByBeforePointer = (editor: CodeEditor.IEditor) => {
+export const getCellTextByBeforePointer = (
+  editor: CodeEditor.IEditor
+): string[] => {
   // Get the cursor position, e.g., {column: 2, line: 1}
   const position = editor.getCursorPosition();
   const text = getTextByEditor(editor);
@@ -50,7 +51,9 @@ export const getCellTextByBeforePointer = (editor: CodeEditor.IEditor) => {
   return codeLinesPositionBefore;
 };
 
-export const getAllCellTextByBeforePointer = (app: JupyterFrontEnd): string[] | null => {
+export const getAllCellTextByBeforePointer = (
+  app: JupyterFrontEnd
+): string[] | null => {
   const currentWidget = app.shell.currentWidget;
 
   if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
@@ -64,4 +67,4 @@ export const getAllCellTextByBeforePointer = (app: JupyterFrontEnd): string[] |
     return getCellTextByBeforePointer(editor);
   }
   return null;
-};
\ No newline at end of file
+};
diff --git a/packages/jupyter-ai/src/utils/instance.ts b/packages/jupyter-ai/src/utils/instance.ts
index 59a8cd5c2..b261639da 100644
--- a/packages/jupyter-ai/src/utils/instance.ts
+++ b/packages/jupyter-ai/src/utils/instance.ts
@@ -3,24 +3,24 @@ import { Widget } from '@lumino/widgets';
 import { CodeEditor } from '@jupyterlab/codeeditor';
 import { Notebook } from '@jupyterlab/notebook';
 
-
 export const getContent = (widget: DocumentWidget): Widget => {
-    const { content } = widget;
-    return content;
+  const { content } = widget;
+  return content;
 };
 
-export const getEditorByWidget = (content: Widget): CodeEditor.IEditor | null | undefined => {
-    let editor: CodeEditor.IEditor | null | undefined;
+export const getEditorByWidget = (
+  content: Widget
+): CodeEditor.IEditor | null | undefined => {
+  let editor: CodeEditor.IEditor | null | undefined;
 
-    // Check if the content is an instance of a Notebook
-    if (content instanceof Notebook) {
-        editor = content.activeCell?.editor;
-    }
+  // Check if the content is an instance of a Notebook
+  if (content instanceof Notebook) {
+    editor = content.activeCell?.editor;
+  }
 
-    return editor;
+  return editor;
 };
 
 export const getTextByEditor = (editor: CodeEditor.IEditor): string => {
-    return editor.model.sharedModel.getSource();
+  return editor.model.sharedModel.getSource();
 };
-
diff --git a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
index a59f7a171..bf379f7dd 100644
--- a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
+++ b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
@@ -1,17 +1,17 @@
 import React from 'react';
 import { ReactWidget } from '@jupyterlab/apputils';
-import { BigCodeSetting } from "../components/bigcode-settings"
+import { BigCodeSetting } from '../components/bigcode-settings';
 import { chatIcon } from '../icons';
 
 export function buildBigcodeSidebar(): ReactWidget {
   const BigCodeWidget = ReactWidget.create(
     <div>
-      <BigCodeSetting/>
+      <BigCodeSetting />
     </div>
   );
-  
+
   BigCodeWidget.id = 'jupyter-ai::bigcode';
   BigCodeWidget.title.icon = chatIcon;
   BigCodeWidget.title.caption = 'bigcode continuation';
   return BigCodeWidget;
-}
\ No newline at end of file
+}

From eca890ae9be2abca7f50260f368ae18dfff5be4c Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Thu, 24 Aug 2023 11:43:21 +0800
Subject: [PATCH 23/66] fix get cell error

---
 .../src/bigcode/bigcode-continue-writing.ts   |  5 +-
 .../jupyter-ai/src/utils/bigcode-request.ts   |  1 +
 packages/jupyter-ai/src/utils/context.ts      | 47 +++++++++++++++----
 3 files changed, 42 insertions(+), 11 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index 290a680f4..0224d2fcf 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -1,6 +1,6 @@
 import { JupyterFrontEnd } from '@jupyterlab/application';
 import { EditorView } from '@codemirror/view';
-import { getAllCellTextByBeforePointer } from '../utils/context';
+import { getAllCellTextByPosition } from '../utils/context';
 import {
   sendToBigCode,
   processCompletionResult,
@@ -60,7 +60,7 @@ export const continueWriting = (
   app: JupyterFrontEnd,
   view: EditorView
 ): boolean => {
-  const context = getAllCellTextByBeforePointer(app);
+  const context = getAllCellTextByPosition(app);
   if (!context) {
     return false;
   }
@@ -76,7 +76,6 @@ export const continueWriting = (
 
   requestState.loading = true;
   addLoadingAnimation(view);
-
   GlobalStore.setCodeOnRequest(context[context.length - 1]);
   const prompt = constructContinuationPrompt(context);
 
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index 491c02655..da313b80a 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -50,6 +50,7 @@ export const sendToBigCode = async (
   });
 
   const data = (await response).json();
+  console.log(data);
   return data;
 };
 
diff --git a/packages/jupyter-ai/src/utils/context.ts b/packages/jupyter-ai/src/utils/context.ts
index 49d9317a4..5dab39b72 100644
--- a/packages/jupyter-ai/src/utils/context.ts
+++ b/packages/jupyter-ai/src/utils/context.ts
@@ -1,7 +1,7 @@
 import { JupyterFrontEnd } from '@jupyterlab/application';
 import { CodeEditor } from '@jupyterlab/codeeditor';
 import { DocumentWidget } from '@jupyterlab/docregistry';
-
+import { Notebook } from '@jupyterlab/notebook';
 import { getTextByEditor, getContent, getEditorByWidget } from './instance';
 
 export const splitString = (input: string): string[] => {
@@ -26,13 +26,10 @@ export const getCellCode = (app: JupyterFrontEnd): string | null => {
   return null;
 };
 
-export const getCellTextByBeforePointer = (
-  editor: CodeEditor.IEditor
-): string[] => {
+const getCellTextByBeforePointer = (editor: CodeEditor.IEditor): string[] => {
   // Get the cursor position, e.g., {column: 2, line: 1}
   const position = editor.getCursorPosition();
   const text = getTextByEditor(editor);
-
   // Split by newline
   const codeLines = splitString(text);
 
@@ -51,9 +48,7 @@ export const getCellTextByBeforePointer = (
   return codeLinesPositionBefore;
 };
 
-export const getAllCellTextByBeforePointer = (
-  app: JupyterFrontEnd
-): string[] | null => {
+export const getCellTextByApp = (app: JupyterFrontEnd): string[] | null => {
   const currentWidget = app.shell.currentWidget;
 
   if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
@@ -66,5 +61,41 @@ export const getAllCellTextByBeforePointer = (
   if (editor) {
     return getCellTextByBeforePointer(editor);
   }
+
+  return null;
+};
+
+export const getAllCellTextByPosition = (
+  app: JupyterFrontEnd
+): string[] | null => {
+  const currentWidget = app.shell.currentWidget;
+  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+    return null;
+  }
+
+  const content = getContent(currentWidget);
+  if (content instanceof Notebook) {
+    const allCellText = [];
+    const widgets = content.widgets;
+    const activeCellIndex = content.activeCellIndex;
+
+    // 遍历到当前单元格
+    for (let index = 0; index <= activeCellIndex; index++) {
+      const widget = widgets[index];
+      const editor = widget.editor;
+      if (editor) {
+        // 如果是当前的单元格
+        if (index === activeCellIndex) {
+          const cellLines = getCellTextByBeforePointer(editor);
+          allCellText.push(cellLines.join('\n'));
+          break;
+        }
+
+        const text = getTextByEditor(editor);
+        allCellText.push(text);
+      }
+    }
+    return allCellText;
+  }
   return null;
 };

From f6654ae04ce3d001b10ad04ec53336412440bbb6 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Thu, 24 Aug 2023 11:51:34 +0800
Subject: [PATCH 24/66] Fixed issue where no code would appear after pressing
 enter

---
 packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts | 4 ----
 packages/jupyter-ai/src/utils/bigcode-request.ts            | 1 -
 2 files changed, 5 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index 0224d2fcf..1093e7b85 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -92,10 +92,6 @@ export const continueWriting = (
 };
 
 export const removeColor = (view: EditorView): boolean => {
-  if (GlobalStore.codeOnRequest === '') {
-    return false;
-  }
-
   requestState.viewResult = false;
   removeTextStatus(view);
   GlobalStore.setCodeOnRequest('');
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index da313b80a..491c02655 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -50,7 +50,6 @@ export const sendToBigCode = async (
   });
 
   const data = (await response).json();
-  console.log(data);
   return data;
 };
 

From 61ba755b3ead06c2fc6081bec60e1c1ddd8cc539 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Thu, 24 Aug 2023 11:56:00 +0800
Subject: [PATCH 25/66] Fixed issue where no code would appear after pressing
 enter

---
 packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index 1093e7b85..00b9c19f6 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -92,6 +92,10 @@ export const continueWriting = (
 };
 
 export const removeColor = (view: EditorView): boolean => {
+  if (GlobalStore.codeOnRequest === '' && !requestState.viewResult) {
+    return false;
+  }
+
   requestState.viewResult = false;
   removeTextStatus(view);
   GlobalStore.setCodeOnRequest('');

From 01cc1fa1fa099687d7d1f2bc2bcc78d3c7639e3f Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@foxmail.com>
Date: Thu, 24 Aug 2023 13:14:39 +0800
Subject: [PATCH 26/66] Change use other shortcut keys to determine the way to
 enter the method

---
 .../src/bigcode/bigcode-continue-writing.ts   |  6 +----
 packages/jupyter-ai/src/keydown-handler.ts    | 24 +++++++++----------
 2 files changed, 13 insertions(+), 17 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index 00b9c19f6..c016ab3f0 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -61,11 +61,7 @@ export const continueWriting = (
   view: EditorView
 ): boolean => {
   const context = getAllCellTextByPosition(app);
-  if (!context) {
-    return false;
-  }
-
-  if (isContextEmpty(context)) {
+  if (!context || isContextEmpty(context)) {
     loadRequestFailedAnimation(view);
     return false;
   }
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index da9f4873a..0050e6221 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -39,20 +39,20 @@ const mountExtension = (
 const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
   return Prec.highest(
     keymap.of([
-      {
-        key: 'Ctrl-Space',
-        run: (view: EditorView) => {
-          return continueWriting(app, view);
-        }
-      },
-      {
-        key: 'Enter',
-        run: (view: EditorView) => {
-          return removeColor(view);
-        }
-      },
       {
         any: (view: EditorView, event: KeyboardEvent) => {
+          /*
+           * The reason for using "any" instead of "key" here is that when the system has a default shortcut key,
+           * only the run method with the key parameter cannot enter, so any is used here to judge event.code
+           */
+          if (event.ctrlKey && event.code === 'Space') {
+            return continueWriting(app, view);
+          }
+
+          if (event.code === 'Enter') {
+            return removeColor(view);
+          }
+
           return handleAnyKeyPress(view);
         }
       }

From b682dbce6e1b867ec3d06a6ab990586783fc97a3 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Thu, 24 Aug 2023 17:32:20 +0800
Subject: [PATCH 27/66] Fix bug when formatting prompt

---
 .../src/bigcode/bigcode-continue-writing.ts   |  7 ++---
 packages/jupyter-ai/src/types/cell.ts         |  6 +++++
 .../jupyter-ai/src/utils/bigcode-request.ts   | 22 ++++++++++++---
 packages/jupyter-ai/src/utils/context.ts      | 27 ++++++++++++++-----
 4 files changed, 50 insertions(+), 12 deletions(-)
 create mode 100644 packages/jupyter-ai/src/types/cell.ts

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index 00b9c19f6..20408cd08 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -17,6 +17,7 @@ import {
   requestSuccess as loadRequestSuccessAnimation,
   requestFailed as loadRequestFailedAnimation
 } from '../utils/animation';
+import { ICell } from '../types/cell';
 
 import GlobalStore from '../contexts/continue-writing-context';
 
@@ -25,8 +26,8 @@ const requestState = {
   viewResult: false
 };
 
-const isContextEmpty = (context: string[]): boolean => {
-  return context.every(code => code === '');
+const isContextEmpty = (context: ICell[]): boolean => {
+  return context.every(cell => cell.content === '');
 };
 
 const requestSuccess = (
@@ -76,7 +77,7 @@ export const continueWriting = (
 
   requestState.loading = true;
   addLoadingAnimation(view);
-  GlobalStore.setCodeOnRequest(context[context.length - 1]);
+  GlobalStore.setCodeOnRequest(context[context.length - 1].content);
   const prompt = constructContinuationPrompt(context);
 
   sendToBigCode(prompt)
diff --git a/packages/jupyter-ai/src/types/cell.ts b/packages/jupyter-ai/src/types/cell.ts
new file mode 100644
index 000000000..bc69c0c83
--- /dev/null
+++ b/packages/jupyter-ai/src/types/cell.ts
@@ -0,0 +1,6 @@
+export type ICellType = null | 'markdown' | 'code';
+
+export interface ICell {
+  content: string;
+  type: ICellType;
+}
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index 491c02655..8eb347d87 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -1,13 +1,29 @@
 import GlobalStore from '../contexts/continue-writing-context';
+import { ICell } from '../types/cell';
+
+const getPromptForCell = (cell: ICell): string => {
+  let cellPrompt = '';
+  switch (cell.type) {
+    case 'code':
+      cellPrompt += '<jupyter_code>';
+      break;
+    case 'markdown':
+      cellPrompt += '<jupyter_text>';
+      break;
+  }
+  return cellPrompt + cell.content;
+};
 
 export const constructContinuationPrompt = (
-  context: string[]
+  context: ICell[] | null
 ): string | null => {
-  if (context === null) {
+  if (!context || context.length === 0) {
     return null;
   }
 
-  const prompt = '<start_jupyter>' + context.join('\n');
+  const prompt = '<start_jupyter>' + context.map(getPromptForCell).join('');
+
+  console.log('prompt', prompt);
   return prompt;
 };
 
diff --git a/packages/jupyter-ai/src/utils/context.ts b/packages/jupyter-ai/src/utils/context.ts
index 5dab39b72..c9cfdb00a 100644
--- a/packages/jupyter-ai/src/utils/context.ts
+++ b/packages/jupyter-ai/src/utils/context.ts
@@ -3,6 +3,8 @@ import { CodeEditor } from '@jupyterlab/codeeditor';
 import { DocumentWidget } from '@jupyterlab/docregistry';
 import { Notebook } from '@jupyterlab/notebook';
 import { getTextByEditor, getContent, getEditorByWidget } from './instance';
+import { ICell, ICellType } from '../types/cell';
+import { CodeCell, MarkdownCell } from '@jupyterlab/cells';
 
 export const splitString = (input: string): string[] => {
   // Split by newline, but ignore escaped newlines
@@ -67,7 +69,7 @@ export const getCellTextByApp = (app: JupyterFrontEnd): string[] | null => {
 
 export const getAllCellTextByPosition = (
   app: JupyterFrontEnd
-): string[] | null => {
+): ICell[] | null => {
   const currentWidget = app.shell.currentWidget;
   if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
     return null;
@@ -75,27 +77,40 @@ export const getAllCellTextByPosition = (
 
   const content = getContent(currentWidget);
   if (content instanceof Notebook) {
-    const allCellText = [];
+    const allCellBase: ICell[] = [];
     const widgets = content.widgets;
     const activeCellIndex = content.activeCellIndex;
 
     // 遍历到当前单元格
     for (let index = 0; index <= activeCellIndex; index++) {
       const widget = widgets[index];
+      const cellType: ICellType =
+        widget instanceof CodeCell
+          ? 'code'
+          : widget instanceof MarkdownCell
+          ? 'markdown'
+          : null;
+
       const editor = widget.editor;
       if (editor) {
         // 如果是当前的单元格
         if (index === activeCellIndex) {
           const cellLines = getCellTextByBeforePointer(editor);
-          allCellText.push(cellLines.join('\n'));
+          allCellBase.push({
+            type: cellType,
+            content: cellLines.join('\n')
+          });
           break;
         }
 
-        const text = getTextByEditor(editor);
-        allCellText.push(text);
+        const codeText = getTextByEditor(editor);
+        allCellBase.push({
+          type: cellType,
+          content: codeText
+        });
       }
     }
-    return allCellText;
+    return allCellBase;
   }
   return null;
 };

From c3eed45099efba8195a4aa0076c22f78b715ea5c Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Thu, 24 Aug 2023 17:49:11 +0800
Subject: [PATCH 28/66] Fixed that when the code is displayed and the current
 cell is empty, the user will not cancel the display by pressing other keys

---
 packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index e1c8fd0b0..1c78981f6 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -105,7 +105,7 @@ export const handleAnyKeyPress = (view: EditorView): boolean => {
     return true;
   }
 
-  if (GlobalStore.codeOnRequest !== '') {
+  if (GlobalStore.codeOnRequest !== '' || requestState.viewResult) {
     removeTextStatus(view);
     replaceText(view, GlobalStore.codeOnRequest);
     GlobalStore.setCodeOnRequest('');

From 7e9a22fef3d5ceea6988ee9913553a850d51e014 Mon Sep 17 00:00:00 2001
From: Ran <redamancy0326@foxmail.com>
Date: Thu, 24 Aug 2023 21:47:28 +0800
Subject: [PATCH 29/66] When reloading the animation, the original animation
 dom should be removed

---
 packages/jupyter-ai/src/utils/animation.ts | 1 +
 1 file changed, 1 insertion(+)

diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
index 979a5f3f1..24507d9f6 100644
--- a/packages/jupyter-ai/src/utils/animation.ts
+++ b/packages/jupyter-ai/src/utils/animation.ts
@@ -5,6 +5,7 @@ import { EditorView } from '@codemirror/view';
  * @param view - ProseMirror的EditorView实例。
  */
 export function addLoadingAnimation(view: EditorView): void {
+  removeLoadingAnimation(view);
   // 获取单元格的DOM节点。
   const cellNode = view.dom.closest('.jp-Cell');
 

From 938047d9a5f9478fe46e06b831444b00797ce2f9 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Fri, 25 Aug 2023 01:01:39 -0700
Subject: [PATCH 30/66] add debug log

---
 .../src/bigcode/bigcode-continue-writing.ts   | 19 ++++++++++++++++++-
 packages/jupyter-ai/src/keydown-handler.ts    |  7 ++++++-
 packages/jupyter-ai/src/utils/animation.ts    |  2 +-
 .../jupyter-ai/src/utils/bigcode-request.ts   |  1 -
 4 files changed, 25 insertions(+), 4 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index 1c78981f6..8110b9f76 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -15,7 +15,8 @@ import {
 import {
   addLoadingAnimation,
   requestSuccess as loadRequestSuccessAnimation,
-  requestFailed as loadRequestFailedAnimation
+  requestFailed as loadRequestFailedAnimation,
+  removeLoadingAnimation
 } from '../utils/animation';
 import { ICell } from '../types/cell';
 
@@ -64,20 +65,28 @@ export const continueWriting = (
   const context = getAllCellTextByPosition(app);
   if (!context || isContextEmpty(context)) {
     loadRequestFailedAnimation(view);
+    console.error('continueWriting() => context is null');
     return false;
   }
 
   if (requestState.loading || requestState.viewResult) {
+    console.error('continueWriting() => request is running');
     return true;
   }
 
+  console.debug('continueWriting() => context: ', context);
+
   requestState.loading = true;
+  removeLoadingAnimation(view);
   addLoadingAnimation(view);
   GlobalStore.setCodeOnRequest(context[context.length - 1].content);
   const prompt = constructContinuationPrompt(context);
 
+  console.debug('continueWriting() => prompt: ', prompt);
+
   sendToBigCode(prompt)
     .then(result => {
+      console.debug('continueWriting() => state is success, result: ', result);
       requestSuccess(app, view, result);
     })
     .catch(err => {
@@ -90,6 +99,9 @@ export const continueWriting = (
 
 export const removeColor = (view: EditorView): boolean => {
   if (GlobalStore.codeOnRequest === '' && !requestState.viewResult) {
+    console.debug(
+      'removeColor() => No request is running or no continuation code is showing'
+    );
     return false;
   }
 
@@ -97,15 +109,20 @@ export const removeColor = (view: EditorView): boolean => {
   removeTextStatus(view);
   GlobalStore.setCodeOnRequest('');
   moveCursorToEnd(view);
+  console.debug('removeColor() => remove code customize color');
   return true;
 };
 
 export const handleAnyKeyPress = (view: EditorView): boolean => {
   if (requestState.loading) {
+    console.debug('handleAnyKeyPress() => request is loading');
     return true;
   }
 
   if (GlobalStore.codeOnRequest !== '' || requestState.viewResult) {
+    console.debug(
+      'handleAnyKeyPress() => code for the user to cancel the display'
+    );
     removeTextStatus(view);
     replaceText(view, GlobalStore.codeOnRequest);
     GlobalStore.setCodeOnRequest('');
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index 0050e6221..ab511c66e 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -41,15 +41,20 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
     keymap.of([
       {
         any: (view: EditorView, event: KeyboardEvent) => {
+          console.debug('keyboard press: key.code: ', event.code);
           /*
            * The reason for using "any" instead of "key" here is that when the system has a default shortcut key,
            * only the run method with the key parameter cannot enter, so any is used here to judge event.code
            */
-          if (event.ctrlKey && event.code === 'Space') {
+          if (event.shiftKey && event.code === 'Space') {
+            console.debug(
+              'keyboard press: continueWriting function is Running'
+            );
             return continueWriting(app, view);
           }
 
           if (event.code === 'Enter') {
+            console.debug('keyboard press: removeColor function is Running');
             return removeColor(view);
           }
 
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
index 24507d9f6..1649852ee 100644
--- a/packages/jupyter-ai/src/utils/animation.ts
+++ b/packages/jupyter-ai/src/utils/animation.ts
@@ -60,7 +60,7 @@ export function requestFailed(view: EditorView): void {
   }, 1500);
 }
 
-const removeLoadingAnimation = (view: EditorView) => {
+export const removeLoadingAnimation = (view: EditorView): void => {
   const circles = view.dom
     .closest('.jp-Cell')
     ?.querySelectorAll('.circle-loading-animation');
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index 8eb347d87..8fb21d1ff 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -23,7 +23,6 @@ export const constructContinuationPrompt = (
 
   const prompt = '<start_jupyter>' + context.map(getPromptForCell).join('');
 
-  console.log('prompt', prompt);
   return prompt;
 };
 

From 5e114859efb9e6137b64c5f068b64d1245e2c5af Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Fri, 25 Aug 2023 02:44:30 -0700
Subject: [PATCH 31/66] add hot key on request

---
 .../src/bigcode/bigcode-continue-writing.ts   | 17 ++++---
 .../src/components/bigcode-settings.tsx       | 16 +++++++
 .../src/contexts/continue-writing-context.ts  |  6 +++
 packages/jupyter-ai/src/keydown-handler.ts    | 12 ++---
 packages/jupyter-ai/src/utils/animation.ts    | 48 +++++++------------
 packages/jupyter-ai/src/utils/keyboard.ts     | 22 +++++++++
 6 files changed, 77 insertions(+), 44 deletions(-)
 create mode 100644 packages/jupyter-ai/src/utils/keyboard.ts

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index 8110b9f76..c3f6e9dab 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -14,8 +14,7 @@ import {
 } from '../utils/cell-modification';
 import {
   addLoadingAnimation,
-  requestSuccess as loadRequestSuccessAnimation,
-  requestFailed as loadRequestFailedAnimation,
+  updateAnimation,
   removeLoadingAnimation
 } from '../utils/animation';
 import { ICell } from '../types/cell';
@@ -28,7 +27,12 @@ const requestState = {
 };
 
 const isContextEmpty = (context: ICell[]): boolean => {
-  return context.every(cell => cell.content === '');
+  if (!context || context.length === 0) {
+    return true; // 如果context为空或未定义，我们认为它是空的
+  }
+
+  const combinedContent = context.reduce((acc, cell) => acc + cell.content, '');
+  return combinedContent.trim() === '';
 };
 
 const requestSuccess = (
@@ -46,14 +50,14 @@ const requestSuccess = (
     insertAndHighlightCode(app, GlobalStore.codeOnRequest, resultCode);
   }
 
-  loadRequestSuccessAnimation(view);
+  updateAnimation(view, 'success');
   requestState.loading = false;
 };
 
 const requestFailed = (view: EditorView) => {
   GlobalStore.setCodeOnRequest('');
 
-  loadRequestFailedAnimation(view);
+  updateAnimation(view, 'failed');
   requestState.viewResult = false;
   requestState.loading = false;
 };
@@ -64,7 +68,7 @@ export const continueWriting = (
 ): boolean => {
   const context = getAllCellTextByPosition(app);
   if (!context || isContextEmpty(context)) {
-    loadRequestFailedAnimation(view);
+    updateAnimation(view, 'failed');
     console.error('continueWriting() => context is null');
     return false;
   }
@@ -128,6 +132,5 @@ export const handleAnyKeyPress = (view: EditorView): boolean => {
     GlobalStore.setCodeOnRequest('');
     requestState.viewResult = false;
   }
-
   return false;
 };
diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
index 09a3d7023..95bd8f2e6 100644
--- a/packages/jupyter-ai/src/components/bigcode-settings.tsx
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -3,6 +3,7 @@ import React, { useEffect } from 'react';
 import { Box, TextField } from '@mui/material';
 import GlobalStore from '../contexts/continue-writing-context';
 import { observer } from 'mobx-react-lite';
+import { parseKeyboardEventToShortcut } from '../utils/keyboard';
 
 export const BigCodeSetting = observer(() => {
   const { bigcodeUrl } = GlobalStore;
@@ -16,6 +17,12 @@ export const BigCodeSetting = observer(() => {
     GlobalStore.setAccessToken(value);
   };
 
+  const setHotKey = (event: React.KeyboardEvent<HTMLInputElement>) => {
+    event.preventDefault();
+    const shortcutStr = parseKeyboardEventToShortcut(event);
+    GlobalStore.setShortcutStr(shortcutStr);
+  };
+
   useEffect(() => {
     GlobalStore.setBigcodeUrl(
       'https://api-inference.huggingface.co/models/bigcode/starcoderbase/'
@@ -48,6 +55,15 @@ export const BigCodeSetting = observer(() => {
         type="password"
         onChange={e => setAccessTokenWrapper(e.target.value)}
       />
+
+      <h2 className="jp-ai-ChatSettings-header">Hotkey for continue writing</h2>
+      <TextField
+        label="Huggingface Access Token"
+        value={GlobalStore.shortcutStr}
+        fullWidth
+        type="text"
+        onKeyDown={setHotKey}
+      />
     </Box>
   );
 });
diff --git a/packages/jupyter-ai/src/contexts/continue-writing-context.ts b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
index df4d56c68..e0c966792 100644
--- a/packages/jupyter-ai/src/contexts/continue-writing-context.ts
+++ b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
@@ -4,6 +4,7 @@ class GlobalStore {
   @observable accessToken = '';
   @observable bigcodeUrl = '';
   @observable codeOnRequest = '';
+  @observable shortcutStr = 'Ctrl + Space';
 
   constructor() {
     makeObservable(this);
@@ -23,6 +24,11 @@ class GlobalStore {
   setCodeOnRequest(code: string): void {
     this.codeOnRequest = code;
   }
+
+  @action
+  setShortcutStr(keyDownStr: string): void {
+    this.shortcutStr = keyDownStr;
+  }
 }
 
 export default new GlobalStore();
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index ab511c66e..61044303b 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -13,6 +13,8 @@ import {
   removeColor,
   handleAnyKeyPress
 } from './bigcode/bigcode-continue-writing';
+import { parseKeyboardEventToShortcut } from './utils/keyboard';
+import GlobalStore from './contexts/continue-writing-context';
 
 // 创建一个软引用集合存放 editor
 const mountedEditors = new WeakSet<CodeMirrorEditor>();
@@ -41,12 +43,10 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
     keymap.of([
       {
         any: (view: EditorView, event: KeyboardEvent) => {
-          console.debug('keyboard press: key.code: ', event.code);
-          /*
-           * The reason for using "any" instead of "key" here is that when the system has a default shortcut key,
-           * only the run method with the key parameter cannot enter, so any is used here to judge event.code
-           */
-          if (event.shiftKey && event.code === 'Space') {
+          const parsedShortcut = parseKeyboardEventToShortcut(event);
+          console.debug('keyboard press: ', parsedShortcut);
+
+          if (parsedShortcut === GlobalStore.shortcutStr) {
             console.debug(
               'keyboard press: continueWriting function is Running'
             );
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
index 1649852ee..9ecff376a 100644
--- a/packages/jupyter-ai/src/utils/animation.ts
+++ b/packages/jupyter-ai/src/utils/animation.ts
@@ -4,67 +4,53 @@ import { EditorView } from '@codemirror/view';
  *
  * @param view - ProseMirror的EditorView实例。
  */
-export function addLoadingAnimation(view: EditorView): void {
+export function addLoadingAnimation(view: EditorView): HTMLElement | null {
   removeLoadingAnimation(view);
-  // 获取单元格的DOM节点。
   const cellNode = view.dom.closest('.jp-Cell');
-
   if (!cellNode) {
-    return;
+    return null;
   }
 
   const targetDiv = cellNode.querySelector(
     '.lm-Widget.jp-InputPrompt.jp-InputArea-prompt'
   );
-
-  // 创建圆环元素并分配样式类名。
   const circle = document.createElement('div');
   circle.className = 'circle-loading-animation';
-
   targetDiv?.appendChild(circle);
-}
 
-export function requestSuccess(view: EditorView): void {
-  const circle = view.dom
-    .closest('.jp-Cell')
-    ?.querySelector('.circle-loading-animation');
+  return circle;
+}
 
+export function updateAnimation(
+  view: EditorView,
+  state: 'success' | 'failed'
+): void {
+  let circle = getLoadingCircle(view);
   if (!circle) {
-    return;
+    circle = addLoadingAnimation(view);
   }
 
-  // Update class for success state
-  circle.classList.add('circle-success');
+  if (state === 'success') {
+    circle?.classList.add('circle-success');
+  } else if (state === 'failed') {
+    circle?.classList.add('circle-failed');
+  }
 
-  // After the animation is complete, remove the circle
   setTimeout(() => {
     removeLoadingAnimation(view);
   }, 1500);
 }
 
-export function requestFailed(view: EditorView): void {
-  const circle = view.dom
+function getLoadingCircle(view: EditorView): HTMLElement | null | undefined {
+  return view.dom
     .closest('.jp-Cell')
     ?.querySelector('.circle-loading-animation');
-
-  if (!circle) {
-    return;
-  }
-
-  // Update class for failed state
-  circle.classList.add('circle-failed');
-
-  // After the animation is complete, remove the circle
-  setTimeout(() => {
-    removeLoadingAnimation(view);
-  }, 1500);
 }
 
 export const removeLoadingAnimation = (view: EditorView): void => {
   const circles = view.dom
     .closest('.jp-Cell')
     ?.querySelectorAll('.circle-loading-animation');
-
   circles?.forEach(circle => {
     circle.remove();
   });
diff --git a/packages/jupyter-ai/src/utils/keyboard.ts b/packages/jupyter-ai/src/utils/keyboard.ts
new file mode 100644
index 000000000..ddcc746ff
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/keyboard.ts
@@ -0,0 +1,22 @@
+export const parseKeyboardEventToShortcut = (
+  event: React.KeyboardEvent<HTMLInputElement> | KeyboardEvent
+): string => {
+  const keyCombo: string[] = [];
+  if (event.ctrlKey) {
+    keyCombo.push('Ctrl');
+  }
+  if (event.altKey) {
+    keyCombo.push('Alt');
+  }
+  if (event.shiftKey) {
+    keyCombo.push('Shift');
+  }
+  if (event.metaKey) {
+    keyCombo.push('Meta');
+  }
+  if (['Shift', 'Alt', 'Control', 'Meta'].indexOf(event.key) === -1) {
+    keyCombo.push(event.code);
+  }
+
+  return keyCombo.join(' + ');
+};

From 80021b0bb3faa2516b5e3f30a1889a308ac78787 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Fri, 25 Aug 2023 03:06:24 -0700
Subject: [PATCH 32/66] Improve the hotkey context, including log, readme, etc.

---
 bigcode-zh.md                                   |   9 ++++++++-
 docs/source/_static/debug-levels.jpg            | Bin 0 -> 45720 bytes
 .../src/components/bigcode-settings.tsx         |   9 ++++++---
 .../src/contexts/continue-writing-context.ts    |   5 +++++
 4 files changed, 19 insertions(+), 4 deletions(-)
 create mode 100644 docs/source/_static/debug-levels.jpg

diff --git a/bigcode-zh.md b/bigcode-zh.md
index db7889f25..45d37e96a 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -14,6 +14,8 @@ packages/jupyter-ai
 │   │   └── bigcode-continue-writing.ts  # Code continuation logic
 │   ├── components  # UI components
 │   │   └── bigcode-settings.tsx  # Settings related to bigcode
+|   ├── types
+|   |   └── cell.ts # Used to call the cell structure in the link
 │   ├── contexts
 │   │   └── continue-writing-context.ts  # Context for the continue writing feature
 │   ├── keydown-handler.ts  # Global keydown handlers
@@ -21,7 +23,8 @@ packages/jupyter-ai
 │   │   ├── bigcode-request.ts  # Bigcode API requests
 │   │   ├── cell-modification.ts  # Cell modification
 │   │   ├── context.ts  # Cell context
-│   │   └── instance.ts  # Instance related utilities
+│   │   ├── instance.ts  # Instance related utilities
+│   │   └── keyboard.ts # Tool method to monitor the keyboard
 │   └── widgets 
 │       └── bigcode-sidebar.tsx  # Sidebar for bigcode features
 
@@ -46,6 +49,10 @@ npm run dev
 # 如果想要在修改代码时编译，将下述指令和以上指令一起运行
 npm run watch
 ```
+### debug 
+在F12(开发者工具)中将日志级别中所有的选项都勾选上
+![](./docs/source/_static/debug-levels.jpg)
+
 
 ## 逻辑梳理
 我们目前的做法是基于现有的 jupyter-ai 代码做的扩展（属于 jupyter-ai 的一部分）
diff --git a/docs/source/_static/debug-levels.jpg b/docs/source/_static/debug-levels.jpg
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diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
index 95bd8f2e6..8d497c96f 100644
--- a/packages/jupyter-ai/src/components/bigcode-settings.tsx
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -15,12 +15,15 @@ export const BigCodeSetting = observer(() => {
 
   const setAccessTokenWrapper = (value: string) => {
     GlobalStore.setAccessToken(value);
+    console.debug('setAccessToken()');
   };
 
-  const setHotKey = (event: React.KeyboardEvent<HTMLInputElement>) => {
+  const setHotKeyWrapper = (event: React.KeyboardEvent<HTMLInputElement>) => {
     event.preventDefault();
     const shortcutStr = parseKeyboardEventToShortcut(event);
     GlobalStore.setShortcutStr(shortcutStr);
+    localStorage.setItem('shortcutStr', shortcutStr);
+    console.debug('setHotKey() => The current hotkey is ', shortcutStr);
   };
 
   useEffect(() => {
@@ -58,11 +61,11 @@ export const BigCodeSetting = observer(() => {
 
       <h2 className="jp-ai-ChatSettings-header">Hotkey for continue writing</h2>
       <TextField
-        label="Huggingface Access Token"
+        label="Hotkey for continue writing"
         value={GlobalStore.shortcutStr}
         fullWidth
         type="text"
-        onKeyDown={setHotKey}
+        onKeyDown={setHotKeyWrapper}
       />
     </Box>
   );
diff --git a/packages/jupyter-ai/src/contexts/continue-writing-context.ts b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
index e0c966792..b2781b7ad 100644
--- a/packages/jupyter-ai/src/contexts/continue-writing-context.ts
+++ b/packages/jupyter-ai/src/contexts/continue-writing-context.ts
@@ -8,6 +8,11 @@ class GlobalStore {
 
   constructor() {
     makeObservable(this);
+    // 设置初始值从localStorage
+    const storedShortcutStr = localStorage.getItem('shortcutStr');
+    if (storedShortcutStr) {
+      this.shortcutStr = storedShortcutStr;
+    }
   }
 
   @action

From cbcee9f26a72536f9c38d8ebb099a9c8fa0d5936 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Fri, 25 Aug 2023 04:18:51 -0700
Subject: [PATCH 33/66] add examples

---
 examples/sklearn_digits.ipynb                 | 83 +++++++++++++++++++
 .../src/bigcode/bigcode-continue-writing.ts   |  4 +-
 packages/jupyter-ai/src/keydown-handler.ts    | 29 +++++--
 .../jupyter-ai/src/utils/bigcode-request.ts   | 11 ++-
 4 files changed, 116 insertions(+), 11 deletions(-)
 create mode 100644 examples/sklearn_digits.ipynb

diff --git a/examples/sklearn_digits.ipynb b/examples/sklearn_digits.ipynb
new file mode 100644
index 000000000..2c98ae4dd
--- /dev/null
+++ b/examples/sklearn_digits.ipynb
@@ -0,0 +1,83 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "dcbb2940-4d47-45ac-923a-f80eed1d26f5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# load Digits Dataset from sklearn\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f3a60c45-244b-49f2-8527-519c5a2557a6",
+   "metadata": {},
+   "source": [
+    "Print to show there are 1797 images (8 by 8 images for a dimensionality of 64)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c159867-a499-4181-9713-d2558f1a258d",
+   "metadata": {},
+   "source": [
+    "Print to show there are 1797 labels (integers from 0–9)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e216707c-1ea7-446a-ac69-cd013e76b5f2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fe688a3e-29cb-464d-9eef-7e17ce4b9dee",
+   "metadata": {},
+   "source": [
+    "Showing the Images and the Labels (Digits Dataset)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f2f5505f-32b1-4e22-8878-39f20e71335d",
+   "metadata": {},
+   "source": [
+    "This section is really just to show what the images and labels look like. It usually helps to visualize your data to see what you are working with."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4328fb40-b40c-4fde-8ef4-6a5b38c5dd10",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
index c3f6e9dab..cecff3282 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
@@ -93,8 +93,8 @@ export const continueWriting = (
       console.debug('continueWriting() => state is success, result: ', result);
       requestSuccess(app, view, result);
     })
-    .catch(err => {
-      console.error(err);
+    .catch(async err => {
+      console.error(await err);
       requestFailed(view);
     });
 
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index 61044303b..3ada61256 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -15,6 +15,7 @@ import {
 } from './bigcode/bigcode-continue-writing';
 import { parseKeyboardEventToShortcut } from './utils/keyboard';
 import GlobalStore from './contexts/continue-writing-context';
+import { CodeEditor } from '@jupyterlab/codeeditor';
 
 // 创建一个软引用集合存放 editor
 const mountedEditors = new WeakSet<CodeMirrorEditor>();
@@ -29,6 +30,11 @@ const mountExtension = (
     return;
   }
 
+  // editor 还没有正常的完成初始化
+  if (!('editor' in editor)) {
+    return;
+  }
+
   const view = editor.editor as EditorView;
   const tr = view.state.update({
     effects: StateEffect.appendConfig.of(extension)
@@ -38,6 +44,20 @@ const mountExtension = (
   mountedEditors.add(editor);
 };
 
+// 在新增单元格时，editor 可能没有被实例化，所以我们需将挂载事件放在异步队列最低端，以用来保证 editor 实例化完成
+const mountEditorWithDelay = (
+  editor: CodeEditor.IEditor | null,
+  extension: Extension
+) => {
+  if (editor && editor instanceof CodeMirrorEditor) {
+    const waitCellInitTimer = setTimeout(() => {
+      const codeMirrorEditor = editor as CodeMirrorEditor;
+      mountExtension(codeMirrorEditor, extension);
+      clearTimeout(waitCellInitTimer);
+    }, 0);
+  }
+};
+
 const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
   return Prec.highest(
     keymap.of([
@@ -87,7 +107,7 @@ const init = (app: JupyterFrontEnd) => {
       const firstCell = content.activeCell;
       if (firstCell) {
         const firstCellEditor = firstCell.editor as CodeMirrorEditor;
-        mountExtension(firstCellEditor, extension);
+        mountEditorWithDelay(firstCellEditor, extension);
       }
 
       // 监听选中的 cell 发生变化时
@@ -96,12 +116,7 @@ const init = (app: JupyterFrontEnd) => {
           return;
         }
 
-        // 在新增单元格时，editor 可能没有被实例化，所以我们需将挂载事件放在异步队列最低端，以用来保证 editor 实例化完成
-        const waitCellInitTimer = setTimeout(() => {
-          const editor = cell.editor as CodeMirrorEditor;
-          mountExtension(editor, extension);
-          clearTimeout(waitCellInitTimer);
-        }, 0);
+        mountEditorWithDelay(cell.editor, extension);
       });
     }
   });
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index 8fb21d1ff..5cd7d1678 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -64,8 +64,15 @@ export const sendToBigCode = async (
     body: JSON.stringify(bodyData)
   });
 
-  const data = (await response).json();
-  return data;
+  const responseResult = await response;
+  // Check if response status code is in the range 200-299
+  if (!responseResult.ok) {
+    return new Promise((resolve, reject) => {
+      reject(responseResult.json());
+    });
+  }
+
+  return responseResult.json();
 };
 
 export const processCompletionResult = (

From c4ce981dca5e89e89726bfb626d284ec35ee282e Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Fri, 25 Aug 2023 04:21:53 -0700
Subject: [PATCH 34/66] =?UTF-8?q?=1B[200~Fixed=20a=20hint=20error~?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/jupyter-ai/src/components/bigcode-settings.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
index 8d497c96f..fefaf7773 100644
--- a/packages/jupyter-ai/src/components/bigcode-settings.tsx
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -61,7 +61,7 @@ export const BigCodeSetting = observer(() => {
 
       <h2 className="jp-ai-ChatSettings-header">Hotkey for continue writing</h2>
       <TextField
-        label="Hotkey for continue writing"
+        label="Please press the hotkey you need"
         value={GlobalStore.shortcutStr}
         fullWidth
         type="text"

From 95942cf4a11e9407f7b1403f6879f40ba8d9fa78 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 27 Aug 2023 22:09:21 +0800
Subject: [PATCH 35/66] Replace 'continue writing' with 'code complement'

---
 ...-writing.ts => bigcode-code-complement.ts} |  6 +++---
 .../src/components/bigcode-settings.tsx       |  2 +-
 ...g-context.ts => code-cmplement-context.ts} |  0
 packages/jupyter-ai/src/index.ts              |  6 +++---
 packages/jupyter-ai/src/keydown-handler.ts    | 19 ++++++++++---------
 .../jupyter-ai/src/utils/bigcode-request.ts   |  2 +-
 .../src/widgets/bigcode-sidebar.tsx           |  4 ++--
 7 files changed, 20 insertions(+), 19 deletions(-)
 rename packages/jupyter-ai/src/bigcode/{bigcode-continue-writing.ts => bigcode-code-complement.ts} (95%)
 rename packages/jupyter-ai/src/contexts/{continue-writing-context.ts => code-cmplement-context.ts} (100%)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts b/packages/jupyter-ai/src/bigcode/bigcode-code-complement.ts
similarity index 95%
rename from packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
rename to packages/jupyter-ai/src/bigcode/bigcode-code-complement.ts
index cecff3282..b51ae5128 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-code-complement.ts
@@ -19,7 +19,7 @@ import {
 } from '../utils/animation';
 import { ICell } from '../types/cell';
 
-import GlobalStore from '../contexts/continue-writing-context';
+import GlobalStore from '../contexts/code-cmplement-context';
 
 const requestState = {
   loading: false,
@@ -62,7 +62,7 @@ const requestFailed = (view: EditorView) => {
   requestState.loading = false;
 };
 
-export const continueWriting = (
+export const codeComplement = (
   app: JupyterFrontEnd,
   view: EditorView
 ): boolean => {
@@ -86,7 +86,7 @@ export const continueWriting = (
   GlobalStore.setCodeOnRequest(context[context.length - 1].content);
   const prompt = constructContinuationPrompt(context);
 
-  console.debug('continueWriting() => prompt: ', prompt);
+  console.debug('codeComplement() => prompt: ', prompt);
 
   sendToBigCode(prompt)
     .then(result => {
diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
index fefaf7773..515302d01 100644
--- a/packages/jupyter-ai/src/components/bigcode-settings.tsx
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -1,7 +1,7 @@
 // import React, { useEffect } from 'react';
 import React, { useEffect } from 'react';
 import { Box, TextField } from '@mui/material';
-import GlobalStore from '../contexts/continue-writing-context';
+import GlobalStore from '../contexts/code-cmplement-context';
 import { observer } from 'mobx-react-lite';
 import { parseKeyboardEventToShortcut } from '../utils/keyboard';
 
diff --git a/packages/jupyter-ai/src/contexts/continue-writing-context.ts b/packages/jupyter-ai/src/contexts/code-cmplement-context.ts
similarity index 100%
rename from packages/jupyter-ai/src/contexts/continue-writing-context.ts
rename to packages/jupyter-ai/src/contexts/code-cmplement-context.ts
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index aba2d8c70..91de5d293 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -13,7 +13,7 @@ import { buildBigcodeSidebar } from './widgets/bigcode-sidebar';
 import { SelectionWatcher } from './selection-watcher';
 import { ChatHandler } from './chat_handler';
 import { buildErrorWidget } from './widgets/chat-error';
-import { keyDownHandle } from './keydown-handler';
+import { codeComplementkeyDownHandle } from './keydown-handler';
 
 export type DocumentTracker = IWidgetTracker<IDocumentWidget>;
 
@@ -59,7 +59,7 @@ const plugin: JupyterFrontEndPlugin<void> = {
     /**
      * Initialize keydown handler
      */
-    keyDownHandle(app);
+    codeComplementkeyDownHandle(app);
 
     /**
      * Add Chat widget to right sidebar
@@ -73,7 +73,7 @@ const plugin: JupyterFrontEndPlugin<void> = {
 
     if (restorer) {
       restorer.add(chatWidget, 'jupyter-ai-chat');
-      restorer.add(bigcodeWidget, 'bigcode-continuation');
+      restorer.add(bigcodeWidget, 'bigcode-code-complement');
     }
   }
 };
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index 3ada61256..507954f42 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -7,15 +7,16 @@ import { StateEffect } from '@codemirror/state';
 import { Notebook } from '@jupyterlab/notebook';
 import { NotebookPanel } from '@jupyterlab/notebook';
 import { Extension } from '@codemirror/state';
+import { CodeEditor } from '@jupyterlab/codeeditor';
+
 import { getContent } from './utils/instance';
 import {
-  continueWriting,
+  codeComplement,
   removeColor,
   handleAnyKeyPress
-} from './bigcode/bigcode-continue-writing';
+} from './bigcode/bigcode-code-complement';
 import { parseKeyboardEventToShortcut } from './utils/keyboard';
-import GlobalStore from './contexts/continue-writing-context';
-import { CodeEditor } from '@jupyterlab/codeeditor';
+import GlobalStore from './contexts/code-cmplement-context';
 
 // 创建一个软引用集合存放 editor
 const mountedEditors = new WeakSet<CodeMirrorEditor>();
@@ -67,10 +68,8 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
           console.debug('keyboard press: ', parsedShortcut);
 
           if (parsedShortcut === GlobalStore.shortcutStr) {
-            console.debug(
-              'keyboard press: continueWriting function is Running'
-            );
-            return continueWriting(app, view);
+            console.debug('keyboard press: codeComplement function is Running');
+            return codeComplement(app, view);
           }
 
           if (event.code === 'Enter') {
@@ -122,7 +121,9 @@ const init = (app: JupyterFrontEnd) => {
   });
 };
 
-export const keyDownHandle = async (app: JupyterFrontEnd): Promise<void> => {
+export const codeComplementkeyDownHandle = async (
+  app: JupyterFrontEnd
+): Promise<void> => {
   // 等待 notebook 完成初始化
   await app.start();
   init(app);
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index 5cd7d1678..350a31470 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -1,4 +1,4 @@
-import GlobalStore from '../contexts/continue-writing-context';
+import GlobalStore from '../contexts/code-cmplement-context';
 import { ICell } from '../types/cell';
 
 const getPromptForCell = (cell: ICell): string => {
diff --git a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
index bf379f7dd..1f1f78c55 100644
--- a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
+++ b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
@@ -10,8 +10,8 @@ export function buildBigcodeSidebar(): ReactWidget {
     </div>
   );
 
-  BigCodeWidget.id = 'jupyter-ai::bigcode';
+  BigCodeWidget.id = 'jupyter-ai::bigcode-code-complement';
   BigCodeWidget.title.icon = chatIcon;
-  BigCodeWidget.title.caption = 'bigcode continuation';
+  BigCodeWidget.title.caption = 'bigcode code complement';
   return BigCodeWidget;
 }

From 044006648a5964641ee3a1ef80bb7930ad033bbb Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 27 Aug 2023 23:32:48 +0800
Subject: [PATCH 36/66] Replace 'Add a part function docstring

---
 ...mplement.ts => bigcode-code-completion.ts} | 74 +++++++++++++++----
 .../src/components/bigcode-settings.tsx       | 17 ++---
 ...xt.ts => code-completion-context-store.ts} | 29 ++++++--
 packages/jupyter-ai/src/index.ts              |  6 +-
 packages/jupyter-ai/src/keydown-handler.ts    | 54 +++++++++-----
 packages/jupyter-ai/src/utils/animation.ts    | 26 ++++++-
 .../jupyter-ai/src/utils/bigcode-request.ts   | 30 +++++++-
 packages/jupyter-ai/src/utils/context.ts      | 20 +++--
 packages/jupyter-ai/src/utils/instance.ts     |  2 +-
 .../src/widgets/bigcode-sidebar.tsx           |  4 +-
 10 files changed, 201 insertions(+), 61 deletions(-)
 rename packages/jupyter-ai/src/bigcode/{bigcode-code-complement.ts => bigcode-code-completion.ts} (53%)
 rename packages/jupyter-ai/src/contexts/{code-cmplement-context.ts => code-completion-context-store.ts} (51%)

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-code-complement.ts b/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
similarity index 53%
rename from packages/jupyter-ai/src/bigcode/bigcode-code-complement.ts
rename to packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
index b51ae5128..f076226e8 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-code-complement.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
@@ -19,22 +19,38 @@ import {
 } from '../utils/animation';
 import { ICell } from '../types/cell';
 
-import GlobalStore from '../contexts/code-cmplement-context';
+import CodeCompletionContextstore from '../contexts/code-completion-context-store';
 
+/**
+ * An object to track the state of the request and the visibility of the result.
+ * @property {boolean} loading - Indicates if a request is currently being made.
+ * @property {boolean} viewResult - Indicates if the result of a request is currently being displayed.
+ */
 const requestState = {
   loading: false,
   viewResult: false
 };
 
+/**
+ * Checks if the provided context is empty or not.
+ * @param {ICell[]} context - An array of cells representing the context.
+ * @returns {boolean} Returns true if the context is empty or undefined, otherwise false.
+ */
 const isContextEmpty = (context: ICell[]): boolean => {
   if (!context || context.length === 0) {
-    return true; // 如果context为空或未定义，我们认为它是空的
+    return true; // If the context is empty or undefined, we assume that the user did not write code
   }
 
   const combinedContent = context.reduce((acc, cell) => acc + cell.content, '');
   return combinedContent.trim() === '';
 };
 
+/**
+ * Handles the success response of the code completion request.
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @param {EditorView} view - The editor view instance.
+ * @param {{ generated_text: string }[]} result - The result array containing generated text.
+ */
 const requestSuccess = (
   app: JupyterFrontEnd,
   view: EditorView,
@@ -45,24 +61,38 @@ const requestSuccess = (
 
   if (resultCode === '') {
     requestState.viewResult = false;
-    GlobalStore.setCodeOnRequest('');
+    CodeCompletionContextstore.setCodeOnRequest('');
   } else {
-    insertAndHighlightCode(app, GlobalStore.codeOnRequest, resultCode);
+    insertAndHighlightCode(
+      app,
+      CodeCompletionContextstore.codeOnRequest,
+      resultCode
+    );
   }
 
   updateAnimation(view, 'success');
   requestState.loading = false;
 };
 
+/**
+ * Handles the failure of the code completion request.
+ * @param {EditorView} view - The editor view instance.
+ */
 const requestFailed = (view: EditorView) => {
-  GlobalStore.setCodeOnRequest('');
+  CodeCompletionContextstore.setCodeOnRequest('');
 
   updateAnimation(view, 'failed');
   requestState.viewResult = false;
   requestState.loading = false;
 };
 
-export const codeComplement = (
+/**
+ * Initiates code completion based on the provided context.
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @param {EditorView} view - The editor view instance.
+ * @returns {boolean} Indicates whether the function completed successfully.
+ */
+export const codeCompletion = (
   app: JupyterFrontEnd,
   view: EditorView
 ): boolean => {
@@ -83,10 +113,12 @@ export const codeComplement = (
   requestState.loading = true;
   removeLoadingAnimation(view);
   addLoadingAnimation(view);
-  GlobalStore.setCodeOnRequest(context[context.length - 1].content);
+  CodeCompletionContextstore.setCodeOnRequest(
+    context[context.length - 1].content
+  );
   const prompt = constructContinuationPrompt(context);
 
-  console.debug('codeComplement() => prompt: ', prompt);
+  console.debug('codeCompletion() => prompt: ', prompt);
 
   sendToBigCode(prompt)
     .then(result => {
@@ -101,8 +133,16 @@ export const codeComplement = (
   return true;
 };
 
+/**
+ * Removes custom colors from the text in the editor.
+ * @param {EditorView} view - The editor view instance.
+ * @returns {boolean} Indicates whether the function completed successfully.
+ */
 export const removeColor = (view: EditorView): boolean => {
-  if (GlobalStore.codeOnRequest === '' && !requestState.viewResult) {
+  if (
+    CodeCompletionContextstore.codeOnRequest === '' &&
+    !requestState.viewResult
+  ) {
     console.debug(
       'removeColor() => No request is running or no continuation code is showing'
     );
@@ -111,25 +151,33 @@ export const removeColor = (view: EditorView): boolean => {
 
   requestState.viewResult = false;
   removeTextStatus(view);
-  GlobalStore.setCodeOnRequest('');
+  CodeCompletionContextstore.setCodeOnRequest('');
   moveCursorToEnd(view);
   console.debug('removeColor() => remove code customize color');
   return true;
 };
 
+/**
+ * Handles any keypress events when a request is loading or a result is being displayed.
+ * @param {EditorView} view - The editor view instance.
+ * @returns {boolean} Indicates whether the function completed successfully.
+ */
 export const handleAnyKeyPress = (view: EditorView): boolean => {
   if (requestState.loading) {
     console.debug('handleAnyKeyPress() => request is loading');
     return true;
   }
 
-  if (GlobalStore.codeOnRequest !== '' || requestState.viewResult) {
+  if (
+    CodeCompletionContextstore.codeOnRequest !== '' ||
+    requestState.viewResult
+  ) {
     console.debug(
       'handleAnyKeyPress() => code for the user to cancel the display'
     );
     removeTextStatus(view);
-    replaceText(view, GlobalStore.codeOnRequest);
-    GlobalStore.setCodeOnRequest('');
+    replaceText(view, CodeCompletionContextstore.codeOnRequest);
+    CodeCompletionContextstore.setCodeOnRequest('');
     requestState.viewResult = false;
   }
   return false;
diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
index 515302d01..d03ecb549 100644
--- a/packages/jupyter-ai/src/components/bigcode-settings.tsx
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -1,33 +1,32 @@
 // import React, { useEffect } from 'react';
 import React, { useEffect } from 'react';
 import { Box, TextField } from '@mui/material';
-import GlobalStore from '../contexts/code-cmplement-context';
+import CodeCompletionContextstore from '../contexts/code-completion-context-store';
 import { observer } from 'mobx-react-lite';
 import { parseKeyboardEventToShortcut } from '../utils/keyboard';
 
 export const BigCodeSetting = observer(() => {
-  const { bigcodeUrl } = GlobalStore;
-  const { accessToken } = GlobalStore;
+  const { bigcodeUrl } = CodeCompletionContextstore;
+  const { accessToken } = CodeCompletionContextstore;
 
   const setBigcodeUrlWrapper = (value: string) => {
-    GlobalStore.setBigcodeUrl(value);
+    CodeCompletionContextstore.setBigcodeUrl(value);
   };
 
   const setAccessTokenWrapper = (value: string) => {
-    GlobalStore.setAccessToken(value);
+    CodeCompletionContextstore.setAccessToken(value);
     console.debug('setAccessToken()');
   };
 
   const setHotKeyWrapper = (event: React.KeyboardEvent<HTMLInputElement>) => {
     event.preventDefault();
     const shortcutStr = parseKeyboardEventToShortcut(event);
-    GlobalStore.setShortcutStr(shortcutStr);
-    localStorage.setItem('shortcutStr', shortcutStr);
+    CodeCompletionContextstore.setShortcutStr(shortcutStr);
     console.debug('setHotKey() => The current hotkey is ', shortcutStr);
   };
 
   useEffect(() => {
-    GlobalStore.setBigcodeUrl(
+    CodeCompletionContextstore.setBigcodeUrl(
       'https://api-inference.huggingface.co/models/bigcode/starcoderbase/'
     );
   }, []);
@@ -62,7 +61,7 @@ export const BigCodeSetting = observer(() => {
       <h2 className="jp-ai-ChatSettings-header">Hotkey for continue writing</h2>
       <TextField
         label="Please press the hotkey you need"
-        value={GlobalStore.shortcutStr}
+        value={CodeCompletionContextstore.shortcutStr}
         fullWidth
         type="text"
         onKeyDown={setHotKeyWrapper}
diff --git a/packages/jupyter-ai/src/contexts/code-cmplement-context.ts b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
similarity index 51%
rename from packages/jupyter-ai/src/contexts/code-cmplement-context.ts
rename to packages/jupyter-ai/src/contexts/code-completion-context-store.ts
index b2781b7ad..0cb84666b 100644
--- a/packages/jupyter-ai/src/contexts/code-cmplement-context.ts
+++ b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
@@ -1,14 +1,30 @@
 import { makeObservable, observable, action } from 'mobx';
 
-class GlobalStore {
+class CodeCompletionContextstore {
+  /**
+   * Observable huggingface token for authentication purposes.
+   */
   @observable accessToken = '';
+
+  /**
+   * Observable URL for the BigCode service.
+   */
   @observable bigcodeUrl = '';
+
+  /**
+   * Observable state for the code being requested for completion.
+   */
   @observable codeOnRequest = '';
+
+  /**
+   * Observable string representing the shortcut key combination for triggering code completion.
+   * Default is set to 'Ctrl + Space'.
+   */
   @observable shortcutStr = 'Ctrl + Space';
 
   constructor() {
     makeObservable(this);
-    // 设置初始值从localStorage
+
     const storedShortcutStr = localStorage.getItem('shortcutStr');
     if (storedShortcutStr) {
       this.shortcutStr = storedShortcutStr;
@@ -31,10 +47,11 @@ class GlobalStore {
   }
 
   @action
-  setShortcutStr(keyDownStr: string): void {
-    this.shortcutStr = keyDownStr;
+  setShortcutStr(shortcutStr: string): void {
+    localStorage.setItem('shortcutStr', shortcutStr);
+    this.shortcutStr = shortcutStr;
   }
 }
 
-export default new GlobalStore();
-export type IGlobalStore = GlobalStore;
+export default new CodeCompletionContextstore();
+export type IGlobalStore = CodeCompletionContextstore;
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index 91de5d293..a5962981a 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -13,7 +13,7 @@ import { buildBigcodeSidebar } from './widgets/bigcode-sidebar';
 import { SelectionWatcher } from './selection-watcher';
 import { ChatHandler } from './chat_handler';
 import { buildErrorWidget } from './widgets/chat-error';
-import { codeComplementkeyDownHandle } from './keydown-handler';
+import { handleCodeCompletionKeyDown } from './keydown-handler';
 
 export type DocumentTracker = IWidgetTracker<IDocumentWidget>;
 
@@ -59,7 +59,7 @@ const plugin: JupyterFrontEndPlugin<void> = {
     /**
      * Initialize keydown handler
      */
-    codeComplementkeyDownHandle(app);
+    handleCodeCompletionKeyDown(app);
 
     /**
      * Add Chat widget to right sidebar
@@ -73,7 +73,7 @@ const plugin: JupyterFrontEndPlugin<void> = {
 
     if (restorer) {
       restorer.add(chatWidget, 'jupyter-ai-chat');
-      restorer.add(bigcodeWidget, 'bigcode-code-complement');
+      restorer.add(bigcodeWidget, 'bigcode-code-completion');
     }
   }
 };
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index 507954f42..97c236ed9 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -11,22 +11,26 @@ import { CodeEditor } from '@jupyterlab/codeeditor';
 
 import { getContent } from './utils/instance';
 import {
-  codeComplement,
+  codeCompletion,
   removeColor,
   handleAnyKeyPress
-} from './bigcode/bigcode-code-complement';
+} from './bigcode/bigcode-code-completion';
 import { parseKeyboardEventToShortcut } from './utils/keyboard';
-import GlobalStore from './contexts/code-cmplement-context';
+import GlobalStore from './contexts/code-completion-context-store';
 
-// 创建一个软引用集合存放 editor
+// Create a weak reference set to store the editor
 const mountedEditors = new WeakSet<CodeMirrorEditor>();
 
-// 挂载"键盘按下 extension"到 editor 实例中
+/**
+ * Mounts a given extension to the editor instance.
+ * @param {CodeMirrorEditor} editor - The editor instance.
+ * @param {Extension} extension - The extension to be mounted.
+ */
 const mountExtension = (
   editor: CodeMirrorEditor,
   extension: Extension
 ): void => {
-  // 如果 editor 已经被处理过
+  // If the editor has already been processed
   if (mountedEditors.has(editor)) {
     return;
   }
@@ -45,7 +49,11 @@ const mountExtension = (
   mountedEditors.add(editor);
 };
 
-// 在新增单元格时，editor 可能没有被实例化，所以我们需将挂载事件放在异步队列最低端，以用来保证 editor 实例化完成
+/**
+ * Mounts the editor with a delay to ensure its instantiation is complete.
+ * @param {CodeEditor.IEditor | null} editor - The editor instance, might be null.
+ * @param {Extension} extension - The extension to be mounted.
+ */
 const mountEditorWithDelay = (
   editor: CodeEditor.IEditor | null,
   extension: Extension
@@ -59,6 +67,7 @@ const mountEditorWithDelay = (
   }
 };
 
+/// Generates a keydown extension for handling various keypress events.
 const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
   return Prec.highest(
     keymap.of([
@@ -68,8 +77,8 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
           console.debug('keyboard press: ', parsedShortcut);
 
           if (parsedShortcut === GlobalStore.shortcutStr) {
-            console.debug('keyboard press: codeComplement function is Running');
-            return codeComplement(app, view);
+            console.debug('keyboard press: codeCompletion function is Running');
+            return codeCompletion(app, view);
           }
 
           if (event.code === 'Enter') {
@@ -84,14 +93,19 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
   );
 };
 
-const init = (app: JupyterFrontEnd) => {
+/**
+ * Initializes keydown event handlers for the JupyterFrontEnd application.
+ * This function sets up listeners for changes in the current widget and mounts the editor accordingly.
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ */
+const initializeKeyDownHandlers = (app: JupyterFrontEnd) => {
   if (!(app.shell instanceof LabShell)) {
     throw 'Shell is not an instance of LabShell. Jupyter AI does not currently support custom shells.';
   }
 
   const extension = generateKeyDownExtension(app);
 
-  // 监听当前的 weiget 发生变化时
+  // Listen for changes in the current weiget
   app.shell.currentChanged.connect(async (sender, args) => {
     const currentWidget = args.newValue;
     if (!currentWidget || !(currentWidget instanceof NotebookPanel)) {
@@ -102,14 +116,14 @@ const init = (app: JupyterFrontEnd) => {
     const content = getContent(currentWidget);
 
     if (content instanceof Notebook) {
-      // 优先挂载加载 notebook 时默认选中的 Cell。在"content.activeCellChanged.connect"中，默认选中的 Cell 的 editor 为空
+      // Prioritize the cell selected by default when loading the notebook. In "content.activeCellChanged.connect", the editor of the cell selected by default is empty
       const firstCell = content.activeCell;
       if (firstCell) {
         const firstCellEditor = firstCell.editor as CodeMirrorEditor;
         mountEditorWithDelay(firstCellEditor, extension);
       }
 
-      // 监听选中的 cell 发生变化时
+      // When the selected cell changes
       content.activeCellChanged.connect(async (sender, cell) => {
         if (!cell) {
           return;
@@ -121,11 +135,17 @@ const init = (app: JupyterFrontEnd) => {
   });
 };
 
-export const codeComplementkeyDownHandle = async (
+/**
+ * The main function to handle code completion on keydown events.
+ * It initializes the keydown handlers after ensuring that the notebook is fully loaded.
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @returns {Promise<void>}
+ */
+export const handleCodeCompletionKeyDown = async (
   app: JupyterFrontEnd
 ): Promise<void> => {
-  // 等待 notebook 完成初始化
+  // Wait for the notebook to finish initializing
   await app.start();
-  init(app);
-  console.log('keyDownHandle is start...');
+  initializeKeyDownHandlers(app);
+  console.log('handleCodeCompletionKeyDown is start...');
 };
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
index 9ecff376a..03f29b3d4 100644
--- a/packages/jupyter-ai/src/utils/animation.ts
+++ b/packages/jupyter-ai/src/utils/animation.ts
@@ -1,8 +1,11 @@
 import { EditorView } from '@codemirror/view';
+
 /**
- * 添加旋转圆环加载动画到EditorView（codemirror 的 dom）左侧。
+ * Adds a rotating circle loading animation to the left side of the EditorView's DOM.
+ * Removes any existing loading animations before adding a new one.
  *
- * @param view - ProseMirror的EditorView实例。
+ * @param {EditorView} view - The instance of ProseMirror's EditorView.
+ * @returns {HTMLElement | null} The created circle animation element or null if the target div is not found.
  */
 export function addLoadingAnimation(view: EditorView): HTMLElement | null {
   removeLoadingAnimation(view);
@@ -21,6 +24,13 @@ export function addLoadingAnimation(view: EditorView): HTMLElement | null {
   return circle;
 }
 
+/**
+ * Updates the animation state to either 'success' or 'failed'.
+ * If a loading circle doesn't exist, it will be created.
+ *
+ * @param {EditorView} view - The instance of ProseMirror's EditorView.
+ * @param {('success' | 'failed')} state - The new state for the animation.
+ */
 export function updateAnimation(
   view: EditorView,
   state: 'success' | 'failed'
@@ -36,17 +46,29 @@ export function updateAnimation(
     circle?.classList.add('circle-failed');
   }
 
+  // It will disappear automatically after 1.5s
   setTimeout(() => {
     removeLoadingAnimation(view);
   }, 1500);
 }
 
+/**
+ * Retrieves the loading circle from the closest cell of the given view.
+ *
+ * @param {EditorView} view - The instance of ProseMirror's EditorView.
+ * @returns {HTMLElement | null | undefined} The loading circle element or null/undefined if not found.
+ */
 function getLoadingCircle(view: EditorView): HTMLElement | null | undefined {
   return view.dom
     .closest('.jp-Cell')
     ?.querySelector('.circle-loading-animation');
 }
 
+/**
+ * Removes all loading/success/failed animations from the closest cell of the given view.
+ *
+ * @param {EditorView} view - The instance of ProseMirror's EditorView.
+ */
 export const removeLoadingAnimation = (view: EditorView): void => {
   const circles = view.dom
     .closest('.jp-Cell')
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index 350a31470..ef06a4df2 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -1,6 +1,13 @@
-import GlobalStore from '../contexts/code-cmplement-context';
+import GlobalStore from '../contexts/code-completion-context-store';
 import { ICell } from '../types/cell';
 
+/**
+ * Generates the appropriate prompt string based on the cell type.
+ * The cell type can be either 'code' or 'markdown'.
+ *
+ * @param {ICell} cell - The cell object which includes the type and content.
+ * @returns {string} The generated prompt string for the cell.
+ */
 const getPromptForCell = (cell: ICell): string => {
   let cellPrompt = '';
   switch (cell.type) {
@@ -14,6 +21,13 @@ const getPromptForCell = (cell: ICell): string => {
   return cellPrompt + cell.content;
 };
 
+/**
+ * Constructs a continuation prompt based on the provided context.
+ * It concatenates the prompts for all the cells in the context.
+ *
+ * @param {ICell[] | null} context - An array of cells representing the context.
+ * @returns {string | null} The constructed continuation prompt or null if context is empty.
+ */
 export const constructContinuationPrompt = (
   context: ICell[] | null
 ): string | null => {
@@ -26,6 +40,13 @@ export const constructContinuationPrompt = (
   return prompt;
 };
 
+/**
+ * Sends the given prompt to the BigCode service for code completion.
+ * It requires the BigCode service URL and the Huggingface Access Token to be set in the GlobalStore.
+ *
+ * @param {string | null} prompt - The prompt string to be sent for code completion.
+ * @returns {Promise<{ generated_text: string }[]>} A promise that resolves with the generated text or rejects with an error.
+ */
 export const sendToBigCode = async (
   prompt: string | null
 ): Promise<{ generated_text: string }[]> => {
@@ -75,6 +96,13 @@ export const sendToBigCode = async (
   return responseResult.json();
 };
 
+/**
+ * Processes the result received from the BigCode service.
+ * It extracts the generated text from the result and removes any placeholder strings.
+ *
+ * @param {{ generated_text: string }[]} result - The result array containing generated text.
+ * @returns {string} The processed generated text.
+ */
 export const processCompletionResult = (
   result: { generated_text: string }[]
 ): string => {
diff --git a/packages/jupyter-ai/src/utils/context.ts b/packages/jupyter-ai/src/utils/context.ts
index c9cfdb00a..5456614a3 100644
--- a/packages/jupyter-ai/src/utils/context.ts
+++ b/packages/jupyter-ai/src/utils/context.ts
@@ -2,10 +2,16 @@ import { JupyterFrontEnd } from '@jupyterlab/application';
 import { CodeEditor } from '@jupyterlab/codeeditor';
 import { DocumentWidget } from '@jupyterlab/docregistry';
 import { Notebook } from '@jupyterlab/notebook';
-import { getTextByEditor, getContent, getEditorByWidget } from './instance';
-import { ICell, ICellType } from '../types/cell';
 import { CodeCell, MarkdownCell } from '@jupyterlab/cells';
 
+import { ICell, ICellType } from '../types/cell';
+
+import {
+  getTextByEditor,
+  getSpecificWidget,
+  getEditorByWidget
+} from './instance';
+
 export const splitString = (input: string): string[] => {
   // Split by newline, but ignore escaped newlines
   return input.split(/(?<!\\)\n/).map(part => part.replace('\\\\n', '\\n'));
@@ -18,7 +24,7 @@ export const getCellCode = (app: JupyterFrontEnd): string | null => {
     return null;
   }
 
-  const content = getContent(currentWidget);
+  const content = getSpecificWidget(currentWidget);
   const editor = getEditorByWidget(content);
 
   if (editor) {
@@ -57,7 +63,7 @@ export const getCellTextByApp = (app: JupyterFrontEnd): string[] | null => {
     return null;
   }
 
-  const content = getContent(currentWidget);
+  const content = getSpecificWidget(currentWidget);
   const editor = getEditorByWidget(content);
 
   if (editor) {
@@ -75,13 +81,13 @@ export const getAllCellTextByPosition = (
     return null;
   }
 
-  const content = getContent(currentWidget);
+  const content = getSpecificWidget(currentWidget);
   if (content instanceof Notebook) {
     const allCellBase: ICell[] = [];
     const widgets = content.widgets;
     const activeCellIndex = content.activeCellIndex;
 
-    // 遍历到当前单元格
+    // traverse to the current cell
     for (let index = 0; index <= activeCellIndex; index++) {
       const widget = widgets[index];
       const cellType: ICellType =
@@ -93,7 +99,7 @@ export const getAllCellTextByPosition = (
 
       const editor = widget.editor;
       if (editor) {
-        // 如果是当前的单元格
+        // If the current cell
         if (index === activeCellIndex) {
           const cellLines = getCellTextByBeforePointer(editor);
           allCellBase.push({
diff --git a/packages/jupyter-ai/src/utils/instance.ts b/packages/jupyter-ai/src/utils/instance.ts
index b261639da..93eacb4f2 100644
--- a/packages/jupyter-ai/src/utils/instance.ts
+++ b/packages/jupyter-ai/src/utils/instance.ts
@@ -3,7 +3,7 @@ import { Widget } from '@lumino/widgets';
 import { CodeEditor } from '@jupyterlab/codeeditor';
 import { Notebook } from '@jupyterlab/notebook';
 
-export const getContent = (widget: DocumentWidget): Widget => {
+export const getSpecificWidget = (widget: DocumentWidget): Widget => {
   const { content } = widget;
   return content;
 };
diff --git a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
index 1f1f78c55..5b0b5c966 100644
--- a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
+++ b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
@@ -10,8 +10,8 @@ export function buildBigcodeSidebar(): ReactWidget {
     </div>
   );
 
-  BigCodeWidget.id = 'jupyter-ai::bigcode-code-complement';
+  BigCodeWidget.id = 'jupyter-ai::bigcode-code-Completion';
   BigCodeWidget.title.icon = chatIcon;
-  BigCodeWidget.title.caption = 'bigcode code complement';
+  BigCodeWidget.title.caption = 'bigcode code Completion';
   return BigCodeWidget;
 }

From 77e46e3d47c8b1ab390c379cfd81d49261afb671 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Mon, 28 Aug 2023 09:03:05 +0800
Subject: [PATCH 37/66] add docstring

---
 bigcode-zh.md                                 | 15 ++---
 .../src/bigcode/bigcode-code-completion.ts    | 24 ++++----
 packages/jupyter-ai/src/keydown-handler.ts    |  4 +-
 .../jupyter-ai/src/utils/bigcode-request.ts   |  8 +--
 .../src/utils/{context.ts => cell-context.ts} | 60 +++++++++++++++----
 .../jupyter-ai/src/utils/cell-modification.ts | 60 +++++++++++++++++--
 packages/jupyter-ai/src/utils/instance.ts     | 18 ++++--
 packages/jupyter-ai/src/utils/keyboard.ts     |  9 +++
 8 files changed, 149 insertions(+), 49 deletions(-)
 rename packages/jupyter-ai/src/utils/{context.ts => cell-context.ts} (61%)

diff --git a/bigcode-zh.md b/bigcode-zh.md
index 45d37e96a..3fd52a325 100644
--- a/bigcode-zh.md
+++ b/bigcode-zh.md
@@ -11,18 +11,18 @@
 packages/jupyter-ai
 ├── src  # Source code root
 │   ├── bigcode  # Bigcode related functionality
-│   │   └── bigcode-continue-writing.ts  # Code continuation logic
+│   │   └── bigcode-code-completion.ts  # Code continuation logic
 │   ├── components  # UI components
 │   │   └── bigcode-settings.tsx  # Settings related to bigcode
 |   ├── types
 |   |   └── cell.ts # Used to call the cell structure in the link
 │   ├── contexts
-│   │   └── continue-writing-context.ts  # Context for the continue writing feature
+│   │   └── code-completion-context-store.ts  # Context for the continue writing feature
 │   ├── keydown-handler.ts  # Global keydown handlers
 │   ├── utils  # Utility functions for bigcode feature
 │   │   ├── bigcode-request.ts  # Bigcode API requests
 │   │   ├── cell-modification.ts  # Cell modification
-│   │   ├── context.ts  # Cell context
+│   │   ├── cell-context.ts  # Cell context
 │   │   ├── instance.ts  # Instance related utilities
 │   │   └── keyboard.ts # Tool method to monitor the keyboard
 │   └── widgets 
@@ -31,26 +31,21 @@ packages/jupyter-ai
 ```
 
 ## Develop and preview
-推荐 python 使用 venv 来运行，node 使用 nvm
-推荐版本：
-- python: 3.10.12
-- node: 18.17.0
 
 ### install
 ```shell
 ./scripts/install.sh
 ```
 
-
 ### run
 ```shell
 npm run dev
 
-# 如果想要在修改代码时编译，将下述指令和以上指令一起运行
+# If you want to compile when you modify the code, run the following command with the above command
 npm run watch
 ```
 ### debug 
-在F12(开发者工具)中将日志级别中所有的选项都勾选上
+Check all the options in the log level in F12 (Developer Tools)
 ![](./docs/source/_static/debug-levels.jpg)
 
 
diff --git a/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts b/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
index f076226e8..899e18895 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
@@ -1,6 +1,6 @@
 import { JupyterFrontEnd } from '@jupyterlab/application';
 import { EditorView } from '@codemirror/view';
-import { getAllCellTextByPosition } from '../utils/context';
+import { getTextInActiveCellUpToCursor } from '../utils/cell-context';
 import {
   sendToBigCode,
   processCompletionResult,
@@ -19,7 +19,7 @@ import {
 } from '../utils/animation';
 import { ICell } from '../types/cell';
 
-import CodeCompletionContextstore from '../contexts/code-completion-context-store';
+import CodeCompletionContextStore from '../contexts/code-completion-context-store';
 
 /**
  * An object to track the state of the request and the visibility of the result.
@@ -61,11 +61,11 @@ const requestSuccess = (
 
   if (resultCode === '') {
     requestState.viewResult = false;
-    CodeCompletionContextstore.setCodeOnRequest('');
+    CodeCompletionContextStore.setCodeOnRequest('');
   } else {
     insertAndHighlightCode(
       app,
-      CodeCompletionContextstore.codeOnRequest,
+      CodeCompletionContextStore.codeOnRequest,
       resultCode
     );
   }
@@ -79,7 +79,7 @@ const requestSuccess = (
  * @param {EditorView} view - The editor view instance.
  */
 const requestFailed = (view: EditorView) => {
-  CodeCompletionContextstore.setCodeOnRequest('');
+  CodeCompletionContextStore.setCodeOnRequest('');
 
   updateAnimation(view, 'failed');
   requestState.viewResult = false;
@@ -96,7 +96,7 @@ export const codeCompletion = (
   app: JupyterFrontEnd,
   view: EditorView
 ): boolean => {
-  const context = getAllCellTextByPosition(app);
+  const context = getTextInActiveCellUpToCursor(app);
   if (!context || isContextEmpty(context)) {
     updateAnimation(view, 'failed');
     console.error('continueWriting() => context is null');
@@ -113,7 +113,7 @@ export const codeCompletion = (
   requestState.loading = true;
   removeLoadingAnimation(view);
   addLoadingAnimation(view);
-  CodeCompletionContextstore.setCodeOnRequest(
+  CodeCompletionContextStore.setCodeOnRequest(
     context[context.length - 1].content
   );
   const prompt = constructContinuationPrompt(context);
@@ -140,7 +140,7 @@ export const codeCompletion = (
  */
 export const removeColor = (view: EditorView): boolean => {
   if (
-    CodeCompletionContextstore.codeOnRequest === '' &&
+    CodeCompletionContextStore.codeOnRequest === '' &&
     !requestState.viewResult
   ) {
     console.debug(
@@ -151,7 +151,7 @@ export const removeColor = (view: EditorView): boolean => {
 
   requestState.viewResult = false;
   removeTextStatus(view);
-  CodeCompletionContextstore.setCodeOnRequest('');
+  CodeCompletionContextStore.setCodeOnRequest('');
   moveCursorToEnd(view);
   console.debug('removeColor() => remove code customize color');
   return true;
@@ -169,15 +169,15 @@ export const handleAnyKeyPress = (view: EditorView): boolean => {
   }
 
   if (
-    CodeCompletionContextstore.codeOnRequest !== '' ||
+    CodeCompletionContextStore.codeOnRequest !== '' ||
     requestState.viewResult
   ) {
     console.debug(
       'handleAnyKeyPress() => code for the user to cancel the display'
     );
     removeTextStatus(view);
-    replaceText(view, CodeCompletionContextstore.codeOnRequest);
-    CodeCompletionContextstore.setCodeOnRequest('');
+    replaceText(view, CodeCompletionContextStore.codeOnRequest);
+    CodeCompletionContextStore.setCodeOnRequest('');
     requestState.viewResult = false;
   }
   return false;
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index 97c236ed9..ea891f189 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -9,7 +9,7 @@ import { NotebookPanel } from '@jupyterlab/notebook';
 import { Extension } from '@codemirror/state';
 import { CodeEditor } from '@jupyterlab/codeeditor';
 
-import { getContent } from './utils/instance';
+import { getSpecificWidget } from './utils/instance';
 import {
   codeCompletion,
   removeColor,
@@ -113,7 +113,7 @@ const initializeKeyDownHandlers = (app: JupyterFrontEnd) => {
     }
 
     await currentWidget.context.ready;
-    const content = getContent(currentWidget);
+    const content = getSpecificWidget(currentWidget);
 
     if (content instanceof Notebook) {
       // Prioritize the cell selected by default when loading the notebook. In "content.activeCellChanged.connect", the editor of the cell selected by default is empty
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index ef06a4df2..dee03cdce 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -1,4 +1,4 @@
-import GlobalStore from '../contexts/code-completion-context-store';
+import CodeCompletionContextStore from '../contexts/code-completion-context-store';
 import { ICell } from '../types/cell';
 
 /**
@@ -42,7 +42,7 @@ export const constructContinuationPrompt = (
 
 /**
  * Sends the given prompt to the BigCode service for code completion.
- * It requires the BigCode service URL and the Huggingface Access Token to be set in the GlobalStore.
+ * It requires the BigCode service URL and the Huggingface Access Token to be set in the CodeCompletionContextStore.
  *
  * @param {string | null} prompt - The prompt string to be sent for code completion.
  * @returns {Promise<{ generated_text: string }[]>} A promise that resolves with the generated text or rejects with an error.
@@ -50,8 +50,8 @@ export const constructContinuationPrompt = (
 export const sendToBigCode = async (
   prompt: string | null
 ): Promise<{ generated_text: string }[]> => {
-  const { bigcodeUrl } = GlobalStore;
-  const { accessToken } = GlobalStore;
+  const { bigcodeUrl } = CodeCompletionContextStore;
+  const { accessToken } = CodeCompletionContextStore;
 
   if (!bigcodeUrl || !accessToken) {
     alert('BigCode service URL or Huggingface Access Token not set.');
diff --git a/packages/jupyter-ai/src/utils/context.ts b/packages/jupyter-ai/src/utils/cell-context.ts
similarity index 61%
rename from packages/jupyter-ai/src/utils/context.ts
rename to packages/jupyter-ai/src/utils/cell-context.ts
index 5456614a3..c2353dedc 100644
--- a/packages/jupyter-ai/src/utils/context.ts
+++ b/packages/jupyter-ai/src/utils/cell-context.ts
@@ -6,17 +6,35 @@ import { CodeCell, MarkdownCell } from '@jupyterlab/cells';
 
 import { ICell, ICellType } from '../types/cell';
 
-import {
-  getTextByEditor,
-  getSpecificWidget,
-  getEditorByWidget
-} from './instance';
+import { getSpecificWidget, getEditorByWidget } from './instance';
+
+/**
+ * Get the text from the current editor.
+ *
+ * @param {CodeEditor.IEditor} editor - The editor instance.
+ * @returns {string} - The text data of the current cell.
+ */
+export const getTextByEditor = (editor: CodeEditor.IEditor): string => {
+  return editor.model.sharedModel.getSource();
+};
 
+/**
+ * Splits a string into lines, accounting for escaped newlines.
+ *
+ * @param {string} input - The string to split.
+ * @returns {string[]} - An array of split lines.
+ */
 export const splitString = (input: string): string[] => {
   // Split by newline, but ignore escaped newlines
   return input.split(/(?<!\\)\n/).map(part => part.replace('\\\\n', '\\n'));
 };
 
+/**
+ * Retrieves the code of the current cell in the Jupyter environment.
+ *
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @returns {string | null} - The code from the current cell or null if not available.
+ */
 export const getCellCode = (app: JupyterFrontEnd): string | null => {
   const currentWidget = app.shell.currentWidget;
 
@@ -34,8 +52,14 @@ export const getCellCode = (app: JupyterFrontEnd): string | null => {
   return null;
 };
 
-const getCellTextByBeforePointer = (editor: CodeEditor.IEditor): string[] => {
-  // Get the cursor position, e.g., {column: 2, line: 1}
+/**
+ * Gets the text from the current editor up to the current cursor position.
+ *
+ * @param {CodeEditor.IEditor} editor - The editor instance.
+ * @returns {string[]} - An array of lines up to the cursor position.
+ */
+const getTextBeforeCursor = (editor: CodeEditor.IEditor): string[] => {
+  // Get the cursor position, e.g. {column: 2, line: 1}
   const position = editor.getCursorPosition();
   const text = getTextByEditor(editor);
   // Split by newline
@@ -56,7 +80,15 @@ const getCellTextByBeforePointer = (editor: CodeEditor.IEditor): string[] => {
   return codeLinesPositionBefore;
 };
 
-export const getCellTextByApp = (app: JupyterFrontEnd): string[] | null => {
+/**
+ * Retrieves the text of the current cell up to the cursor position.
+ *
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @returns {string[] | null} - An array of lines up to the cursor position or null if not available.
+ */
+export const getTextBeforeCursorFromApp = (
+  app: JupyterFrontEnd
+): string[] | null => {
   const currentWidget = app.shell.currentWidget;
 
   if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
@@ -67,13 +99,19 @@ export const getCellTextByApp = (app: JupyterFrontEnd): string[] | null => {
   const editor = getEditorByWidget(content);
 
   if (editor) {
-    return getCellTextByBeforePointer(editor);
+    return getTextBeforeCursor(editor);
   }
 
   return null;
 };
 
-export const getAllCellTextByPosition = (
+/**
+ * Retrieves all cell content up to the current active cell position.
+ *
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @returns {ICell[] | null} - An array of ICell objects with their content or null if not available.
+ */
+export const getTextInActiveCellUpToCursor = (
   app: JupyterFrontEnd
 ): ICell[] | null => {
   const currentWidget = app.shell.currentWidget;
@@ -101,7 +139,7 @@ export const getAllCellTextByPosition = (
       if (editor) {
         // If the current cell
         if (index === activeCellIndex) {
-          const cellLines = getCellTextByBeforePointer(editor);
+          const cellLines = getTextBeforeCursor(editor);
           allCellBase.push({
             type: cellType,
             content: cellLines.join('\n')
diff --git a/packages/jupyter-ai/src/utils/cell-modification.ts b/packages/jupyter-ai/src/utils/cell-modification.ts
index 7c6949c19..963ef4052 100644
--- a/packages/jupyter-ai/src/utils/cell-modification.ts
+++ b/packages/jupyter-ai/src/utils/cell-modification.ts
@@ -5,26 +5,40 @@ import { EditorView } from '@codemirror/view';
 import { StateEffect, StateField } from '@codemirror/state';
 import { Decoration, DecorationSet } from '@codemirror/view';
 import { CodeEditor } from '@jupyterlab/codeeditor';
-import { splitString } from './context';
+import { splitString } from './cell-context';
 
+/**
+ * State effect definition for clearing text effects.
+ */
 const clearTextEffectState = StateEffect.define({});
 
+/**
+ * Removes any text status effects from the provided editor view.
+ *
+ * @param {EditorView} view - The EditorView instance where text statuses are to be removed.
+ */
 export function removeTextStatus(view: EditorView): void {
   view.dispatch({
     effects: clearTextEffectState.of(null)
   });
 }
 
-// Create a mark status (meaning we've marked a string, so the class of this string's DOM is "gray-color")
+/**
+ * Decoration definition for marking text with a 'gray-color' CSS class.
+ */
 const grayTextMark = Decoration.mark({ class: 'gray-color' });
 
-// Marked css theme
+/**
+ * Base theme for gray text decorations.
+ */
 const grayTextTheme = EditorView.baseTheme({
   '.gray-color > span': { color: 'gray !important' },
   '.gray-color ': { color: 'gray !important' }
 });
 
-// Container to save the characters and theme we need to change (we need to first calculate which characters are what we need)
+/**
+ * State effect definition for changing the text status over a specified range.
+ */
 const changeRangeTextStatus = StateEffect.define<{ from: number; to: number }>({
   map: ({ from, to }, change) => ({
     from: change.mapPos(from),
@@ -32,7 +46,9 @@ const changeRangeTextStatus = StateEffect.define<{ from: number; to: number }>({
   })
 });
 
-// codemirror's editorView extension
+/**
+ * State field definition for tracking gray text decorations.
+ */
 const grayTextStateField = StateField.define<DecorationSet>({
   create() {
     return Decoration.none;
@@ -55,7 +71,14 @@ const grayTextStateField = StateField.define<DecorationSet>({
   provide: f => EditorView.decorations.from(f)
 });
 
-// Change the specified range of characters in EditorView to gray
+/**
+ * Applies gray text decoration to a specified range within an editor view.
+ *
+ * @param {EditorView} view - The EditorView instance where the decoration is to be applied.
+ * @param {number} start - The start position of the range.
+ * @param {number} end - The end position of the range.
+ * @returns {boolean} Indicates whether the operation was successful.
+ */
 export function applyGrayTextToSelection(
   view: EditorView,
   start: number,
@@ -78,6 +101,12 @@ export function applyGrayTextToSelection(
   return true;
 }
 
+/**
+ * Calculates the line and column position of the cursor based on the provided code string.
+ *
+ * @param {string} code - The code string.
+ * @returns {CodeEditor.IPosition} The calculated position of the cursor.
+ */
 export const calculatePointerPosition = (
   code: string
 ): CodeEditor.IPosition => {
@@ -88,6 +117,14 @@ export const calculatePointerPosition = (
   };
 };
 
+/**
+ * Inserts the new code into the active cell of the Jupyter environment, highlighting the inserted portion.
+ *
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @param {string} oldCode - The original code string.
+ * @param {string} newCode - The new code string to be appended.
+ * @returns {boolean} Indicates whether the operation was successful.
+ */
 export const insertAndHighlightCode = (
   app: JupyterFrontEnd,
   oldCode: string,
@@ -125,6 +162,11 @@ export const insertAndHighlightCode = (
   return false;
 };
 
+/**
+ * Moves the cursor to the end of the document in the provided editor view.
+ *
+ * @param {EditorView} view - The EditorView instance where the cursor is to be moved.
+ */
 export const moveCursorToEnd = (view: EditorView): void => {
   const endPos = view.state.doc.length; // Get the document's length
   const transaction = view.state.update({
@@ -135,6 +177,12 @@ export const moveCursorToEnd = (view: EditorView): void => {
   view.dispatch(transaction);
 };
 
+/**
+ * Replaces all the text in the provided editor view with the given new text.
+ *
+ * @param {EditorView} view - The EditorView instance where text is to be replaced.
+ * @param {string} newText - The new text to replace the existing content.
+ */
 export const replaceText = (view: EditorView, newText: string): void => {
   // Create a new transaction to replace all text and move the cursor
   const tr = view.state.update({
diff --git a/packages/jupyter-ai/src/utils/instance.ts b/packages/jupyter-ai/src/utils/instance.ts
index 93eacb4f2..476e64379 100644
--- a/packages/jupyter-ai/src/utils/instance.ts
+++ b/packages/jupyter-ai/src/utils/instance.ts
@@ -3,11 +3,25 @@ import { Widget } from '@lumino/widgets';
 import { CodeEditor } from '@jupyterlab/codeeditor';
 import { Notebook } from '@jupyterlab/notebook';
 
+/**
+ * Extracts the content widget from a given DocumentWidget.
+ *
+ * @param {DocumentWidget} widget - The DocumentWidget instance from which the content is to be extracted.
+ * @returns {Widget} - The content of the DocumentWidget.
+ */
 export const getSpecificWidget = (widget: DocumentWidget): Widget => {
   const { content } = widget;
   return content;
 };
 
+/**
+ * Retrieves the editor associated with the provided content widget.
+ *
+ * If the content is an instance of a Notebook, this function will return the editor of the active cell.
+ *
+ * @param {Widget} content - The content widget instance.
+ * @returns {CodeEditor.IEditor | null | undefined} - The associated editor instance, or null/undefined if not found.
+ */
 export const getEditorByWidget = (
   content: Widget
 ): CodeEditor.IEditor | null | undefined => {
@@ -20,7 +34,3 @@ export const getEditorByWidget = (
 
   return editor;
 };
-
-export const getTextByEditor = (editor: CodeEditor.IEditor): string => {
-  return editor.model.sharedModel.getSource();
-};
diff --git a/packages/jupyter-ai/src/utils/keyboard.ts b/packages/jupyter-ai/src/utils/keyboard.ts
index ddcc746ff..2ce08830a 100644
--- a/packages/jupyter-ai/src/utils/keyboard.ts
+++ b/packages/jupyter-ai/src/utils/keyboard.ts
@@ -1,3 +1,12 @@
+/**
+ * Parses a keyboard event to produce a human-readable shortcut string.
+ *
+ * Given a KeyboardEvent, this function generates a string representation of the key combination,
+ * e.g., "Ctrl + Shift + A".
+ *
+ * @param {React.KeyboardEvent<HTMLInputElement> | KeyboardEvent} event - The keyboard event to parse.
+ * @returns {string} - The string representation of the key combination.
+ */
 export const parseKeyboardEventToShortcut = (
   event: React.KeyboardEvent<HTMLInputElement> | KeyboardEvent
 ): string => {

From 771c52aec97e22036bcef82d2eb21f7e87ff9870 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Mon, 28 Aug 2023 14:10:41 +0800
Subject: [PATCH 38/66] update bigcode icon

---
 packages/jupyter-ai/src/icons.ts                    | 6 ++++++
 packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx | 4 ++--
 packages/jupyter-ai/style/icons/bigcode.svg         | 3 +++
 3 files changed, 11 insertions(+), 2 deletions(-)
 create mode 100644 packages/jupyter-ai/style/icons/bigcode.svg

diff --git a/packages/jupyter-ai/src/icons.ts b/packages/jupyter-ai/src/icons.ts
index a510c17a7..f7f3d9038 100644
--- a/packages/jupyter-ai/src/icons.ts
+++ b/packages/jupyter-ai/src/icons.ts
@@ -4,6 +4,7 @@ import { LabIcon } from '@jupyterlab/ui-components';
 
 import chatSvgStr from '../style/icons/chat.svg';
 import jupyternautSvg from '../style/icons/jupyternaut.svg';
+import bigcodeSvg from '../style/icons/bigcode.svg';
 
 export const chatIcon = new LabIcon({
   name: 'jupyter-ai::chat',
@@ -15,4 +16,9 @@ export const jupyternautIcon = new LabIcon({
   svgstr: jupyternautSvg
 });
 
+export const bigCodeIcon = new LabIcon({
+  name: 'jupyter-ai::code-completion-settings',
+  svgstr: bigcodeSvg
+});
+
 export const Jupyternaut = jupyternautIcon.react;
diff --git a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
index 5b0b5c966..5f1a3689e 100644
--- a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
+++ b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
@@ -1,7 +1,7 @@
 import React from 'react';
 import { ReactWidget } from '@jupyterlab/apputils';
 import { BigCodeSetting } from '../components/bigcode-settings';
-import { chatIcon } from '../icons';
+import { bigCodeIcon } from '../icons';
 
 export function buildBigcodeSidebar(): ReactWidget {
   const BigCodeWidget = ReactWidget.create(
@@ -11,7 +11,7 @@ export function buildBigcodeSidebar(): ReactWidget {
   );
 
   BigCodeWidget.id = 'jupyter-ai::bigcode-code-Completion';
-  BigCodeWidget.title.icon = chatIcon;
+  BigCodeWidget.title.icon = bigCodeIcon;
   BigCodeWidget.title.caption = 'bigcode code Completion';
   return BigCodeWidget;
 }
diff --git a/packages/jupyter-ai/style/icons/bigcode.svg b/packages/jupyter-ai/style/icons/bigcode.svg
new file mode 100644
index 000000000..e3b4692d6
--- /dev/null
+++ b/packages/jupyter-ai/style/icons/bigcode.svg
@@ -0,0 +1,3 @@
+<svg xmlns="http://www.w3.org/2000/svg" version="1.0" viewBox="0 0 2083 2083">
+  <path fill="#616161" d="m816 1-2 1c-2-1-20 6-20 8h-2l-1 1-1 2h-1l-1 1-5 4-2 2-2 3-2 2-2 2-6 7-5 7c-4 4-5 6-9 13-2 4-3 6-4 5h-1c1 1 0 3-2 5l-2 4-2 4-1 3-1 1v2l-2 2-1 3-1 2-2 2v3l-2 3-1 2v2l-1 1-2 2-1 3-1 2v1l-2 2v3l-1 1-1 1v3l-1 1v1l-1 1-1 1c1 2 0 5-1 5l-1 1-2 7-1 4-1 1-1 3-2 3v1l-1 4-2 7-1 3-5 13-2 5v3l-1 3-1 4c-3 6-4 12-4 13l-1 2-1 3v2l-1 2-1 3-1 5-2 8-2 8v3l-1 1v4l-1 2c-1-1-1 0-1 1v7l-2 6v2l-1 7-1 4-1 3-2 15c-1 1-1 1 0 0l1 2-1 7-3 21v11a207 207 0 0 1-2 31v15l-1 3v2a136 136 0 0 1 0 33v19l1 2v2l-1 15v20c-1 1-1 1 0 0l1 1c-2 2-2 6-1 7v2l1 2h-1l-1 5 1 6 1 2-1 9-1 6v7l-1 4-2 7c-2 2-3 3-6 3l-6-1-5-1c-4 0-9-2-7-3l-1-1h-2l-1-1h-1l-1-1a67 67 0 0 1-19-5l-7-2-6-1-2-1h-2l-2-1h-1l-2-1h-6l-1-2h-4l-5-1c-2-2-9-3-9-2h-1c-1-1-2-2-3-1l-1-1-1-1a263 263 0 0 0-9-1l-2-1-3-1-2-1h-3l-2-1h-4l-4-1-5-1-3-1c-1-1-1-1 0 0h-3l-2-1h-2l-4-1-4-1-3-1h-4l-3-1-2-1-8-1h-7l-1-1-2-1h-14l-2-1h-7l-6-1h-2c-1 1-1 1 0 0h-18a49 49 0 0 1-15-1h-63c-1-1-1-1 0 0h-4a119 119 0 0 0-30 0h-57l-5 1h-21l-9 1-9 1-3-1h-1c1 1 0 1-8 1l-2 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2-1 2l-1 2-4 8v1c2-1 1 1-4 6v2l-1 2v1c-1 1-3 3-3 5l-2 3-1 1v2l-3 5-2 3-1 1c1 1 0 2-1 3l-3 6-4 6v2l-1 1-1 1v1l-1 1c1 1-1 5-2 5l-1 2-2 2-1 2c1 1 0 3-1 4-2 1-3 3-2 4l-1 3-6 11-5 9-2 4-2 4-1 1-2 5-1 4-1 1-3 7-2 2-1 3-2 1-1 2v3l-2 3-3 6-1 2-1 1-1 1v3l-1 1-1 3-1 1-2 4-2 3-2 4-2 5-2 5-1 1-3 5-2 4v2l-1 2-4 6-2 5-1 2-1 2-1 3-2 3-1 1-1 1v1l-1 2-2 4c-1 1-2 3-1 4l-1 1-2 2-4 8-3 8-1 2-2 3-1 3-4 6-2 5-1 3v1l-2 3-3 4-1 1-4 8-1 3-1 2c-1 1-6 10-5 11l-1 1c-1-1-2 0-2 1l-2 6-3 5-2 4-2 3-2 4-5 5-3 6-4 6-2 3c-3 2-8 6-7 7l-2 1h-1c0 1-6 3-8 2v-1h-1c-2 0-7-1-9-4l-3-1-2-1-1-3-1 1-3-2-5-4-1-1c-1 1-9-8-9-9v-1l-1-3-1-3c-1 0-1-14 1-17v-3l1-3v-1l2-5 3-7 1-3 1-1 1-2c-1 0-1-1 5-12l3-7 1-2v-1l1-2 2-2 1-2v-1l1-1 1-4c0-2 0-2 1-1s1 1 1-1l1-1 1-3 2-4 1-3 3-4 1-3 1-1 1-2 2-4 2-6 2-4c1 0 2-1 1-2l1-1c1 1 1 0 1-1l2-3 1-4 2-3v-1l1-1 2-3 1-4 2-4 4-6 2-5 1-1 1-1c-1-1 1-5 2-5l1-3c0-1 0-2 1-1l1-2 3-6 3-7h1l1-1 2-6 3-7 4-6 2-5 1-2c1 0 3-5 2-6l1-1 1-1c1-2 1-3 2-2l1-1 1-2v-2l-1-1h2l1-2 1-4 8-15 2-3c2-1 3-4 3-6l3-4 1-2 1-3 2-3 1-3 2-3c0-2 2-6 3-5l1-1c-1-1 1-6 2-6l1-1c-1-1 2-6 5-12l2-3 1-3 1-2 2-3 1-4 1-1c1 0 4-6 3-7l1-1 1-1 1-3c1 0 2-1 1-2l1-3 2-3 2-3 2-3 2-6 2-6 1-1c1 1 2-2 2-3l1-3c3-3 5-8 5-10s0-2 1-1h1c0-3 4-12 5-12v-1l2-2v-3l1-1c1 1 7-12 7-15l1-1 1-1v-2c2 0 2-1 3-4l1-3 3-5 3-6 2-2v-3l1-3 2-3 2-4 1-1 1-2 2-4 1-1v-2l4-7 3-4h1v-3l1-3 2-3v-2l1-2 2-3 1-2 3-6 2-4c2-1 3-3 2-3l1-1v-2l1-2 3-3 3-6 1-3 1-1v-1l1-1 1-1 1-1v-2l1-1 1-1v-2l1-1 2-3 2-3 1-2 2-3 2-3 3-4c-1-1 11-12 15-14l3-2 2-1 2-1 8-4 1-1h6zM745 916l3 1 2 2 5 4 3 4 2 2 2 4 1 2 2 3v1l1 4-1 4-1 1h1c1 0 1 1-1 2v2l-6 11-1 1-3 7-1 2-7 10-1 1-4 4-3 5-1 1-3 4-2 1-9 8a169 169 0 0 1-35 27l-4 3c-2 2-4 2-5 2l-1 2-1 1-3 1-4 2c-2 0-8 3-9 5l-7 4c-6 4-10 8-9 10v3l1 1 1 1 1 1 2 2c-1 1 12 13 12 12l1 1 1 1 3 3c1 2 3 3 5 2v2l1 1c1-1 2 0 4 2l3 3 2 2 2 1 2 1 1 1 3 2h2l1 1 9 6 1 1 1 1 3 2 3 2h1l1 1 3 1c3 3 8 5 8 4l1 1c-1 1 1 2 3 2l5 2 6 3 5 1c6 2 17 0 17-4l2-3c2-1 2-1 5 2l2 3h-1l1 3 1 1c1-1 1 0 2 20l-1 12v4l-1 4-1 2-1 4v3l-2 5-3 8-2 4-2 3-2 2-1 1c1 1-4 7-6 7l-1 1c1 1 0 2-1 2h-5c-2 1-5 0-7-1l-6-1-17-7-8-4-1-1-3-2-4-2-1-1-4-2-3-2h-2l-2-2-3-1-6-4-5-3-2-1-2-2-1-1-5-2c-1-2-4-3-6-4l-5-3-6-5-6-4-2-1-3-2c0-1-1-2-2-1l-4-3c-1-2-4-3-6-4l-3-3c-1-1-1-2-2-1l-2-2-1-1-7-4-4-2c-1-1-2-1-1-2l-2-2c-2 0-7-4-11-8l-2-2-5-3-3-3-4-3-6-5-2-2-1-1-2-1-2-1-1-1v-1l-2-3-2-1-2-2-3-3-2-1-2-1-1-1v-2l-2-1-3-5-3-4-1-1-2-2-1-3c-2-3-2-11 0-13l3-5 2-3 1-1 3-4 1-2 1-2 2-1 2-2 4-4 2-4 1-1h1l3-2 2-3 5-5h1l1-1h1v-1l1-2c1 1 8-4 9-6l1-2c1 0 4-1 7-4l9-6 1-1 1-1 1-1 1-1h1l3-2 2-1 5-3 5-4 1-1 6-3 7-4 2-2 4-3 6-4 11-7 3-2 3-2 2-2 1-1 2-1h1l3-2 4-3 4-2 4-2c0-1 1-2 3-2 1-1 2-1 1-2l1-1h3l5-3 9-6 7-3 3-2h1l1-1v-1h3l1-1 3-2 4-1 5-2 2-2 3-1c1 1 3 0 4-1s2-1 3 1l2 1zm599 0c1 1 1 1 0 0l1-1 3 1v1h3l2 1c-1 2 0 2 2 1l4 2h2l2 1 1 1 3 2 3 1h1l5 3 5 3 1 1 3 2h2v-1l1 2 2 1c0-1 2 0 3 2l3 2 5 3 4 2v1l2 1h3l-1 1h-1l3 1h1c-1 1 4 4 6 4l1 1 2 1 2 2h1l4 3 4 3c0-1 2 0 3 2l3 2c2 0 3 0 3 2l2 2h2l1 1 2 1 3 2 2 2 5 2 2 2c0 1 3 3 4 2l1 1 1 1 14 8 6 4 5 2 5 2 2 2h1l1 1 1 1h2l6 4h3l4 2 6 2 4 2 3 1 4 1h19l2 1c2 1 5 7 5 9v5l-1 1 1 1c1 1 1 1-1 5l-1 3-1 2-1 1-1 3v3l-3 3v3l-1 2s-2 1-2 3l-1 3-2 2-4 6-3 5-2 3-1 1-3 4-5 6-3 4-1 1c-1-1-2 2-2 3l-1 1-3 2-3 3-2 2-3 4-5 4a235 235 0 0 1-30 25l-8 6-4 3-6 4c-1 2-4 3-5 3l-4 4-4 2s-3 1-2 2l-1 1c-1 0-5 2-6 4l-3 1-3 2-1 1-3 1-3 2-4 3-3 2h-1l-4 3-5 2-3 2c-2 0-4 2-5 3s-1 1 0 0l-1-1-1 2-1 1c-1-1-6 1-6 2l-1 1h-1l-2 1-6 2-11 3c-1 0-2 0-1 1h-3l-1 1h-1l-1 1-5 1h-9l-5 1-3 1h-5l-6-3c-4-1-14-10-12-10v-1c-2-1-5-6-5-8l-1-2v-5c0-6 2-13 4-13l1-1 1-1 1-2c0-1 12-13 15-14l3-4 4-2 2-3 1-1 4-2 4-3v-1l1-1c1 1 4-1 4-2l2-2 3-2 1-1 2-1 3-2 3-2 2-2 4-3 4-3 2-1c1-1 1-1 0 0 0 1 3-1 9-7l4-2 2-2 1-1 4-3 3-2 14-11 2-2 3-2c1-2 3-3 3-2l1-1 3-4c5-4 6-7 3-8l-2-3h-1v-1l-1-2-8-5-7-6-1-1-1-1-4-3-7-5-1-1-1-1-3-2-3-2-2-1-2-1-2-2c-1-1-1-2-2-1l-2-1-2-2-4-2-5-4-2-2-7-5-7-7h-2l-1-1c0-2-3-3-4-3v-1l-1-1-2-2-3-3-2-2-2-3-4-3-3-4-2-3-2-2-2-3-1-1-1-1-2-3-2-2-1-2v-3l-2-2-2-5-1-4v-15l4-8 1-1c0-2 3-5 5-5v-2h3c-1-2 0-3 3-2l1-1h15z"/>
+</svg>

From 2e8c611fd1bd2ce215ba4c496ab609f527f4f2dc Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 3 Sep 2023 11:29:46 +0800
Subject: [PATCH 39/66] add 'Enable code completion' function

---
 .../src/components/bigcode-settings.tsx       | 72 ++++++++++++-------
 .../contexts/code-completion-context-store.ts | 30 +++++++-
 packages/jupyter-ai/src/keydown-handler.ts    |  4 ++
 .../src/widgets/bigcode-sidebar.tsx           |  2 +-
 packages/jupyter-ai/style/animation.css       | 14 ++++
 5 files changed, 93 insertions(+), 29 deletions(-)

diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
index d03ecb549..e054d0280 100644
--- a/packages/jupyter-ai/src/components/bigcode-settings.tsx
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -4,6 +4,7 @@ import { Box, TextField } from '@mui/material';
 import CodeCompletionContextstore from '../contexts/code-completion-context-store';
 import { observer } from 'mobx-react-lite';
 import { parseKeyboardEventToShortcut } from '../utils/keyboard';
+import Switch from '@mui/material/Switch';
 
 export const BigCodeSetting = observer(() => {
   const { bigcodeUrl } = CodeCompletionContextstore;
@@ -25,6 +26,10 @@ export const BigCodeSetting = observer(() => {
     console.debug('setHotKey() => The current hotkey is ', shortcutStr);
   };
 
+  const toggleCodeCompletionWrapper = () => {
+    CodeCompletionContextstore.toggleCodeCompletion();
+  };
+
   useEffect(() => {
     CodeCompletionContextstore.setBigcodeUrl(
       'https://api-inference.huggingface.co/models/bigcode/starcoderbase/'
@@ -40,32 +45,47 @@ export const BigCodeSetting = observer(() => {
         overflowY: 'auto'
       }}
     >
-      <h2 className="jp-ai-ChatSettings-header">Bigcode service url</h2>
-      <TextField
-        label="Bigcode service url"
-        value={bigcodeUrl}
-        fullWidth
-        type="text"
-        onChange={e => setBigcodeUrlWrapper(e.target.value)}
-      />
-
-      <h2 className="jp-ai-ChatSettings-header">Huggingface Access Token</h2>
-      <TextField
-        label="Huggingface Access Token"
-        value={accessToken}
-        fullWidth
-        type="password"
-        onChange={e => setAccessTokenWrapper(e.target.value)}
-      />
-
-      <h2 className="jp-ai-ChatSettings-header">Hotkey for continue writing</h2>
-      <TextField
-        label="Please press the hotkey you need"
-        value={CodeCompletionContextstore.shortcutStr}
-        fullWidth
-        type="text"
-        onKeyDown={setHotKeyWrapper}
-      />
+      <h2 className="jp-ai-ChatSettings-header">
+        Enable code completion
+        <Switch
+          checked={CodeCompletionContextstore.enableCodeCompletion}
+          onChange={toggleCodeCompletionWrapper}
+        />
+      </h2>
+      <div
+        className={
+          CodeCompletionContextstore.enableCodeCompletion
+            ? 'code-completion-setting-entered'
+            : 'code-completion-setting-exiting'
+        }
+      >
+        <h2 className="jp-ai-ChatSettings-header">Bigcode service url</h2>
+        <TextField
+          label="Bigcode service url"
+          value={bigcodeUrl}
+          fullWidth
+          type="text"
+          onChange={e => setBigcodeUrlWrapper(e.target.value)}
+        />
+        <h2 className="jp-ai-ChatSettings-header">Huggingface Access Token</h2>
+        <TextField
+          label="Huggingface Access Token"
+          value={accessToken}
+          fullWidth
+          type="password"
+          onChange={e => setAccessTokenWrapper(e.target.value)}
+        />
+        <h2 className="jp-ai-ChatSettings-header">
+          Hotkey for continue writing
+        </h2>
+        <TextField
+          label="Please press the hotkey you need"
+          value={CodeCompletionContextstore.shortcutStr}
+          fullWidth
+          type="text"
+          onKeyDown={setHotKeyWrapper}
+        />
+      </div>
     </Box>
   );
 });
diff --git a/packages/jupyter-ai/src/contexts/code-completion-context-store.ts b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
index 0cb84666b..56fe4202a 100644
--- a/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
+++ b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
@@ -1,6 +1,11 @@
 import { makeObservable, observable, action } from 'mobx';
 
 class CodeCompletionContextstore {
+  /**
+   * Whether to enable code completion function.
+   */
+  @observable enableCodeCompletion = false;
+
   /**
    * Observable huggingface token for authentication purposes.
    */
@@ -25,10 +30,19 @@ class CodeCompletionContextstore {
   constructor() {
     makeObservable(this);
 
-    const storedShortcutStr = localStorage.getItem('shortcutStr');
+    const storedShortcutStr = localStorage.getItem(
+      '@jupyterlab-ai/CodeCompletionState:ShortcutStr'
+    );
     if (storedShortcutStr) {
       this.shortcutStr = storedShortcutStr;
     }
+
+    const enableCodeCompletion = localStorage.getItem(
+      '@jupyterlab-ai/CodeCompletionState:EnableCodeCompletion'
+    );
+    if (enableCodeCompletion) {
+      this.enableCodeCompletion = Boolean(Number(enableCodeCompletion));
+    }
   }
 
   @action
@@ -41,6 +55,15 @@ class CodeCompletionContextstore {
     this.bigcodeUrl = url;
   }
 
+  @action
+  toggleCodeCompletion(): void {
+    this.enableCodeCompletion = !this.enableCodeCompletion;
+    localStorage.setItem(
+      '@jupyterlab-ai/CodeCompletionState:EnableCodeCompletion',
+      `${+this.enableCodeCompletion}`
+    );
+  }
+
   @action
   setCodeOnRequest(code: string): void {
     this.codeOnRequest = code;
@@ -48,7 +71,10 @@ class CodeCompletionContextstore {
 
   @action
   setShortcutStr(shortcutStr: string): void {
-    localStorage.setItem('shortcutStr', shortcutStr);
+    localStorage.setItem(
+      '@jupyterlab-ai/CodeCompletionState:ShortcutStr',
+      shortcutStr
+    );
     this.shortcutStr = shortcutStr;
   }
 }
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index ea891f189..c1128bcf2 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -73,6 +73,10 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
     keymap.of([
       {
         any: (view: EditorView, event: KeyboardEvent) => {
+          if (!GlobalStore.enableCodeCompletion) {
+            return false;
+          }
+
           const parsedShortcut = parseKeyboardEventToShortcut(event);
           console.debug('keyboard press: ', parsedShortcut);
 
diff --git a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
index 5f1a3689e..7a926e8b6 100644
--- a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
+++ b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
@@ -10,7 +10,7 @@ export function buildBigcodeSidebar(): ReactWidget {
     </div>
   );
 
-  BigCodeWidget.id = 'jupyter-ai::bigcode-code-Completion';
+  BigCodeWidget.id = 'jupyter-ai::bigcode-code-completion';
   BigCodeWidget.title.icon = bigCodeIcon;
   BigCodeWidget.title.caption = 'bigcode code Completion';
   return BigCodeWidget;
diff --git a/packages/jupyter-ai/style/animation.css b/packages/jupyter-ai/style/animation.css
index da1d51d94..da847a975 100644
--- a/packages/jupyter-ai/style/animation.css
+++ b/packages/jupyter-ai/style/animation.css
@@ -29,4 +29,18 @@
 @keyframes fadeInOut {
     0% { opacity: 1; }
     100% { opacity: 0; }
+}
+
+.code-completion-setting-entering,
+.code-completion-setting-exiting,
+.code-completion-setting-exited {
+    opacity: 0;
+    transform: translateY(20px);
+    transition: opacity 300ms, transform 300ms;
+}
+
+.code-completion-setting-entered {
+    opacity: 1;
+    transform: translateY(0);
+    transition: opacity 300ms, transform 300ms;
 }
\ No newline at end of file

From d17070f4e809d20b6560c27b90d01d95ffe7db81 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 3 Sep 2023 11:35:52 +0800
Subject: [PATCH 40/66] Improve some docstring

---
 packages/jupyter-ai/src/keydown-handler.ts | 2 +-
 packages/jupyter-ai/src/types/cell.ts      | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index c1128bcf2..51ec22d4d 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -35,7 +35,7 @@ const mountExtension = (
     return;
   }
 
-  // editor 还没有正常的完成初始化
+  // It is possible that the editor has not been initialized normally
   if (!('editor' in editor)) {
     return;
   }
diff --git a/packages/jupyter-ai/src/types/cell.ts b/packages/jupyter-ai/src/types/cell.ts
index bc69c0c83..165da2ef0 100644
--- a/packages/jupyter-ai/src/types/cell.ts
+++ b/packages/jupyter-ai/src/types/cell.ts
@@ -1,5 +1,6 @@
 export type ICellType = null | 'markdown' | 'code';
 
+// This cell is used as logic for code completion
 export interface ICell {
   content: string;
   type: ICellType;

From 1db503c982224b1bc30f4cc843388cf9e906fbdb Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 3 Sep 2023 15:59:43 +0800
Subject: [PATCH 41/66] add token limit

---
 .../src/bigcode/bigcode-code-completion.ts    |  12 +-
 .../src/components/bigcode-settings.tsx       |  62 ++++++++-
 .../contexts/code-completion-context-store.ts |  64 +++++++---
 packages/jupyter-ai/src/types/cell.ts         |   2 +-
 .../jupyter-ai/src/utils/bigcode-request.ts   |  27 +++-
 packages/jupyter-ai/src/utils/cell-context.ts | 120 ++++++++++++------
 packages/jupyter-ai/style/base.css            |   3 +-
 packages/jupyter-ai/style/bigcode-setting.css |   8 ++
 packages/jupyter-ai/tsconfig.json             |   2 +-
 9 files changed, 228 insertions(+), 72 deletions(-)
 create mode 100644 packages/jupyter-ai/style/bigcode-setting.css

diff --git a/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts b/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
index 899e18895..a7f42be80 100644
--- a/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
+++ b/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
@@ -1,6 +1,6 @@
 import { JupyterFrontEnd } from '@jupyterlab/application';
 import { EditorView } from '@codemirror/view';
-import { getTextInActiveCellUpToCursor } from '../utils/cell-context';
+import { getNotebookContentUntilCursor } from '../utils/cell-context';
 import {
   sendToBigCode,
   processCompletionResult,
@@ -96,7 +96,8 @@ export const codeCompletion = (
   app: JupyterFrontEnd,
   view: EditorView
 ): boolean => {
-  const context = getTextInActiveCellUpToCursor(app);
+  const context = getNotebookContentUntilCursor(app);
+
   if (!context || isContextEmpty(context)) {
     updateAnimation(view, 'failed');
     console.error('continueWriting() => context is null');
@@ -116,11 +117,14 @@ export const codeCompletion = (
   CodeCompletionContextStore.setCodeOnRequest(
     context[context.length - 1].content
   );
-  const prompt = constructContinuationPrompt(context);
+  const prompt = constructContinuationPrompt(
+    context,
+    CodeCompletionContextStore.maxPromptToken
+  );
 
   console.debug('codeCompletion() => prompt: ', prompt);
 
-  sendToBigCode(prompt)
+  sendToBigCode(prompt, CodeCompletionContextStore.maxResponseToken)
     .then(result => {
       console.debug('continueWriting() => state is success, result: ', result);
       requestSuccess(app, view, result);
diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
index e054d0280..d7e4c92f6 100644
--- a/packages/jupyter-ai/src/components/bigcode-settings.tsx
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -5,6 +5,7 @@ import CodeCompletionContextstore from '../contexts/code-completion-context-stor
 import { observer } from 'mobx-react-lite';
 import { parseKeyboardEventToShortcut } from '../utils/keyboard';
 import Switch from '@mui/material/Switch';
+import Slider from '@mui/material/Slider';
 
 export const BigCodeSetting = observer(() => {
   const { bigcodeUrl } = CodeCompletionContextstore;
@@ -36,6 +37,28 @@ export const BigCodeSetting = observer(() => {
     );
   }, []);
 
+  const changeMaxPromptTokens = (
+    event: Event,
+    newValue: number | number[],
+    activeThumb: number
+  ) => {
+    // For the current scene, it can only be number
+    if (typeof newValue === 'number') {
+      CodeCompletionContextstore.setMaxPromptTokens(newValue);
+    }
+  };
+
+  const changeMaxResponseokens = (
+    event: Event,
+    newValue: number | number[],
+    activeThumb: number
+  ) => {
+    // For the current scene, it can only be number
+    if (typeof newValue === 'number') {
+      CodeCompletionContextstore.setMaxResponseTokens(newValue);
+    }
+  };
+
   return (
     <Box
       sx={{
@@ -45,13 +68,13 @@ export const BigCodeSetting = observer(() => {
         overflowY: 'auto'
       }}
     >
-      <h2 className="jp-ai-ChatSettings-header">
+      <h1 className="jp-ai-ChatSettings-header bigcode-setting-level-1-title">
         Enable code completion
         <Switch
           checked={CodeCompletionContextstore.enableCodeCompletion}
           onChange={toggleCodeCompletionWrapper}
         />
-      </h2>
+      </h1>
       <div
         className={
           CodeCompletionContextstore.enableCodeCompletion
@@ -75,16 +98,43 @@ export const BigCodeSetting = observer(() => {
           type="password"
           onChange={e => setAccessTokenWrapper(e.target.value)}
         />
-        <h2 className="jp-ai-ChatSettings-header">
-          Hotkey for continue writing
-        </h2>
+        <h2 className="jp-ai-ChatSettings-header">Short cut for completion</h2>
         <TextField
-          label="Please press the hotkey you need"
+          label="Please press the short cut you need"
           value={CodeCompletionContextstore.shortcutStr}
           fullWidth
           type="text"
           onKeyDown={setHotKeyWrapper}
         />
+        <h1 className="jp-ai-ChatSettings-header bigcode-setting-level-1-title">
+          Advanced Settings
+        </h1>
+        <div className="bigcode-setting-configuration">
+          <h2 className="jp-ai-ChatSettings-header">Max prompt tokens</h2>
+          <div className="bigcode-settings-token">
+            <Slider
+              className="token-slider"
+              value={CodeCompletionContextstore.maxPromptToken}
+              onChange={changeMaxPromptTokens}
+              aria-label="Default"
+              valueLabelDisplay="auto"
+              min={100}
+              max={1000}
+            />
+          </div>
+          <h2 className="jp-ai-ChatSettings-header">Max response tokens</h2>
+          <div className="bigcode-settings-token">
+            <Slider
+              className="token-slider"
+              value={CodeCompletionContextstore.maxResponseToken}
+              onChange={changeMaxResponseokens}
+              aria-label="Default"
+              valueLabelDisplay="auto"
+              min={10}
+              max={200}
+            />
+          </div>
+        </div>
       </div>
     </Box>
   );
diff --git a/packages/jupyter-ai/src/contexts/code-completion-context-store.ts b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
index 56fe4202a..b1d1206ab 100644
--- a/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
+++ b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
@@ -27,22 +27,45 @@ class CodeCompletionContextstore {
    */
   @observable shortcutStr = 'Ctrl + Space';
 
+  /**
+   * Maximum prompt tokens when requested
+   */
+  @observable maxPromptToken = 400;
+
+  /**
+   * Maximum response tokens when requested
+   */
+  @observable maxResponseToken = 20;
+
   constructor() {
     makeObservable(this);
 
-    const storedShortcutStr = localStorage.getItem(
-      '@jupyterlab-ai/CodeCompletionState:ShortcutStr'
+    const dataPersistenceStr = localStorage.getItem(
+      '@jupyterlab-ai/CodeCompletionState'
     );
-    if (storedShortcutStr) {
-      this.shortcutStr = storedShortcutStr;
+
+    if (dataPersistenceStr) {
+      const dataPersistence: IGlobalStore = JSON.parse(dataPersistenceStr);
+      this.enableCodeCompletion = dataPersistence.enableCodeCompletion;
+      this.bigcodeUrl = dataPersistence.bigcodeUrl;
+      this.shortcutStr = dataPersistence.shortcutStr;
+      this.maxPromptToken = dataPersistence.maxPromptToken;
+      this.maxResponseToken = dataPersistence.maxResponseToken;
     }
+  }
 
-    const enableCodeCompletion = localStorage.getItem(
-      '@jupyterlab-ai/CodeCompletionState:EnableCodeCompletion'
+  saveDataToLoaclStorage() {
+    // Do not store sensitive information
+    localStorage.setItem(
+      '@jupyterlab-ai/CodeCompletionState',
+      JSON.stringify({
+        enableCodeCompletion: this.enableCodeCompletion,
+        bigcodeUrl: this.bigcodeUrl,
+        shortcutStr: this.shortcutStr,
+        maxPromptToken: this.maxPromptToken,
+        maxResponseToken: this.maxResponseToken
+      })
     );
-    if (enableCodeCompletion) {
-      this.enableCodeCompletion = Boolean(Number(enableCodeCompletion));
-    }
   }
 
   @action
@@ -53,15 +76,13 @@ class CodeCompletionContextstore {
   @action
   setBigcodeUrl(url: string): void {
     this.bigcodeUrl = url;
+    this.saveDataToLoaclStorage();
   }
 
   @action
   toggleCodeCompletion(): void {
     this.enableCodeCompletion = !this.enableCodeCompletion;
-    localStorage.setItem(
-      '@jupyterlab-ai/CodeCompletionState:EnableCodeCompletion',
-      `${+this.enableCodeCompletion}`
-    );
+    this.saveDataToLoaclStorage();
   }
 
   @action
@@ -71,11 +92,20 @@ class CodeCompletionContextstore {
 
   @action
   setShortcutStr(shortcutStr: string): void {
-    localStorage.setItem(
-      '@jupyterlab-ai/CodeCompletionState:ShortcutStr',
-      shortcutStr
-    );
     this.shortcutStr = shortcutStr;
+    this.saveDataToLoaclStorage();
+  }
+
+  @action
+  setMaxPromptTokens(newValue: number): void {
+    this.maxPromptToken = newValue;
+    this.saveDataToLoaclStorage();
+  }
+
+  @action
+  setMaxResponseTokens(newValue: number): void {
+    this.maxResponseToken = newValue;
+    this.saveDataToLoaclStorage();
   }
 }
 
diff --git a/packages/jupyter-ai/src/types/cell.ts b/packages/jupyter-ai/src/types/cell.ts
index 165da2ef0..42e1ad097 100644
--- a/packages/jupyter-ai/src/types/cell.ts
+++ b/packages/jupyter-ai/src/types/cell.ts
@@ -1,4 +1,4 @@
-export type ICellType = null | 'markdown' | 'code';
+export type ICellType = null | 'markdown' | 'code' | 'output';
 
 // This cell is used as logic for code completion
 export interface ICell {
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index dee03cdce..55ecc413e 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -17,10 +17,18 @@ const getPromptForCell = (cell: ICell): string => {
     case 'markdown':
       cellPrompt += '<jupyter_text>';
       break;
+    case 'output':
+      cellPrompt += '<jupyter_output>';
+      break;
   }
   return cellPrompt + cell.content;
 };
 
+function countSpaces(str: string) {
+  const matches = str.match(/ /g);
+  return matches ? matches.length : 0;
+}
+
 /**
  * Constructs a continuation prompt based on the provided context.
  * It concatenates the prompts for all the cells in the context.
@@ -29,15 +37,22 @@ const getPromptForCell = (cell: ICell): string => {
  * @returns {string | null} The constructed continuation prompt or null if context is empty.
  */
 export const constructContinuationPrompt = (
-  context: ICell[] | null
+  context: ICell[] | null,
+  maxTokens: number
 ): string | null => {
   if (!context || context.length === 0) {
     return null;
   }
 
-  const prompt = '<start_jupyter>' + context.map(getPromptForCell).join('');
+  let prompt = '';
+  for (let i = context.length - 1; i >= 0; i--) {
+    prompt = getPromptForCell(context[i]) + prompt;
+    if (countSpaces(prompt) > maxTokens) {
+      break;
+    }
+  }
 
-  return prompt;
+  return '<start_jupyter>' + prompt;
 };
 
 /**
@@ -48,11 +63,12 @@ export const constructContinuationPrompt = (
  * @returns {Promise<{ generated_text: string }[]>} A promise that resolves with the generated text or rejects with an error.
  */
 export const sendToBigCode = async (
-  prompt: string | null
+  prompt: string | null,
+  max_tokens: number
 ): Promise<{ generated_text: string }[]> => {
   const { bigcodeUrl } = CodeCompletionContextStore;
   const { accessToken } = CodeCompletionContextStore;
-
+  console.log(prompt);
   if (!bigcodeUrl || !accessToken) {
     alert('BigCode service URL or Huggingface Access Token not set.');
     return new Promise((resolve, reject) => {
@@ -72,6 +88,7 @@ export const sendToBigCode = async (
     parameters: {
       temperature: 0.01,
       return_full_text: false,
+      max_tokens,
       stop: ['<jupyter_output>']
     }
   };
diff --git a/packages/jupyter-ai/src/utils/cell-context.ts b/packages/jupyter-ai/src/utils/cell-context.ts
index c2353dedc..d18a91025 100644
--- a/packages/jupyter-ai/src/utils/cell-context.ts
+++ b/packages/jupyter-ai/src/utils/cell-context.ts
@@ -2,7 +2,7 @@ import { JupyterFrontEnd } from '@jupyterlab/application';
 import { CodeEditor } from '@jupyterlab/codeeditor';
 import { DocumentWidget } from '@jupyterlab/docregistry';
 import { Notebook } from '@jupyterlab/notebook';
-import { CodeCell, MarkdownCell } from '@jupyterlab/cells';
+import { CodeCell, MarkdownCell, Cell } from '@jupyterlab/cells';
 
 import { ICell, ICellType } from '../types/cell';
 
@@ -105,56 +105,102 @@ export const getTextBeforeCursorFromApp = (
   return null;
 };
 
+/**
+ * Retrieves the output text from a given cell based on its type.
+ *
+ * The function extracts outputs from CodeCell instances based on their output type:
+ * - For 'execute_result' type, it retrieves the data.
+ * - For 'stream' type, it retrieves the text.
+ * - For 'error' type, it retrieves the error value (evalue).
+ *
+ * If the cell is not an instance of CodeCell or has no valid output type, an empty string is returned.
+ *
+ * @param {Cell} cell - The cell from which to extract the output.
+ * @returns {string} - The combined output text from the cell.
+ */
+const getCellOutput = (cell: Cell): string => {
+  if (!(cell instanceof CodeCell)) {
+    return '';
+  }
+
+  return cell.model.sharedModel.outputs.reduce((acc, output) => {
+    console.log(output);
+    switch (output.output_type) {
+      case 'execute_result':
+        if (output.data) {
+          // Maybe there are other ways, but I didn't find it
+          const outputData = JSON.parse(JSON.stringify(output.data));
+          if ('text/plain' in outputData) {
+            return acc + outputData['text/plain'];
+          }
+        }
+        return output.data ? acc + JSON.stringify(output.data) : acc;
+      case 'stream':
+        return acc + output.text;
+      case 'error':
+        return acc + output.evalue;
+      default:
+        return acc;
+    }
+  }, '');
+};
+
+const getCellDetails = (cell: Cell, isActiveCell: boolean): ICell[] => {
+  const cellType: ICellType =
+    cell instanceof CodeCell
+      ? 'code'
+      : cell instanceof MarkdownCell
+      ? 'markdown'
+      : null;
+
+  const results: ICell[] = [];
+
+  const editor = cell.editor;
+  if (editor) {
+    const text = isActiveCell
+      ? getTextBeforeCursor(editor).join('\n')
+      : getTextByEditor(editor);
+    results.push({ type: cellType, content: text });
+  }
+
+  results.push({ type: 'output', content: getCellOutput(cell) });
+
+  return results;
+};
+
 /**
  * Retrieves all cell content up to the current active cell position.
  *
  * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
  * @returns {ICell[] | null} - An array of ICell objects with their content or null if not available.
  */
-export const getTextInActiveCellUpToCursor = (
+export const getNotebookContentUntilCursor = (
   app: JupyterFrontEnd
 ): ICell[] | null => {
   const currentWidget = app.shell.currentWidget;
+
   if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
     return null;
   }
 
   const content = getSpecificWidget(currentWidget);
-  if (content instanceof Notebook) {
-    const allCellBase: ICell[] = [];
-    const widgets = content.widgets;
-    const activeCellIndex = content.activeCellIndex;
-
-    // traverse to the current cell
-    for (let index = 0; index <= activeCellIndex; index++) {
-      const widget = widgets[index];
-      const cellType: ICellType =
-        widget instanceof CodeCell
-          ? 'code'
-          : widget instanceof MarkdownCell
-          ? 'markdown'
-          : null;
-
-      const editor = widget.editor;
-      if (editor) {
-        // If the current cell
-        if (index === activeCellIndex) {
-          const cellLines = getTextBeforeCursor(editor);
-          allCellBase.push({
-            type: cellType,
-            content: cellLines.join('\n')
-          });
-          break;
-        }
+  if (!(content instanceof Notebook)) {
+    return null;
+  }
 
-        const codeText = getTextByEditor(editor);
-        allCellBase.push({
-          type: cellType,
-          content: codeText
-        });
-      }
-    }
-    return allCellBase;
+  const activeCellIndex = content.activeCellIndex;
+
+  const cellsUpToCursor = content.widgets
+    .slice(0, activeCellIndex + 1)
+    .flatMap((cell, index) => getCellDetails(cell, index === activeCellIndex));
+
+  // Check if the last cell type is 'output' and remove it
+  if (
+    cellsUpToCursor.length > 0 &&
+    cellsUpToCursor[cellsUpToCursor.length - 1].type === 'output'
+  ) {
+    cellsUpToCursor.pop();
   }
-  return null;
+
+  return cellsUpToCursor;
 };
diff --git a/packages/jupyter-ai/style/base.css b/packages/jupyter-ai/style/base.css
index af2c9d716..2ce73c940 100644
--- a/packages/jupyter-ai/style/base.css
+++ b/packages/jupyter-ai/style/base.css
@@ -7,4 +7,5 @@
 @import './expandable-text-field.css';
 @import './react-markdown.css';
 @import './chat-settings.css';
-@import './animation.css'
\ No newline at end of file
+@import './animation.css';
+@import './bigcode-setting.css';
\ No newline at end of file
diff --git a/packages/jupyter-ai/style/bigcode-setting.css b/packages/jupyter-ai/style/bigcode-setting.css
new file mode 100644
index 000000000..1ce173a8e
--- /dev/null
+++ b/packages/jupyter-ai/style/bigcode-setting.css
@@ -0,0 +1,8 @@
+.bigcode-setting-level-1-title{
+    font-size: 1.56em;
+}
+
+.bigcode-setting-configuration{
+    width: 90%;
+    margin: auto;
+}
\ No newline at end of file
diff --git a/packages/jupyter-ai/tsconfig.json b/packages/jupyter-ai/tsconfig.json
index b940048ac..a2aeaf9c6 100644
--- a/packages/jupyter-ai/tsconfig.json
+++ b/packages/jupyter-ai/tsconfig.json
@@ -18,7 +18,7 @@
     "strict": true,
     "strictNullChecks": true,
     "skipLibCheck": true,
-    "target": "ES2018",
+    "target": "ES2019",
     "types": ["jest"],
     "experimentalDecorators": true
   },

From fa1bc6ea0aa9e4cafd963e9b9f0c14ffc4a2c932 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 3 Sep 2023 17:25:10 +0800
Subject: [PATCH 42/66] Fix the bug of adding new cells

---
 packages/jupyter-ai/src/keydown-handler.ts | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index 51ec22d4d..a3ba1e0e7 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -30,6 +30,7 @@ const mountExtension = (
   editor: CodeMirrorEditor,
   extension: Extension
 ): void => {
+  console.log(editor);
   // If the editor has already been processed
   if (mountedEditors.has(editor)) {
     return;
@@ -133,6 +134,7 @@ const initializeKeyDownHandlers = (app: JupyterFrontEnd) => {
           return;
         }
 
+        await cell.ready;
         mountEditorWithDelay(cell.editor, extension);
       });
     }

From b15644663a5cc856647091d9ff04cb253723fe5a Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 3 Sep 2023 17:27:33 +0800
Subject: [PATCH 43/66] remove garbage output

---
 packages/jupyter-ai/src/keydown-handler.ts | 1 -
 1 file changed, 1 deletion(-)

diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index a3ba1e0e7..922317bf9 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -30,7 +30,6 @@ const mountExtension = (
   editor: CodeMirrorEditor,
   extension: Extension
 ): void => {
-  console.log(editor);
   // If the editor has already been processed
   if (mountedEditors.has(editor)) {
     return;

From 054fc10260ff7c7f797d9dde636029383f04cf2a Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 3 Sep 2023 18:18:44 +0800
Subject: [PATCH 44/66] Improve readme for code completion

---
 bigcode-zh.md                                 |  92 ------------------
 .../code-completion-setting-completion.jpg    | Bin 0 -> 33929 bytes
 .../code-completion-setting-key-down.jpg      | Bin 0 -> 32155 bytes
 .../_static/code-completion-setting.jpg       | Bin 0 -> 60734 bytes
 docs/source/users/index.md                    |  40 ++++++++
 .../sklearn_digits.ipynb                      |   0
 6 files changed, 40 insertions(+), 92 deletions(-)
 delete mode 100644 bigcode-zh.md
 create mode 100644 docs/source/_static/code-completion-setting-completion.jpg
 create mode 100644 docs/source/_static/code-completion-setting-key-down.jpg
 create mode 100644 docs/source/_static/code-completion-setting.jpg
 rename examples/{ => code-completion}/sklearn_digits.ipynb (100%)

diff --git a/bigcode-zh.md b/bigcode-zh.md
deleted file mode 100644
index 3fd52a325..000000000
--- a/bigcode-zh.md
+++ /dev/null
@@ -1,92 +0,0 @@
-# 整合bigcode续写逻辑说明
-
-## 依赖项
-- "mobx" and "mobx-react": react的一个全局变量管理库
-- "typescript": ~4.1.3 -> 5.1.6，之前的ts版本会打包失败，原因为ts语法检查依赖项中的代码不通过
-
-## 项目结构
-此结构是在原有的 jupyter-ai 上新增的
-
-```
-packages/jupyter-ai
-├── src  # Source code root
-│   ├── bigcode  # Bigcode related functionality
-│   │   └── bigcode-code-completion.ts  # Code continuation logic
-│   ├── components  # UI components
-│   │   └── bigcode-settings.tsx  # Settings related to bigcode
-|   ├── types
-|   |   └── cell.ts # Used to call the cell structure in the link
-│   ├── contexts
-│   │   └── code-completion-context-store.ts  # Context for the continue writing feature
-│   ├── keydown-handler.ts  # Global keydown handlers
-│   ├── utils  # Utility functions for bigcode feature
-│   │   ├── bigcode-request.ts  # Bigcode API requests
-│   │   ├── cell-modification.ts  # Cell modification
-│   │   ├── cell-context.ts  # Cell context
-│   │   ├── instance.ts  # Instance related utilities
-│   │   └── keyboard.ts # Tool method to monitor the keyboard
-│   └── widgets 
-│       └── bigcode-sidebar.tsx  # Sidebar for bigcode features
-
-```
-
-## Develop and preview
-
-### install
-```shell
-./scripts/install.sh
-```
-
-### run
-```shell
-npm run dev
-
-# If you want to compile when you modify the code, run the following command with the above command
-npm run watch
-```
-### debug 
-Check all the options in the log level in F12 (Developer Tools)
-![](./docs/source/_static/debug-levels.jpg)
-
-
-## 逻辑梳理
-我们目前的做法是基于现有的 jupyter-ai 代码做的扩展（属于 jupyter-ai 的一部分）
-
-### 前端
-
-#### 侧边栏
-1. 定义Widget构造器方法
-2. 配置如id，图标，标题等基本信息（暂时没有图标，使用的是jupyter-ai的）
-3. labextension 前端入口点添加这个侧边栏（Widget）到jupyterlab中，参考[labextension 前端入口点](./packages/jupyter-ai/src/index.ts)
-
-[代码](./packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx)
-
-#### 键盘处理事件
-
-
-1. 创建 codemirror 的 extension（键盘事件）,此 extension 在下述流程中被绑定到 codemirror 的实例
-2. 当 notebook 发生变化时，将 notebbok 默认选中的 cell 添加此 extension
-3. 在 notebook 中挂载 cell 变化事件，如果 cell 发生变化，则将 extension 添加至 cell 的 codemirror 实例中
-4. 在app加载此处理程序
-
-[代码](./packages/jupyter-ai/src/keydown-handler.ts)
-
-
-#### 续写
-
-1. 获取前面所有单元格的代码（鼠标指针之前的）
-2. 格式化后发送给 bigcode
-3. 开始请求动画 [代码](./packages/jupyter-ai/src/utils/animation.ts)
-4. 展示在单元格中（以写入状态保存到单元格）[1.2.4步代码：continueWriting 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
-5. 当用户按下 Enter 后，取消代码的灰色状态 [代码：removeColor 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
-6. 当用户按下其他键后，删除灰色的代码 [代码：handleAnyKeyPress 函数](./packages/jupyter-ai/src/bigcode/bigcode-continue-writing.ts)
-
-
-
-
-### 后端（最后做）
-
-在 jupyter-ai 中，用户填写的信息后，会进行请求到后端[handlers](./packages/jupyter-ai/jupyter_ai/handlers.py)，由后端保存到"~/.loacl"目录中。
-
-我们延伸此架构，使原先的接口可以新增 bigcode 的配置。并且在请求 bigcode 时，由后端做请求转发
-
diff --git a/docs/source/_static/code-completion-setting-completion.jpg b/docs/source/_static/code-completion-setting-completion.jpg
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Bf(rlu

literal 0
HcmV?d00001

diff --git a/docs/source/users/index.md b/docs/source/users/index.md
index 2f640f579..7f792de1f 100644
--- a/docs/source/users/index.md
+++ b/docs/source/users/index.md
@@ -741,3 +741,43 @@ The `--region-name` parameter is set to the [AWS region code](https://docs.aws.a
 The `--request-schema` parameter is the JSON object the endpoint expects as input, with the prompt being substituted into any value that matches the string literal `"<prompt>"`. For example, the request schema `{"text_inputs":"<prompt>"}` will submit a JSON object with the prompt stored under the `text_inputs` key.
 
 The `--response-path` option is a [JSONPath](https://goessner.net/articles/JsonPath/index.html) string that retrieves the language model's output from the endpoint's JSON response. For example, if your endpoint returns an object with the schema `{"generated_texts":["<output>"]}`, its response path is `generated_texts.[0]`.
+
+
+## Code completion
+
+### Usage
+
+We first need to configure the huggingface token and short cut
+
+![](../_static/code-completion-setting.jpg)
+
+In a cell, press {The short cut configured in the image above} to trigger
+
+![](../_static/code-completion-setting-key-down.jpg)
+
+Press "enter" to accpet the proposition.
+
+![](../_static/code-completion-setting-completion.jpg)
+
+
+### Configure
+
+Bigcode service url: 
+
+- The endpoint URL of the Bigcode service. This is the base URL that the code completion system will connect to when requesting code completions.
+
+Huggingface Access Token:
+
+- Your personal access token for Huggingface's service. This token authenticates and authorizes your requests to the Huggingface API.
+
+Short cut for completion:
+
+- A shortcut or key combination that, when pressed, triggers the code completion feature. 
+
+Max prompt tokens:
+
+- The maximum number of tokens that can be sent in the prompt to the code completion API. 
+
+Max response tokens:
+
+- Set 'Max Response Tokens' judiciously; a higher value can slow response times, and since we don't support streaming, you'll await the entire response.
\ No newline at end of file
diff --git a/examples/sklearn_digits.ipynb b/examples/code-completion/sklearn_digits.ipynb
similarity index 100%
rename from examples/sklearn_digits.ipynb
rename to examples/code-completion/sklearn_digits.ipynb

From 701d798fe7cb0ccd9775088dd7abe618fcf0cf82 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 3 Sep 2023 18:28:08 +0800
Subject: [PATCH 45/66] Add code completion examples to the readme.md

---
 README.md | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/README.md b/README.md
index a4c78f4f3..15f3eef4c 100644
--- a/README.md
+++ b/README.md
@@ -94,6 +94,17 @@ that include variable values.
 
 ![Sample with code interpolation and markdown output](./docs/source/_static/sample-markdown.png)
 
+
+## Code completion
+
+In a cell, press {Short cut configured in the bigcode sidebar} to trigger
+
+![Sample of pressing a shortcut key in code completion](./docs/source/_static/code-completion-setting-key-down.jpg)
+
+Press "enter" to accpet the proposition.
+
+![Sample of pressing enter after a successful request in code completion](./docs/source/_static/code-completion-setting-completion.jpg)
+
 ## JupyterLab extension
 
 The Jupyter AI extension for JupyterLab offers a native UI that enables multiple users

From 4b46ea58ff69cba70757838ed108da9a8b8bdfd2 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Sun, 3 Sep 2023 13:22:01 +0000
Subject: [PATCH 46/66] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 .gitignore                                    | 2 +-
 docs/source/users/index.md                    | 8 ++++----
 packages/jupyter-ai/style/animation.css       | 2 +-
 packages/jupyter-ai/style/base.css            | 2 +-
 packages/jupyter-ai/style/bigcode-setting.css | 2 +-
 5 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/.gitignore b/.gitignore
index ca25bbcbd..a0fffe99b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -133,4 +133,4 @@ dev.sh
 
 .yarn
 
-.venv
\ No newline at end of file
+.venv
diff --git a/docs/source/users/index.md b/docs/source/users/index.md
index 7f792de1f..4a9b02cdb 100644
--- a/docs/source/users/index.md
+++ b/docs/source/users/index.md
@@ -762,7 +762,7 @@ Press "enter" to accpet the proposition.
 
 ### Configure
 
-Bigcode service url: 
+Bigcode service url:
 
 - The endpoint URL of the Bigcode service. This is the base URL that the code completion system will connect to when requesting code completions.
 
@@ -772,12 +772,12 @@ Huggingface Access Token:
 
 Short cut for completion:
 
-- A shortcut or key combination that, when pressed, triggers the code completion feature. 
+- A shortcut or key combination that, when pressed, triggers the code completion feature.
 
 Max prompt tokens:
 
-- The maximum number of tokens that can be sent in the prompt to the code completion API. 
+- The maximum number of tokens that can be sent in the prompt to the code completion API.
 
 Max response tokens:
 
-- Set 'Max Response Tokens' judiciously; a higher value can slow response times, and since we don't support streaming, you'll await the entire response.
\ No newline at end of file
+- Set 'Max Response Tokens' judiciously; a higher value can slow response times, and since we don't support streaming, you'll await the entire response.
diff --git a/packages/jupyter-ai/style/animation.css b/packages/jupyter-ai/style/animation.css
index da847a975..ba80e3a5c 100644
--- a/packages/jupyter-ai/style/animation.css
+++ b/packages/jupyter-ai/style/animation.css
@@ -43,4 +43,4 @@
     opacity: 1;
     transform: translateY(0);
     transition: opacity 300ms, transform 300ms;
-}
\ No newline at end of file
+}
diff --git a/packages/jupyter-ai/style/base.css b/packages/jupyter-ai/style/base.css
index 2ce73c940..b403956e0 100644
--- a/packages/jupyter-ai/style/base.css
+++ b/packages/jupyter-ai/style/base.css
@@ -8,4 +8,4 @@
 @import './react-markdown.css';
 @import './chat-settings.css';
 @import './animation.css';
-@import './bigcode-setting.css';
\ No newline at end of file
+@import './bigcode-setting.css';
diff --git a/packages/jupyter-ai/style/bigcode-setting.css b/packages/jupyter-ai/style/bigcode-setting.css
index 1ce173a8e..3bb447bfa 100644
--- a/packages/jupyter-ai/style/bigcode-setting.css
+++ b/packages/jupyter-ai/style/bigcode-setting.css
@@ -5,4 +5,4 @@
 .bigcode-setting-configuration{
     width: 90%;
     margin: auto;
-}
\ No newline at end of file
+}

From 63f719ef784519706ac3a086cf352f4c58dc9765 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 3 Sep 2023 22:15:21 +0800
Subject: [PATCH 47/66] change css asking price style

---
 packages/jupyter-ai/style/animation.css       | 58 +++++++++++--------
 packages/jupyter-ai/style/bigcode-setting.css | 10 ++--
 2 files changed, 39 insertions(+), 29 deletions(-)

diff --git a/packages/jupyter-ai/style/animation.css b/packages/jupyter-ai/style/animation.css
index da847a975..c40d7236d 100644
--- a/packages/jupyter-ai/style/animation.css
+++ b/packages/jupyter-ai/style/animation.css
@@ -1,46 +1,56 @@
 .circle-loading-animation {
-    width: 15px;
-    height: 15px;
-    border-radius: 50%;
-    border: 2px solid transparent;
-    border-top-color: #FFCA28; /* This determines the ring color */
-    animation: spin 1s linear infinite;
-    position: absolute;
-    right: 15px;
-    bottom: 5px;
-    z-index: 1000;
+  width: 15px;
+  height: 15px;
+  border-radius: 50%;
+  border: 2px solid transparent;
+  border-top-color: #FFCA28;
+  animation: spin 1s linear infinite;
+  position: absolute;
+  right: 15px;
+  bottom: 5px;
+  z-index: 1000;
 }
 
 .circle-success {
-    border-color: green;
-    animation: fadeInOut 2s forwards, spin 0s;
+  border-color: green;
+  animation: fadeInOut 2s forwards, spin 0s;
 }
 
 .circle-failed {
-    border-color: red;
-    animation: fadeInOut 2s forwards, spin 0s;
+  border-color: red;
+  animation: fadeInOut 2s forwards, spin 0s;
 }
 
 @keyframes spin {
-    0% { transform: rotate(0deg); }
-    100% { transform: rotate(360deg); }
+  0% {
+    transform: rotate(0deg);
+  }
+
+  100% {
+    transform: rotate(360deg);
+  }
 }
 
 @keyframes fadeInOut {
-    0% { opacity: 1; }
-    100% { opacity: 0; }
+  0% {
+    opacity: 1;
+  }
+
+  100% {
+    opacity: 0;
+  }
 }
 
 .code-completion-setting-entering,
 .code-completion-setting-exiting,
 .code-completion-setting-exited {
-    opacity: 0;
-    transform: translateY(20px);
-    transition: opacity 300ms, transform 300ms;
+  opacity: 0;
+  transform: translateY(20px);
+  transition: opacity 300ms, transform 300ms;
 }
 
 .code-completion-setting-entered {
-    opacity: 1;
-    transform: translateY(0);
-    transition: opacity 300ms, transform 300ms;
+  opacity: 1;
+  transform: translateY(0);
+  transition: opacity 300ms, transform 300ms;
 }
\ No newline at end of file
diff --git a/packages/jupyter-ai/style/bigcode-setting.css b/packages/jupyter-ai/style/bigcode-setting.css
index 1ce173a8e..5f856ca62 100644
--- a/packages/jupyter-ai/style/bigcode-setting.css
+++ b/packages/jupyter-ai/style/bigcode-setting.css
@@ -1,8 +1,8 @@
-.bigcode-setting-level-1-title{
-    font-size: 1.56em;
+.bigcode-setting-level-1-title {
+  font-size: 1.56em;
 }
 
-.bigcode-setting-configuration{
-    width: 90%;
-    margin: auto;
+.bigcode-setting-configuration {
+  width: 90%;
+  margin: auto;
 }
\ No newline at end of file

From 90342de5b5490a957025470719cb4a006e5c9039 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Sun, 3 Sep 2023 14:19:52 +0000
Subject: [PATCH 48/66] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 packages/jupyter-ai/style/base.css | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/jupyter-ai/style/base.css b/packages/jupyter-ai/style/base.css
index 2ce73c940..b403956e0 100644
--- a/packages/jupyter-ai/style/base.css
+++ b/packages/jupyter-ai/style/base.css
@@ -8,4 +8,4 @@
 @import './react-markdown.css';
 @import './chat-settings.css';
 @import './animation.css';
-@import './bigcode-setting.css';
\ No newline at end of file
+@import './bigcode-setting.css';

From 1bcc70c93b8f26e68fa0debacc41bc4293066cf5 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 3 Sep 2023 22:29:20 +0800
Subject: [PATCH 49/66] change css asking price style

---
 packages/jupyter-ai/style/animation.css | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/packages/jupyter-ai/style/animation.css b/packages/jupyter-ai/style/animation.css
index f26591abf..828514bca 100644
--- a/packages/jupyter-ai/style/animation.css
+++ b/packages/jupyter-ai/style/animation.css
@@ -3,7 +3,7 @@
   height: 15px;
   border-radius: 50%;
   border: 2px solid transparent;
-  border-top-color: #FFCA28;
+  border-top-color: #ffca28;
   animation: spin 1s linear infinite;
   position: absolute;
   right: 15px;
@@ -13,12 +13,12 @@
 
 .circle-success {
   border-color: green;
-  animation: fadeInOut 2s forwards, spin 0s;
+  animation: fade-in-out 2s forwards, spin 0s;
 }
 
 .circle-failed {
   border-color: red;
-  animation: fadeInOut 2s forwards, spin 0s;
+  animation: fade-in-out 2s forwards, spin 0s;
 }
 
 @keyframes spin {
@@ -31,7 +31,7 @@
   }
 }
 
-@keyframes fadeInOut {
+@keyframes fade-in-out {
   0% {
     opacity: 1;
   }

From 1f2ad837d103ace762f40998140e5a32cd5a0574 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sat, 9 Sep 2023 23:17:32 +0800
Subject: [PATCH 50/66] Delete incorrectly uploaded files

---
 mdImages/1832d8b22d533b541c760768294f62a.png | Bin 46044 -> 0 bytes
 mdImages/25e92f7ca6584b8a8ed08edbeb6091c.png | Bin 52587 -> 0 bytes
 mdImages/4b76618d42d0eca97916f6803fc897e.png | Bin 138558 -> 0 bytes
 mdImages/4da66ef8e0eb414d6bb66715184ac7c.png | Bin 12610 -> 0 bytes
 mdImages/a078a5dde3707cedbc3e8dfc9139bfe.png | Bin 25630 -> 0 bytes
 mdImages/a27f22e60010ea84d5598122e5ffc4b.png | Bin 23562 -> 0 bytes
 mdImages/c0ae4582a5f942754877106b8873413.png | Bin 44724 -> 0 bytes
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OP<o{*SM|~)<bMH`G{Wov


From 9bbefa882fa659501827d201fa8d412f0273f0ec Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 15 Oct 2023 02:34:18 +0800
Subject: [PATCH 51/66] Add key completion code completion

---
 packages/jupyter-ai/package.json              |   1 +
 .../src/bigcode/bigcode-code-completion.ts    | 188 ----------
 .../src/bigcodeInlineCompletionProvider.ts    | 268 ++++++++++++++
 .../components/settings/existing-api-keys.tsx |   2 +-
 packages/jupyter-ai/src/index.ts              |  54 ++-
 packages/jupyter-ai/src/keydown-handler.ts    |  84 +++--
 packages/jupyter-ai/src/utils/animation.ts    |  79 ----
 .../jupyter-ai/src/utils/bigcode-request.ts   |  34 +-
 packages/jupyter-ai/src/utils/cell-context.ts |  73 +---
 .../jupyter-ai/src/utils/cell-modification.ts | 195 ----------
 yarn.lock                                     | 350 ++++++++++++++++++
 11 files changed, 741 insertions(+), 587 deletions(-)
 delete mode 100644 packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
 create mode 100644 packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
 delete mode 100644 packages/jupyter-ai/src/utils/animation.ts
 delete mode 100644 packages/jupyter-ai/src/utils/cell-modification.ts

diff --git a/packages/jupyter-ai/package.json b/packages/jupyter-ai/package.json
index 58f074c8d..52010e22b 100644
--- a/packages/jupyter-ai/package.json
+++ b/packages/jupyter-ai/package.json
@@ -66,6 +66,7 @@
     "@jupyterlab/codeeditor": "^4",
     "@jupyterlab/codemirror": "^4",
     "@jupyterlab/collaboration": "^3",
+    "@jupyterlab/completer": "file:../../../jupyterlab/packages/completer",
     "@jupyterlab/coreutils": "^6",
     "@jupyterlab/fileeditor": "^4",
     "@jupyterlab/notebook": "^4",
diff --git a/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts b/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
deleted file mode 100644
index a7f42be80..000000000
--- a/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
+++ /dev/null
@@ -1,188 +0,0 @@
-import { JupyterFrontEnd } from '@jupyterlab/application';
-import { EditorView } from '@codemirror/view';
-import { getNotebookContentUntilCursor } from '../utils/cell-context';
-import {
-  sendToBigCode,
-  processCompletionResult,
-  constructContinuationPrompt
-} from '../utils/bigcode-request';
-import {
-  insertAndHighlightCode,
-  removeTextStatus,
-  moveCursorToEnd,
-  replaceText
-} from '../utils/cell-modification';
-import {
-  addLoadingAnimation,
-  updateAnimation,
-  removeLoadingAnimation
-} from '../utils/animation';
-import { ICell } from '../types/cell';
-
-import CodeCompletionContextStore from '../contexts/code-completion-context-store';
-
-/**
- * An object to track the state of the request and the visibility of the result.
- * @property {boolean} loading - Indicates if a request is currently being made.
- * @property {boolean} viewResult - Indicates if the result of a request is currently being displayed.
- */
-const requestState = {
-  loading: false,
-  viewResult: false
-};
-
-/**
- * Checks if the provided context is empty or not.
- * @param {ICell[]} context - An array of cells representing the context.
- * @returns {boolean} Returns true if the context is empty or undefined, otherwise false.
- */
-const isContextEmpty = (context: ICell[]): boolean => {
-  if (!context || context.length === 0) {
-    return true; // If the context is empty or undefined, we assume that the user did not write code
-  }
-
-  const combinedContent = context.reduce((acc, cell) => acc + cell.content, '');
-  return combinedContent.trim() === '';
-};
-
-/**
- * Handles the success response of the code completion request.
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @param {EditorView} view - The editor view instance.
- * @param {{ generated_text: string }[]} result - The result array containing generated text.
- */
-const requestSuccess = (
-  app: JupyterFrontEnd,
-  view: EditorView,
-  result: { generated_text: string }[]
-) => {
-  const resultCode = processCompletionResult(result);
-  requestState.viewResult = true;
-
-  if (resultCode === '') {
-    requestState.viewResult = false;
-    CodeCompletionContextStore.setCodeOnRequest('');
-  } else {
-    insertAndHighlightCode(
-      app,
-      CodeCompletionContextStore.codeOnRequest,
-      resultCode
-    );
-  }
-
-  updateAnimation(view, 'success');
-  requestState.loading = false;
-};
-
-/**
- * Handles the failure of the code completion request.
- * @param {EditorView} view - The editor view instance.
- */
-const requestFailed = (view: EditorView) => {
-  CodeCompletionContextStore.setCodeOnRequest('');
-
-  updateAnimation(view, 'failed');
-  requestState.viewResult = false;
-  requestState.loading = false;
-};
-
-/**
- * Initiates code completion based on the provided context.
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @param {EditorView} view - The editor view instance.
- * @returns {boolean} Indicates whether the function completed successfully.
- */
-export const codeCompletion = (
-  app: JupyterFrontEnd,
-  view: EditorView
-): boolean => {
-  const context = getNotebookContentUntilCursor(app);
-
-  if (!context || isContextEmpty(context)) {
-    updateAnimation(view, 'failed');
-    console.error('continueWriting() => context is null');
-    return false;
-  }
-
-  if (requestState.loading || requestState.viewResult) {
-    console.error('continueWriting() => request is running');
-    return true;
-  }
-
-  console.debug('continueWriting() => context: ', context);
-
-  requestState.loading = true;
-  removeLoadingAnimation(view);
-  addLoadingAnimation(view);
-  CodeCompletionContextStore.setCodeOnRequest(
-    context[context.length - 1].content
-  );
-  const prompt = constructContinuationPrompt(
-    context,
-    CodeCompletionContextStore.maxPromptToken
-  );
-
-  console.debug('codeCompletion() => prompt: ', prompt);
-
-  sendToBigCode(prompt, CodeCompletionContextStore.maxResponseToken)
-    .then(result => {
-      console.debug('continueWriting() => state is success, result: ', result);
-      requestSuccess(app, view, result);
-    })
-    .catch(async err => {
-      console.error(await err);
-      requestFailed(view);
-    });
-
-  return true;
-};
-
-/**
- * Removes custom colors from the text in the editor.
- * @param {EditorView} view - The editor view instance.
- * @returns {boolean} Indicates whether the function completed successfully.
- */
-export const removeColor = (view: EditorView): boolean => {
-  if (
-    CodeCompletionContextStore.codeOnRequest === '' &&
-    !requestState.viewResult
-  ) {
-    console.debug(
-      'removeColor() => No request is running or no continuation code is showing'
-    );
-    return false;
-  }
-
-  requestState.viewResult = false;
-  removeTextStatus(view);
-  CodeCompletionContextStore.setCodeOnRequest('');
-  moveCursorToEnd(view);
-  console.debug('removeColor() => remove code customize color');
-  return true;
-};
-
-/**
- * Handles any keypress events when a request is loading or a result is being displayed.
- * @param {EditorView} view - The editor view instance.
- * @returns {boolean} Indicates whether the function completed successfully.
- */
-export const handleAnyKeyPress = (view: EditorView): boolean => {
-  if (requestState.loading) {
-    console.debug('handleAnyKeyPress() => request is loading');
-    return true;
-  }
-
-  if (
-    CodeCompletionContextStore.codeOnRequest !== '' ||
-    requestState.viewResult
-  ) {
-    console.debug(
-      'handleAnyKeyPress() => code for the user to cancel the display'
-    );
-    removeTextStatus(view);
-    replaceText(view, CodeCompletionContextStore.codeOnRequest);
-    CodeCompletionContextStore.setCodeOnRequest('');
-    requestState.viewResult = false;
-  }
-  return false;
-};
diff --git a/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts b/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
new file mode 100644
index 000000000..1c1bfebc8
--- /dev/null
+++ b/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
@@ -0,0 +1,268 @@
+import {
+  CompletionHandler,
+  HistoryInlineCompletionProvider,
+  // ICompletionContext,
+  IInlineCompletionContext,
+  IInlineCompletionItem,
+  IInlineCompletionList,
+  IInlineCompletionProvider
+} from '@jupyterlab/completer';
+import { NotebookPanel } from '@jupyterlab/notebook';
+import { nullTranslator, TranslationBundle } from '@jupyterlab/translation';
+import { getNotebookContentCursor } from './utils/cell-context';
+import { constructContinuationPrompt } from './utils/bigcode-request';
+// import { sendToBigCodeStream } from './utils/bigcode-request';
+import CodeCompletionContextStore from './contexts/code-completion-context-store';
+
+// type BigCodeStream = {
+//   token: {
+//     id: number;
+//     text: string;
+//     logprob: number;
+//     special: boolean;
+//   };
+//   generated_text: string | null;
+//   details: null;
+// };
+
+export class BigcodeInlineCompletionProvider
+  implements IInlineCompletionProvider
+{
+  readonly identifier = '@jupyterlab/inline-completer:bigcode';
+  private _trans: TranslationBundle;
+  private _lastRequestInfo: {
+    prompt: string;
+    insertText: string;
+    cellCode: string;
+  } = {
+    prompt: '',
+    insertText: '',
+    cellCode: ''
+  };
+  private _requesting = false;
+  private _stop = false;
+  private _finish = false;
+
+  get finish(): boolean {
+    return this._finish;
+  }
+
+  set finish(val: boolean) {
+    this._finish = val;
+  }
+
+  get stop(): boolean {
+    return this._stop;
+  }
+
+  set stop(val: boolean) {
+    this._stop = val;
+  }
+
+  get requesting(): boolean {
+    return this._requesting;
+  }
+
+  set requesting(val: boolean) {
+    this._requesting = val;
+  }
+
+  constructor(protected options: HistoryInlineCompletionProvider.IOptions) {
+    const translator = options.translator || nullTranslator;
+    this._trans = translator.load('jupyterlab');
+  }
+
+  get name(): string {
+    return this._trans.__('Bigcode');
+  }
+
+  async fetch(
+    request: CompletionHandler.IRequest,
+    context: IInlineCompletionContext
+  ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
+    console.debug('context.triggerKind', context.triggerKind);
+    if (!CodeCompletionContextStore.enableCodeCompletion) {
+      return { items: [] };
+    }
+
+    if (context.triggerKind !== 0) {
+      console.debug('this._requesting && context.triggerKind === 0');
+      this._stop = true;
+      const lastRoundCellCodeText = this._lastRequestInfo.cellCode;
+      const currentRoundCellCodeText = request.text;
+      const newAddedCodeText = currentRoundCellCodeText.replace(
+        lastRoundCellCodeText,
+        ''
+      );
+      if (this._lastRequestInfo.insertText.startsWith(newAddedCodeText)) {
+        return {
+          items: [
+            {
+              token: this._lastRequestInfo.prompt,
+              isIncomplete: false,
+              insertText: this._lastRequestInfo.insertText.replace(
+                newAddedCodeText,
+                ''
+              )
+            }
+          ]
+        };
+      } else {
+        this.setRequestFinish(false);
+        return {
+          items: []
+        };
+      }
+    }
+
+    if (!CodeCompletionContextStore.accessToken) {
+      alert('Huggingface Access Token not set.');
+      return { items: [] };
+    }
+
+    const items: IInlineCompletionItem[] = [];
+    if (context.widget instanceof NotebookPanel) {
+      const widget = context.widget as NotebookPanel;
+      const notebookCellContent = getNotebookContentCursor(widget);
+      const prompt = constructContinuationPrompt(notebookCellContent, 20);
+
+      if (!prompt) {
+        return {
+          items: []
+        };
+      }
+      this.setRequestFinish(true);
+      this._lastRequestInfo = {
+        prompt,
+        insertText: '',
+        cellCode: request.text
+      };
+      items.push({
+        token: prompt,
+        isIncomplete: true,
+        insertText: ''
+      });
+    }
+    return { items };
+  }
+
+  setRequestFinish(error: boolean): void {
+    this._requesting = false;
+    this._stop = false;
+    this._finish = !error;
+  }
+
+  accept(): void {
+    this._stop = true;
+    this._finish = false;
+    this._requesting = false;
+    this._lastRequestInfo = {
+      prompt: '',
+      insertText: '',
+      cellCode: ''
+    };
+  }
+
+  async *stream(
+    token: string
+  ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
+    const delay = (ms: number) =>
+      new Promise(resolve => setTimeout(resolve, ms));
+    const testResultText =
+      'print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()';
+    this._requesting = true;
+    for (let i = 1; i < testResultText.length - 1; i++) {
+      await delay(25);
+
+      if (this._stop) {
+        console.debug('_stop');
+        this.setRequestFinish(false);
+        yield {
+          response: {
+            token,
+            isIncomplete: false,
+            insertText: this._lastRequestInfo.insertText
+          }
+        };
+        return;
+      }
+
+      const insertChar = testResultText.slice(i - 1, i);
+      this._lastRequestInfo.insertText += insertChar;
+
+      yield {
+        response: {
+          token,
+          isIncomplete: i !== testResultText.length - 1,
+          insertText: this._lastRequestInfo.insertText
+        }
+      };
+    }
+
+    this.setRequestFinish(false);
+  }
+
+  // async *stream(
+  //   token: string
+  // ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
+  //   if (token === '' || this._requesting) {
+  //     return;
+  //   }
+
+  //   this._requesting = true;
+  //   this._finish = false;
+  //   let reponseData: ReadableStream<Uint8Array> | null = null;
+
+  //   try {
+  //     reponseData = await sendToBigCodeStream(
+  //       token,
+  //       CodeCompletionContextStore.maxResponseToken
+  //     );
+  //   } catch {
+  //     yield {
+  //       response: {
+  //         isIncomplete: false,
+  //         insertText: ''
+  //       }
+  //     };
+  //     this.setRequestFinish(true);
+  //     return;
+  //   }
+
+  //   const decoder = new TextDecoder();
+  //   const reader = reponseData.getReader();
+
+  //   while (true) {
+  //     const { value, done } = await reader.read();
+
+  //     if (done || this._stop) {
+  //       this.setRequestFinish(false);
+  //       break;
+  //     }
+
+  //     const strValue = decoder.decode(value, { stream: true });
+
+  //     const jsonStrList = strValue.split('data:');
+
+  //     for (const chunk of jsonStrList) {
+  //       if (chunk !== '') {
+  //         const chunkData = JSON.parse(chunk) as BigCodeStream;
+  //         const done = chunkData.token.special;
+
+  //         if (done) {
+  //           this.setRequestFinish(false);
+  //         } else {
+  //           this._lastRequestInfo.insertText += chunkData.token.text;
+  //         }
+
+  //         yield {
+  //           response: {
+  //             isIncomplete: !chunkData.token.special,
+  //             insertText: this._lastRequestInfo.insertText
+  //           }
+  //         };
+  //       }
+  //     }
+  //   }
+  // }
+}
diff --git a/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx b/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx
index 468f26796..cdbb57c19 100644
--- a/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx
+++ b/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx
@@ -113,7 +113,7 @@ function ExistingApiKey(props: ExistingApiKeyProps) {
   }, [input]);
 
   const onError = useCallback(
-    emsg => {
+    (emsg: string | Error) => {
       props.alert.show('error', emsg);
     },
     [props.alert]
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index a5962981a..77704d77e 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -14,6 +14,9 @@ import { SelectionWatcher } from './selection-watcher';
 import { ChatHandler } from './chat_handler';
 import { buildErrorWidget } from './widgets/chat-error';
 import { handleCodeCompletionKeyDown } from './keydown-handler';
+import { ICompletionProviderManager } from '@jupyterlab/completer';
+import { ITranslator, nullTranslator } from '@jupyterlab/translation';
+import { BigcodeInlineCompletionProvider } from './bigcodeInlineCompletionProvider';
 
 export type DocumentTracker = IWidgetTracker<IDocumentWidget>;
 
@@ -52,19 +55,32 @@ const plugin: JupyterFrontEndPlugin<void> = {
     }
 
     /**
-     * Initialize bigcode settings widget
+     * Add Chat widget to right sidebar
      */
-    const bigcodeWidget = buildBigcodeSidebar();
+    app.shell.add(chatWidget, 'left', { rank: 2000 });
 
-    /**
-     * Initialize keydown handler
-     */
-    handleCodeCompletionKeyDown(app);
+    if (restorer) {
+      restorer.add(chatWidget, 'jupyter-ai-chat');
+    }
+  }
+};
 
+const bigcodeCodeCompletion: JupyterFrontEndPlugin<void> = {
+  id: 'jupyter_ai:plugin:inline-bigcode',
+  description: 'Adds inline completion provider suggesting code from bigcode.',
+  requires: [ICompletionProviderManager],
+  optional: [ILayoutRestorer],
+  autoStart: true,
+  activate: (
+    app: JupyterFrontEnd,
+    completionManager: ICompletionProviderManager,
+    restorer: ILayoutRestorer | null,
+    translator: ITranslator | null
+  ): void => {
     /**
-     * Add Chat widget to right sidebar
+     * Initialize bigcode settings widget
      */
-    app.shell.add(chatWidget, 'left', { rank: 2000 });
+    const bigcodeWidget = buildBigcodeSidebar();
 
     /**
      * Add Bigcode settings widget to right sidebar
@@ -72,10 +88,28 @@ const plugin: JupyterFrontEndPlugin<void> = {
     app.shell.add(bigcodeWidget, 'left', { rank: 2001 });
 
     if (restorer) {
-      restorer.add(chatWidget, 'jupyter-ai-chat');
       restorer.add(bigcodeWidget, 'bigcode-code-completion');
     }
+
+    const bigcodeInlineCompletionProvider = new BigcodeInlineCompletionProvider(
+      {
+        translator: translator ?? nullTranslator
+      }
+    );
+
+    completionManager.registerInlineProvider(bigcodeInlineCompletionProvider);
+
+    /**
+     * Initialize keydown handler
+     */
+    handleCodeCompletionKeyDown(
+      app,
+      completionManager,
+      bigcodeInlineCompletionProvider
+    );
   }
 };
 
-export default plugin;
+const plugins: JupyterFrontEndPlugin<void>[] = [plugin, bigcodeCodeCompletion];
+
+export default plugins;
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
index 922317bf9..e6ca7c56f 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -8,15 +8,12 @@ import { Notebook } from '@jupyterlab/notebook';
 import { NotebookPanel } from '@jupyterlab/notebook';
 import { Extension } from '@codemirror/state';
 import { CodeEditor } from '@jupyterlab/codeeditor';
-
 import { getSpecificWidget } from './utils/instance';
-import {
-  codeCompletion,
-  removeColor,
-  handleAnyKeyPress
-} from './bigcode/bigcode-code-completion';
 import { parseKeyboardEventToShortcut } from './utils/keyboard';
-import GlobalStore from './contexts/code-completion-context-store';
+import { ICompletionProviderManager } from '@jupyterlab/completer';
+
+import CodeCompletionContextStore from './contexts/code-completion-context-store';
+import { BigcodeInlineCompletionProvider } from './bigcodeInlineCompletionProvider';
 
 // Create a weak reference set to store the editor
 const mountedEditors = new WeakSet<CodeMirrorEditor>();
@@ -68,29 +65,54 @@ const mountEditorWithDelay = (
 };
 
 /// Generates a keydown extension for handling various keypress events.
-const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
+const generateKeyDownExtension = (
+  app: JupyterFrontEnd,
+  completionManager: ICompletionProviderManager,
+  bigcodeInlineCompletionProvider: BigcodeInlineCompletionProvider
+): Extension => {
+  const providerInvoke = (): boolean => {
+    if (app.shell.currentWidget) {
+      completionManager.inline?.invoke(app.shell.currentWidget?.id);
+      return true;
+    }
+    return false;
+  };
+
   return Prec.highest(
     keymap.of([
       {
         any: (view: EditorView, event: KeyboardEvent) => {
-          if (!GlobalStore.enableCodeCompletion) {
-            return false;
-          }
-
           const parsedShortcut = parseKeyboardEventToShortcut(event);
-          console.debug('keyboard press: ', parsedShortcut);
 
-          if (parsedShortcut === GlobalStore.shortcutStr) {
-            console.debug('keyboard press: codeCompletion function is Running');
-            return codeCompletion(app, view);
+          if (parsedShortcut === CodeCompletionContextStore.shortcutStr) {
+            console.debug(
+              'keyboard press: codeCompletion invoke function is Running'
+            );
+            return providerInvoke();
           }
 
-          if (event.code === 'Enter') {
-            console.debug('keyboard press: removeColor function is Running');
-            return removeColor(view);
+          if (
+            event.code === 'Enter' &&
+            (bigcodeInlineCompletionProvider.finish ||
+              bigcodeInlineCompletionProvider.requesting)
+          ) {
+            const currentWidget = app.shell.currentWidget;
+
+            if (currentWidget) {
+              completionManager.inline?.accept(app.shell.currentWidget?.id);
+              // app.commands.execute('inline-completer:accept');
+              bigcodeInlineCompletionProvider.accept();
+              console.debug(
+                'keyboard press: codeCompletion accept function is Running'
+              );
+              // setTimeout(() => {
+              //   void providerInvoke();
+              // }, 800);
+              return true;
+            }
           }
 
-          return handleAnyKeyPress(view);
+          return false;
         }
       }
     ])
@@ -102,12 +124,20 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
  * This function sets up listeners for changes in the current widget and mounts the editor accordingly.
  * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
  */
-const initializeKeyDownHandlers = (app: JupyterFrontEnd) => {
+const initializeKeyDownHandlers = (
+  app: JupyterFrontEnd,
+  completionManager: ICompletionProviderManager,
+  bigcodeInlineCompletionProvider: BigcodeInlineCompletionProvider
+) => {
   if (!(app.shell instanceof LabShell)) {
     throw 'Shell is not an instance of LabShell. Jupyter AI does not currently support custom shells.';
   }
 
-  const extension = generateKeyDownExtension(app);
+  const extension = generateKeyDownExtension(
+    app,
+    completionManager,
+    bigcodeInlineCompletionProvider
+  );
 
   // Listen for changes in the current weiget
   app.shell.currentChanged.connect(async (sender, args) => {
@@ -147,10 +177,16 @@ const initializeKeyDownHandlers = (app: JupyterFrontEnd) => {
  * @returns {Promise<void>}
  */
 export const handleCodeCompletionKeyDown = async (
-  app: JupyterFrontEnd
+  app: JupyterFrontEnd,
+  completionManager: ICompletionProviderManager,
+  bigcodeInlineCompletionProvider: BigcodeInlineCompletionProvider
 ): Promise<void> => {
   // Wait for the notebook to finish initializing
   await app.start();
-  initializeKeyDownHandlers(app);
+  initializeKeyDownHandlers(
+    app,
+    completionManager,
+    bigcodeInlineCompletionProvider
+  );
   console.log('handleCodeCompletionKeyDown is start...');
 };
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
deleted file mode 100644
index 03f29b3d4..000000000
--- a/packages/jupyter-ai/src/utils/animation.ts
+++ /dev/null
@@ -1,79 +0,0 @@
-import { EditorView } from '@codemirror/view';
-
-/**
- * Adds a rotating circle loading animation to the left side of the EditorView's DOM.
- * Removes any existing loading animations before adding a new one.
- *
- * @param {EditorView} view - The instance of ProseMirror's EditorView.
- * @returns {HTMLElement | null} The created circle animation element or null if the target div is not found.
- */
-export function addLoadingAnimation(view: EditorView): HTMLElement | null {
-  removeLoadingAnimation(view);
-  const cellNode = view.dom.closest('.jp-Cell');
-  if (!cellNode) {
-    return null;
-  }
-
-  const targetDiv = cellNode.querySelector(
-    '.lm-Widget.jp-InputPrompt.jp-InputArea-prompt'
-  );
-  const circle = document.createElement('div');
-  circle.className = 'circle-loading-animation';
-  targetDiv?.appendChild(circle);
-
-  return circle;
-}
-
-/**
- * Updates the animation state to either 'success' or 'failed'.
- * If a loading circle doesn't exist, it will be created.
- *
- * @param {EditorView} view - The instance of ProseMirror's EditorView.
- * @param {('success' | 'failed')} state - The new state for the animation.
- */
-export function updateAnimation(
-  view: EditorView,
-  state: 'success' | 'failed'
-): void {
-  let circle = getLoadingCircle(view);
-  if (!circle) {
-    circle = addLoadingAnimation(view);
-  }
-
-  if (state === 'success') {
-    circle?.classList.add('circle-success');
-  } else if (state === 'failed') {
-    circle?.classList.add('circle-failed');
-  }
-
-  // It will disappear automatically after 1.5s
-  setTimeout(() => {
-    removeLoadingAnimation(view);
-  }, 1500);
-}
-
-/**
- * Retrieves the loading circle from the closest cell of the given view.
- *
- * @param {EditorView} view - The instance of ProseMirror's EditorView.
- * @returns {HTMLElement | null | undefined} The loading circle element or null/undefined if not found.
- */
-function getLoadingCircle(view: EditorView): HTMLElement | null | undefined {
-  return view.dom
-    .closest('.jp-Cell')
-    ?.querySelector('.circle-loading-animation');
-}
-
-/**
- * Removes all loading/success/failed animations from the closest cell of the given view.
- *
- * @param {EditorView} view - The instance of ProseMirror's EditorView.
- */
-export const removeLoadingAnimation = (view: EditorView): void => {
-  const circles = view.dom
-    .closest('.jp-Cell')
-    ?.querySelectorAll('.circle-loading-animation');
-  circles?.forEach(circle => {
-    circle.remove();
-  });
-};
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index 55ecc413e..5fe55d463 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -62,13 +62,13 @@ export const constructContinuationPrompt = (
  * @param {string | null} prompt - The prompt string to be sent for code completion.
  * @returns {Promise<{ generated_text: string }[]>} A promise that resolves with the generated text or rejects with an error.
  */
-export const sendToBigCode = async (
+export const sendToBigCodeStream = async (
   prompt: string | null,
   max_tokens: number
-): Promise<{ generated_text: string }[]> => {
+): Promise<ReadableStream<Uint8Array>> => {
   const { bigcodeUrl } = CodeCompletionContextStore;
   const { accessToken } = CodeCompletionContextStore;
-  console.log(prompt);
+
   if (!bigcodeUrl || !accessToken) {
     alert('BigCode service URL or Huggingface Access Token not set.');
     return new Promise((resolve, reject) => {
@@ -93,7 +93,7 @@ export const sendToBigCode = async (
     }
   };
 
-  const response = fetch(bigcodeUrl, {
+  const response = await fetch(bigcodeUrl, {
     method: 'POST',
     headers: {
       'Content-Type': 'application/json',
@@ -102,30 +102,20 @@ export const sendToBigCode = async (
     body: JSON.stringify(bodyData)
   });
 
-  const responseResult = await response;
   // Check if response status code is in the range 200-299
-  if (!responseResult.ok) {
+  if (!response || !response.ok) {
     return new Promise((resolve, reject) => {
-      reject(responseResult.json());
+      reject(response.json());
     });
   }
 
-  return responseResult.json();
-};
+  const streamData = response.body;
 
-/**
- * Processes the result received from the BigCode service.
- * It extracts the generated text from the result and removes any placeholder strings.
- *
- * @param {{ generated_text: string }[]} result - The result array containing generated text.
- * @returns {string} The processed generated text.
- */
-export const processCompletionResult = (
-  result: { generated_text: string }[]
-): string => {
-  if (result.length === 0) {
-    return '';
+  if (!streamData) {
+    return new Promise((resolve, reject) => {
+      reject(response.json());
+    });
   }
 
-  return result[0].generated_text.replace('<jupyter_output>', '');
+  return streamData;
 };
diff --git a/packages/jupyter-ai/src/utils/cell-context.ts b/packages/jupyter-ai/src/utils/cell-context.ts
index d18a91025..6cd9f5bca 100644
--- a/packages/jupyter-ai/src/utils/cell-context.ts
+++ b/packages/jupyter-ai/src/utils/cell-context.ts
@@ -1,12 +1,10 @@
-import { JupyterFrontEnd } from '@jupyterlab/application';
 import { CodeEditor } from '@jupyterlab/codeeditor';
-import { DocumentWidget } from '@jupyterlab/docregistry';
-import { Notebook } from '@jupyterlab/notebook';
+import { Notebook, NotebookPanel } from '@jupyterlab/notebook';
 import { CodeCell, MarkdownCell, Cell } from '@jupyterlab/cells';
 
 import { ICell, ICellType } from '../types/cell';
 
-import { getSpecificWidget, getEditorByWidget } from './instance';
+import { getSpecificWidget } from './instance';
 
 /**
  * Get the text from the current editor.
@@ -29,29 +27,6 @@ export const splitString = (input: string): string[] => {
   return input.split(/(?<!\\)\n/).map(part => part.replace('\\\\n', '\\n'));
 };
 
-/**
- * Retrieves the code of the current cell in the Jupyter environment.
- *
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @returns {string | null} - The code from the current cell or null if not available.
- */
-export const getCellCode = (app: JupyterFrontEnd): string | null => {
-  const currentWidget = app.shell.currentWidget;
-
-  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-    return null;
-  }
-
-  const content = getSpecificWidget(currentWidget);
-  const editor = getEditorByWidget(content);
-
-  if (editor) {
-    return getTextByEditor(editor);
-  }
-
-  return null;
-};
-
 /**
  * Gets the text from the current editor up to the current cursor position.
  *
@@ -80,31 +55,6 @@ const getTextBeforeCursor = (editor: CodeEditor.IEditor): string[] => {
   return codeLinesPositionBefore;
 };
 
-/**
- * Retrieves the text of the current cell up to the cursor position.
- *
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @returns {string[] | null} - An array of lines up to the cursor position or null if not available.
- */
-export const getTextBeforeCursorFromApp = (
-  app: JupyterFrontEnd
-): string[] | null => {
-  const currentWidget = app.shell.currentWidget;
-
-  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-    return null;
-  }
-
-  const content = getSpecificWidget(currentWidget);
-  const editor = getEditorByWidget(content);
-
-  if (editor) {
-    return getTextBeforeCursor(editor);
-  }
-
-  return null;
-};
-
 /**
  * Retrieves the output text from a given cell based on its type.
  *
@@ -124,7 +74,6 @@ const getCellOutput = (cell: Cell): string => {
   }
 
   return cell.model.sharedModel.outputs.reduce((acc, output) => {
-    console.log(output);
     switch (output.output_type) {
       case 'execute_result':
         if (output.data) {
@@ -168,22 +117,10 @@ const getCellDetails = (cell: Cell, isActiveCell: boolean): ICell[] => {
   return results;
 };
 
-/**
- * Retrieves all cell content up to the current active cell position.
- *
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @returns {ICell[] | null} - An array of ICell objects with their content or null if not available.
- */
-export const getNotebookContentUntilCursor = (
-  app: JupyterFrontEnd
+export const getNotebookContentCursor = (
+  widget: NotebookPanel
 ): ICell[] | null => {
-  const currentWidget = app.shell.currentWidget;
-
-  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-    return null;
-  }
-
-  const content = getSpecificWidget(currentWidget);
+  const content = getSpecificWidget(widget);
   if (!(content instanceof Notebook)) {
     return null;
   }
diff --git a/packages/jupyter-ai/src/utils/cell-modification.ts b/packages/jupyter-ai/src/utils/cell-modification.ts
deleted file mode 100644
index 963ef4052..000000000
--- a/packages/jupyter-ai/src/utils/cell-modification.ts
+++ /dev/null
@@ -1,195 +0,0 @@
-import { JupyterFrontEnd } from '@jupyterlab/application';
-import { DocumentWidget } from '@jupyterlab/docregistry';
-import { CodeMirrorEditor } from '@jupyterlab/codemirror';
-import { EditorView } from '@codemirror/view';
-import { StateEffect, StateField } from '@codemirror/state';
-import { Decoration, DecorationSet } from '@codemirror/view';
-import { CodeEditor } from '@jupyterlab/codeeditor';
-import { splitString } from './cell-context';
-
-/**
- * State effect definition for clearing text effects.
- */
-const clearTextEffectState = StateEffect.define({});
-
-/**
- * Removes any text status effects from the provided editor view.
- *
- * @param {EditorView} view - The EditorView instance where text statuses are to be removed.
- */
-export function removeTextStatus(view: EditorView): void {
-  view.dispatch({
-    effects: clearTextEffectState.of(null)
-  });
-}
-
-/**
- * Decoration definition for marking text with a 'gray-color' CSS class.
- */
-const grayTextMark = Decoration.mark({ class: 'gray-color' });
-
-/**
- * Base theme for gray text decorations.
- */
-const grayTextTheme = EditorView.baseTheme({
-  '.gray-color > span': { color: 'gray !important' },
-  '.gray-color ': { color: 'gray !important' }
-});
-
-/**
- * State effect definition for changing the text status over a specified range.
- */
-const changeRangeTextStatus = StateEffect.define<{ from: number; to: number }>({
-  map: ({ from, to }, change) => ({
-    from: change.mapPos(from),
-    to: change.mapPos(to)
-  })
-});
-
-/**
- * State field definition for tracking gray text decorations.
- */
-const grayTextStateField = StateField.define<DecorationSet>({
-  create() {
-    return Decoration.none;
-  },
-  update(grayTexts, tr) {
-    grayTexts = grayTexts.map(tr.changes);
-    for (const e of tr.effects) {
-      if (e.is(changeRangeTextStatus)) {
-        grayTexts = grayTexts.update({
-          add: [grayTextMark.range(e.value.from, e.value.to)]
-        });
-      }
-    }
-    if (tr.effects.some(e => e.is(clearTextEffectState))) {
-      return Decoration.none;
-    }
-
-    return grayTexts;
-  },
-  provide: f => EditorView.decorations.from(f)
-});
-
-/**
- * Applies gray text decoration to a specified range within an editor view.
- *
- * @param {EditorView} view - The EditorView instance where the decoration is to be applied.
- * @param {number} start - The start position of the range.
- * @param {number} end - The end position of the range.
- * @returns {boolean} Indicates whether the operation was successful.
- */
-export function applyGrayTextToSelection(
-  view: EditorView,
-  start: number,
-  end: number
-): boolean {
-  if (start === end) {
-    return false;
-  }
-  const effects: StateEffect<unknown>[] = [
-    changeRangeTextStatus.of({ from: start, to: end })
-  ];
-
-  if (!view.state.field(grayTextStateField, false)) {
-    effects.push(
-      StateEffect.appendConfig.of([grayTextStateField, grayTextTheme])
-    );
-  }
-
-  view.dispatch({ effects });
-  return true;
-}
-
-/**
- * Calculates the line and column position of the cursor based on the provided code string.
- *
- * @param {string} code - The code string.
- * @returns {CodeEditor.IPosition} The calculated position of the cursor.
- */
-export const calculatePointerPosition = (
-  code: string
-): CodeEditor.IPosition => {
-  const lines = splitString(code);
-  return {
-    line: lines.length - 1,
-    column: lines[lines.length - 1].length
-  };
-};
-
-/**
- * Inserts the new code into the active cell of the Jupyter environment, highlighting the inserted portion.
- *
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @param {string} oldCode - The original code string.
- * @param {string} newCode - The new code string to be appended.
- * @returns {boolean} Indicates whether the operation was successful.
- */
-export const insertAndHighlightCode = (
-  app: JupyterFrontEnd,
-  oldCode: string,
-  newCode: string
-): boolean => {
-  // Get the currently active document window
-  const currentWidget = app.shell.currentWidget;
-  if (!(currentWidget instanceof DocumentWidget)) {
-    return false;
-  }
-
-  // content is also of type widget, just wrapped in a widget container
-  const { content } = currentWidget;
-  // The cell being currently operated on
-  const activeCell = content.activeCell;
-  // The CodeMirror instance object of the cell being currently operated on
-  const editor = activeCell.editor as CodeMirrorEditor;
-  if (editor) {
-    const prePosition = calculatePointerPosition(oldCode);
-    const view = editor.editor;
-    // Update the current code
-    editor.model.sharedModel.setSource(oldCode + newCode);
-
-    // Restore the mouse pointer to its previous position, otherwise it will point to the 0 position
-    editor.setCursorPosition(prePosition);
-
-    // Change the color of the added code to gray
-    return applyGrayTextToSelection(
-      view,
-      oldCode.length,
-      (oldCode + newCode).length
-    );
-  }
-
-  return false;
-};
-
-/**
- * Moves the cursor to the end of the document in the provided editor view.
- *
- * @param {EditorView} view - The EditorView instance where the cursor is to be moved.
- */
-export const moveCursorToEnd = (view: EditorView): void => {
-  const endPos = view.state.doc.length; // Get the document's length
-  const transaction = view.state.update({
-    selection: { anchor: endPos, head: endPos }, // Set both anchor and head to the end position
-    scrollIntoView: true // Optionally scroll the view to show the cursor
-  });
-
-  view.dispatch(transaction);
-};
-
-/**
- * Replaces all the text in the provided editor view with the given new text.
- *
- * @param {EditorView} view - The EditorView instance where text is to be replaced.
- * @param {string} newText - The new text to replace the existing content.
- */
-export const replaceText = (view: EditorView, newText: string): void => {
-  // Create a new transaction to replace all text and move the cursor
-  const tr = view.state.update({
-    changes: { from: 0, to: view.state.doc.length, insert: newText }, // Replace all text with newText
-    selection: { anchor: newText.length, head: newText.length }, // Move cursor to the end of newText
-    scrollIntoView: true // Optionally scroll to show the cursor
-  });
-
-  view.dispatch(tr);
-};
diff --git a/yarn.lock b/yarn.lock
index 684a9238d..d48f9d68b 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -2289,6 +2289,7 @@ __metadata:
     "@jupyterlab/codeeditor": ^4
     "@jupyterlab/codemirror": ^4
     "@jupyterlab/collaboration": ^3
+    "@jupyterlab/completer": "file:../../../jupyterlab/packages/completer"
     "@jupyterlab/coreutils": ^6
     "@jupyterlab/fileeditor": ^4
     "@jupyterlab/notebook": ^4
@@ -2396,6 +2397,20 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@jupyter/ydoc@npm:^1.1.1":
+  version: 1.1.1
+  resolution: "@jupyter/ydoc@npm:1.1.1"
+  dependencies:
+    "@jupyterlab/nbformat": ^3.0.0 || ^4.0.0-alpha.21 || ^4.0.0
+    "@lumino/coreutils": ^1.11.0 || ^2.0.0
+    "@lumino/disposable": ^1.10.0 || ^2.0.0
+    "@lumino/signaling": ^1.10.0 || ^2.0.0
+    y-protocols: ^1.0.5
+    yjs: ^13.5.40
+  checksum: a239b1dd57cfc9ba36c06ac5032a1b6388849ae01a1d0db0d45094f71fdadf4d473b4bf8becbef0cfcdc85cae505361fbec0822b02da5aa48e06b66f742dd7a0
+  languageName: node
+  linkType: hard
+
 "@jupyterlab/application@npm:^4, @jupyterlab/application@npm:^4.0.5":
   version: 4.0.5
   resolution: "@jupyterlab/application@npm:4.0.5"
@@ -2484,6 +2499,35 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@jupyterlab/apputils@npm:^4.2.0-alpha.2":
+  version: 4.2.0-alpha.2
+  resolution: "@jupyterlab/apputils@npm:4.2.0-alpha.2"
+  dependencies:
+    "@jupyterlab/coreutils": ^6.1.0-alpha.2
+    "@jupyterlab/observables": ^5.1.0-alpha.2
+    "@jupyterlab/rendermime-interfaces": ^3.8.3-alpha.1
+    "@jupyterlab/services": ^7.1.0-alpha.2
+    "@jupyterlab/settingregistry": ^4.1.0-alpha.2
+    "@jupyterlab/statedb": ^4.1.0-alpha.2
+    "@jupyterlab/statusbar": ^4.1.0-alpha.2
+    "@jupyterlab/translation": ^4.1.0-alpha.2
+    "@jupyterlab/ui-components": ^4.1.0-alpha.2
+    "@lumino/algorithm": ^2.0.1
+    "@lumino/commands": ^2.1.3
+    "@lumino/coreutils": ^2.1.2
+    "@lumino/disposable": ^2.1.2
+    "@lumino/domutils": ^2.0.1
+    "@lumino/messaging": ^2.0.1
+    "@lumino/signaling": ^2.1.2
+    "@lumino/virtualdom": ^2.0.1
+    "@lumino/widgets": ^2.3.1-alpha.0
+    "@types/react": ^18.0.26
+    react: ^18.2.0
+    sanitize-html: ~2.7.3
+  checksum: d6d89be690f7fb46a343c7d170dbf1878544e70060957f2afa8235ef3b35d0915b09c9b084ed829aaa902fbfbd2de3a1914e21092270a94deabb322def5d9984
+  languageName: node
+  linkType: hard
+
 "@jupyterlab/attachments@npm:^4.0.5":
   version: 4.0.5
   resolution: "@jupyterlab/attachments@npm:4.0.5"
@@ -2598,6 +2642,29 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@jupyterlab/codeeditor@npm:^4.1.0-alpha.2":
+  version: 4.1.0-alpha.2
+  resolution: "@jupyterlab/codeeditor@npm:4.1.0-alpha.2"
+  dependencies:
+    "@codemirror/state": ^6.2.0
+    "@jupyter/ydoc": ^1.1.1
+    "@jupyterlab/coreutils": ^6.1.0-alpha.2
+    "@jupyterlab/nbformat": ^4.1.0-alpha.2
+    "@jupyterlab/observables": ^5.1.0-alpha.2
+    "@jupyterlab/statusbar": ^4.1.0-alpha.2
+    "@jupyterlab/translation": ^4.1.0-alpha.2
+    "@jupyterlab/ui-components": ^4.1.0-alpha.2
+    "@lumino/coreutils": ^2.1.2
+    "@lumino/disposable": ^2.1.2
+    "@lumino/dragdrop": ^2.1.3
+    "@lumino/messaging": ^2.0.1
+    "@lumino/signaling": ^2.1.2
+    "@lumino/widgets": ^2.3.1-alpha.0
+    react: ^18.2.0
+  checksum: 0f8aec9b8212e0699060bc8108d2d930f4cda1bde175eb93479cc8311e771d57ea9cd37d6d7afcd33abe2f88d8ff9642334da898f36f8e31e5616cc75888712b
+  languageName: node
+  linkType: hard
+
 "@jupyterlab/codemirror@npm:^4, @jupyterlab/codemirror@npm:^4.0.5":
   version: 4.0.5
   resolution: "@jupyterlab/codemirror@npm:4.0.5"
@@ -2640,6 +2707,48 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@jupyterlab/codemirror@npm:^4.1.0-alpha.2":
+  version: 4.1.0-alpha.2
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   resolution: "@jupyterlab/collaboration@npm:3.6.5"
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+"@jupyterlab/completer@file:../../../jupyterlab/packages/completer::locator=%40jupyter-ai%2Fcore%40workspace%3Apackages%2Fjupyter-ai":
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+  dependencies:
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+    "@codemirror/view": ^6.9.6
+    "@jupyter/ydoc": ^1.1.1
+    "@jupyterlab/apputils": ^4.2.0-alpha.2
+    "@jupyterlab/codeeditor": ^4.1.0-alpha.2
+    "@jupyterlab/codemirror": ^4.1.0-alpha.2
+    "@jupyterlab/coreutils": ^6.1.0-alpha.2
+    "@jupyterlab/rendermime": ^4.1.0-alpha.2
+    "@jupyterlab/services": ^7.1.0-alpha.2
+    "@jupyterlab/settingregistry": ^4.1.0-alpha.2
+    "@jupyterlab/statedb": ^4.1.0-alpha.2
+    "@jupyterlab/translation": ^4.1.0-alpha.2
+    "@jupyterlab/ui-components": ^4.1.0-alpha.2
+    "@lumino/algorithm": ^2.0.1
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+    "@lumino/disposable": ^2.1.2
+    "@lumino/domutils": ^2.0.1
+    "@lumino/messaging": ^2.0.1
+    "@lumino/signaling": ^2.1.2
+    "@lumino/widgets": ^2.3.1-alpha.0
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+
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   resolution: "@jupyterlab/coreutils@npm:5.6.5"
@@ -2687,6 +2824,20 @@ __metadata:
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   linkType: hard
 
+"@jupyterlab/coreutils@npm:^6.1.0-alpha.2":
+  version: 6.1.0-alpha.2
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+    "@lumino/signaling": ^2.1.2
+    minimist: ~1.2.0
+    path-browserify: ^1.0.0
+    url-parse: ~1.5.4
+  checksum: 7580e2372852ff618d57d60a428d9c59f85dd890343a96b1df8cf75569cb20f7a3509e92a67fca36a3c179f68e06e0b2a2c416cb32af4c75a8c2e4c3ff2effd7
+  languageName: node
+  linkType: hard
+
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   resolution: "@jupyterlab/docmanager@npm:4.0.5"
@@ -2753,6 +2904,25 @@ __metadata:
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   linkType: hard
 
+"@jupyterlab/documentsearch@npm:^4.1.0-alpha.2":
+  version: 4.1.0-alpha.2
+  resolution: "@jupyterlab/documentsearch@npm:4.1.0-alpha.2"
+  dependencies:
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+    "@jupyterlab/translation": ^4.1.0-alpha.2
+    "@jupyterlab/ui-components": ^4.1.0-alpha.2
+    "@lumino/commands": ^2.1.3
+    "@lumino/coreutils": ^2.1.2
+    "@lumino/disposable": ^2.1.2
+    "@lumino/messaging": ^2.0.1
+    "@lumino/polling": ^2.1.2
+    "@lumino/signaling": ^2.1.2
+    "@lumino/widgets": ^2.3.1-alpha.0
+    react: ^18.2.0
+  checksum: b9d53473409d7f6b8d4cf3e9fbea4bfd090d9fb171d707aa8eb23d6300f727c93e1881957dbd242291c9e6e208640d3076252f22465724f2a1617cc29a065f33
+  languageName: node
+  linkType: hard
+
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   resolution: "@jupyterlab/filebrowser@npm:4.0.5"
@@ -2845,6 +3015,15 @@ __metadata:
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   linkType: hard
 
+"@jupyterlab/nbformat@npm:^4.1.0-alpha.2":
+  version: 4.1.0-alpha.2
+  resolution: "@jupyterlab/nbformat@npm:4.1.0-alpha.2"
+  dependencies:
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+  checksum: 7c67b43ce751fcbe8fe51ec6a7727c9a7413abeeea4b18bc1f40814d59449f6fe44b58ccfa0eb6ca780c5d8a25c535e58c5387a051cff23934963dfdf3a48996
+  languageName: node
+  linkType: hard
+
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   resolution: "@jupyterlab/notebook@npm:4.0.5"
@@ -2907,6 +3086,19 @@ __metadata:
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+"@jupyterlab/observables@npm:^5.1.0-alpha.2":
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+  resolution: "@jupyterlab/observables@npm:5.1.0-alpha.2"
+  dependencies:
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+    "@lumino/disposable": ^2.1.2
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+  languageName: node
+  linkType: hard
+
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   resolution: "@jupyterlab/outputarea@npm:4.0.5"
@@ -2929,6 +3121,16 @@ __metadata:
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   linkType: hard
 
+"@jupyterlab/rendermime-interfaces@npm:^3.8.3-alpha.1":
+  version: 3.8.6
+  resolution: "@jupyterlab/rendermime-interfaces@npm:3.8.6"
+  dependencies:
+    "@lumino/coreutils": ^1.11.0 || ^2.1.2
+    "@lumino/widgets": ^1.37.2 || ^2.3.0
+  checksum: 84ba0c3979e6ace6246e00248d1248075afb112f55be202257bb89a553b235d36ca82879c56f46f58285a5fc6d39914e93fea203c53245e0ac8d1b5ef838bb50
+  languageName: node
+  linkType: hard
+
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   version: 3.8.5
   resolution: "@jupyterlab/rendermime-interfaces@npm:3.8.5"
@@ -2959,6 +3161,26 @@ __metadata:
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   linkType: hard
 
+"@jupyterlab/rendermime@npm:^4.1.0-alpha.2":
+  version: 4.1.0-alpha.2
+  resolution: "@jupyterlab/rendermime@npm:4.1.0-alpha.2"
+  dependencies:
+    "@jupyterlab/apputils": ^4.2.0-alpha.2
+    "@jupyterlab/coreutils": ^6.1.0-alpha.2
+    "@jupyterlab/nbformat": ^4.1.0-alpha.2
+    "@jupyterlab/observables": ^5.1.0-alpha.2
+    "@jupyterlab/rendermime-interfaces": ^3.8.3-alpha.1
+    "@jupyterlab/services": ^7.1.0-alpha.2
+    "@jupyterlab/translation": ^4.1.0-alpha.2
+    "@lumino/coreutils": ^2.1.2
+    "@lumino/messaging": ^2.0.1
+    "@lumino/signaling": ^2.1.2
+    "@lumino/widgets": ^2.3.1-alpha.0
+    lodash.escape: ^4.0.1
+  checksum: 7c51d4b23de6699ee17a3c8b60346eeb9362576ef932f8d932b58acd8ef2544e8cf4a153fbdac09d5c3fa74ebfe0031e619a7b5e272cedc943ebcb2f6b0d55a4
+  languageName: node
+  linkType: hard
+
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   version: 6.6.5
   resolution: "@jupyterlab/services@npm:6.6.5"
@@ -2998,6 +3220,25 @@ __metadata:
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   linkType: hard
 
+"@jupyterlab/services@npm:^7.1.0-alpha.2":
+  version: 7.1.0-alpha.2
+  resolution: "@jupyterlab/services@npm:7.1.0-alpha.2"
+  dependencies:
+    "@jupyter/ydoc": ^1.1.1
+    "@jupyterlab/coreutils": ^6.1.0-alpha.2
+    "@jupyterlab/nbformat": ^4.1.0-alpha.2
+    "@jupyterlab/settingregistry": ^4.1.0-alpha.2
+    "@jupyterlab/statedb": ^4.1.0-alpha.2
+    "@lumino/coreutils": ^2.1.2
+    "@lumino/disposable": ^2.1.2
+    "@lumino/polling": ^2.1.2
+    "@lumino/properties": ^2.0.1
+    "@lumino/signaling": ^2.1.2
+    ws: ^8.11.0
+  checksum: 10c92e38186336954ea1630bdbbe88de17251ad30333f926cef53de4154c969e929f17e3a72f4d3e40c4ef939cfd0f35fbe53e300606c4480aa660c1a69b07b9
+  languageName: node
+  linkType: hard
+
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   version: 3.6.5
   resolution: "@jupyterlab/settingregistry@npm:3.6.5"
@@ -3032,6 +3273,25 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@jupyterlab/settingregistry@npm:^4.1.0-alpha.2":
+  version: 4.1.0-alpha.2
+  resolution: "@jupyterlab/settingregistry@npm:4.1.0-alpha.2"
+  dependencies:
+    "@jupyterlab/nbformat": ^4.1.0-alpha.2
+    "@jupyterlab/statedb": ^4.1.0-alpha.2
+    "@lumino/commands": ^2.1.3
+    "@lumino/coreutils": ^2.1.2
+    "@lumino/disposable": ^2.1.2
+    "@lumino/signaling": ^2.1.2
+    "@rjsf/utils": ^5.1.0
+    ajv: ^8.12.0
+    json5: ^2.2.3
+  peerDependencies:
+    react: ">=16"
+  checksum: c90ae90297411a0f2701d6714f4b0a43764f8618864ebee4fa81cceb3e70fe845f53cf28250c91999f8f659fc835e6a4c56548b60484679758c5447702be4311
+  languageName: node
+  linkType: hard
+
 "@jupyterlab/statedb@npm:^3.6.5":
   version: 3.6.5
   resolution: "@jupyterlab/statedb@npm:3.6.5"
@@ -3058,6 +3318,19 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@jupyterlab/statedb@npm:^4.1.0-alpha.2":
+  version: 4.1.0-alpha.2
+  resolution: "@jupyterlab/statedb@npm:4.1.0-alpha.2"
+  dependencies:
+    "@lumino/commands": ^2.1.3
+    "@lumino/coreutils": ^2.1.2
+    "@lumino/disposable": ^2.1.2
+    "@lumino/properties": ^2.0.1
+    "@lumino/signaling": ^2.1.2
+  checksum: 27afd0deb9f90e16cd26a81d9d4ad3ddb61fde6d8492bad4c57997fdf1afc99522b9fb2239542093bc188703c4e25836fdc3d6f7eb8e084a30b87b5ad6a9b049
+  languageName: node
+  linkType: hard
+
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   version: 4.0.5
   resolution: "@jupyterlab/statusbar@npm:4.0.5"
@@ -3074,6 +3347,22 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@jupyterlab/statusbar@npm:^4.1.0-alpha.2":
+  version: 4.1.0-alpha.2
+  resolution: "@jupyterlab/statusbar@npm:4.1.0-alpha.2"
+  dependencies:
+    "@jupyterlab/ui-components": ^4.1.0-alpha.2
+    "@lumino/algorithm": ^2.0.1
+    "@lumino/coreutils": ^2.1.2
+    "@lumino/disposable": ^2.1.2
+    "@lumino/messaging": ^2.0.1
+    "@lumino/signaling": ^2.1.2
+    "@lumino/widgets": ^2.3.1-alpha.0
+    react: ^18.2.0
+  checksum: 6b4c2a719d7fa17174923a0f612c45ebeefe3c56b3f7f21b55b7e628fc69d6ad928cdd9533a2beca2bf2582130d0635c102748e61975222d1bfcd03dc76064ab
+  languageName: node
+  linkType: hard
+
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   version: 4.0.5
   resolution: "@jupyterlab/testing@npm:4.0.5"
@@ -3158,6 +3447,19 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@jupyterlab/translation@npm:^4.1.0-alpha.2":
+  version: 4.1.0-alpha.2
+  resolution: "@jupyterlab/translation@npm:4.1.0-alpha.2"
+  dependencies:
+    "@jupyterlab/coreutils": ^6.1.0-alpha.2
+    "@jupyterlab/rendermime-interfaces": ^3.8.3-alpha.1
+    "@jupyterlab/services": ^7.1.0-alpha.2
+    "@jupyterlab/statedb": ^4.1.0-alpha.2
+    "@lumino/coreutils": ^2.1.2
+  checksum: 615ab759ab5c06ed7670fce1109d6bf5e8d15859fd54c29c26b11db4d441f0e7a0d6c1cd64f0edcb94ebcd2a73c93b2ff532abb8c7c6b84d709e496175d17365
+  languageName: node
+  linkType: hard
+
 "@jupyterlab/ui-components@npm:^3.6.5":
   version: 3.6.5
   resolution: "@jupyterlab/ui-components@npm:3.6.5"
@@ -3212,6 +3514,35 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@jupyterlab/ui-components@npm:^4.1.0-alpha.2":
+  version: 4.1.0-alpha.2
+  resolution: "@jupyterlab/ui-components@npm:4.1.0-alpha.2"
+  dependencies:
+    "@jupyterlab/coreutils": ^6.1.0-alpha.2
+    "@jupyterlab/observables": ^5.1.0-alpha.2
+    "@jupyterlab/rendermime-interfaces": ^3.8.3-alpha.1
+    "@jupyterlab/translation": ^4.1.0-alpha.2
+    "@lumino/algorithm": ^2.0.1
+    "@lumino/commands": ^2.1.3
+    "@lumino/coreutils": ^2.1.2
+    "@lumino/disposable": ^2.1.2
+    "@lumino/messaging": ^2.0.1
+    "@lumino/polling": ^2.1.2
+    "@lumino/properties": ^2.0.1
+    "@lumino/signaling": ^2.1.2
+    "@lumino/virtualdom": ^2.0.1
+    "@lumino/widgets": ^2.3.1-alpha.0
+    "@rjsf/core": ^5.1.0
+    "@rjsf/utils": ^5.1.0
+    react: ^18.2.0
+    react-dom: ^18.2.0
+    typestyle: ^2.0.4
+  peerDependencies:
+    react: ^18.2.0
+  checksum: cb6dd745a5d97e732a0ad182bb84321c763b518d6b3871341c48c78d2d8309d889925ef1eda5dd29ce27edd3e1e1145aad7d16e03cda7e594db90e23a6393f57
+  languageName: node
+  linkType: hard
+
 "@lerna/child-process@npm:6.6.2":
   version: 6.6.2
   resolution: "@lerna/child-process@npm:6.6.2"
@@ -3750,6 +4081,25 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@lumino/widgets@npm:^2.3.1-alpha.0":
+  version: 2.3.1-alpha.0
+  resolution: "@lumino/widgets@npm:2.3.1-alpha.0"
+  dependencies:
+    "@lumino/algorithm": ^2.0.1
+    "@lumino/commands": ^2.1.3
+    "@lumino/coreutils": ^2.1.2
+    "@lumino/disposable": ^2.1.2
+    "@lumino/domutils": ^2.0.1
+    "@lumino/dragdrop": ^2.1.3
+    "@lumino/keyboard": ^2.0.1
+    "@lumino/messaging": ^2.0.1
+    "@lumino/properties": ^2.0.1
+    "@lumino/signaling": ^2.1.2
+    "@lumino/virtualdom": ^2.0.1
+  checksum: 52fe9f772d626d348a4e67533ff882f14e608c6cb78db351ef7235a78b34be53e3436698b1c18ed8ed8162cce2b000208b08821b4d517cf533b5226b9d74de5e
+  languageName: node
+  linkType: hard
+
 "@mui/base@npm:5.0.0-beta.14":
   version: 5.0.0-beta.14
   resolution: "@mui/base@npm:5.0.0-beta.14"

From 8f653f56681e31764bfac761a72db4b39f861052 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 15 Oct 2023 14:52:55 +0800
Subject: [PATCH 52/66] Add developer readme

---
 DEVELOP.md                                    |  52 +++++
 .../src/bigcodeInlineCompletionProvider.ts    | 190 +++++++++---------
 2 files changed, 147 insertions(+), 95 deletions(-)
 create mode 100644 DEVELOP.md

diff --git a/DEVELOP.md b/DEVELOP.md
new file mode 100644
index 000000000..8beff23ac
--- /dev/null
+++ b/DEVELOP.md
@@ -0,0 +1,52 @@
+# Debug / Install
+
+## Clone
+Both projects must be in the same directory
+
+```shell
+# jupyterlab
+git clone git@github.com:krassowski/jupyterlab.git
+cd jupyterlab
+git checkout inline-completion-api
+```
+
+```shell
+# jupyter-ai-bigcode-code-completion
+git clone git@github.com:Wzixiao/jupyter-ai-bigcode-code-completion.git
+cd jupyter-ai-bigcode-code-completion
+git checkout inline-api-shortcut
+```
+
+## Install
+You must execute the first one before executing the second one.
+
+And the two projects must be in the same virtual environment.
+
+```shell
+# jupyterlab
+cd jupyterlab
+pip install -e ".[dev,test]"
+jlpm install
+jlpm run build  # Build the dev mode assets (optional)
+```
+
+```shell
+# jupyter-ai-bigcode-code-completion
+cd jupyter-ai-bigcode-code-completion
+./script/shell.sh
+```
+
+## Start up
+
+```shell
+# jupyterlab
+cd jupyterlab
+jupyter lab --dev-mode --watch --extensions-in-dev-mode
+```
+
+## Debug / Develop
+
+```shell
+# jupyter-ai-bigcode-code-completion
+npm run watch
+```
diff --git a/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts b/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
index 1c1bfebc8..d4fac7d60 100644
--- a/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
+++ b/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
@@ -11,19 +11,19 @@ import { NotebookPanel } from '@jupyterlab/notebook';
 import { nullTranslator, TranslationBundle } from '@jupyterlab/translation';
 import { getNotebookContentCursor } from './utils/cell-context';
 import { constructContinuationPrompt } from './utils/bigcode-request';
-// import { sendToBigCodeStream } from './utils/bigcode-request';
+import { sendToBigCodeStream } from './utils/bigcode-request';
 import CodeCompletionContextStore from './contexts/code-completion-context-store';
 
-// type BigCodeStream = {
-//   token: {
-//     id: number;
-//     text: string;
-//     logprob: number;
-//     special: boolean;
-//   };
-//   generated_text: string | null;
-//   details: null;
-// };
+type BigCodeStream = {
+  token: {
+    id: number;
+    text: string;
+    logprob: number;
+    special: boolean;
+  };
+  generated_text: string | null;
+  details: null;
+};
 
 export class BigcodeInlineCompletionProvider
   implements IInlineCompletionProvider
@@ -163,106 +163,106 @@ export class BigcodeInlineCompletionProvider
     };
   }
 
+  // async *stream(
+  //   token: string
+  // ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
+  //   const delay = (ms: number) =>
+  //     new Promise(resolve => setTimeout(resolve, ms));
+  //   const testResultText =
+  //     'print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()';
+  //   this._requesting = true;
+  //   for (let i = 1; i < testResultText.length - 1; i++) {
+  //     await delay(25);
+
+  //     if (this._stop) {
+  //       console.debug('_stop');
+  //       this.setRequestFinish(false);
+  //       yield {
+  //         response: {
+  //           token,
+  //           isIncomplete: false,
+  //           insertText: this._lastRequestInfo.insertText
+  //         }
+  //       };
+  //       return;
+  //     }
+
+  //     const insertChar = testResultText.slice(i - 1, i);
+  //     this._lastRequestInfo.insertText += insertChar;
+
+  //     yield {
+  //       response: {
+  //         token,
+  //         isIncomplete: i !== testResultText.length - 1,
+  //         insertText: this._lastRequestInfo.insertText
+  //       }
+  //     };
+  //   }
+
+  //   this.setRequestFinish(false);
+  // }
+
   async *stream(
     token: string
   ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
-    const delay = (ms: number) =>
-      new Promise(resolve => setTimeout(resolve, ms));
-    const testResultText =
-      'print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()';
-    this._requesting = true;
-    for (let i = 1; i < testResultText.length - 1; i++) {
-      await delay(25);
-
-      if (this._stop) {
-        console.debug('_stop');
-        this.setRequestFinish(false);
-        yield {
-          response: {
-            token,
-            isIncomplete: false,
-            insertText: this._lastRequestInfo.insertText
-          }
-        };
-        return;
-      }
+    if (token === '' || this._requesting) {
+      return;
+    }
 
-      const insertChar = testResultText.slice(i - 1, i);
-      this._lastRequestInfo.insertText += insertChar;
+    this._requesting = true;
+    this._finish = false;
+    let reponseData: ReadableStream<Uint8Array> | null = null;
 
+    try {
+      reponseData = await sendToBigCodeStream(
+        token,
+        CodeCompletionContextStore.maxResponseToken
+      );
+    } catch {
       yield {
         response: {
-          token,
-          isIncomplete: i !== testResultText.length - 1,
-          insertText: this._lastRequestInfo.insertText
+          isIncomplete: false,
+          insertText: ''
         }
       };
+      this.setRequestFinish(true);
+      return;
     }
 
-    this.setRequestFinish(false);
-  }
+    const decoder = new TextDecoder();
+    const reader = reponseData.getReader();
 
-  // async *stream(
-  //   token: string
-  // ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
-  //   if (token === '' || this._requesting) {
-  //     return;
-  //   }
+    while (true) {
+      const { value, done } = await reader.read();
 
-  //   this._requesting = true;
-  //   this._finish = false;
-  //   let reponseData: ReadableStream<Uint8Array> | null = null;
-
-  //   try {
-  //     reponseData = await sendToBigCodeStream(
-  //       token,
-  //       CodeCompletionContextStore.maxResponseToken
-  //     );
-  //   } catch {
-  //     yield {
-  //       response: {
-  //         isIncomplete: false,
-  //         insertText: ''
-  //       }
-  //     };
-  //     this.setRequestFinish(true);
-  //     return;
-  //   }
-
-  //   const decoder = new TextDecoder();
-  //   const reader = reponseData.getReader();
-
-  //   while (true) {
-  //     const { value, done } = await reader.read();
-
-  //     if (done || this._stop) {
-  //       this.setRequestFinish(false);
-  //       break;
-  //     }
+      if (done || this._stop) {
+        this.setRequestFinish(false);
+        break;
+      }
 
-  //     const strValue = decoder.decode(value, { stream: true });
+      const strValue = decoder.decode(value, { stream: true });
 
-  //     const jsonStrList = strValue.split('data:');
+      const jsonStrList = strValue.split('data:');
 
-  //     for (const chunk of jsonStrList) {
-  //       if (chunk !== '') {
-  //         const chunkData = JSON.parse(chunk) as BigCodeStream;
-  //         const done = chunkData.token.special;
+      for (const chunk of jsonStrList) {
+        if (chunk !== '') {
+          const chunkData = JSON.parse(chunk) as BigCodeStream;
+          const done = chunkData.token.special;
 
-  //         if (done) {
-  //           this.setRequestFinish(false);
-  //         } else {
-  //           this._lastRequestInfo.insertText += chunkData.token.text;
-  //         }
+          if (done) {
+            this.setRequestFinish(false);
+          } else {
+            this._lastRequestInfo.insertText += chunkData.token.text;
+          }
 
-  //         yield {
-  //           response: {
-  //             isIncomplete: !chunkData.token.special,
-  //             insertText: this._lastRequestInfo.insertText
-  //           }
-  //         };
-  //       }
-  //     }
-  //   }
-  // }
+          yield {
+            response: {
+              isIncomplete: !chunkData.token.special,
+              insertText: this._lastRequestInfo.insertText
+            }
+          };
+        }
+      }
+    }
+  }
 }

From dbfd77d551825f1fb44e25448753b252f1b33e75 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Wed, 18 Oct 2023 14:05:14 +0800
Subject: [PATCH 53/66] Fix the bug of remote call not using stram

---
 packages/jupyter-ai/src/utils/bigcode-request.ts | 2 +-
 yarn.lock                                        | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index 5fe55d463..d6ce1ac1b 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -84,7 +84,7 @@ export const sendToBigCodeStream = async (
 
   const bodyData = {
     inputs: prompt,
-    stream: false,
+    stream: true,
     parameters: {
       temperature: 0.01,
       return_full_text: false,
diff --git a/yarn.lock b/yarn.lock
index d48f9d68b..6f120658e 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -2769,7 +2769,7 @@ __metadata:
 
 "@jupyterlab/completer@file:../../../jupyterlab/packages/completer::locator=%40jupyter-ai%2Fcore%40workspace%3Apackages%2Fjupyter-ai":
   version: 4.1.0-alpha.2
-  resolution: "@jupyterlab/completer@file:../../../jupyterlab/packages/completer#../../../jupyterlab/packages/completer::hash=f090e9&locator=%40jupyter-ai%2Fcore%40workspace%3Apackages%2Fjupyter-ai"
+  resolution: "@jupyterlab/completer@file:../../../jupyterlab/packages/completer#../../../jupyterlab/packages/completer::hash=7ca279&locator=%40jupyter-ai%2Fcore%40workspace%3Apackages%2Fjupyter-ai"
   dependencies:
     "@codemirror/state": ^6.2.0
     "@codemirror/view": ^6.9.6
@@ -2791,7 +2791,7 @@ __metadata:
     "@lumino/messaging": ^2.0.1
     "@lumino/signaling": ^2.1.2
     "@lumino/widgets": ^2.3.1-alpha.0
-  checksum: 8053d56d5da54ec676622c1ff258d8083aa607df7fd69e7ce8af9f3f8b6961861a134151f89744420b9bd753867f47fbe5f6d47961a17adda1120e6a1450a7ef
+  checksum: 66fd04ee7b474fb4b08d26235e05b81991cd6402a4a2e1ef8359ebf157e31b214b6f704900741fae50eb8968f075f59c7f594a30eeb3b914aa4e7efd3a4fca34
   languageName: node
   linkType: hard
 

From 57cec96a0df64c29e506d4821680a8ff18211650 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Wed, 18 Oct 2023 14:48:37 +0800
Subject: [PATCH 54/66] Comment out useless methods and improve development
 documentation

---
 DEVELOP.md                                    | 27 +++++++++++++++++++
 .../src/bigcodeInlineCompletionProvider.ts    | 24 ++++++++---------
 2 files changed, 39 insertions(+), 12 deletions(-)

diff --git a/DEVELOP.md b/DEVELOP.md
index 8beff23ac..ff7ce6a8f 100644
--- a/DEVELOP.md
+++ b/DEVELOP.md
@@ -50,3 +50,30 @@ jupyter lab --dev-mode --watch --extensions-in-dev-mode
 # jupyter-ai-bigcode-code-completion
 npm run watch
 ```
+
+
+# Develop document
+
+## Key Press
+The handling of key presses is achieved by adding keyboard event handlers to the **CodeMirror** instance object of a cell when switching between cells. The reason for using this approach:
+It allows selective triggering of the original functions based on the key pressed by the user. Adding keyboard responses to general DOM often can't achieve this.
+
+## Completion
+When loading the extension, it fetches **ICompletionProviderManager** as well as my own implementation of **BigcodeInlineCompletionProvider**.
+
+When the user presses the request shortcut key, the **invoke** function of **ICompletionProviderManager** is triggered, pressing enter will trigger the **accept** function.
+
+The reason for exposing **BigcodeInlineCompletionProvider**:
+We need some variables to complete the overall logic, such as:
+
+1. When the stream is ongoing, and the user presses a character that matches what the LLM service provider returns, the stream is terminated and returns the insert_text filtered based on user input.
+2. When the stream is ongoing and the user presses the shortcut key (Enter) that triggers the accept function, we need to terminate this request. Additionally, we require variables from **BigcodeInlineCompletionProvider** to determine whether to accept. If the user isn't making a llm request, then it retains the keyboard's original function.
+
+
+When automatic requests are triggered (i.e., context.triggerKind === 1):
+
+If the stream is ongoing, it will terminate the stream and return an item that has undergone filtering. If the stream is not ongoing, it returns an empty array.
+
+## Network request
+For now, the requests are sent directly from the front end to the LLM server. Should we integrate this into the Bigcode backend server? (To improve user experience, the token needs to be securely stored.)
+
diff --git a/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts b/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
index d4fac7d60..7d4a6addc 100644
--- a/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
+++ b/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
@@ -47,25 +47,25 @@ export class BigcodeInlineCompletionProvider
     return this._finish;
   }
 
-  set finish(val: boolean) {
-    this._finish = val;
-  }
+  // set finish(val: boolean) {
+  //   this._finish = val;
+  // }
 
-  get stop(): boolean {
-    return this._stop;
-  }
+  // get stop(): boolean {
+  //   return this._stop;
+  // }
 
-  set stop(val: boolean) {
-    this._stop = val;
-  }
+  // set stop(val: boolean) {
+  //   this._stop = val;
+  // }
 
   get requesting(): boolean {
     return this._requesting;
   }
 
-  set requesting(val: boolean) {
-    this._requesting = val;
-  }
+  // set requesting(val: boolean) {
+  //   this._requesting = val;
+  // }
 
   constructor(protected options: HistoryInlineCompletionProvider.IOptions) {
     const translator = options.translator || nullTranslator;

From be499342d0476b5a15fddeb4c4e21c65ec22f075 Mon Sep 17 00:00:00 2001
From: cjq <1401875340@qq.com>
Date: Sun, 22 Oct 2023 22:49:14 +0800
Subject: [PATCH 55/66] Optimize code naming

---
 ... => bigcode-Inline-completion-provider.ts} | 212 ++++++++----------
 .../contexts/code-completion-context-store.ts |   6 +-
 packages/jupyter-ai/src/index.ts              |   4 +-
 ...andler.ts => inline-completion-handler.ts} |   2 +-
 .../jupyter-ai/src/utils/bigcode-request.ts   | 187 +++++++--------
 packages/jupyter-ai/src/utils/cell-context.ts |  45 ++--
 packages/jupyter-ai/src/utils/instance.ts     |   4 +-
 yarn.lock                                     |   4 +-
 8 files changed, 232 insertions(+), 232 deletions(-)
 rename packages/jupyter-ai/src/{bigcodeInlineCompletionProvider.ts => bigcode-Inline-completion-provider.ts} (57%)
 rename packages/jupyter-ai/src/{keydown-handler.ts => inline-completion-handler.ts} (98%)

diff --git a/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
similarity index 57%
rename from packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
rename to packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
index 7d4a6addc..04a354893 100644
--- a/packages/jupyter-ai/src/bigcodeInlineCompletionProvider.ts
+++ b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
@@ -9,21 +9,20 @@ import {
 } from '@jupyterlab/completer';
 import { NotebookPanel } from '@jupyterlab/notebook';
 import { nullTranslator, TranslationBundle } from '@jupyterlab/translation';
-import { getNotebookContentCursor } from './utils/cell-context';
-import { constructContinuationPrompt } from './utils/bigcode-request';
-import { sendToBigCodeStream } from './utils/bigcode-request';
+import { retrieveNotebookContentUntilCursor } from './utils/cell-context';
+import BigcodeInstance from './utils/bigcode-request';
 import CodeCompletionContextStore from './contexts/code-completion-context-store';
 
-type BigCodeStream = {
-  token: {
-    id: number;
-    text: string;
-    logprob: number;
-    special: boolean;
-  };
-  generated_text: string | null;
-  details: null;
-};
+// type BigCodeStream = {
+//   token: {
+//     id: number;
+//     text: string;
+//     logprob: number;
+//     special: boolean;
+//   };
+//   generated_text: string | null;
+//   details: null;
+// };
 
 export class BigcodeInlineCompletionProvider
   implements IInlineCompletionProvider
@@ -47,26 +46,10 @@ export class BigcodeInlineCompletionProvider
     return this._finish;
   }
 
-  // set finish(val: boolean) {
-  //   this._finish = val;
-  // }
-
-  // get stop(): boolean {
-  //   return this._stop;
-  // }
-
-  // set stop(val: boolean) {
-  //   this._stop = val;
-  // }
-
   get requesting(): boolean {
     return this._requesting;
   }
 
-  // set requesting(val: boolean) {
-  //   this._requesting = val;
-  // }
-
   constructor(protected options: HistoryInlineCompletionProvider.IOptions) {
     const translator = options.translator || nullTranslator;
     this._trans = translator.load('jupyterlab');
@@ -123,9 +106,9 @@ export class BigcodeInlineCompletionProvider
     const items: IInlineCompletionItem[] = [];
     if (context.widget instanceof NotebookPanel) {
       const widget = context.widget as NotebookPanel;
-      const notebookCellContent = getNotebookContentCursor(widget);
-      const prompt = constructContinuationPrompt(notebookCellContent, 20);
-
+      const notebookCellContent = retrieveNotebookContentUntilCursor(widget);
+      BigcodeInstance.constructContinuationPrompt(notebookCellContent);
+      const prompt = BigcodeInstance.prompt;
       if (!prompt) {
         return {
           items: []
@@ -163,106 +146,103 @@ export class BigcodeInlineCompletionProvider
     };
   }
 
-  // async *stream(
-  //   token: string
-  // ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
-  //   const delay = (ms: number) =>
-  //     new Promise(resolve => setTimeout(resolve, ms));
-  //   const testResultText =
-  //     'print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()';
-  //   this._requesting = true;
-  //   for (let i = 1; i < testResultText.length - 1; i++) {
-  //     await delay(25);
-
-  //     if (this._stop) {
-  //       console.debug('_stop');
-  //       this.setRequestFinish(false);
-  //       yield {
-  //         response: {
-  //           token,
-  //           isIncomplete: false,
-  //           insertText: this._lastRequestInfo.insertText
-  //         }
-  //       };
-  //       return;
-  //     }
-
-  //     const insertChar = testResultText.slice(i - 1, i);
-  //     this._lastRequestInfo.insertText += insertChar;
-
-  //     yield {
-  //       response: {
-  //         token,
-  //         isIncomplete: i !== testResultText.length - 1,
-  //         insertText: this._lastRequestInfo.insertText
-  //       }
-  //     };
-  //   }
-
-  //   this.setRequestFinish(false);
-  // }
-
   async *stream(
     token: string
   ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
-    if (token === '' || this._requesting) {
-      return;
-    }
-
+    const delay = (ms: number) =>
+      new Promise(resolve => setTimeout(resolve, ms));
+    const testResultText =
+      'print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()';
     this._requesting = true;
-    this._finish = false;
-    let reponseData: ReadableStream<Uint8Array> | null = null;
+    for (let i = 1; i < testResultText.length - 1; i++) {
+      await delay(25);
+
+      if (this._stop) {
+        console.debug('_stop');
+        this.setRequestFinish(false);
+        yield {
+          response: {
+            token,
+            isIncomplete: false,
+            insertText: this._lastRequestInfo.insertText
+          }
+        };
+        return;
+      }
+
+      const insertChar = testResultText.slice(i - 1, i);
+      this._lastRequestInfo.insertText += insertChar;
 
-    try {
-      reponseData = await sendToBigCodeStream(
-        token,
-        CodeCompletionContextStore.maxResponseToken
-      );
-    } catch {
       yield {
         response: {
-          isIncomplete: false,
-          insertText: ''
+          token,
+          isIncomplete: i !== testResultText.length - 1,
+          insertText: this._lastRequestInfo.insertText
         }
       };
-      this.setRequestFinish(true);
-      return;
     }
 
-    const decoder = new TextDecoder();
-    const reader = reponseData.getReader();
+    this.setRequestFinish(false);
+  }
 
-    while (true) {
-      const { value, done } = await reader.read();
+  // async *stream(
+  //   token: string
+  // ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
+  //   if (token === '' || this._requesting) {
+  //     return;
+  //   }
 
-      if (done || this._stop) {
-        this.setRequestFinish(false);
-        break;
-      }
+  //   this._requesting = true;
+  //   this._finish = false;
+  //   let reponseData: ReadableStream<Uint8Array> | null = null;
+
+  //   try {
+  //     reponseData = await BigcodeInstance.fetchStream();
+  //   } catch {
+  //     yield {
+  //       response: {
+  //         isIncomplete: false,
+  //         insertText: ''
+  //       }
+  //     };
+  //     this.setRequestFinish(true);
+  //     return;
+  //   }
 
-      const strValue = decoder.decode(value, { stream: true });
+  //   const decoder = new TextDecoder();
+  //   const reader = reponseData.getReader();
 
-      const jsonStrList = strValue.split('data:');
+  //   while (true) {
+  //     const { value, done } = await reader.read();
 
-      for (const chunk of jsonStrList) {
-        if (chunk !== '') {
-          const chunkData = JSON.parse(chunk) as BigCodeStream;
-          const done = chunkData.token.special;
+  //     if (done || this._stop) {
+  //       this.setRequestFinish(false);
+  //       break;
+  //     }
 
-          if (done) {
-            this.setRequestFinish(false);
-          } else {
-            this._lastRequestInfo.insertText += chunkData.token.text;
-          }
+  //     const strValue = decoder.decode(value, { stream: true });
 
-          yield {
-            response: {
-              isIncomplete: !chunkData.token.special,
-              insertText: this._lastRequestInfo.insertText
-            }
-          };
-        }
-      }
-    }
-  }
+  //     const jsonStrList = strValue.split('data:');
+
+  //     for (const chunk of jsonStrList) {
+  //       if (chunk !== '') {
+  //         const chunkData = JSON.parse(chunk) as BigCodeStream;
+  //         const done = chunkData.token.special;
+
+  //         if (done) {
+  //           this.setRequestFinish(false);
+  //         } else {
+  //           this._lastRequestInfo.insertText += chunkData.token.text;
+  //         }
+
+  //         yield {
+  //           response: {
+  //             isIncomplete: !chunkData.token.special,
+  //             insertText: this._lastRequestInfo.insertText
+  //           }
+  //         };
+  //       }
+  //     }
+  //   }
+  // }
 }
diff --git a/packages/jupyter-ai/src/contexts/code-completion-context-store.ts b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
index b1d1206ab..39ba03817 100644
--- a/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
+++ b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
@@ -1,6 +1,6 @@
 import { makeObservable, observable, action } from 'mobx';
 
-class CodeCompletionContextstore {
+class CodeCompletionContextStore {
   /**
    * Whether to enable code completion function.
    */
@@ -109,5 +109,5 @@ class CodeCompletionContextstore {
   }
 }
 
-export default new CodeCompletionContextstore();
-export type IGlobalStore = CodeCompletionContextstore;
+export default new CodeCompletionContextStore();
+export type IGlobalStore = CodeCompletionContextStore;
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index 77704d77e..5dd02d72c 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -13,10 +13,10 @@ import { buildBigcodeSidebar } from './widgets/bigcode-sidebar';
 import { SelectionWatcher } from './selection-watcher';
 import { ChatHandler } from './chat_handler';
 import { buildErrorWidget } from './widgets/chat-error';
-import { handleCodeCompletionKeyDown } from './keydown-handler';
+import { handleCodeCompletionKeyDown } from './inline-completion-handler';
 import { ICompletionProviderManager } from '@jupyterlab/completer';
 import { ITranslator, nullTranslator } from '@jupyterlab/translation';
-import { BigcodeInlineCompletionProvider } from './bigcodeInlineCompletionProvider';
+import { BigcodeInlineCompletionProvider } from './bigcode-Inline-completion-provider';
 
 export type DocumentTracker = IWidgetTracker<IDocumentWidget>;
 
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/inline-completion-handler.ts
similarity index 98%
rename from packages/jupyter-ai/src/keydown-handler.ts
rename to packages/jupyter-ai/src/inline-completion-handler.ts
index e6ca7c56f..0d180404a 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/inline-completion-handler.ts
@@ -13,7 +13,7 @@ import { parseKeyboardEventToShortcut } from './utils/keyboard';
 import { ICompletionProviderManager } from '@jupyterlab/completer';
 
 import CodeCompletionContextStore from './contexts/code-completion-context-store';
-import { BigcodeInlineCompletionProvider } from './bigcodeInlineCompletionProvider';
+import { BigcodeInlineCompletionProvider } from './bigcode-Inline-completion-provider';
 
 // Create a weak reference set to store the editor
 const mountedEditors = new WeakSet<CodeMirrorEditor>();
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index d6ce1ac1b..c1f92a441 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -1,5 +1,8 @@
-import CodeCompletionContextStore from '../contexts/code-completion-context-store';
+import CodeCompletionContextStore, {
+  IGlobalStore
+} from '../contexts/code-completion-context-store';
 import { ICell } from '../types/cell';
+import { makeObservable, computed } from 'mobx';
 
 /**
  * Generates the appropriate prompt string based on the cell type.
@@ -8,114 +11,114 @@ import { ICell } from '../types/cell';
  * @param {ICell} cell - The cell object which includes the type and content.
  * @returns {string} The generated prompt string for the cell.
  */
-const getPromptForCell = (cell: ICell): string => {
-  let cellPrompt = '';
-  switch (cell.type) {
-    case 'code':
-      cellPrompt += '<jupyter_code>';
-      break;
-    case 'markdown':
-      cellPrompt += '<jupyter_text>';
-      break;
-    case 'output':
-      cellPrompt += '<jupyter_output>';
-      break;
-  }
-  return cellPrompt + cell.content;
-};
 
-function countSpaces(str: string) {
-  const matches = str.match(/ /g);
-  return matches ? matches.length : 0;
-}
+class Bigcode {
+  spaceCount: number;
+  private _prompt: string;
 
-/**
- * Constructs a continuation prompt based on the provided context.
- * It concatenates the prompts for all the cells in the context.
- *
- * @param {ICell[] | null} context - An array of cells representing the context.
- * @returns {string | null} The constructed continuation prompt or null if context is empty.
- */
-export const constructContinuationPrompt = (
-  context: ICell[] | null,
-  maxTokens: number
-): string | null => {
-  if (!context || context.length === 0) {
-    return null;
+  constructor(private store: IGlobalStore) {
+    makeObservable(this);
+    this.spaceCount = 0;
+    this._prompt = '';
   }
 
-  let prompt = '';
-  for (let i = context.length - 1; i >= 0; i--) {
-    prompt = getPromptForCell(context[i]) + prompt;
-    if (countSpaces(prompt) > maxTokens) {
-      break;
-    }
+  @computed get bigcodeUrl() {
+    return this.store.bigcodeUrl;
   }
 
-  return '<start_jupyter>' + prompt;
-};
+  @computed get accessToken() {
+    return this.store.accessToken;
+  }
 
-/**
- * Sends the given prompt to the BigCode service for code completion.
- * It requires the BigCode service URL and the Huggingface Access Token to be set in the CodeCompletionContextStore.
- *
- * @param {string | null} prompt - The prompt string to be sent for code completion.
- * @returns {Promise<{ generated_text: string }[]>} A promise that resolves with the generated text or rejects with an error.
- */
-export const sendToBigCodeStream = async (
-  prompt: string | null,
-  max_tokens: number
-): Promise<ReadableStream<Uint8Array>> => {
-  const { bigcodeUrl } = CodeCompletionContextStore;
-  const { accessToken } = CodeCompletionContextStore;
-
-  if (!bigcodeUrl || !accessToken) {
-    alert('BigCode service URL or Huggingface Access Token not set.');
-    return new Promise((resolve, reject) => {
-      reject('BigCode service URL or Huggingface Access Token not set.');
-    });
+  @computed get maxTokens() {
+    return this.store.maxPromptToken;
   }
 
-  if (!prompt) {
-    return new Promise((resolve, reject) => {
-      reject('Prompt is null');
+  get prompt() {
+    return this._prompt;
+  }
+
+  async fetchStream() {
+    if (!this.bigcodeUrl || !this.accessToken) {
+      alert('BigCode service URL or Huggingface Access Token not set.');
+      throw new Error(
+        'BigCode service URL or Huggingface Access Token not set.'
+      );
+    }
+
+    if (!this._prompt) {
+      throw new Error('Prompt is null');
+    }
+
+    const bodyData = {
+      inputs: this.prompt,
+      stream: true,
+      parameters: {
+        temperature: 0.01,
+        return_full_text: false,
+        max_tokens: this.maxTokens,
+        stop: ['<jupyter_output>']
+      }
+    };
+
+    const response = await fetch(this.bigcodeUrl, {
+      method: 'POST',
+      headers: {
+        'Content-Type': 'application/json',
+        Authorization: `Bearer ${this.accessToken}`
+      },
+      body: JSON.stringify(bodyData)
     });
+
+    if (!response || !response.ok) {
+      throw new Error(await response.json());
+    }
+
+    const streamData = response.body;
+
+    if (!streamData) {
+      throw new Error(await response.json());
+    }
+
+    return streamData;
   }
 
-  const bodyData = {
-    inputs: prompt,
-    stream: true,
-    parameters: {
-      temperature: 0.01,
-      return_full_text: false,
-      max_tokens,
-      stop: ['<jupyter_output>']
+  getPromptForCell = (cell: ICell): string => {
+    let cellPrompt = '';
+    switch (cell.type) {
+      case 'code':
+        cellPrompt += '<jupyter_code>';
+        break;
+      case 'markdown':
+        cellPrompt += '<jupyter_text>';
+        break;
+      case 'output':
+        cellPrompt += '<jupyter_output>';
+        break;
     }
+    return cellPrompt + cell.content;
   };
 
-  const response = await fetch(bigcodeUrl, {
-    method: 'POST',
-    headers: {
-      'Content-Type': 'application/json',
-      Authorization: `Bearer ${accessToken}`
-    },
-    body: JSON.stringify(bodyData)
-  });
-
-  // Check if response status code is in the range 200-299
-  if (!response || !response.ok) {
-    return new Promise((resolve, reject) => {
-      reject(response.json());
-    });
+  countSpaces(str: string) {
+    const matches = str.match(/ /g);
+    this.spaceCount = matches ? matches.length : 0;
   }
 
-  const streamData = response.body;
+  constructContinuationPrompt(context: ICell[] | null) {
+    if (!context || context.length === 0) {
+      return null;
+    }
 
-  if (!streamData) {
-    return new Promise((resolve, reject) => {
-      reject(response.json());
-    });
+    let prompt = '';
+    for (let i = context.length - 1; i >= 0; i--) {
+      prompt = this.getPromptForCell(context[i]) + prompt;
+      this.countSpaces(prompt);
+      if (this.spaceCount > this.maxTokens) {
+        break;
+      }
+    }
+    this._prompt = '<start_jupyter>' + prompt;
   }
+}
 
-  return streamData;
-};
+export default new Bigcode(CodeCompletionContextStore);
diff --git a/packages/jupyter-ai/src/utils/cell-context.ts b/packages/jupyter-ai/src/utils/cell-context.ts
index 6cd9f5bca..6c476f9d5 100644
--- a/packages/jupyter-ai/src/utils/cell-context.ts
+++ b/packages/jupyter-ai/src/utils/cell-context.ts
@@ -7,38 +7,38 @@ import { ICell, ICellType } from '../types/cell';
 import { getSpecificWidget } from './instance';
 
 /**
- * Get the text from the current editor.
+ * Retrieves the text content from a given editor.
  *
  * @param {CodeEditor.IEditor} editor - The editor instance.
  * @returns {string} - The text data of the current cell.
  */
-export const getTextByEditor = (editor: CodeEditor.IEditor): string => {
+const extractTextFromEditor = (editor: CodeEditor.IEditor): string => {
   return editor.model.sharedModel.getSource();
 };
 
 /**
- * Splits a string into lines, accounting for escaped newlines.
+ * Divides a string by lines, considering escaped newlines.
  *
  * @param {string} input - The string to split.
  * @returns {string[]} - An array of split lines.
  */
-export const splitString = (input: string): string[] => {
+const divideStringByLines = (input: string): string[] => {
   // Split by newline, but ignore escaped newlines
   return input.split(/(?<!\\)\n/).map(part => part.replace('\\\\n', '\\n'));
 };
 
 /**
- * Gets the text from the current editor up to the current cursor position.
+ * Fetches the text from an editor up to the current cursor's location.
  *
  * @param {CodeEditor.IEditor} editor - The editor instance.
  * @returns {string[]} - An array of lines up to the cursor position.
  */
-const getTextBeforeCursor = (editor: CodeEditor.IEditor): string[] => {
+const fetchTextUpToCursor = (editor: CodeEditor.IEditor): string[] => {
   // Get the cursor position, e.g. {column: 2, line: 1}
   const position = editor.getCursorPosition();
-  const text = getTextByEditor(editor);
+  const text = extractTextFromEditor(editor);
   // Split by newline
-  const codeLines = splitString(text);
+  const codeLines = divideStringByLines(text);
 
   const codeLinesPositionBefore = [];
   // Iterate from the first cell to the position of the active cell
@@ -68,7 +68,7 @@ const getTextBeforeCursor = (editor: CodeEditor.IEditor): string[] => {
  * @param {Cell} cell - The cell from which to extract the output.
  * @returns {string} - The combined output text from the cell.
  */
-const getCellOutput = (cell: Cell): string => {
+const extractOutputFromCell = (cell: Cell): string => {
   if (!(cell instanceof CodeCell)) {
     return '';
   }
@@ -94,7 +94,14 @@ const getCellOutput = (cell: Cell): string => {
   }, '');
 };
 
-const getCellDetails = (cell: Cell, isActiveCell: boolean): ICell[] => {
+/**
+ * Gathers details about a cell: its type, content, and output.
+ *
+ * @param cell - The target cell.
+ * @param isCurrentlyActive - Whether the cell is the active one.
+ * @returns An array of cell details.
+ */
+const gatherCellDetails = (cell: Cell, isActiveCell: boolean): ICell[] => {
   const cellType: ICellType =
     cell instanceof CodeCell
       ? 'code'
@@ -107,17 +114,23 @@ const getCellDetails = (cell: Cell, isActiveCell: boolean): ICell[] => {
   const editor = cell.editor;
   if (editor) {
     const text = isActiveCell
-      ? getTextBeforeCursor(editor).join('\n')
-      : getTextByEditor(editor);
+      ? fetchTextUpToCursor(editor).join('\n')
+      : extractTextFromEditor(editor);
     results.push({ type: cellType, content: text });
   }
 
-  results.push({ type: 'output', content: getCellOutput(cell) });
+  results.push({ type: 'output', content: extractOutputFromCell(cell) });
 
   return results;
 };
 
-export const getNotebookContentCursor = (
+/**
+ * Fetches the content of the notebook up to the current cursor position.
+ *
+ * @param widget - The notebook panel widget.
+ * @returns An array of cell contents up to the cursor, or null.
+ */
+export const retrieveNotebookContentUntilCursor = (
   widget: NotebookPanel
 ): ICell[] | null => {
   const content = getSpecificWidget(widget);
@@ -129,7 +142,9 @@ export const getNotebookContentCursor = (
 
   const cellsUpToCursor = content.widgets
     .slice(0, activeCellIndex + 1)
-    .flatMap((cell, index) => getCellDetails(cell, index === activeCellIndex));
+    .flatMap((cell, index) =>
+      gatherCellDetails(cell, index === activeCellIndex)
+    );
 
   // Check if the last cell type is 'output' and remove it
   if (
diff --git a/packages/jupyter-ai/src/utils/instance.ts b/packages/jupyter-ai/src/utils/instance.ts
index 476e64379..edf32faed 100644
--- a/packages/jupyter-ai/src/utils/instance.ts
+++ b/packages/jupyter-ai/src/utils/instance.ts
@@ -17,7 +17,9 @@ export const getSpecificWidget = (widget: DocumentWidget): Widget => {
 /**
  * Retrieves the editor associated with the provided content widget.
  *
- * If the content is an instance of a Notebook, this function will return the editor of the active cell.
+ * This function aims to find the editor instance within different types of content widgets.
+ * Currently, it supports extracting the editor from an active cell of a Notebook.
+ * Further extensions can include more widget types and their respective logic to fetch the editor.
  *
  * @param {Widget} content - The content widget instance.
  * @returns {CodeEditor.IEditor | null | undefined} - The associated editor instance, or null/undefined if not found.
diff --git a/yarn.lock b/yarn.lock
index 6f120658e..4705c6414 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -2769,7 +2769,7 @@ __metadata:
 
 "@jupyterlab/completer@file:../../../jupyterlab/packages/completer::locator=%40jupyter-ai%2Fcore%40workspace%3Apackages%2Fjupyter-ai":
   version: 4.1.0-alpha.2
-  resolution: "@jupyterlab/completer@file:../../../jupyterlab/packages/completer#../../../jupyterlab/packages/completer::hash=7ca279&locator=%40jupyter-ai%2Fcore%40workspace%3Apackages%2Fjupyter-ai"
+  resolution: "@jupyterlab/completer@file:../../../jupyterlab/packages/completer#../../../jupyterlab/packages/completer::hash=119569&locator=%40jupyter-ai%2Fcore%40workspace%3Apackages%2Fjupyter-ai"
   dependencies:
     "@codemirror/state": ^6.2.0
     "@codemirror/view": ^6.9.6
@@ -2791,7 +2791,7 @@ __metadata:
     "@lumino/messaging": ^2.0.1
     "@lumino/signaling": ^2.1.2
     "@lumino/widgets": ^2.3.1-alpha.0
-  checksum: 66fd04ee7b474fb4b08d26235e05b81991cd6402a4a2e1ef8359ebf157e31b214b6f704900741fae50eb8968f075f59c7f594a30eeb3b914aa4e7efd3a4fca34
+  checksum: ca2edc34c019bd9d75ac7ddc5ebd6b45d3ce8a6e4cd0a48835cdbf9993239d3bd077a6b269e5991c68d2423c26e6fb0b7688a88a10f2c52a79bd384ca1abe5b0
   languageName: node
   linkType: hard
 

From 9ff32b291127dc125f4c153bfc6c6fe5aad6a152 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Mon, 23 Oct 2023 13:34:00 +0800
Subject: [PATCH 56/66] Fixed the issue where enter would intercept automatic
 requests

---
 .../jupyter-ai/src/bigcode-Inline-completion-provider.ts    | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
index 04a354893..ed79ab65c 100644
--- a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
+++ b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
@@ -91,7 +91,7 @@ export class BigcodeInlineCompletionProvider
           ]
         };
       } else {
-        this.setRequestFinish(false);
+        this.setRequestFinish(true);
         return {
           items: []
         };
@@ -152,9 +152,9 @@ export class BigcodeInlineCompletionProvider
     const delay = (ms: number) =>
       new Promise(resolve => setTimeout(resolve, ms));
     const testResultText =
-      'print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()\n    print("Hello World")\nhello_world()';
+      '_world():\n    print("Hello World!")\nhello_world()';
     this._requesting = true;
-    for (let i = 1; i < testResultText.length - 1; i++) {
+    for (let i = 1; i <= testResultText.length; i++) {
       await delay(25);
 
       if (this._stop) {

From 8b01aac8fcc561593e792e1ac40a946d1a07c81e Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Mon, 23 Oct 2023 13:53:52 +0800
Subject: [PATCH 57/66] Fixed the issue where enter fails when pressing the
 ghost text to start.

---
 packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts | 1 +
 1 file changed, 1 insertion(+)

diff --git a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
index ed79ab65c..4446c37da 100644
--- a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
+++ b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
@@ -78,6 +78,7 @@ export class BigcodeInlineCompletionProvider
         ''
       );
       if (this._lastRequestInfo.insertText.startsWith(newAddedCodeText)) {
+        this._finish = true;
         return {
           items: [
             {

From d23c24231f595da9fd2e79b164cdebb94f2c2c10 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Thu, 26 Oct 2023 00:37:46 +0800
Subject: [PATCH 58/66] Complete autocomplete

---
 package-lock.json                             | 19822 ++++++++++++++++
 .../src/bigcode-Inline-completion-provider.ts |   246 +-
 .../src/inline-completion-handler.ts          |     7 +-
 yarn.lock                                     |  2773 +--
 4 files changed, 21401 insertions(+), 1447 deletions(-)
 create mode 100644 package-lock.json

diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 000000000..a8506d545
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,19822 @@
+{
+  "name": "@jupyter-ai/monorepo",
+  "version": "2.2.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "@jupyter-ai/monorepo",
+      "version": "2.2.0",
+      "license": "BSD-3-Clause",
+      "workspaces": [
+        ".",
+        "packages/*"
+      ],
+      "devDependencies": {
+        "@jupyterlab/builder": "^4",
+        "lerna": "^6.4.1",
+        "nx": "^15.9.2"
+      }
+    },
+    "../jupyterlab/packages/completer": {
+      "version": "4.1.0-alpha.2",
+      "license": "BSD-3-Clause",
+      "dependencies": {
+        "@codemirror/state": "^6.2.0",
+        "@codemirror/view": "^6.9.6",
+        "@jupyter/ydoc": "^1.1.1",
+        "@jupyterlab/apputils": "^4.2.0-alpha.2",
+        "@jupyterlab/codeeditor": "^4.1.0-alpha.2",
+        "@jupyterlab/codemirror": "^4.1.0-alpha.2",
+        "@jupyterlab/coreutils": "^6.1.0-alpha.2",
+        "@jupyterlab/rendermime": "^4.1.0-alpha.2",
+        "@jupyterlab/services": "^7.1.0-alpha.2",
+        "@jupyterlab/settingregistry": "^4.1.0-alpha.2",
+        "@jupyterlab/statedb": "^4.1.0-alpha.2",
+        "@jupyterlab/translation": "^4.1.0-alpha.2",
+        "@jupyterlab/ui-components": "^4.1.0-alpha.2",
+        "@lumino/algorithm": "^2.0.1",
+        "@lumino/coreutils": "^2.1.2",
+        "@lumino/disposable": "^2.1.2",
+        "@lumino/domutils": "^2.0.1",
+        "@lumino/messaging": "^2.0.1",
+        "@lumino/signaling": "^2.1.2",
+        "@lumino/widgets": "^2.3.1-alpha.0"
+      },
+      "devDependencies": {
+        "@jupyterlab/testing": "^4.1.0-alpha.2",
+        "@types/jest": "^29.2.0",
+        "jest": "^29.2.0",
+        "rimraf": "~3.0.0",
+        "typedoc": "~0.24.7",
+        "typescript": "~5.0.4"
+      }
+    },
+    "node_modules/@aashutoshrathi/word-wrap": {
+      "version": "1.2.6",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/@ampproject/remapping": {
+      "version": "2.2.1",
+      "dev": true,
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@jridgewell/gen-mapping": "^0.3.0",
+        "@jridgewell/trace-mapping": "^0.3.9"
+      },
+      "engines": {
+        "node": ">=6.0.0"
+      }
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.22.13",
+      "license": "MIT",
+      "dependencies": {
+        "@babel/highlight": "^7.22.13",
+        "chalk": "^2.4.2"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/ansi-styles": {
+      "version": "3.2.1",
+      "license": "MIT",
+      "dependencies": {
+        "color-convert": "^1.9.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/chalk": {
+      "version": "2.4.2",
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^3.2.1",
+        "escape-string-regexp": "^1.0.5",
+        "supports-color": "^5.3.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/escape-string-regexp": {
+      "version": "1.0.5",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.8.0"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/has-flag": {
+      "version": "3.0.0",
+      "license": "MIT",
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/supports-color": {
+      "version": "5.5.0",
+      "license": "MIT",
+      "dependencies": {
+        "has-flag": "^3.0.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/compat-data": {
+      "version": "7.22.9",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/core": {
+      "version": "7.22.17",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@ampproject/remapping": "^2.2.0",
+        "@babel/code-frame": "^7.22.13",
+        "@babel/generator": "^7.22.15",
+        "@babel/helper-compilation-targets": "^7.22.15",
+        "@babel/helper-module-transforms": "^7.22.17",
+        "@babel/helpers": "^7.22.15",
+        "@babel/parser": "^7.22.16",
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+      "license": "MIT",
+      "dependencies": {
+        "@discoveryjs/json-ext": "^0.5.0",
+        "@webpack-cli/configtest": "^2.1.1",
+        "@webpack-cli/info": "^2.0.2",
+        "@webpack-cli/serve": "^2.0.5",
+        "colorette": "^2.0.14",
+        "commander": "^10.0.1",
+        "cross-spawn": "^7.0.3",
+        "envinfo": "^7.7.3",
+        "fastest-levenshtein": "^1.0.12",
+        "import-local": "^3.0.2",
+        "interpret": "^3.1.1",
+        "rechoir": "^0.8.0",
+        "webpack-merge": "^5.7.3"
+      },
+      "bin": {
+        "webpack-cli": "bin/cli.js"
+      },
+      "engines": {
+        "node": ">=14.15.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/webpack"
+      },
+      "peerDependencies": {
+        "webpack": "5.x.x"
+      },
+      "peerDependenciesMeta": {
+        "@webpack-cli/generators": {
+          "optional": true
+        },
+        "webpack-bundle-analyzer": {
+          "optional": true
+        },
+        "webpack-dev-server": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/webpack-cli/node_modules/commander": {
+      "version": "10.0.1",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=14"
+      }
+    },
+    "node_modules/webpack-merge": {
+      "version": "5.9.0",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "clone-deep": "^4.0.1",
+        "wildcard": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10.0.0"
+      }
+    },
+    "node_modules/webpack-sources": {
+      "version": "1.4.3",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "source-list-map": "^2.0.0",
+        "source-map": "~0.6.1"
+      }
+    },
+    "node_modules/webpack/node_modules/json-parse-even-better-errors": {
+      "version": "2.3.1",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/webpack/node_modules/webpack-sources": {
+      "version": "3.2.3",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=10.13.0"
+      }
+    },
+    "node_modules/whatwg-encoding": {
+      "version": "2.0.0",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "iconv-lite": "0.6.3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/whatwg-mimetype": {
+      "version": "3.0.0",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/whatwg-url": {
+      "version": "5.0.0",
+      "license": "MIT",
+      "dependencies": {
+        "tr46": "~0.0.3",
+        "webidl-conversions": "^3.0.0"
+      }
+    },
+    "node_modules/whatwg-url/node_modules/tr46": {
+      "version": "0.0.3",
+      "license": "MIT"
+    },
+    "node_modules/whatwg-url/node_modules/webidl-conversions": {
+      "version": "3.0.1",
+      "license": "BSD-2-Clause"
+    },
+    "node_modules/which": {
+      "version": "2.0.2",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "isexe": "^2.0.0"
+      },
+      "bin": {
+        "node-which": "bin/node-which"
+      },
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/which-boxed-primitive": {
+      "version": "1.0.2",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "is-bigint": "^1.0.1",
+        "is-boolean-object": "^1.1.0",
+        "is-number-object": "^1.0.4",
+        "is-string": "^1.0.5",
+        "is-symbol": "^1.0.3"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/which-typed-array": {
+      "version": "1.1.11",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "available-typed-arrays": "^1.0.5",
+        "call-bind": "^1.0.2",
+        "for-each": "^0.3.3",
+        "gopd": "^1.0.1",
+        "has-tostringtag": "^1.0.0"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/wide-align": {
+      "version": "1.1.5",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "string-width": "^1.0.2 || 2 || 3 || 4"
+      }
+    },
+    "node_modules/wildcard": {
+      "version": "2.0.1",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/wordwrap": {
+      "version": "1.0.0",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/worker-loader": {
+      "version": "3.0.8",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "loader-utils": "^2.0.0",
+        "schema-utils": "^3.0.0"
+      },
+      "engines": {
+        "node": ">= 10.13.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/webpack"
+      },
+      "peerDependencies": {
+        "webpack": "^4.0.0 || ^5.0.0"
+      }
+    },
+    "node_modules/wrap-ansi": {
+      "version": "7.0.0",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^4.0.0",
+        "string-width": "^4.1.0",
+        "strip-ansi": "^6.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi-cjs": {
+      "name": "wrap-ansi",
+      "version": "7.0.0",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^4.0.0",
+        "string-width": "^4.1.0",
+        "strip-ansi": "^6.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
+    "node_modules/wrappy": {
+      "version": "1.0.2",
+      "dev": true,
+      "license": "ISC"
+    },
+    "node_modules/write-file-atomic": {
+      "version": "4.0.1",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "imurmurhash": "^0.1.4",
+        "signal-exit": "^3.0.7"
+      },
+      "engines": {
+        "node": "^12.13.0 || ^14.15.0 || >=16"
+      }
+    },
+    "node_modules/write-json-file": {
+      "version": "3.2.0",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "detect-indent": "^5.0.0",
+        "graceful-fs": "^4.1.15",
+        "make-dir": "^2.1.0",
+        "pify": "^4.0.1",
+        "sort-keys": "^2.0.0",
+        "write-file-atomic": "^2.4.2"
+      },
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/write-json-file/node_modules/make-dir": {
+      "version": "2.1.0",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "pify": "^4.0.1",
+        "semver": "^5.6.0"
+      },
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/write-json-file/node_modules/pify": {
+      "version": "4.0.1",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/write-json-file/node_modules/semver": {
+      "version": "5.7.2",
+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver"
+      }
+    },
+    "node_modules/write-json-file/node_modules/write-file-atomic": {
+      "version": "2.4.3",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "graceful-fs": "^4.1.11",
+        "imurmurhash": "^0.1.4",
+        "signal-exit": "^3.0.2"
+      }
+    },
+    "node_modules/write-pkg": {
+      "version": "4.0.0",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "sort-keys": "^2.0.0",
+        "type-fest": "^0.4.1",
+        "write-json-file": "^3.2.0"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/write-pkg/node_modules/type-fest": {
+      "version": "0.4.1",
+      "dev": true,
+      "license": "(MIT OR CC0-1.0)",
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/ws": {
+      "version": "8.14.1",
+      "license": "MIT",
+      "engines": {
+        "node": ">=10.0.0"
+      },
+      "peerDependencies": {
+        "bufferutil": "^4.0.1",
+        "utf-8-validate": ">=5.0.2"
+      },
+      "peerDependenciesMeta": {
+        "bufferutil": {
+          "optional": true
+        },
+        "utf-8-validate": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/xml": {
+      "version": "1.0.1",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/xml-name-validator": {
+      "version": "4.0.0",
+      "dev": true,
+      "license": "Apache-2.0",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/xmlchars": {
+      "version": "2.2.0",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/xtend": {
+      "version": "4.0.2",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.4"
+      }
+    },
+    "node_modules/y-leveldb": {
+      "version": "0.1.2",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "level": "^6.0.1",
+        "lib0": "^0.2.31"
+      },
+      "funding": {
+        "type": "GitHub Sponsors ❤",
+        "url": "https://github.com/sponsors/dmonad"
+      },
+      "peerDependencies": {
+        "yjs": "^13.0.0"
+      }
+    },
+    "node_modules/y-protocols": {
+      "version": "1.0.5",
+      "license": "MIT",
+      "dependencies": {
+        "lib0": "^0.2.42"
+      },
+      "funding": {
+        "type": "GitHub Sponsors ❤",
+        "url": "https://github.com/sponsors/dmonad"
+      }
+    },
+    "node_modules/y-websocket": {
+      "version": "1.5.0",
+      "license": "MIT",
+      "dependencies": {
+        "lib0": "^0.2.52",
+        "lodash.debounce": "^4.0.8",
+        "y-protocols": "^1.0.5"
+      },
+      "bin": {
+        "y-websocket": "bin/server.js",
+        "y-websocket-server": "bin/server.js"
+      },
+      "funding": {
+        "type": "GitHub Sponsors ❤",
+        "url": "https://github.com/sponsors/dmonad"
+      },
+      "optionalDependencies": {
+        "ws": "^6.2.1",
+        "y-leveldb": "^0.1.0"
+      },
+      "peerDependencies": {
+        "yjs": "^13.5.6"
+      }
+    },
+    "node_modules/y-websocket/node_modules/ws": {
+      "version": "6.2.2",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "async-limiter": "~1.0.0"
+      }
+    },
+    "node_modules/y18n": {
+      "version": "5.0.8",
+      "dev": true,
+      "license": "ISC",
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/yallist": {
+      "version": "4.0.0",
+      "dev": true,
+      "license": "ISC"
+    },
+    "node_modules/yaml": {
+      "version": "1.10.2",
+      "license": "ISC",
+      "engines": {
+        "node": ">= 6"
+      }
+    },
+    "node_modules/yargs": {
+      "version": "16.2.0",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "cliui": "^7.0.2",
+        "escalade": "^3.1.1",
+        "get-caller-file": "^2.0.5",
+        "require-directory": "^2.1.1",
+        "string-width": "^4.2.0",
+        "y18n": "^5.0.5",
+        "yargs-parser": "^20.2.2"
+      },
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/yargs-parser": {
+      "version": "20.2.9",
+      "dev": true,
+      "license": "ISC",
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/yjs": {
+      "version": "13.6.7",
+      "license": "MIT",
+      "dependencies": {
+        "lib0": "^0.2.74"
+      },
+      "engines": {
+        "node": ">=16.0.0",
+        "npm": ">=8.0.0"
+      },
+      "funding": {
+        "type": "GitHub Sponsors ❤",
+        "url": "https://github.com/sponsors/dmonad"
+      }
+    },
+    "node_modules/yocto-queue": {
+      "version": "0.1.0",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/zwitch": {
+      "version": "2.0.4",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    },
+    "packages/jupyter-ai": {
+      "name": "@jupyter-ai/core",
+      "version": "2.2.0",
+      "license": "BSD-3-Clause",
+      "dependencies": {
+        "@emotion/react": "^11.10.5",
+        "@emotion/styled": "^11.10.5",
+        "@jupyter/collaboration": "^1",
+        "@jupyterlab/application": "^4",
+        "@jupyterlab/cells": "^4",
+        "@jupyterlab/codeeditor": "^4",
+        "@jupyterlab/codemirror": "^4",
+        "@jupyterlab/collaboration": "^3",
+        "@jupyterlab/completer": "file:../../../jupyterlab/packages/completer",
+        "@jupyterlab/coreutils": "^6",
+        "@jupyterlab/fileeditor": "^4",
+        "@jupyterlab/notebook": "^4",
+        "@jupyterlab/services": "^7",
+        "@jupyterlab/ui-components": "^4",
+        "@mui/icons-material": "^5.11.0",
+        "@mui/material": "^5.11.0",
+        "mobx": "^6.10.0",
+        "mobx-react": "^9.0.0",
+        "react": "^18.2.0",
+        "react-dom": "^18.2.0",
+        "react-markdown": "^8.0.6",
+        "react-syntax-highlighter": "^15.5.0",
+        "rehype-katex": "^6.0.2",
+        "remark-math": "^5.1.1"
+      },
+      "devDependencies": {
+        "@babel/core": "^7.0.0",
+        "@babel/preset-env": "^7.0.0",
+        "@jupyterlab/builder": "^4",
+        "@jupyterlab/testutils": "^4",
+        "@types/jest": "^29",
+        "@types/react-syntax-highlighter": "^15.5.6",
+        "@typescript-eslint/eslint-plugin": "^4.8.1",
+        "@typescript-eslint/parser": "^4.8.1",
+        "eslint": "^7.14.0",
+        "eslint-config-prettier": "^6.15.0",
+        "eslint-plugin-prettier": "^3.1.4",
+        "jest": "^29",
+        "mkdirp": "^1.0.3",
+        "npm-run-all": "^4.1.5",
+        "prettier": "^2.1.1",
+        "rimraf": "^3.0.2",
+        "stylelint": "^14.3.0",
+        "stylelint-config-prettier": "^9.0.4",
+        "stylelint-config-recommended": "^6.0.0",
+        "stylelint-config-standard": "~24.0.0",
+        "stylelint-prettier": "^2.0.0",
+        "ts-jest": "^29",
+        "typescript": "5.1.6",
+        "y-protocols": "^1.0.5"
+      }
+    },
+    "packages/jupyter-ai-magics": {
+      "name": "@jupyter-ai/magics",
+      "version": "2.2.0",
+      "license": "BSD-3-Clause"
+    }
+  }
+}
diff --git a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
index 4446c37da..5b21e0c2d 100644
--- a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
+++ b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
@@ -1,7 +1,6 @@
 import {
   CompletionHandler,
   HistoryInlineCompletionProvider,
-  // ICompletionContext,
   IInlineCompletionContext,
   IInlineCompletionItem,
   IInlineCompletionList,
@@ -10,7 +9,8 @@ import {
 import { NotebookPanel } from '@jupyterlab/notebook';
 import { nullTranslator, TranslationBundle } from '@jupyterlab/translation';
 import { retrieveNotebookContentUntilCursor } from './utils/cell-context';
-import BigcodeInstance from './utils/bigcode-request';
+
+import bigcodeRequestInstance from './utils/bigcode-request';
 import CodeCompletionContextStore from './contexts/code-completion-context-store';
 
 // type BigCodeStream = {
@@ -30,17 +30,17 @@ export class BigcodeInlineCompletionProvider
   readonly identifier = '@jupyterlab/inline-completer:bigcode';
   private _trans: TranslationBundle;
   private _lastRequestInfo: {
-    prompt: string;
     insertText: string;
     cellCode: string;
   } = {
-    prompt: '',
     insertText: '',
     cellCode: ''
   };
   private _requesting = false;
-  private _stop = false;
+  private _streamStop = false;
   private _finish = false;
+  private _timeoutId: number | null = null;
+  private _callCounter = 0;
 
   get finish(): boolean {
     return this._finish;
@@ -59,67 +59,62 @@ export class BigcodeInlineCompletionProvider
     return this._trans.__('Bigcode');
   }
 
-  async fetch(
-    request: CompletionHandler.IRequest,
-    context: IInlineCompletionContext
-  ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
-    console.debug('context.triggerKind', context.triggerKind);
-    if (!CodeCompletionContextStore.enableCodeCompletion) {
-      return { items: [] };
+  shouldClearStateAndPerformAutoRequest(addedString: string): {
+    shouldClearState: boolean;
+    shouldAutoRequest: boolean;
+  } {
+    if (this._lastRequestInfo.cellCode === '') {
+      return { shouldClearState: false, shouldAutoRequest: true };
     }
 
-    if (context.triggerKind !== 0) {
-      console.debug('this._requesting && context.triggerKind === 0');
-      this._stop = true;
-      const lastRoundCellCodeText = this._lastRequestInfo.cellCode;
-      const currentRoundCellCodeText = request.text;
-      const newAddedCodeText = currentRoundCellCodeText.replace(
-        lastRoundCellCodeText,
-        ''
-      );
-      if (this._lastRequestInfo.insertText.startsWith(newAddedCodeText)) {
-        this._finish = true;
-        return {
-          items: [
-            {
-              token: this._lastRequestInfo.prompt,
-              isIncomplete: false,
-              insertText: this._lastRequestInfo.insertText.replace(
-                newAddedCodeText,
-                ''
-              )
-            }
-          ]
-        };
-      } else {
-        this.setRequestFinish(true);
-        return {
-          items: []
-        };
-      }
+    if (addedString.length <= 5) {
+      return { shouldClearState: false, shouldAutoRequest: false };
     }
 
-    if (!CodeCompletionContextStore.accessToken) {
-      alert('Huggingface Access Token not set.');
-      return { items: [] };
+    const previousInsertText = this._lastRequestInfo.insertText;
+
+    let diffPosition = 0;
+    while (
+      diffPosition < addedString.length &&
+      previousInsertText[diffPosition] === addedString[diffPosition]
+    ) {
+      diffPosition++;
     }
 
-    const items: IInlineCompletionItem[] = [];
+    const shouldClearState =
+      previousInsertText.length - diffPosition >=
+      addedString.length - diffPosition + 4;
+
+    return {
+      shouldClearState: shouldClearState,
+      shouldAutoRequest: shouldClearState
+    };
+  }
+
+  constructContinuationPrompt(context: IInlineCompletionContext): string {
     if (context.widget instanceof NotebookPanel) {
       const widget = context.widget as NotebookPanel;
       const notebookCellContent = retrieveNotebookContentUntilCursor(widget);
-      BigcodeInstance.constructContinuationPrompt(notebookCellContent);
-      const prompt = BigcodeInstance.prompt;
-      if (!prompt) {
-        return {
-          items: []
-        };
-      }
+
+      bigcodeRequestInstance.constructContinuationPrompt(notebookCellContent);
+      return bigcodeRequestInstance.prompt;
+    }
+
+    return '';
+  }
+
+  async shortCutHandler(
+    request: CompletionHandler.IRequest,
+    context: IInlineCompletionContext
+  ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
+    const items: IInlineCompletionItem[] = [];
+    const prompt = this.constructContinuationPrompt(context);
+
+    if (prompt) {
       this.setRequestFinish(true);
       this._lastRequestInfo = {
-        prompt,
         insertText: '',
-        cellCode: request.text
+        cellCode: request.text.slice(0, request.offset)
       };
       items.push({
         token: prompt,
@@ -127,43 +122,163 @@ export class BigcodeInlineCompletionProvider
         insertText: ''
       });
     }
+
     return { items };
   }
 
+  async autoCompletionHandler(
+    request: CompletionHandler.IRequest,
+    context: IInlineCompletionContext
+  ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
+    console.debug('autoCompletionHandler');
+    this._streamStop = true;
+
+    const lastRoundCellCodeText = this._lastRequestInfo.cellCode;
+    const currentRoundCellCodeText = request.text.slice(0, request.offset);
+
+    const newAddedCodeText = currentRoundCellCodeText.replace(
+      lastRoundCellCodeText,
+      ''
+    );
+
+    const items: IInlineCompletionItem[] = [];
+    if (this._lastRequestInfo.insertText.startsWith(newAddedCodeText)) {
+      items.push({
+        isIncomplete: false,
+        insertText: this._lastRequestInfo.insertText.replace(
+          newAddedCodeText,
+          ''
+        )
+      });
+      return { items };
+    } else {
+      const { shouldClearState, shouldAutoRequest } =
+        this.shouldClearStateAndPerformAutoRequest(newAddedCodeText);
+
+      if (shouldClearState) {
+        this.clearState();
+      }
+
+      if (shouldAutoRequest) {
+        const prompt = this.constructContinuationPrompt(context);
+        if (!prompt) {
+          return { items: [] };
+        }
+
+        const result = await this.simulateSingleRequest(prompt);
+
+        if (result === '<debounce>') {
+          return { items: [] };
+        } else {
+          this._lastRequestInfo = {
+            insertText: result,
+            cellCode: currentRoundCellCodeText
+          };
+
+          this.setRequestFinish(false);
+
+          return {
+            items: [
+              {
+                isIncomplete: false,
+                insertText: result
+              }
+            ]
+          };
+        }
+      }
+    }
+
+    this._requesting = false;
+    return { items };
+  }
+
+  async fetch(
+    request: CompletionHandler.IRequest,
+    context: IInlineCompletionContext
+  ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
+    if (!CodeCompletionContextStore.enableCodeCompletion) {
+      return { items: [] };
+    }
+
+    if (!CodeCompletionContextStore.accessToken) {
+      alert('Huggingface Access Token not set.');
+      return { items: [] };
+    }
+
+    if (context.triggerKind === 1) {
+      return await this.autoCompletionHandler(request, context);
+    }
+
+    if (context.triggerKind === 0) {
+      return await this.shortCutHandler(request, context);
+    }
+
+    return { items: [] };
+  }
+
   setRequestFinish(error: boolean): void {
     this._requesting = false;
-    this._stop = false;
+    this._streamStop = false;
     this._finish = !error;
   }
 
-  accept(): void {
-    this._stop = true;
+  clearState(): void {
+    this._streamStop = true;
     this._finish = false;
     this._requesting = false;
     this._lastRequestInfo = {
-      prompt: '',
       insertText: '',
       cellCode: ''
     };
   }
 
+  delay = async (ms: number): Promise<void> =>
+    new Promise(resolve => setTimeout(resolve, ms));
+
+  simulateSingleRequest(prompt: string): Promise<string> {
+    this._callCounter++;
+
+    if (this._requesting) {
+      return Promise.resolve('<debounce>');
+    }
+
+    if (this._timeoutId) {
+      clearTimeout(this._timeoutId);
+      this._timeoutId = null;
+    }
+
+    const currentCallCount = this._callCounter;
+
+    return new Promise(resolve => {
+      this._timeoutId = setTimeout(() => {
+        if (this._callCounter === currentCallCount && !this._requesting) {
+          this._callCounter = 0;
+          this._requesting = true;
+          resolve('"""This is the result of a simulated automatic request"""');
+          this._timeoutId = null;
+        } else {
+          resolve('<debounce>');
+        }
+      }, 2000);
+    });
+  }
+
   async *stream(
     token: string
   ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
-    const delay = (ms: number) =>
-      new Promise(resolve => setTimeout(resolve, ms));
     const testResultText =
       '_world():\n    print("Hello World!")\nhello_world()';
     this._requesting = true;
     for (let i = 1; i <= testResultText.length; i++) {
-      await delay(25);
+      await this.delay(25);
 
-      if (this._stop) {
-        console.debug('_stop');
+      if (this._streamStop) {
+        console.debug('_streamStop');
         this.setRequestFinish(false);
+
         yield {
           response: {
-            token,
             isIncomplete: false,
             insertText: this._lastRequestInfo.insertText
           }
@@ -176,7 +291,6 @@ export class BigcodeInlineCompletionProvider
 
       yield {
         response: {
-          token,
           isIncomplete: i !== testResultText.length - 1,
           insertText: this._lastRequestInfo.insertText
         }
@@ -216,7 +330,7 @@ export class BigcodeInlineCompletionProvider
   //   while (true) {
   //     const { value, done } = await reader.read();
 
-  //     if (done || this._stop) {
+  //     if (done || this._streamStop) {
   //       this.setRequestFinish(false);
   //       break;
   //     }
diff --git a/packages/jupyter-ai/src/inline-completion-handler.ts b/packages/jupyter-ai/src/inline-completion-handler.ts
index 0d180404a..2b285d2e6 100644
--- a/packages/jupyter-ai/src/inline-completion-handler.ts
+++ b/packages/jupyter-ai/src/inline-completion-handler.ts
@@ -100,14 +100,11 @@ const generateKeyDownExtension = (
 
             if (currentWidget) {
               completionManager.inline?.accept(app.shell.currentWidget?.id);
-              // app.commands.execute('inline-completer:accept');
-              bigcodeInlineCompletionProvider.accept();
+              bigcodeInlineCompletionProvider.clearState();
+
               console.debug(
                 'keyboard press: codeCompletion accept function is Running'
               );
-              // setTimeout(() => {
-              //   void providerInvoke();
-              // }, 800);
               return true;
             }
           }
diff --git a/yarn.lock b/yarn.lock
index 4705c6414..f3be91c1b 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -41,45 +41,45 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/compat-data@npm:^7.22.6, @babel/compat-data@npm:^7.22.9":
-  version: 7.22.9
-  resolution: "@babel/compat-data@npm:7.22.9"
-  checksum: bed77d9044ce948b4327b30dd0de0779fa9f3a7ed1f2d31638714ed00229fa71fc4d1617ae0eb1fad419338d3658d0e9a5a083297451e09e73e078d0347ff808
+"@babel/compat-data@npm:^7.22.6, @babel/compat-data@npm:^7.22.9, @babel/compat-data@npm:^7.23.2":
+  version: 7.23.2
+  resolution: "@babel/compat-data@npm:7.23.2"
+  checksum: d8dc27437d40907b271161d4c88ffe72ccecb034c730deb1960a417b59a14d7c5ebca8cd80dd458a01cd396a7a329eb48cddcc3791b5a84da33d7f278f7bec6a
   languageName: node
   linkType: hard
 
 "@babel/core@npm:^7.0.0, @babel/core@npm:^7.10.2, @babel/core@npm:^7.11.6, @babel/core@npm:^7.12.3":
-  version: 7.22.17
-  resolution: "@babel/core@npm:7.22.17"
+  version: 7.23.2
+  resolution: "@babel/core@npm:7.23.2"
   dependencies:
     "@ampproject/remapping": ^2.2.0
     "@babel/code-frame": ^7.22.13
-    "@babel/generator": ^7.22.15
+    "@babel/generator": ^7.23.0
     "@babel/helper-compilation-targets": ^7.22.15
-    "@babel/helper-module-transforms": ^7.22.17
-    "@babel/helpers": ^7.22.15
-    "@babel/parser": ^7.22.16
+    "@babel/helper-module-transforms": ^7.23.0
+    "@babel/helpers": ^7.23.2
+    "@babel/parser": ^7.23.0
     "@babel/template": ^7.22.15
-    "@babel/traverse": ^7.22.17
-    "@babel/types": ^7.22.17
-    convert-source-map: ^1.7.0
+    "@babel/traverse": ^7.23.2
+    "@babel/types": ^7.23.0
+    convert-source-map: ^2.0.0
     debug: ^4.1.0
     gensync: ^1.0.0-beta.2
     json5: ^2.2.3
     semver: ^6.3.1
-  checksum: 355216a342d1b3952d7c040dd4c99ecef6b3501ba99a713703c1fec1ae73bc92a48a0c1234562bdbb4fd334b2e452f5a6c3bb282f0e613fa89e1518c91d1aea1
+  checksum: 003897718ded16f3b75632d63cd49486bf67ff206cc7ebd1a10d49e2456f8d45740910d5ec7e42e3faf0deec7a2e96b1a02e766d19a67a8309053f0d4e57c0fe
   languageName: node
   linkType: hard
 
-"@babel/generator@npm:^7.22.15, @babel/generator@npm:^7.7.2":
-  version: 7.22.15
-  resolution: "@babel/generator@npm:7.22.15"
+"@babel/generator@npm:^7.23.0, @babel/generator@npm:^7.7.2":
+  version: 7.23.0
+  resolution: "@babel/generator@npm:7.23.0"
   dependencies:
-    "@babel/types": ^7.22.15
+    "@babel/types": ^7.23.0
     "@jridgewell/gen-mapping": ^0.3.2
     "@jridgewell/trace-mapping": ^0.3.17
     jsesc: ^2.5.1
-  checksum: 5b2a3ccdc3634f6ea86e0a442722bcd430238369432d31f15b428a4ee8013c2f4f917b5b135bf4fc1d0a3e2f87f10fd4ce5d07955ecc2d3b9400a05c2a481374
+  checksum: 8efe24adad34300f1f8ea2add420b28171a646edc70f2a1b3e1683842f23b8b7ffa7e35ef0119294e1901f45bfea5b3dc70abe1f10a1917ccdfb41bed69be5f1
   languageName: node
   linkType: hard
 
@@ -146,9 +146,9 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/helper-define-polyfill-provider@npm:^0.4.2":
-  version: 0.4.2
-  resolution: "@babel/helper-define-polyfill-provider@npm:0.4.2"
+"@babel/helper-define-polyfill-provider@npm:^0.4.3":
+  version: 0.4.3
+  resolution: "@babel/helper-define-polyfill-provider@npm:0.4.3"
   dependencies:
     "@babel/helper-compilation-targets": ^7.22.6
     "@babel/helper-plugin-utils": ^7.22.5
@@ -157,24 +157,24 @@ __metadata:
     resolve: ^1.14.2
   peerDependencies:
     "@babel/core": ^7.4.0 || ^8.0.0-0 <8.0.0
-  checksum: 1f6dec0c5d0876d278fe15b71238eccc5f74c4e2efa2c78aaafa8bc2cc96336b8e68d94cd1a78497356c96e8b91b8c1f4452179820624d1702aee2f9832e6569
+  checksum: 5d21e3f47b320e4b5b644195ec405e7ebc3739e48e65899efc808c5fa9c3bf5b06ce0d8ff5246ca99d1411e368f4557bc66730196c5781a5c4e986ee703bee79
   languageName: node
   linkType: hard
 
-"@babel/helper-environment-visitor@npm:^7.22.5":
-  version: 7.22.5
-  resolution: "@babel/helper-environment-visitor@npm:7.22.5"
-  checksum: 248532077d732a34cd0844eb7b078ff917c3a8ec81a7f133593f71a860a582f05b60f818dc5049c2212e5baa12289c27889a4b81d56ef409b4863db49646c4b1
+"@babel/helper-environment-visitor@npm:^7.22.20, @babel/helper-environment-visitor@npm:^7.22.5":
+  version: 7.22.20
+  resolution: "@babel/helper-environment-visitor@npm:7.22.20"
+  checksum: d80ee98ff66f41e233f36ca1921774c37e88a803b2f7dca3db7c057a5fea0473804db9fb6729e5dbfd07f4bed722d60f7852035c2c739382e84c335661590b69
   languageName: node
   linkType: hard
 
-"@babel/helper-function-name@npm:^7.22.5":
-  version: 7.22.5
-  resolution: "@babel/helper-function-name@npm:7.22.5"
+"@babel/helper-function-name@npm:^7.22.5, @babel/helper-function-name@npm:^7.23.0":
+  version: 7.23.0
+  resolution: "@babel/helper-function-name@npm:7.23.0"
   dependencies:
-    "@babel/template": ^7.22.5
-    "@babel/types": ^7.22.5
-  checksum: 6b1f6ce1b1f4e513bf2c8385a557ea0dd7fa37971b9002ad19268ca4384bbe90c09681fe4c076013f33deabc63a53b341ed91e792de741b4b35e01c00238177a
+    "@babel/template": ^7.22.15
+    "@babel/types": ^7.23.0
+  checksum: e44542257b2d4634a1f979244eb2a4ad8e6d75eb6761b4cfceb56b562f7db150d134bc538c8e6adca3783e3bc31be949071527aa8e3aab7867d1ad2d84a26e10
   languageName: node
   linkType: hard
 
@@ -187,12 +187,12 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/helper-member-expression-to-functions@npm:^7.22.15, @babel/helper-member-expression-to-functions@npm:^7.22.5":
-  version: 7.22.15
-  resolution: "@babel/helper-member-expression-to-functions@npm:7.22.15"
+"@babel/helper-member-expression-to-functions@npm:^7.22.15":
+  version: 7.23.0
+  resolution: "@babel/helper-member-expression-to-functions@npm:7.23.0"
   dependencies:
-    "@babel/types": ^7.22.15
-  checksum: c7c5d01c402dd8902c2ec3093f203ed0fc3bc5f669328a084d2e663c4c06dd0415480ee8220c6f96ba9b2dc49545c0078f221fc3900ab1e65de69a12fe7b361f
+    "@babel/types": ^7.23.0
+  checksum: 494659361370c979ada711ca685e2efe9460683c36db1b283b446122596602c901e291e09f2f980ecedfe6e0f2bd5386cb59768285446530df10c14df1024e75
   languageName: node
   linkType: hard
 
@@ -205,18 +205,18 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/helper-module-transforms@npm:^7.22.15, @babel/helper-module-transforms@npm:^7.22.17, @babel/helper-module-transforms@npm:^7.22.5, @babel/helper-module-transforms@npm:^7.22.9":
-  version: 7.22.17
-  resolution: "@babel/helper-module-transforms@npm:7.22.17"
+"@babel/helper-module-transforms@npm:^7.22.5, @babel/helper-module-transforms@npm:^7.23.0":
+  version: 7.23.0
+  resolution: "@babel/helper-module-transforms@npm:7.23.0"
   dependencies:
-    "@babel/helper-environment-visitor": ^7.22.5
+    "@babel/helper-environment-visitor": ^7.22.20
     "@babel/helper-module-imports": ^7.22.15
     "@babel/helper-simple-access": ^7.22.5
     "@babel/helper-split-export-declaration": ^7.22.6
-    "@babel/helper-validator-identifier": ^7.22.15
+    "@babel/helper-validator-identifier": ^7.22.20
   peerDependencies:
     "@babel/core": ^7.0.0
-  checksum: 458021c74093e66179765fcc9d1c1cb694f7bdf98656f23486901d35636495c38aab4661547fac2142e13d887987d1ea30cc9fe42968376a51a99bcd207b4989
+  checksum: 6e2afffb058cf3f8ce92f5116f710dda4341c81cfcd872f9a0197ea594f7ce0ab3cb940b0590af2fe99e60d2e5448bfba6bca8156ed70a2ed4be2adc8586c891
   languageName: node
   linkType: hard
 
@@ -236,29 +236,29 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/helper-remap-async-to-generator@npm:^7.22.5, @babel/helper-remap-async-to-generator@npm:^7.22.9":
-  version: 7.22.17
-  resolution: "@babel/helper-remap-async-to-generator@npm:7.22.17"
+"@babel/helper-remap-async-to-generator@npm:^7.22.20, @babel/helper-remap-async-to-generator@npm:^7.22.5":
+  version: 7.22.20
+  resolution: "@babel/helper-remap-async-to-generator@npm:7.22.20"
   dependencies:
     "@babel/helper-annotate-as-pure": ^7.22.5
-    "@babel/helper-environment-visitor": ^7.22.5
-    "@babel/helper-wrap-function": ^7.22.17
+    "@babel/helper-environment-visitor": ^7.22.20
+    "@babel/helper-wrap-function": ^7.22.20
   peerDependencies:
     "@babel/core": ^7.0.0
-  checksum: 59307e623d00b6f5fa7f974e29081b2243e3f7bc3a89df331e8c1f8815d83f97bd092404a28b8bef5299028e3259450b5a943f34e1b32c7c55350436d218ab13
+  checksum: 2fe6300a6f1b58211dffa0aed1b45d4958506d096543663dba83bd9251fe8d670fa909143a65b45e72acb49e7e20fbdb73eae315d9ddaced467948c3329986e7
   languageName: node
   linkType: hard
 
 "@babel/helper-replace-supers@npm:^7.22.5, @babel/helper-replace-supers@npm:^7.22.9":
-  version: 7.22.9
-  resolution: "@babel/helper-replace-supers@npm:7.22.9"
+  version: 7.22.20
+  resolution: "@babel/helper-replace-supers@npm:7.22.20"
   dependencies:
-    "@babel/helper-environment-visitor": ^7.22.5
-    "@babel/helper-member-expression-to-functions": ^7.22.5
+    "@babel/helper-environment-visitor": ^7.22.20
+    "@babel/helper-member-expression-to-functions": ^7.22.15
     "@babel/helper-optimise-call-expression": ^7.22.5
   peerDependencies:
     "@babel/core": ^7.0.0
-  checksum: d41471f56ff2616459d35a5df1900d5f0756ae78b1027040365325ef332d66e08e3be02a9489756d870887585ff222403a228546e93dd7019e19e59c0c0fe586
+  checksum: a0008332e24daedea2e9498733e3c39b389d6d4512637e000f96f62b797e702ee24a407ccbcd7a236a551590a38f31282829a8ef35c50a3c0457d88218cae639
   languageName: node
   linkType: hard
 
@@ -296,10 +296,10 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/helper-validator-identifier@npm:^7.22.15, @babel/helper-validator-identifier@npm:^7.22.5":
-  version: 7.22.15
-  resolution: "@babel/helper-validator-identifier@npm:7.22.15"
-  checksum: eb0bee4bda664c0959924bc1ad5611eacfce806f46612202dd164fef1df8fef1a11682a1e7615288987100e9fb304982b6e2a4ff07ffe842ab8765b95ed1118c
+"@babel/helper-validator-identifier@npm:^7.22.20":
+  version: 7.22.20
+  resolution: "@babel/helper-validator-identifier@npm:7.22.20"
+  checksum: 136412784d9428266bcdd4d91c32bcf9ff0e8d25534a9d94b044f77fe76bc50f941a90319b05aafd1ec04f7d127cd57a179a3716009ff7f3412ef835ada95bdc
   languageName: node
   linkType: hard
 
@@ -310,45 +310,45 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/helper-wrap-function@npm:^7.22.17":
-  version: 7.22.17
-  resolution: "@babel/helper-wrap-function@npm:7.22.17"
+"@babel/helper-wrap-function@npm:^7.22.20":
+  version: 7.22.20
+  resolution: "@babel/helper-wrap-function@npm:7.22.20"
   dependencies:
     "@babel/helper-function-name": ^7.22.5
     "@babel/template": ^7.22.15
-    "@babel/types": ^7.22.17
-  checksum: 95328b508049b6edd9cadd2ac89b4d4812ebdfa54a2ae77791939d795d88d561b31fd3669eea5d13558372cf2422eda05177d7f742690b5023c712bc3f0aec8e
+    "@babel/types": ^7.22.19
+  checksum: 221ed9b5572612aeb571e4ce6a256f2dee85b3c9536f1dd5e611b0255e5f59a3d0ec392d8d46d4152149156a8109f92f20379b1d6d36abb613176e0e33f05fca
   languageName: node
   linkType: hard
 
-"@babel/helpers@npm:^7.22.15":
-  version: 7.22.15
-  resolution: "@babel/helpers@npm:7.22.15"
+"@babel/helpers@npm:^7.23.2":
+  version: 7.23.2
+  resolution: "@babel/helpers@npm:7.23.2"
   dependencies:
     "@babel/template": ^7.22.15
-    "@babel/traverse": ^7.22.15
-    "@babel/types": ^7.22.15
-  checksum: 49f61a93cbae4df3328bda67af5db743fead659ae4242571226c3596b7df78546189cdf991fed1eca33b559de8abf396a90a001f474a1bab351418f07b7ae6ef
+    "@babel/traverse": ^7.23.2
+    "@babel/types": ^7.23.0
+  checksum: aaf4828df75ec460eaa70e5c9f66e6dadc28dae3728ddb7f6c13187dbf38030e142194b83d81aa8a31bbc35a5529a5d7d3f3cf59d5d0b595f5dd7f9d8f1ced8e
   languageName: node
   linkType: hard
 
 "@babel/highlight@npm:^7.10.4, @babel/highlight@npm:^7.22.13":
-  version: 7.22.13
-  resolution: "@babel/highlight@npm:7.22.13"
+  version: 7.22.20
+  resolution: "@babel/highlight@npm:7.22.20"
   dependencies:
-    "@babel/helper-validator-identifier": ^7.22.5
+    "@babel/helper-validator-identifier": ^7.22.20
     chalk: ^2.4.2
     js-tokens: ^4.0.0
-  checksum: 7266d2bff8aa8fc78eb65b6e92a8211e12897a731126a282d2f9bb50d8fcaa4c1b02af2284f990ac7e3ab8d892d448a2cab8f5ed0ea8a90bce2c025b11ebe802
+  checksum: 84bd034dca309a5e680083cd827a766780ca63cef37308404f17653d32366ea76262bd2364b2d38776232f2d01b649f26721417d507e8b4b6da3e4e739f6d134
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+    convert-source-map: ^2.0.0
+  checksum: 5d592ab3d186b386065dace8e01c543a922a904b3cfac39667de172455a6b3d0e8e1401574fecb8a12092ad0809b5a8fd15f1cc14d0666139a1bb77cd6ac2cf8
   languageName: node
   linkType: hard
 
@@ -15983,10 +16001,10 @@ __metadata:
   languageName: node
   linkType: hard
 
-"vscode-jsonrpc@npm:8.1.0, vscode-jsonrpc@npm:^8.0.2":
-  version: 8.1.0
-  resolution: "vscode-jsonrpc@npm:8.1.0"
-  checksum: 8980037cc0014802e6ac1e5dfcff9a65e8292727096dfd23c92d2039c0c45de74a00d6ee06938cf1a671286dd8258a5f418cf048c26ad0fcb0c44f96c9e0f278
+"vscode-jsonrpc@npm:8.2.0, vscode-jsonrpc@npm:^8.0.2":
+  version: 8.2.0
+  resolution: "vscode-jsonrpc@npm:8.2.0"
+  checksum: f302a01e59272adc1ae6494581fa31c15499f9278df76366e3b97b2236c7c53ebfc71efbace9041cfd2caa7f91675b9e56f2407871a1b3c7f760a2e2ee61484a
   languageName: node
   linkType: hard
 
@@ -15998,19 +16016,19 @@ __metadata:
   linkType: hard
 
 "vscode-languageserver-protocol@npm:^3.17.0":
-  version: 3.17.3
-  resolution: "vscode-languageserver-protocol@npm:3.17.3"
+  version: 3.17.5
+  resolution: "vscode-languageserver-protocol@npm:3.17.5"
   dependencies:
-    vscode-jsonrpc: 8.1.0
-    vscode-languageserver-types: 3.17.3
-  checksum: ffea508b2efd7f4853f1cef5e5eac58672f0ae71a9ec275ad37a4a2a24cdc3ff023f941e759951aee01c79da3f3279f10e034f19d875f081eb387181241bd836
+    vscode-jsonrpc: 8.2.0
+    vscode-languageserver-types: 3.17.5
+  checksum: dfb42d276df5dfea728267885b99872ecff62f6c20448b8539fae71bb196b420f5351c5aca7c1047bf8fb1f89fa94a961dce2bc5bf7e726198f4be0bb86a1e71
   languageName: node
   linkType: hard
 
-"vscode-languageserver-types@npm:3.17.3":
-  version: 3.17.3
-  resolution: "vscode-languageserver-types@npm:3.17.3"
-  checksum: fbc8221297261f659a6482875ff2a419dc9d55965dc53745797da569ff9f819cd832e6f2699017baadd946548bbfe212e3f6971f3d960f12dc0ee9c629dacc07
+"vscode-languageserver-types@npm:3.17.5":
+  version: 3.17.5
+  resolution: "vscode-languageserver-types@npm:3.17.5"
+  checksum: 79b420e7576398d396579ca3a461c9ed70e78db4403cd28bbdf4d3ed2b66a2b4114031172e51fad49f0baa60a2180132d7cb2ea35aa3157d7af3c325528210ac
   languageName: node
   linkType: hard
 
@@ -16144,12 +16162,13 @@ __metadata:
   linkType: hard
 
 "webpack-merge@npm:^5.7.3, webpack-merge@npm:^5.8.0":
-  version: 5.9.0
-  resolution: "webpack-merge@npm:5.9.0"
+  version: 5.10.0
+  resolution: "webpack-merge@npm:5.10.0"
   dependencies:
     clone-deep: ^4.0.1
+    flat: ^5.0.2
     wildcard: ^2.0.0
-  checksum: 64fe2c23aacc5f19684452a0e84ec02c46b990423aee6fcc5c18d7d471155bd14e9a6adb02bd3656eb3e0ac2532c8e97d69412ad14c97eeafe32fa6d10050872
+  checksum: 1fe8bf5309add7298e1ac72fb3f2090e1dfa80c48c7e79fa48aa60b5961332c7d0d61efa8851acb805e6b91a4584537a347bc106e05e9aec87fa4f7088c62f2f
   languageName: node
   linkType: hard
 
@@ -16171,8 +16190,8 @@ __metadata:
   linkType: hard
 
 "webpack@npm:^5.76.1":
-  version: 5.88.2
-  resolution: "webpack@npm:5.88.2"
+  version: 5.89.0
+  resolution: "webpack@npm:5.89.0"
   dependencies:
     "@types/eslint-scope": ^3.7.3
     "@types/estree": ^1.0.0
@@ -16203,7 +16222,7 @@ __metadata:
       optional: true
   bin:
     webpack: bin/webpack.js
-  checksum: 79476a782da31a21f6dd38fbbd06b68da93baf6a62f0d08ca99222367f3b8668f5a1f2086b7bb78e23172e31fa6df6fa7ab09b25e827866c4fc4dc2b30443ce2
+  checksum: 43fe0dbc30e168a685ef5a86759d5016a705f6563b39a240aa00826a80637d4a3deeb8062e709d6a4b05c63e796278244c84b04174704dc4a37bedb0f565c5ed
   languageName: node
   linkType: hard
 
@@ -16274,16 +16293,16 @@ __metadata:
   languageName: node
   linkType: hard
 
-"which-typed-array@npm:^1.1.10, which-typed-array@npm:^1.1.11":
-  version: 1.1.11
-  resolution: "which-typed-array@npm:1.1.11"
+"which-typed-array@npm:^1.1.11, which-typed-array@npm:^1.1.13":
+  version: 1.1.13
+  resolution: "which-typed-array@npm:1.1.13"
   dependencies:
     available-typed-arrays: ^1.0.5
-    call-bind: ^1.0.2
+    call-bind: ^1.0.4
     for-each: ^0.3.3
     gopd: ^1.0.1
     has-tostringtag: ^1.0.0
-  checksum: 711ffc8ef891ca6597b19539075ec3e08bb9b4c2ca1f78887e3c07a977ab91ac1421940505a197758fb5939aa9524976d0a5bbcac34d07ed6faa75cedbb17206
+  checksum: 3828a0d5d72c800e369d447e54c7620742a4cc0c9baf1b5e8c17e9b6ff90d8d861a3a6dd4800f1953dbf80e5e5cec954a289e5b4a223e3bee4aeb1f8c5f33309
   languageName: node
   linkType: hard
 
@@ -16486,8 +16505,8 @@ __metadata:
   linkType: hard
 
 "ws@npm:^8.11.0":
-  version: 8.14.1
-  resolution: "ws@npm:8.14.1"
+  version: 8.14.2
+  resolution: "ws@npm:8.14.2"
   peerDependencies:
     bufferutil: ^4.0.1
     utf-8-validate: ">=5.0.2"
@@ -16496,7 +16515,7 @@ __metadata:
       optional: true
     utf-8-validate:
       optional: true
-  checksum: 9e310be2b0ff69e1f87d8c6d093ecd17a1ed4c37f281d17c35e8c30e2bd116401775b3d503249651374e6e0e1e9905db62fff096b694371c77561aee06bc3466
+  checksum: 3ca0dad26e8cc6515ff392b622a1467430814c463b3368b0258e33696b1d4bed7510bc7030f7b72838b9fdeb8dbd8839cbf808367d6aae2e1d668ce741d4308b
   languageName: node
   linkType: hard
 
@@ -16541,11 +16560,13 @@ __metadata:
   linkType: hard
 
 "y-protocols@npm:^1.0.5":
-  version: 1.0.5
-  resolution: "y-protocols@npm:1.0.5"
+  version: 1.0.6
+  resolution: "y-protocols@npm:1.0.6"
   dependencies:
-    lib0: ^0.2.42
-  checksum: d19404a4ebafcf3761c28b881abe8c32ab6e457db0e5ffc7dbb749cbc2c3bb98e003a43f3e8eba7f245b2698c76f2c4cdd1c2db869f8ec0c6ef94736d9a88652
+    lib0: ^0.2.85
+  peerDependencies:
+    yjs: ^13.0.0
+  checksum: 4b57c8811befcf2e45c3d47830005f8a33e626c734f78a42fe8a4fa3caad2233ba85a7c8bceefbd52ffc40130d3f3faee664fd0d1c324ff1fa8817a056ccdc1c
   languageName: node
   linkType: hard
 
@@ -16652,11 +16673,11 @@ __metadata:
   linkType: hard
 
 "yjs@npm:^13.5.17, yjs@npm:^13.5.40":
-  version: 13.6.7
-  resolution: "yjs@npm:13.6.7"
+  version: 13.6.8
+  resolution: "yjs@npm:13.6.8"
   dependencies:
     lib0: ^0.2.74
-  checksum: 8e89257c8b565ab97cf3354fca2ce0b6bc3d1abe90b9d45a218a94b35da372c88d2411b353ed8ca03a6619004c4da76c96f7c203c38506c3758c9f8c1a730ca4
+  checksum: a2a6fd17a2cce6461b64bedd69f66845b9dfd4702e285be0b5e382840337232e54ba5cf5d48f871263074de625d3902d17ab8a1766695af3fc05a0b4da8d95e0
   languageName: node
   linkType: hard
 

From c8e6ddb6e93c969a4e4c7d8368fef79a985dd440 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Thu, 26 Oct 2023 16:53:20 +0800
Subject: [PATCH 59/66] Animations now also exist on automatic requests

---
 .../src/bigcode-Inline-completion-provider.ts | 75 ++++++++++++-------
 yarn.lock                                     |  4 +-
 2 files changed, 50 insertions(+), 29 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
index 5b21e0c2d..be42aa996 100644
--- a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
+++ b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
@@ -4,7 +4,8 @@ import {
   IInlineCompletionContext,
   IInlineCompletionItem,
   IInlineCompletionList,
-  IInlineCompletionProvider
+  IInlineCompletionProvider,
+  InlineCompletionTriggerKind
 } from '@jupyterlab/completer';
 import { NotebookPanel } from '@jupyterlab/notebook';
 import { nullTranslator, TranslationBundle } from '@jupyterlab/translation';
@@ -37,6 +38,7 @@ export class BigcodeInlineCompletionProvider
     cellCode: ''
   };
   private _requesting = false;
+  private _requestMode: InlineCompletionTriggerKind = 0;
   private _streamStop = false;
   private _finish = false;
   private _timeoutId: number | null = null;
@@ -112,6 +114,7 @@ export class BigcodeInlineCompletionProvider
 
     if (prompt) {
       this.setRequestFinish(true);
+      this._requestMode = 0;
       this._lastRequestInfo = {
         insertText: '',
         cellCode: request.text.slice(0, request.offset)
@@ -166,22 +169,23 @@ export class BigcodeInlineCompletionProvider
         }
 
         const result = await this.simulateSingleRequest(prompt);
-
+        console.debug(result);
         if (result === '<debounce>') {
           return { items: [] };
-        } else {
+        }
+
+        if (result === '<auto_stream>') {
           this._lastRequestInfo = {
-            insertText: result,
+            insertText: '',
             cellCode: currentRoundCellCodeText
           };
-
-          this.setRequestFinish(false);
-
+          this._requestMode = 1;
           return {
             items: [
               {
-                isIncomplete: false,
-                insertText: result
+                token: prompt,
+                isIncomplete: true,
+                insertText: ''
               }
             ]
           };
@@ -255,7 +259,8 @@ export class BigcodeInlineCompletionProvider
         if (this._callCounter === currentCallCount && !this._requesting) {
           this._callCounter = 0;
           this._requesting = true;
-          resolve('"""This is the result of a simulated automatic request"""');
+          // resolve('"""This is the result of a simulated automatic request"""');
+          resolve('<auto_stream>');
           this._timeoutId = null;
         } else {
           resolve('<debounce>');
@@ -267,37 +272,53 @@ export class BigcodeInlineCompletionProvider
   async *stream(
     token: string
   ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
-    const testResultText =
-      '_world():\n    print("Hello World!")\nhello_world()';
     this._requesting = true;
-    for (let i = 1; i <= testResultText.length; i++) {
-      await this.delay(25);
 
-      if (this._streamStop) {
-        console.debug('_streamStop');
-        this.setRequestFinish(false);
+    if (this._requestMode === 0) {
+      const testResultText =
+        '_world():\n    print("Hello World!")\nhello_world()';
+      for (let i = 1; i <= testResultText.length; i++) {
+        await this.delay(25);
+
+        if (this._streamStop) {
+          console.debug('_streamStop');
+          this.setRequestFinish(false);
+
+          yield {
+            response: {
+              isIncomplete: false,
+              insertText: this._lastRequestInfo.insertText
+            }
+          };
+          return;
+        }
+
+        const insertChar = testResultText.slice(i - 1, i);
+        this._lastRequestInfo.insertText += insertChar;
 
         yield {
           response: {
-            isIncomplete: false,
+            isIncomplete: i !== testResultText.length - 1,
             insertText: this._lastRequestInfo.insertText
           }
         };
-        return;
       }
-
-      const insertChar = testResultText.slice(i - 1, i);
-      this._lastRequestInfo.insertText += insertChar;
-
+      this.setRequestFinish(false);
+    } else if (this._requestMode === 1) {
+      await this.delay(1000);
+      const insertText =
+        '"""This is the result of a simulated automatic request"""';
+      this._lastRequestInfo.insertText = insertText;
       yield {
         response: {
-          isIncomplete: i !== testResultText.length - 1,
-          insertText: this._lastRequestInfo.insertText
+          token,
+          isIncomplete: false,
+          insertText: insertText
         }
       };
+      this.setRequestFinish(false);
+      return;
     }
-
-    this.setRequestFinish(false);
   }
 
   // async *stream(
diff --git a/yarn.lock b/yarn.lock
index f3be91c1b..cfa19f93c 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -2755,7 +2755,7 @@ __metadata:
 
 "@jupyterlab/completer@file:../../../jupyterlab/packages/completer::locator=%40jupyter-ai%2Fcore%40workspace%3Apackages%2Fjupyter-ai":
   version: 4.1.0-alpha.2
-  resolution: "@jupyterlab/completer@file:../../../jupyterlab/packages/completer#../../../jupyterlab/packages/completer::hash=eb1d7b&locator=%40jupyter-ai%2Fcore%40workspace%3Apackages%2Fjupyter-ai"
+  resolution: "@jupyterlab/completer@file:../../../jupyterlab/packages/completer#../../../jupyterlab/packages/completer::hash=9b45e2&locator=%40jupyter-ai%2Fcore%40workspace%3Apackages%2Fjupyter-ai"
   dependencies:
     "@codemirror/state": ^6.2.0
     "@codemirror/view": ^6.9.6
@@ -2777,7 +2777,7 @@ __metadata:
     "@lumino/messaging": ^2.0.1
     "@lumino/signaling": ^2.1.2
     "@lumino/widgets": ^2.3.1-alpha.0
-  checksum: 50d69b1c18e8f51b7abbcef78a548134dc9d7acee008ba350f47b328b6198484118f6017c33e1cceb2372e3fc689719991c325bd48586d16a81bb021bdc19b7d
+  checksum: 7403b41c82007202e83f17d8dbd24c005eee45921dc0fa69bffc4657317f43d3e65c480590e5d408ea91f46a734452b206a1f8f0510d495a7927ff7b562380ed
   languageName: node
   linkType: hard
 

From dc40985732fa011601f07b792d80b2f9d0384762 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Sun, 29 Oct 2023 19:57:56 +0800
Subject: [PATCH 60/66] Remove DEVELOP.md

---
 DEVELOP.md | 79 ------------------------------------------------------
 1 file changed, 79 deletions(-)
 delete mode 100644 DEVELOP.md

diff --git a/DEVELOP.md b/DEVELOP.md
deleted file mode 100644
index ff7ce6a8f..000000000
--- a/DEVELOP.md
+++ /dev/null
@@ -1,79 +0,0 @@
-# Debug / Install
-
-## Clone
-Both projects must be in the same directory
-
-```shell
-# jupyterlab
-git clone git@github.com:krassowski/jupyterlab.git
-cd jupyterlab
-git checkout inline-completion-api
-```
-
-```shell
-# jupyter-ai-bigcode-code-completion
-git clone git@github.com:Wzixiao/jupyter-ai-bigcode-code-completion.git
-cd jupyter-ai-bigcode-code-completion
-git checkout inline-api-shortcut
-```
-
-## Install
-You must execute the first one before executing the second one.
-
-And the two projects must be in the same virtual environment.
-
-```shell
-# jupyterlab
-cd jupyterlab
-pip install -e ".[dev,test]"
-jlpm install
-jlpm run build  # Build the dev mode assets (optional)
-```
-
-```shell
-# jupyter-ai-bigcode-code-completion
-cd jupyter-ai-bigcode-code-completion
-./script/shell.sh
-```
-
-## Start up
-
-```shell
-# jupyterlab
-cd jupyterlab
-jupyter lab --dev-mode --watch --extensions-in-dev-mode
-```
-
-## Debug / Develop
-
-```shell
-# jupyter-ai-bigcode-code-completion
-npm run watch
-```
-
-
-# Develop document
-
-## Key Press
-The handling of key presses is achieved by adding keyboard event handlers to the **CodeMirror** instance object of a cell when switching between cells. The reason for using this approach:
-It allows selective triggering of the original functions based on the key pressed by the user. Adding keyboard responses to general DOM often can't achieve this.
-
-## Completion
-When loading the extension, it fetches **ICompletionProviderManager** as well as my own implementation of **BigcodeInlineCompletionProvider**.
-
-When the user presses the request shortcut key, the **invoke** function of **ICompletionProviderManager** is triggered, pressing enter will trigger the **accept** function.
-
-The reason for exposing **BigcodeInlineCompletionProvider**:
-We need some variables to complete the overall logic, such as:
-
-1. When the stream is ongoing, and the user presses a character that matches what the LLM service provider returns, the stream is terminated and returns the insert_text filtered based on user input.
-2. When the stream is ongoing and the user presses the shortcut key (Enter) that triggers the accept function, we need to terminate this request. Additionally, we require variables from **BigcodeInlineCompletionProvider** to determine whether to accept. If the user isn't making a llm request, then it retains the keyboard's original function.
-
-
-When automatic requests are triggered (i.e., context.triggerKind === 1):
-
-If the stream is ongoing, it will terminate the stream and return an item that has undergone filtering. If the stream is not ongoing, it returns an empty array.
-
-## Network request
-For now, the requests are sent directly from the front end to the LLM server. Should we integrate this into the Bigcode backend server? (To improve user experience, the token needs to be securely stored.)
-

From b5a0ada1e2dd79481c070cbffa44c570c5ca524f Mon Sep 17 00:00:00 2001
From: Ran <90966139+Wzixiao@users.noreply.github.com>
Date: Wed, 1 Nov 2023 00:56:55 +0800
Subject: [PATCH 61/66] Mock request (#27)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Add E2E tests (#350)

* add basic e2e testing setup

* adjust execute test step name

* test sidebar chat icon, add testing class

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add sidebar snapshot

* test chat sidepanel, extend helper class

* adjust welcome message test, add snapshot

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* adjust naming

* removeempty line

* move ui-tests to packages/jupyter-ai/

* update e2e ci workflow for ui-tests folder move

* update ui-tests folder location for yarn.lock hash

* run lint locally

* Add "Update Playwright Snapshots" CI workflow

* change if clause

* specify npm client

* remove report and artifact specifiers

* Update README.md to have correct commands and folders

* update e2e/integration test README

* Add Integration / E2E testing section to the docs

* update wording of docs on snapshots

* Ignore all non-linux snapshots

* Update packages/jupyter-ai/ui-tests/README.md

Co-authored-by: Piyush Jain <piyushjain@duck.com>

* remove cd command that would return users back to root

* remove cd ../../../

* Remove repeating setup instructions

* Add suggestion to generate snapshots before the 1st run

* remove unnecessary link anchor

* remove rudimentary jlpm build

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piyush Jain <piyushjain@duck.com>

* Adds chat anthropic provider, new models (#391)

* Adds chat anthropic provider, new models

* Added docs for anthropic chat

* Upgraded LangChain, fixed prompts for Bedrock

* Updated docs for bedrock-chat

* Added bedrock embeddings, refactored chat vs reg models

* Fixed magics

* Removed unused import

* Updated provider list.

Added bedrock and bedrock-chat to provider list.

* Publish 2.3.0

SHA256 hashes:

jupyter-ai-core-2.3.0.tgz: 8f37fe0f15b6f09b2eeb649ac972d2749427ed3668a03ffae9cf5b5f8f37a8ce

jupyter_ai-2.3.0-py3-none-any.whl: 09e264c40f05ef34cd188dd5804d22afe43a91e4c82ed729428377bd5c581263

jupyter_ai-2.3.0.tar.gz: 8ce44b88528195e6de1f9086994d68731b1dbbc03f0e8709baf5a8819c254462

jupyter_ai_magics-2.3.0-py3-none-any.whl: 714cf33746c121ef2b5d5c45b4460e690d6815b306a3f5f7224008866e794602

jupyter_ai_magics-2.3.0.tar.gz: 37554e53d3576a6c8938e5812764efe7749dfeda2f47d5e551111d2f6d8a5c48

* [pre-commit.ci] pre-commit autoupdate (#344)

updates:
- [github.com/pre-commit/pre-commit-hooks: v4.4.0 → v4.5.0](https://github.com/pre-commit/pre-commit-hooks/compare/v4.4.0...v4.5.0)
- [github.com/psf/black: 23.7.0 → 23.9.1](https://github.com/psf/black/compare/23.7.0...23.9.1)
- [github.com/asottile/pyupgrade: v3.10.1 → v3.15.0](https://github.com/asottile/pyupgrade/compare/v3.10.1...v3.15.0)
- [github.com/sirosen/check-jsonschema: 0.23.3 → 0.27.0](https://github.com/sirosen/check-jsonschema/compare/0.23.3...0.27.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Add key completion code completion

* Add developer readme

* Fix the bug of remote call not using stram

* Comment out useless methods and improve development documentation

* Updates for more stable generate feature

* Refactored generate for better stability with all providers/models.

* Upgraded LangChain to 0.0.318

* Updated to use memory instead of chat history, fix for Bedrock Anthropic

* Optimize code naming

* Fixed the issue where enter would intercept automatic requests

* Fixed the issue where enter fails when pressing the ghost text to start.

* Allow to define block and allow lists for providers (#415)

* Allow to block or allow-list providers by id

* Add tests for block/allow-lists

* Fix "No language model is associated with" issue

This was appearing because the models which are blocked were not
returned (correctly!) but the previous validation logic did not
know that sometimes models may be missing for a valid reason even
if there are existing settings for these.

* Add docs for allow listing and block listing providers

* Updated docs

* Added an intro block to docs

* Updated the docs

---------

Co-authored-by: Piyush Jain <piyushjain@duck.com>

* Publish 2.4.0

SHA256 hashes:

jupyter-ai-core-2.4.0.tgz: 04773e2b888853cd1c27785ac3c8434226e9a279a2fd253962cb20e5e9f72c1d

jupyter_ai-2.4.0-py3-none-any.whl: a5880cc108a107c746935d7eaa2513dffa29d2812e6628fd22a972a97aba4e2a

jupyter_ai-2.4.0.tar.gz: 0d065b18f4985fb726010e76d9c6059932e21327ea2951ccaa18b6e7b5189240

jupyter_ai_magics-2.4.0-py3-none-any.whl: 585bd960ac5c254e28ea165db840276883155a0a720720aa850e3272edc2001e

jupyter_ai_magics-2.4.0.tar.gz: 2cdfb1e084aad46cdbbfb4eed64b4e7abc96ad7fde31da2ddb6899225dfa0684

* Complete autocomplete

* Animations now also exist on automatic requests

* Remove DEVELOP.md

* Added toggle for selecting mock tests

* Make the code neater

---------

Co-authored-by: Andrii Ieroshenko <aieroshe@amazon.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Piyush Jain <piyushjain@duck.com>
Co-authored-by: dlqqq <dlqqq@users.noreply.github.com>
Co-authored-by: cjq <1401875340@qq.com>
Co-authored-by: Michał Krassowski <5832902+krassowski@users.noreply.github.com>
Co-authored-by: 3coins <3coins@users.noreply.github.com>
---
 .github/workflows/e2e-tests.yml               |    59 +
 .github/workflows/update-snapshots.yml        |    52 +
 .pre-commit-config.yaml                       |     8 +-
 CHANGELOG.md                                  |    68 +-
 docs/source/contributors/index.md             |    35 +
 docs/source/users/index.md                    |    35 +
 lerna.json                                    |     2 +-
 package-lock.json                             | 19822 ++++++++++++++++
 package.json                                  |     2 +-
 .../jupyter_ai_magics/__init__.py             |     3 +
 .../jupyter_ai_magics/embedding_providers.py  |    20 +-
 .../jupyter_ai_magics/magics.py               |    15 +-
 .../jupyter_ai_magics/providers.py            |   104 +-
 .../jupyter_ai_magics/tests/test_utils.py     |    34 +
 .../jupyter_ai_magics/utils.py                |    32 +-
 packages/jupyter-ai-magics/package.json       |     2 +-
 packages/jupyter-ai-magics/pyproject.toml     |     7 +-
 packages/jupyter-ai/.gitignore                |     4 +
 .../jupyter_ai/chat_handlers/ask.py           |    30 +-
 .../jupyter_ai/chat_handlers/base.py          |     1 +
 .../jupyter_ai/chat_handlers/default.py       |    40 +-
 .../jupyter_ai/chat_handlers/generate.py      |   115 +-
 .../jupyter_ai/chat_handlers/learn.py         |     2 +-
 .../jupyter-ai/jupyter_ai/config_manager.py   |    15 +
 packages/jupyter-ai/jupyter_ai/extension.py   |    30 +-
 .../jupyter_ai/tests/test_config_manager.py   |     2 +
 .../jupyter_ai/tests/test_extension.py        |    39 +
 packages/jupyter-ai/package.json              |     3 +-
 packages/jupyter-ai/pyproject.toml            |     3 +-
 .../src/bigcode-Inline-completion-provider.ts |   431 +
 .../src/bigcode/bigcode-code-completion.ts    |   188 -
 .../src/components/bigcode-settings.tsx       |    17 +-
 .../components/settings/existing-api-keys.tsx |     2 +-
 .../contexts/code-completion-context-store.ts |    23 +-
 packages/jupyter-ai/src/index.ts              |    56 +-
 ...andler.ts => inline-completion-handler.ts} |    81 +-
 packages/jupyter-ai/src/utils/animation.ts    |    79 -
 .../jupyter-ai/src/utils/bigcode-request.ts   |   215 +-
 packages/jupyter-ai/src/utils/cell-context.ts |   110 +-
 .../jupyter-ai/src/utils/cell-modification.ts |   195 -
 packages/jupyter-ai/src/utils/instance.ts     |     4 +-
 packages/jupyter-ai/ui-tests/README.md        |    86 +-
 .../ui-tests/jupyter_server_test_config.py    |    12 +-
 packages/jupyter-ai/ui-tests/package.json     |    11 +-
 .../ui-tests/tests/helpers/AIHelper.ts        |    68 +
 .../ui-tests/tests/jupyter-ai.spec.ts         |    29 +
 .../chat-welcome-message-linux.png            |   Bin 0 -> 16744 bytes
 .../sidebar-linux.png                         |   Bin 0 -> 2246 bytes
 .../ui-tests/tests/jupyter_ai.spec.ts         |    21 -
 packages/jupyter-ai/ui-tests/yarn.lock        |  4363 ++++
 yarn.lock                                     |  3077 +--
 51 files changed, 27415 insertions(+), 2237 deletions(-)
 create mode 100644 .github/workflows/e2e-tests.yml
 create mode 100644 .github/workflows/update-snapshots.yml
 create mode 100644 package-lock.json
 create mode 100644 packages/jupyter-ai-magics/jupyter_ai_magics/tests/test_utils.py
 create mode 100644 packages/jupyter-ai/jupyter_ai/tests/test_extension.py
 create mode 100644 packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
 delete mode 100644 packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
 rename packages/jupyter-ai/src/{keydown-handler.ts => inline-completion-handler.ts} (67%)
 delete mode 100644 packages/jupyter-ai/src/utils/animation.ts
 delete mode 100644 packages/jupyter-ai/src/utils/cell-modification.ts
 create mode 100644 packages/jupyter-ai/ui-tests/tests/helpers/AIHelper.ts
 create mode 100644 packages/jupyter-ai/ui-tests/tests/jupyter-ai.spec.ts
 create mode 100644 packages/jupyter-ai/ui-tests/tests/jupyter-ai.spec.ts-snapshots/chat-welcome-message-linux.png
 create mode 100644 packages/jupyter-ai/ui-tests/tests/jupyter-ai.spec.ts-snapshots/sidebar-linux.png
 delete mode 100644 packages/jupyter-ai/ui-tests/tests/jupyter_ai.spec.ts
 create mode 100644 packages/jupyter-ai/ui-tests/yarn.lock

diff --git a/.github/workflows/e2e-tests.yml b/.github/workflows/e2e-tests.yml
new file mode 100644
index 000000000..1bb9a8f5f
--- /dev/null
+++ b/.github/workflows/e2e-tests.yml
@@ -0,0 +1,59 @@
+name: E2E Tests
+
+# suppress warning raised by https://github.com/jupyter/jupyter_core/pull/292
+env:
+  JUPYTER_PLATFORM_DIRS: '1'
+
+on:
+  push:
+    branches: main
+  pull_request:
+    branches: '*'
+
+jobs:
+  e2e-tests:
+    name: Linux
+    runs-on: ubuntu-latest
+
+    env:
+      PLAYWRIGHT_BROWSERS_PATH: ${{ github.workspace }}/pw-browsers
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v2
+
+      - name: Base Setup
+        uses: jupyterlab/maintainer-tools/.github/actions/base-setup@v1
+
+      - name: Install extension dependencies and build the extension
+        run: ./scripts/install.sh
+
+      - name: Install ui-tests dependencies
+        working-directory: packages/jupyter-ai/ui-tests
+        env:
+          PLAYWRIGHT_SKIP_BROWSER_DOWNLOAD: 1
+        run: jlpm install
+
+      - name: Set up browser cache
+        uses: actions/cache@v2
+        with:
+          path: |
+            ${{ github.workspace }}/pw-browsers
+          key: ${{ runner.os }}-${{ hashFiles('packages/jupyter-ai/ui-tests/yarn.lock') }}
+
+      - name: Install browser
+        working-directory: packages/jupyter-ai/ui-tests
+        run: jlpm install-chromium
+
+      - name: Execute e2e tests
+        working-directory: packages/jupyter-ai/ui-tests
+        run: jlpm test
+
+      - name: Upload Playwright Test report
+        if: always()
+        uses: actions/upload-artifact@v2
+        with:
+          name: jupyter-ai-playwright-tests-linux
+          path: |
+            packages/jupyter-ai/ui-tests/test-results
+            packages/jupyter-ai/ui-tests/playwright-report
diff --git a/.github/workflows/update-snapshots.yml b/.github/workflows/update-snapshots.yml
new file mode 100644
index 000000000..22d1c65cc
--- /dev/null
+++ b/.github/workflows/update-snapshots.yml
@@ -0,0 +1,52 @@
+name: Update Playwright Snapshots
+
+on:
+  issue_comment:
+    types: [created, edited]
+  workflow_dispatch:
+    inputs:
+      number:
+        description: 'PR number'
+        required: true
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  update-snapshots:
+    if: ${{ github.event.inputs || (github.event.issue.pull_request && contains(github.event.comment.body, 'please update playwright snapshots')) }}
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Configure git to use https
+        run: git config --global hub.protocol https
+
+      - name: Checkout the branch from the PR that triggered the job
+        run: hub pr checkout ${{ github.event.inputs.number || github.event.issue.number }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Base Setup
+        uses: jupyterlab/maintainer-tools/.github/actions/base-setup@v1
+
+      - name: Install extension dependencies and build the extension
+        run: ./scripts/install.sh
+
+      - uses: jupyterlab/maintainer-tools/.github/actions/update-snapshots@v1
+        with:
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          start_server_script: 'null'
+          test_folder: packages/jupyter-ai/ui-tests
+          npm_client: jlpm
+
+      - name: Comment back on the PR
+        run: |
+          hub api repos/${{ github.repository }}/issues/${{ github.event.inputs.number || github.event.issue.number }}/comments --raw-field 'body=Playwright snapshots updated.'
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 04dc7652a..eef4d9290 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.4.0
+    rev: v4.5.0
     hooks:
       - id: end-of-file-fixer
       - id: check-case-conflict
@@ -18,7 +18,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/psf/black
-    rev: 23.7.0
+    rev: 23.9.1
     hooks:
       - id: black
 
@@ -30,7 +30,7 @@ repos:
         files: \.py$
 
   - repo: https://github.com/asottile/pyupgrade
-    rev: v3.10.1
+    rev: v3.15.0
     hooks:
       - id: pyupgrade
         args: [--py37-plus]
@@ -48,7 +48,7 @@ repos:
         stages: [manual]
 
   - repo: https://github.com/sirosen/check-jsonschema
-    rev: 0.23.3
+    rev: 0.27.0
     hooks:
       - id: check-jsonschema
         name: "Check GitHub Workflows"
diff --git a/CHANGELOG.md b/CHANGELOG.md
index e7e78a97d..0e6907299 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,72 @@
 
 <!-- <START NEW CHANGELOG ENTRY> -->
 
+## 2.4.0
+
+([Full Changelog](https://github.com/jupyterlab/jupyter-ai/compare/@jupyter-ai/core@2.3.0...92dab10608ea090b6bd87ca5ffe9ccff7a15b449))
+
+Hey Jupyternauts! We're excited to announce the 2.4.0 release of Jupyter AI, which includes better support for Bedrock Anthropic models. Thanks to [@krassowski](https://github.com/krassowski) for providing a new feature in Jupyter AI that let's admins specify allowlists and blocklists to filter the list of providers available in the chat settings panel.
+
+### Enhancements made
+
+- Allow to define block and allow lists for providers [#415](https://github.com/jupyterlab/jupyter-ai/pull/415) ([@krassowski](https://github.com/krassowski))
+
+### Bugs fixed
+
+- Refactor generate for better stability with all providers/models [#407](https://github.com/jupyterlab/jupyter-ai/pull/407) ([@3coins](https://github.com/3coins))
+
+### Maintenance and upkeep improvements
+
+### Contributors to this release
+
+([GitHub contributors page for this release](https://github.com/jupyterlab/jupyter-ai/graphs/contributors?from=2023-10-09&to=2023-10-24&type=c))
+
+[@3coins](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3A3coins+updated%3A2023-10-09..2023-10-24&type=Issues) | [@krassowski](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3Akrassowski+updated%3A2023-10-09..2023-10-24&type=Issues) | [@pre-commit-ci](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3Apre-commit-ci+updated%3A2023-10-09..2023-10-24&type=Issues)
+
+<!-- <END NEW CHANGELOG ENTRY> -->
+
+## 2.3.0
+
+([Full Changelog](https://github.com/jupyterlab/jupyter-ai/compare/@jupyter-ai/core@2.2.0...7f854007263f1a9393e41611028d7cc57313c577))
+
+Hey Jupyternauts! We're excited to announce the 2.3.0 release of Jupyter AI, which includes better support for Anthropic models and integration with Amazon Bedrock.
+
+There is also a significant change to how Jupyter AI settings are handled (see #353). The most significant changes are:
+
+1. **API key values can no longer be read from the client.** This was taken as a security measure to prevent accidental leakage of keys. You can still update existing API keys if you do decide to change your key in the future.
+1. **The settings can not be updated if they were updated by somebody else after you opened the settings panel.** This prevents different users connecting to the same server from clobbering updates from each other.
+1. **There is now a much better UI for updating and deleting API keys.** We hope you enjoy it.
+
+Updating to 2.3.0 shouldn't require any changes on your end. However, if you notice an error, please submit a bug report with the server logs emitted in the terminal from the `jupyter lab` process. Renaming the config file `$JUPYTER_DATA_DIR/jupyter_ai/config.json` to some other name and then restarting `jupyter lab` may fix the issue if it is a result of the new config changes.
+
+### Enhancements made
+
+- Adds chat anthropic provider, new models [#391](https://github.com/jupyterlab/jupyter-ai/pull/391) ([@3coins](https://github.com/3coins))
+- Adds help text for registry model providers in chat UI settings [#373](https://github.com/jupyterlab/jupyter-ai/pull/373) ([@JasonWeill](https://github.com/JasonWeill))
+- jupyter_ai and jupyter_ai_magics version match [#367](https://github.com/jupyterlab/jupyter-ai/pull/367) ([@JasonWeill](https://github.com/JasonWeill))
+- Config V2 [#353](https://github.com/jupyterlab/jupyter-ai/pull/353) ([@dlqqq](https://github.com/dlqqq))
+- Add E2E tests [#350](https://github.com/jupyterlab/jupyter-ai/pull/350) ([@andrii-i](https://github.com/andrii-i))
+
+### Bugs fixed
+
+- Upgraded LangChain, fixed prompts for Bedrock [#401](https://github.com/jupyterlab/jupyter-ai/pull/401) ([@3coins](https://github.com/3coins))
+- Adds chat anthropic provider, new models [#391](https://github.com/jupyterlab/jupyter-ai/pull/391) ([@3coins](https://github.com/3coins))
+
+### Maintenance and upkeep improvements
+
+- Upgraded LangChain, fixed prompts for Bedrock [#401](https://github.com/jupyterlab/jupyter-ai/pull/401) ([@3coins](https://github.com/3coins))
+- Add E2E tests [#350](https://github.com/jupyterlab/jupyter-ai/pull/350) ([@andrii-i](https://github.com/andrii-i))
+
+### Documentation improvements
+
+- jupyter_ai and jupyter_ai_magics version match [#367](https://github.com/jupyterlab/jupyter-ai/pull/367) ([@JasonWeill](https://github.com/JasonWeill))
+
+### Contributors to this release
+
+([GitHub contributors page for this release](https://github.com/jupyterlab/jupyter-ai/graphs/contributors?from=2023-09-05&to=2023-10-09&type=c))
+
+[@3coins](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3A3coins+updated%3A2023-09-05..2023-10-09&type=Issues) | [@andrii-i](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3Aandrii-i+updated%3A2023-09-05..2023-10-09&type=Issues) | [@dlqqq](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3Adlqqq+updated%3A2023-09-05..2023-10-09&type=Issues) | [@JasonWeill](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3AJasonWeill+updated%3A2023-09-05..2023-10-09&type=Issues) | [@krassowski](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3Akrassowski+updated%3A2023-09-05..2023-10-09&type=Issues)
+
 ## 2.2.0
 
 ([Full Changelog](https://github.com/jupyterlab/jupyter-ai/compare/@jupyter-ai/core@2.1.0...56c1f518afd09d0d09a43221f0767aa961e9430f))
@@ -32,8 +98,6 @@
 
 [@3coins](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3A3coins+updated%3A2023-08-15..2023-09-05&type=Issues) | [@andrii-i](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3Aandrii-i+updated%3A2023-08-15..2023-09-05&type=Issues) | [@JasonWeill](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3AJasonWeill+updated%3A2023-08-15..2023-09-05&type=Issues) | [@krassowski](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3Akrassowski+updated%3A2023-08-15..2023-09-05&type=Issues) | [@michaelchia](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3Amichaelchia+updated%3A2023-08-15..2023-09-05&type=Issues) | [@minrk](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3Aminrk+updated%3A2023-08-15..2023-09-05&type=Issues) | [@welcome](https://github.com/search?q=repo%3Ajupyterlab%2Fjupyter-ai+involves%3Awelcome+updated%3A2023-08-15..2023-09-05&type=Issues)
 
-<!-- <END NEW CHANGELOG ENTRY> -->
-
 ## 2.1.0
 
 ([Full Changelog](https://github.com/jupyterlab/jupyter-ai/compare/@jupyter-ai/core@2.0.1...c689c6c0cce5212238943ec2ff1559f6ad2f63d5))
diff --git a/docs/source/contributors/index.md b/docs/source/contributors/index.md
index f3cd3be9a..b15e81d89 100644
--- a/docs/source/contributors/index.md
+++ b/docs/source/contributors/index.md
@@ -117,3 +117,38 @@ To uninstall your Jupyter AI development environment, deactivate and remove the
 conda deactivate
 conda env remove -n jupyter-ai
 ```
+
+## Testing
+
+### Integration / E2E tests
+
+This extension uses Playwright for the integration / E2E tests (user-level tests).
+More precisely, the JupyterLab helper
+[Galata](https://github.com/jupyterlab/jupyterlab/tree/master/galata) is used to
+test the extension in JupyterLab.
+
+Install test dependencies (needed only once):
+
+```sh
+cd ./packages/jupyter-ai/ui-tests/
+jlpm install
+jlpm playwright install
+```
+
+Tests involve snapshot comparisons against a reference snapshots generated by the Github CI. If you are using an OS other than Linux, you will need to generate local snapshots before running the tests locally for the first time. To do this, execute the command:
+
+```sh
+cd ./packages/jupyter-ai/ui-tests/
+jlpm test:update
+```
+
+To execute tests, run:
+
+```sh
+cd ./packages/jupyter-ai/ui-tests/
+jlpm test
+```
+
+You can find more information in the
+[ui-tests](https://github.com/jupyterlab/jupyter-ai/tree/main/packages/jupyter-ai/ui-tests)
+README.
diff --git a/docs/source/users/index.md b/docs/source/users/index.md
index ad7b717b5..95606f371 100644
--- a/docs/source/users/index.md
+++ b/docs/source/users/index.md
@@ -116,7 +116,9 @@ Jupyter AI supports the following model providers:
 |---------------------|----------------------|----------------------------|---------------------------------|
 | AI21                | `ai21`               | `AI21_API_KEY`             | `ai21`                          |
 | Anthropic           | `anthropic`          | `ANTHROPIC_API_KEY`        | `anthropic`                     |
+| Anthropic (chat)    | `anthropic-chat`     | `ANTHROPIC_API_KEY`        | `anthropic`                     |
 | Bedrock             | `amazon-bedrock`     | N/A                        | `boto3`                         |
+| Bedrock (chat)      | `amazon-bedrock-chat`| N/A                        | `boto3`                         |
 | Cohere              | `cohere`             | `COHERE_API_KEY`           | `cohere`                        |
 | Hugging Face Hub    | `huggingface_hub`    | `HUGGINGFACEHUB_API_TOKEN` | `huggingface_hub`, `ipywidgets`, `pillow` |
 | OpenAI              | `openai`             | `OPENAI_API_KEY`           | `openai`                        |
@@ -464,6 +466,9 @@ We currently support the following language model providers:
 
 - `ai21`
 - `anthropic`
+- `anthropic-chat`
+- `bedrock`
+- `bedrock-chat`
 - `cohere`
 - `huggingface_hub`
 - `openai`
@@ -783,3 +788,33 @@ Max prompt tokens:
 Max response tokens:
 
 - Set 'Max Response Tokens' judiciously; a higher value can slow response times, and since we don't support streaming, you'll await the entire response.
+
+## Configuration
+
+You can specify an allowlist, to only allow only a certain list of providers, or a blocklist, to block some providers.
+
+### Blocklisting providers
+This configuration allows for blocking specific providers in the settings panel. This list takes precedence over the allowlist in the next section.
+
+```
+jupyter lab --AiExtension.blocked_providers=openai
+```
+
+To block more than one provider in the block-list, repeat the runtime configuration.
+
+```
+jupyter lab --AiExtension.blocked_providers=openai --AiExtension.blocked_providers=ai21
+```
+
+### Allowlisting providers
+This configuration allows for filtering the list of providers in the settings panel to only an allowlisted set of providers.
+
+```
+jupyter lab --AiExtension.allowed_providers=openai
+```
+
+To allow more than one provider in the allowlist, repeat the runtime configuration.
+
+```
+jupyter lab --AiExtension.allowed_providers=openai --AiExtension.allowed_providers=ai21
+```
diff --git a/lerna.json b/lerna.json
index b3c956cad..2c270143d 100644
--- a/lerna.json
+++ b/lerna.json
@@ -1,7 +1,7 @@
 {
   "$schema": "node_modules/lerna/schemas/lerna-schema.json",
   "useWorkspaces": true,
-  "version": "2.2.0",
+  "version": "2.4.0",
   "npmClient": "yarn",
   "useNx": true
 }
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 000000000..a8506d545
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,19822 @@
+{
+  "name": "@jupyter-ai/monorepo",
+  "version": "2.2.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "@jupyter-ai/monorepo",
+      "version": "2.2.0",
+      "license": "BSD-3-Clause",
+      "workspaces": [
+        ".",
+        "packages/*"
+      ],
+      "devDependencies": {
+        "@jupyterlab/builder": "^4",
+        "lerna": "^6.4.1",
+        "nx": "^15.9.2"
+      }
+    },
+    "../jupyterlab/packages/completer": {
+      "version": "4.1.0-alpha.2",
+      "license": "BSD-3-Clause",
+      "dependencies": {
+        "@codemirror/state": "^6.2.0",
+        "@codemirror/view": "^6.9.6",
+        "@jupyter/ydoc": "^1.1.1",
+        "@jupyterlab/apputils": "^4.2.0-alpha.2",
+        "@jupyterlab/codeeditor": "^4.1.0-alpha.2",
+        "@jupyterlab/codemirror": "^4.1.0-alpha.2",
+        "@jupyterlab/coreutils": "^6.1.0-alpha.2",
+        "@jupyterlab/rendermime": "^4.1.0-alpha.2",
+        "@jupyterlab/services": "^7.1.0-alpha.2",
+        "@jupyterlab/settingregistry": "^4.1.0-alpha.2",
+        "@jupyterlab/statedb": "^4.1.0-alpha.2",
+        "@jupyterlab/translation": "^4.1.0-alpha.2",
+        "@jupyterlab/ui-components": "^4.1.0-alpha.2",
+        "@lumino/algorithm": "^2.0.1",
+        "@lumino/coreutils": "^2.1.2",
+        "@lumino/disposable": "^2.1.2",
+        "@lumino/domutils": "^2.0.1",
+        "@lumino/messaging": "^2.0.1",
+        "@lumino/signaling": "^2.1.2",
+        "@lumino/widgets": "^2.3.1-alpha.0"
+      },
+      "devDependencies": {
+        "@jupyterlab/testing": "^4.1.0-alpha.2",
+        "@types/jest": "^29.2.0",
+        "jest": "^29.2.0",
+        "rimraf": "~3.0.0",
+        "typedoc": "~0.24.7",
+        "typescript": "~5.0.4"
+      }
+    },
+    "node_modules/@aashutoshrathi/word-wrap": {
+      "version": "1.2.6",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/@ampproject/remapping": {
+      "version": "2.2.1",
+      "dev": true,
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@jridgewell/gen-mapping": "^0.3.0",
+        "@jridgewell/trace-mapping": "^0.3.9"
+      },
+      "engines": {
+        "node": ">=6.0.0"
+      }
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.22.13",
+      "license": "MIT",
+      "dependencies": {
+        "@babel/highlight": "^7.22.13",
+        "chalk": "^2.4.2"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/ansi-styles": {
+      "version": "3.2.1",
+      "license": "MIT",
+      "dependencies": {
+        "color-convert": "^1.9.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/chalk": {
+      "version": "2.4.2",
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^3.2.1",
+        "escape-string-regexp": "^1.0.5",
+        "supports-color": "^5.3.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/escape-string-regexp": {
+      "version": "1.0.5",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.8.0"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/has-flag": {
+      "version": "3.0.0",
+      "license": "MIT",
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/code-frame/node_modules/supports-color": {
+      "version": "5.5.0",
+      "license": "MIT",
+      "dependencies": {
+        "has-flag": "^3.0.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/compat-data": {
+      "version": "7.22.9",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/core": {
+      "version": "7.22.17",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@ampproject/remapping": "^2.2.0",
+        "@babel/code-frame": "^7.22.13",
+        "@babel/generator": "^7.22.15",
+        "@babel/helper-compilation-targets": "^7.22.15",
+        "@babel/helper-module-transforms": "^7.22.17",
+        "@babel/helpers": "^7.22.15",
+        "@babel/parser": "^7.22.16",
+        "@babel/template": "^7.22.15",
+        "@babel/traverse": "^7.22.17",
+        "@babel/types": "^7.22.17",
+        "convert-source-map": "^1.7.0",
+        "debug": "^4.1.0",
+        "gensync": "^1.0.0-beta.2",
+        "json5": "^2.2.3",
+        "semver": "^6.3.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/babel"
+      }
+    },
+    "node_modules/@babel/core/node_modules/semver": {
+      "version": "6.3.1",
+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      }
+    },
+    "node_modules/@babel/generator": {
+      "version": "7.22.15",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.22.15",
+        "@jridgewell/gen-mapping": "^0.3.2",
+        "@jridgewell/trace-mapping": "^0.3.17",
+        "jsesc": "^2.5.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-annotate-as-pure": {
+      "version": "7.22.5",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.22.5"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-builder-binary-assignment-operator-visitor": {
+      "version": "7.22.15",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.22.15"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-compilation-targets": {
+      "version": "7.22.15",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/compat-data": "^7.22.9",
+        "@babel/helper-validator-option": "^7.22.15",
+        "browserslist": "^4.21.9",
+        "lru-cache": "^5.1.1",
+        "semver": "^6.3.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-compilation-targets/node_modules/lru-cache": {
+      "version": "5.1.1",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "yallist": "^3.0.2"
+      }
+    },
+    "node_modules/@babel/helper-compilation-targets/node_modules/semver": {
+      "version": "6.3.1",
+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      }
+    },
+    "node_modules/@babel/helper-compilation-targets/node_modules/yallist": {
+      "version": "3.1.1",
+      "dev": true,
+      "license": "ISC"
+    },
+    "node_modules/@babel/helper-create-class-features-plugin": {
+      "version": "7.22.15",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-annotate-as-pure": "^7.22.5",
+        "@babel/helper-environment-visitor": "^7.22.5",
+        "@babel/helper-function-name": "^7.22.5",
+        "@babel/helper-member-expression-to-functions": "^7.22.15",
+        "@babel/helper-optimise-call-expression": "^7.22.5",
+        "@babel/helper-replace-supers": "^7.22.9",
+        "@babel/helper-skip-transparent-expression-wrappers": "^7.22.5",
+        "@babel/helper-split-export-declaration": "^7.22.6",
+        "semver": "^6.3.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.0.0"
+      }
+    },
+    "node_modules/@babel/helper-create-class-features-plugin/node_modules/semver": {
+      "version": "6.3.1",
+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      }
+    },
+    "node_modules/@babel/helper-create-regexp-features-plugin": {
+      "version": "7.22.15",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-annotate-as-pure": "^7.22.5",
+        "regexpu-core": "^5.3.1",
+        "semver": "^6.3.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.0.0"
+      }
+    },
+    "node_modules/@babel/helper-create-regexp-features-plugin/node_modules/semver": {
+      "version": "6.3.1",
+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      }
+    },
+    "node_modules/@babel/helper-define-polyfill-provider": {
+      "version": "0.4.2",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-compilation-targets": "^7.22.6",
+        "@babel/helper-plugin-utils": "^7.22.5",
+        "debug": "^4.1.1",
+        "lodash.debounce": "^4.0.8",
+        "resolve": "^1.14.2"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.4.0 || ^8.0.0-0 <8.0.0"
+      }
+    },
+    "node_modules/@babel/helper-environment-visitor": {
+      "version": "7.22.5",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-function-name": {
+      "version": "7.22.5",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/template": "^7.22.5",
+        "@babel/types": "^7.22.5"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-hoist-variables": {
+      "version": "7.22.5",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.22.5"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-member-expression-to-functions": {
+      "version": "7.22.15",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.22.15"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-module-imports": {
+      "version": "7.22.15",
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.22.15"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-module-transforms": {
+      "version": "7.22.17",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-environment-visitor": "^7.22.5",
+        "@babel/helper-module-imports": "^7.22.15",
+        "@babel/helper-simple-access": "^7.22.5",
+        "@babel/helper-split-export-declaration": "^7.22.6",
+        "@babel/helper-validator-identifier": "^7.22.15"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.0.0"
+      }
+    },
+    "node_modules/@babel/helper-optimise-call-expression": {
+      "version": "7.22.5",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.22.5"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-plugin-utils": {
+      "version": "7.22.5",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-remap-async-to-generator": {
+      "version": "7.22.17",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-annotate-as-pure": "^7.22.5",
+        "@babel/helper-environment-visitor": "^7.22.5",
+        "@babel/helper-wrap-function": "^7.22.17"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.0.0"
+      }
+    },
+    "node_modules/@babel/helper-replace-supers": {
+      "version": "7.22.9",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-environment-visitor": "^7.22.5",
+        "@babel/helper-member-expression-to-functions": "^7.22.5",
+        "@babel/helper-optimise-call-expression": "^7.22.5"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.0.0"
+      }
+    },
+    "node_modules/@babel/helper-simple-access": {
+      "version": "7.22.5",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.22.5"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-skip-transparent-expression-wrappers": {
+      "version": "7.22.5",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.22.5"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-split-export-declaration": {
+      "version": "7.22.6",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.22.5"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-string-parser": {
+      "version": "7.22.5",
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-validator-identifier": {
+      "version": "7.22.15",
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-validator-option": {
+      "version": "7.22.15",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-wrap-function": {
+      "version": "7.22.17",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-function-name": "^7.22.5",
+        "@babel/template": "^7.22.15",
+        "@babel/types": "^7.22.17"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helpers": {
+      "version": "7.22.15",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/template": "^7.22.15",
+        "@babel/traverse": "^7.22.15",
+        "@babel/types": "^7.22.15"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/highlight": {
+      "version": "7.22.13",
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-validator-identifier": "^7.22.5",
+        "chalk": "^2.4.2",
+        "js-tokens": "^4.0.0"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/ansi-styles": {
+      "version": "3.2.1",
+      "license": "MIT",
+      "dependencies": {
+        "color-convert": "^1.9.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/chalk": {
+      "version": "2.4.2",
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^3.2.1",
+        "escape-string-regexp": "^1.0.5",
+        "supports-color": "^5.3.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/escape-string-regexp": {
+      "version": "1.0.5",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.8.0"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/has-flag": {
+      "version": "3.0.0",
+      "license": "MIT",
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/supports-color": {
+      "version": "5.5.0",
+      "license": "MIT",
+      "dependencies": {
+        "has-flag": "^3.0.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/parser": {
+      "version": "7.22.16",
+      "dev": true,
+      "license": "MIT",
+      "bin": {
+        "parser": "bin/babel-parser.js"
+      },
+      "engines": {
+        "node": ">=6.0.0"
+      }
+    },
+    "node_modules/@babel/plugin-bugfix-safari-id-destructuring-collision-in-function-expression": {
+      "version": "7.22.15",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-plugin-utils": "^7.22.5"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.0.0"
+      }
+    },
+    "node_modules/@babel/plugin-bugfix-v8-spread-parameters-in-optional-chaining": {
+      "version": "7.22.15",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-plugin-utils": "^7.22.5",
+        "@babel/helper-skip-transparent-expression-wrappers": "^7.22.5",
+        "@babel/plugin-transform-optional-chaining": "^7.22.15"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.13.0"
+      }
+    },
+    "node_modules/@babel/plugin-proposal-private-property-in-object": {
+      "version": "7.21.0-placeholder-for-preset-env.2",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.0.0-0"
+      }
+    },
+    "node_modules/@babel/plugin-syntax-async-generators": {
+      "version": "7.8.4",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-plugin-utils": "^7.8.0"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.0.0-0"
+      }
+    },
+    "node_modules/@babel/plugin-syntax-bigint": {
+      "version": "7.8.3",
+      "dev": true,
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+      "version": "2.2.0",
+      "license": "BSD-3-Clause",
+      "dependencies": {
+        "@emotion/react": "^11.10.5",
+        "@emotion/styled": "^11.10.5",
+        "@jupyter/collaboration": "^1",
+        "@jupyterlab/application": "^4",
+        "@jupyterlab/cells": "^4",
+        "@jupyterlab/codeeditor": "^4",
+        "@jupyterlab/codemirror": "^4",
+        "@jupyterlab/collaboration": "^3",
+        "@jupyterlab/completer": "file:../../../jupyterlab/packages/completer",
+        "@jupyterlab/coreutils": "^6",
+        "@jupyterlab/fileeditor": "^4",
+        "@jupyterlab/notebook": "^4",
+        "@jupyterlab/services": "^7",
+        "@jupyterlab/ui-components": "^4",
+        "@mui/icons-material": "^5.11.0",
+        "@mui/material": "^5.11.0",
+        "mobx": "^6.10.0",
+        "mobx-react": "^9.0.0",
+        "react": "^18.2.0",
+        "react-dom": "^18.2.0",
+        "react-markdown": "^8.0.6",
+        "react-syntax-highlighter": "^15.5.0",
+        "rehype-katex": "^6.0.2",
+        "remark-math": "^5.1.1"
+      },
+      "devDependencies": {
+        "@babel/core": "^7.0.0",
+        "@babel/preset-env": "^7.0.0",
+        "@jupyterlab/builder": "^4",
+        "@jupyterlab/testutils": "^4",
+        "@types/jest": "^29",
+        "@types/react-syntax-highlighter": "^15.5.6",
+        "@typescript-eslint/eslint-plugin": "^4.8.1",
+        "@typescript-eslint/parser": "^4.8.1",
+        "eslint": "^7.14.0",
+        "eslint-config-prettier": "^6.15.0",
+        "eslint-plugin-prettier": "^3.1.4",
+        "jest": "^29",
+        "mkdirp": "^1.0.3",
+        "npm-run-all": "^4.1.5",
+        "prettier": "^2.1.1",
+        "rimraf": "^3.0.2",
+        "stylelint": "^14.3.0",
+        "stylelint-config-prettier": "^9.0.4",
+        "stylelint-config-recommended": "^6.0.0",
+        "stylelint-config-standard": "~24.0.0",
+        "stylelint-prettier": "^2.0.0",
+        "ts-jest": "^29",
+        "typescript": "5.1.6",
+        "y-protocols": "^1.0.5"
+      }
+    },
+    "packages/jupyter-ai-magics": {
+      "name": "@jupyter-ai/magics",
+      "version": "2.2.0",
+      "license": "BSD-3-Clause"
+    }
+  }
+}
diff --git a/package.json b/package.json
index 09b89e11e..4db946244 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@jupyter-ai/monorepo",
-  "version": "2.2.0",
+  "version": "2.4.0",
   "description": "A generative AI extension for JupyterLab",
   "private": true,
   "keywords": [
diff --git a/packages/jupyter-ai-magics/jupyter_ai_magics/__init__.py b/packages/jupyter-ai-magics/jupyter_ai_magics/__init__.py
index 60020823a..ba756a452 100644
--- a/packages/jupyter-ai-magics/jupyter_ai_magics/__init__.py
+++ b/packages/jupyter-ai-magics/jupyter_ai_magics/__init__.py
@@ -2,6 +2,7 @@
 
 # expose embedding model providers on the package root
 from .embedding_providers import (
+    BedrockEmbeddingsProvider,
     CohereEmbeddingsProvider,
     HfHubEmbeddingsProvider,
     OpenAIEmbeddingsProvider,
@@ -15,7 +16,9 @@
     AnthropicProvider,
     AzureChatOpenAIProvider,
     BaseProvider,
+    BedrockChatProvider,
     BedrockProvider,
+    ChatAnthropicProvider,
     ChatOpenAINewProvider,
     ChatOpenAIProvider,
     CohereProvider,
diff --git a/packages/jupyter-ai-magics/jupyter_ai_magics/embedding_providers.py b/packages/jupyter-ai-magics/jupyter_ai_magics/embedding_providers.py
index bdfd7012c..5fe522beb 100644
--- a/packages/jupyter-ai-magics/jupyter_ai_magics/embedding_providers.py
+++ b/packages/jupyter-ai-magics/jupyter_ai_magics/embedding_providers.py
@@ -1,7 +1,13 @@
 from typing import ClassVar, List, Type
 
-from jupyter_ai_magics.providers import AuthStrategy, EnvAuthStrategy, Field
+from jupyter_ai_magics.providers import (
+    AuthStrategy,
+    AwsAuthStrategy,
+    EnvAuthStrategy,
+    Field,
+)
 from langchain.embeddings import (
+    BedrockEmbeddings,
     CohereEmbeddings,
     HuggingFaceHubEmbeddings,
     OpenAIEmbeddings,
@@ -54,7 +60,8 @@ def __init__(self, *args, **kwargs):
             )
 
         model_kwargs = {}
-        model_kwargs[self.__class__.model_id_key] = kwargs["model_id"]
+        if self.__class__.model_id_key != "model_id":
+            model_kwargs[self.__class__.model_id_key] = kwargs["model_id"]
 
         super().__init__(*args, **kwargs, **model_kwargs)
 
@@ -88,3 +95,12 @@ class HfHubEmbeddingsProvider(BaseEmbeddingsProvider, HuggingFaceHubEmbeddings):
     pypi_package_deps = ["huggingface_hub", "ipywidgets"]
     auth_strategy = EnvAuthStrategy(name="HUGGINGFACEHUB_API_TOKEN")
     registry = True
+
+
+class BedrockEmbeddingsProvider(BaseEmbeddingsProvider, BedrockEmbeddings):
+    id = "bedrock"
+    name = "Bedrock"
+    models = ["amazon.titan-embed-text-v1"]
+    model_id_key = "model_id"
+    pypi_package_deps = ["boto3"]
+    auth_strategy = AwsAuthStrategy()
diff --git a/packages/jupyter-ai-magics/jupyter_ai_magics/magics.py b/packages/jupyter-ai-magics/jupyter_ai_magics/magics.py
index 47ee9558f..b5741a19b 100644
--- a/packages/jupyter-ai-magics/jupyter_ai_magics/magics.py
+++ b/packages/jupyter-ai-magics/jupyter_ai_magics/magics.py
@@ -13,6 +13,7 @@
 from IPython.display import HTML, JSON, Markdown, Math
 from jupyter_ai_magics.utils import decompose_model_id, get_lm_providers
 from langchain.chains import LLMChain
+from langchain.schema import HumanMessage
 
 from .parsers import (
     CellArgs,
@@ -125,6 +126,12 @@ def __init__(self, shell):
             "no longer supported. Instead, please use: "
             "`from langchain.chat_models import ChatOpenAI`",
         )
+        # suppress warning when using old Anthropic provider
+        warnings.filterwarnings(
+            "ignore",
+            message="This Anthropic LLM is deprecated. Please use "
+            "`from langchain.chat_models import ChatAnthropic` instead",
+        )
 
         self.providers = get_lm_providers()
 
@@ -529,8 +536,12 @@ def run_ai_cell(self, args: CellArgs, prompt: str):
         ip = get_ipython()
         prompt = prompt.format_map(FormatDict(ip.user_ns))
 
-        # generate output from model via provider
-        result = provider.generate([prompt])
+        if provider.is_chat_provider:
+            result = provider.generate([[HumanMessage(content=prompt)]])
+        else:
+            # generate output from model via provider
+            result = provider.generate([prompt])
+
         output = result.generations[0][0].text
 
         # if openai-chat, append exchange to transcript
diff --git a/packages/jupyter-ai-magics/jupyter_ai_magics/providers.py b/packages/jupyter-ai-magics/jupyter_ai_magics/providers.py
index 149cf9fd8..9fdbffa7a 100644
--- a/packages/jupyter-ai-magics/jupyter_ai_magics/providers.py
+++ b/packages/jupyter-ai-magics/jupyter_ai_magics/providers.py
@@ -8,8 +8,13 @@
 from typing import Any, ClassVar, Coroutine, Dict, List, Literal, Optional, Union
 
 from jsonpath_ng import parse
-from langchain import PromptTemplate
-from langchain.chat_models import AzureChatOpenAI, ChatOpenAI
+from langchain.chat_models import (
+    AzureChatOpenAI,
+    BedrockChat,
+    ChatAnthropic,
+    ChatOpenAI,
+)
+from langchain.chat_models.base import BaseChatModel
 from langchain.llms import (
     AI21,
     Anthropic,
@@ -23,6 +28,8 @@
 )
 from langchain.llms.sagemaker_endpoint import LLMContentHandler
 from langchain.llms.utils import enforce_stop_tokens
+from langchain.prompts import PromptTemplate
+from langchain.schema import LLMResult
 from langchain.utils import get_from_dict_or_env
 from pydantic import BaseModel, Extra, root_validator
 
@@ -187,6 +194,18 @@ async def _call_in_executor(self, *args, **kwargs) -> Coroutine[Any, Any, str]:
         _call_with_args = functools.partial(self._call, *args, **kwargs)
         return await loop.run_in_executor(executor, _call_with_args)
 
+    async def _generate_in_executor(
+        self, *args, **kwargs
+    ) -> Coroutine[Any, Any, LLMResult]:
+        """
+        Calls self._generate() asynchronously in a separate thread for providers
+        without an async implementation. Requires the event loop to be running.
+        """
+        executor = ThreadPoolExecutor(max_workers=1)
+        loop = asyncio.get_running_loop()
+        _call_with_args = functools.partial(self._generate, *args, **kwargs)
+        return await loop.run_in_executor(executor, _call_with_args)
+
     def update_prompt_template(self, format: str, template: str):
         """
         Changes the class-level prompt template for a given format.
@@ -204,6 +223,14 @@ def get_prompt_template(self, format) -> PromptTemplate:
         else:
             return self.prompt_templates["text"]  # Default to plain format
 
+    @property
+    def is_chat_provider(self):
+        return isinstance(self, BaseChatModel)
+
+    @property
+    def allows_concurrency(self):
+        return True
+
 
 class AI21Provider(BaseProvider, AI21):
     id = "ai21"
@@ -235,13 +262,41 @@ class AnthropicProvider(BaseProvider, Anthropic):
         "claude-v1.0",
         "claude-v1.2",
         "claude-2",
+        "claude-2.0",
+        "claude-instant-v1",
+        "claude-instant-v1.0",
+        "claude-instant-v1.2",
+    ]
+    model_id_key = "model"
+    pypi_package_deps = ["anthropic"]
+    auth_strategy = EnvAuthStrategy(name="ANTHROPIC_API_KEY")
+
+    @property
+    def allows_concurrency(self):
+        return False
+
+
+class ChatAnthropicProvider(BaseProvider, ChatAnthropic):
+    id = "anthropic-chat"
+    name = "ChatAnthropic"
+    models = [
+        "claude-v1",
+        "claude-v1.0",
+        "claude-v1.2",
+        "claude-2",
+        "claude-2.0",
         "claude-instant-v1",
         "claude-instant-v1.0",
+        "claude-instant-v1.2",
     ]
     model_id_key = "model"
     pypi_package_deps = ["anthropic"]
     auth_strategy = EnvAuthStrategy(name="ANTHROPIC_API_KEY")
 
+    @property
+    def allows_concurrency(self):
+        return False
+
 
 class CohereProvider(BaseProvider, Cohere):
     id = "cohere"
@@ -576,16 +631,53 @@ class BedrockProvider(BaseProvider, Bedrock):
     id = "bedrock"
     name = "Amazon Bedrock"
     models = [
-        "amazon.titan-tg1-large",
+        "amazon.titan-text-express-v1",
+        "ai21.j2-ultra-v1",
+        "ai21.j2-mid-v1",
+        "cohere.command-text-v14",
+    ]
+    model_id_key = "model_id"
+    pypi_package_deps = ["boto3"]
+    auth_strategy = AwsAuthStrategy()
+    fields = [
+        TextField(
+            key="credentials_profile_name",
+            label="AWS profile (optional)",
+            format="text",
+        ),
+        TextField(key="region_name", label="Region name (optional)", format="text"),
+    ]
+
+    async def _acall(self, *args, **kwargs) -> Coroutine[Any, Any, str]:
+        return await self._call_in_executor(*args, **kwargs)
+
+
+class BedrockChatProvider(BaseProvider, BedrockChat):
+    id = "bedrock-chat"
+    name = "Amazon Bedrock Chat"
+    models = [
         "anthropic.claude-v1",
-        "anthropic.claude-instant-v1",
         "anthropic.claude-v2",
-        "ai21.j2-jumbo-instruct",
-        "ai21.j2-grande-instruct",
+        "anthropic.claude-instant-v1",
     ]
     model_id_key = "model_id"
     pypi_package_deps = ["boto3"]
     auth_strategy = AwsAuthStrategy()
+    fields = [
+        TextField(
+            key="credentials_profile_name",
+            label="AWS profile (optional)",
+            format="text",
+        ),
+        TextField(key="region_name", label="Region name (optional)", format="text"),
+    ]
 
     async def _acall(self, *args, **kwargs) -> Coroutine[Any, Any, str]:
         return await self._call_in_executor(*args, **kwargs)
+
+    async def _agenerate(self, *args, **kwargs) -> Coroutine[Any, Any, LLMResult]:
+        return await self._generate_in_executor(*args, **kwargs)
+
+    @property
+    def allows_concurrency(self):
+        return not "anthropic" in self.model_id
diff --git a/packages/jupyter-ai-magics/jupyter_ai_magics/tests/test_utils.py b/packages/jupyter-ai-magics/jupyter_ai_magics/tests/test_utils.py
new file mode 100644
index 000000000..e1c517ebe
--- /dev/null
+++ b/packages/jupyter-ai-magics/jupyter_ai_magics/tests/test_utils.py
@@ -0,0 +1,34 @@
+# Copyright (c) Jupyter Development Team.
+# Distributed under the terms of the Modified BSD License.
+
+import pytest
+from jupyter_ai_magics.utils import get_lm_providers
+
+KNOWN_LM_A = "openai"
+KNOWN_LM_B = "huggingface_hub"
+
+
+@pytest.mark.parametrize(
+    "restrictions",
+    [
+        {"allowed_providers": None, "blocked_providers": None},
+        {"allowed_providers": [], "blocked_providers": []},
+        {"allowed_providers": [], "blocked_providers": [KNOWN_LM_B]},
+        {"allowed_providers": [KNOWN_LM_A], "blocked_providers": []},
+    ],
+)
+def test_get_lm_providers_not_restricted(restrictions):
+    a_not_restricted = get_lm_providers(None, restrictions)
+    assert KNOWN_LM_A in a_not_restricted
+
+
+@pytest.mark.parametrize(
+    "restrictions",
+    [
+        {"allowed_providers": [], "blocked_providers": [KNOWN_LM_A]},
+        {"allowed_providers": [KNOWN_LM_B], "blocked_providers": []},
+    ],
+)
+def test_get_lm_providers_restricted(restrictions):
+    a_not_restricted = get_lm_providers(None, restrictions)
+    assert KNOWN_LM_A not in a_not_restricted
diff --git a/packages/jupyter-ai-magics/jupyter_ai_magics/utils.py b/packages/jupyter-ai-magics/jupyter_ai_magics/utils.py
index 6a02c61c8..c651581bc 100644
--- a/packages/jupyter-ai-magics/jupyter_ai_magics/utils.py
+++ b/packages/jupyter-ai-magics/jupyter_ai_magics/utils.py
@@ -1,5 +1,5 @@
 import logging
-from typing import Dict, Optional, Tuple, Type, Union
+from typing import Dict, List, Literal, Optional, Tuple, Type, Union
 
 from importlib_metadata import entry_points
 from jupyter_ai_magics.aliases import MODEL_ID_ALIASES
@@ -11,13 +11,19 @@
 EmProvidersDict = Dict[str, BaseEmbeddingsProvider]
 AnyProvider = Union[BaseProvider, BaseEmbeddingsProvider]
 ProviderDict = Dict[str, AnyProvider]
+ProviderRestrictions = Dict[
+    Literal["allowed_providers", "blocked_providers"], Optional[List[str]]
+]
 
 
-def get_lm_providers(log: Optional[Logger] = None) -> LmProvidersDict:
+def get_lm_providers(
+    log: Optional[Logger] = None, restrictions: Optional[ProviderRestrictions] = None
+) -> LmProvidersDict:
     if not log:
         log = logging.getLogger()
         log.addHandler(logging.NullHandler())
-
+    if not restrictions:
+        restrictions = {"allowed_providers": None, "blocked_providers": None}
     providers = {}
     eps = entry_points()
     model_provider_eps = eps.select(group="jupyter_ai.model_providers")
@@ -29,6 +35,9 @@ def get_lm_providers(log: Optional[Logger] = None) -> LmProvidersDict:
                 f"Unable to load model provider class from entry point `{model_provider_ep.name}`."
             )
             continue
+        if not is_provider_allowed(provider.id, restrictions):
+            log.info(f"Skipping blocked provider `{provider.id}`.")
+            continue
         providers[provider.id] = provider
         log.info(f"Registered model provider `{provider.id}`.")
 
@@ -36,11 +45,13 @@ def get_lm_providers(log: Optional[Logger] = None) -> LmProvidersDict:
 
 
 def get_em_providers(
-    log: Optional[Logger] = None,
+    log: Optional[Logger] = None, restrictions: Optional[ProviderRestrictions] = None
 ) -> EmProvidersDict:
     if not log:
         log = logging.getLogger()
         log.addHandler(logging.NullHandler())
+    if not restrictions:
+        restrictions = {"allowed_providers": None, "blocked_providers": None}
     providers = {}
     eps = entry_points()
     model_provider_eps = eps.select(group="jupyter_ai.embeddings_model_providers")
@@ -52,6 +63,9 @@ def get_em_providers(
                 f"Unable to load embeddings model provider class from entry point `{model_provider_ep.name}`."
             )
             continue
+        if not is_provider_allowed(provider.id, restrictions):
+            log.info(f"Skipping blocked provider `{provider.id}`.")
+            continue
         providers[provider.id] = provider
         log.info(f"Registered embeddings model provider `{provider.id}`.")
 
@@ -97,6 +111,16 @@ def get_em_provider(
     return _get_provider(model_id, em_providers)
 
 
+def is_provider_allowed(provider_id: str, restrictions: ProviderRestrictions) -> bool:
+    allowed = restrictions["allowed_providers"]
+    blocked = restrictions["blocked_providers"]
+    if blocked and provider_id in blocked:
+        return False
+    if allowed and provider_id not in allowed:
+        return False
+    return True
+
+
 def _get_provider(model_id: str, providers: ProviderDict):
     provider_id, local_model_id = decompose_model_id(model_id, providers)
     provider = providers.get(provider_id, None)
diff --git a/packages/jupyter-ai-magics/package.json b/packages/jupyter-ai-magics/package.json
index fea5f845a..c9e06f3ab 100644
--- a/packages/jupyter-ai-magics/package.json
+++ b/packages/jupyter-ai-magics/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@jupyter-ai/magics",
-  "version": "2.2.0",
+  "version": "2.4.0",
   "description": "Jupyter AI magics Python package. Not published on NPM.",
   "private": true,
   "homepage": "https://github.com/jupyterlab/jupyter-ai",
diff --git a/packages/jupyter-ai-magics/pyproject.toml b/packages/jupyter-ai-magics/pyproject.toml
index 38d885e7a..7eb8a8644 100644
--- a/packages/jupyter-ai-magics/pyproject.toml
+++ b/packages/jupyter-ai-magics/pyproject.toml
@@ -24,7 +24,7 @@ dependencies = [
     "ipython",
     "pydantic~=1.0",
     "importlib_metadata>=5.2.0",
-    "langchain==0.0.277",
+    "langchain==0.0.318",
     "typing_extensions>=4.5.0",
     "click~=8.0",
     "jsonpath-ng>=1.5.3,<2",
@@ -44,7 +44,7 @@ test = [
 
 all = [
     "ai21",
-    "anthropic~=0.2.10",
+    "anthropic~=0.3.0",
     "cohere",
     "gpt4all",
     "huggingface_hub",
@@ -66,8 +66,11 @@ openai-chat-new = "jupyter_ai_magics:ChatOpenAINewProvider"
 azure-chat-openai = "jupyter_ai_magics:AzureChatOpenAIProvider"
 sagemaker-endpoint = "jupyter_ai_magics:SmEndpointProvider"
 amazon-bedrock = "jupyter_ai_magics:BedrockProvider"
+anthropic-chat = "jupyter_ai_magics:ChatAnthropicProvider"
+amazon-bedrock-chat = "jupyter_ai_magics:BedrockChatProvider"
 
 [project.entry-points."jupyter_ai.embeddings_model_providers"]
+bedrock = "jupyter_ai_magics:BedrockEmbeddingsProvider"
 cohere = "jupyter_ai_magics:CohereEmbeddingsProvider"
 huggingface_hub = "jupyter_ai_magics:HfHubEmbeddingsProvider"
 openai = "jupyter_ai_magics:OpenAIEmbeddingsProvider"
diff --git a/packages/jupyter-ai/.gitignore b/packages/jupyter-ai/.gitignore
index 7198a2ce0..48d71c8b7 100644
--- a/packages/jupyter-ai/.gitignore
+++ b/packages/jupyter-ai/.gitignore
@@ -125,3 +125,7 @@ dmypy.json
 # Coverage reports
 coverage/*
 junit.xml
+
+# Ignore all non-linux snapshots
+ui-tests/tests/jupyter-ai.spec.ts-snapshots/*
+!ui-tests/tests/jupyter-ai.spec.ts-snapshots/*-linux.png
diff --git a/packages/jupyter-ai/jupyter_ai/chat_handlers/ask.py b/packages/jupyter-ai/jupyter_ai/chat_handlers/ask.py
index 88ddd9c8f..dbc2bd679 100644
--- a/packages/jupyter-ai/jupyter_ai/chat_handlers/ask.py
+++ b/packages/jupyter-ai/jupyter_ai/chat_handlers/ask.py
@@ -4,14 +4,24 @@
 from jupyter_ai.models import HumanChatMessage
 from jupyter_ai_magics.providers import BaseProvider
 from langchain.chains import ConversationalRetrievalChain
+from langchain.memory import ConversationBufferWindowMemory
+from langchain.prompts import PromptTemplate
 
 from .base import BaseChatHandler
 
+PROMPT_TEMPLATE = """Given the following conversation and a follow up question, rephrase the follow up question to be a standalone question.
+
+Chat History:
+{chat_history}
+Follow Up Input: {question}
+Standalone question:"""
+CONDENSE_PROMPT = PromptTemplate.from_template(PROMPT_TEMPLATE)
+
 
 class AskChatHandler(BaseChatHandler):
     """Processes messages prefixed with /ask. This actor will
     send the message as input to a RetrieverQA chain, that
-    follows the Retrieval and Generation (RAG) tehnique to
+    follows the Retrieval and Generation (RAG) technique to
     query the documents from the index, and sends this context
     to the LLM to generate the final reply.
     """
@@ -27,9 +37,15 @@ def create_llm_chain(
         self, provider: Type[BaseProvider], provider_params: Dict[str, str]
     ):
         self.llm = provider(**provider_params)
-        self.chat_history = []
+        memory = ConversationBufferWindowMemory(
+            memory_key="chat_history", return_messages=True, k=2
+        )
         self.llm_chain = ConversationalRetrievalChain.from_llm(
-            self.llm, self._retriever
+            self.llm,
+            self._retriever,
+            memory=memory,
+            condense_question_prompt=CONDENSE_PROMPT,
+            verbose=False,
         )
 
     async def _process_message(self, message: HumanChatMessage):
@@ -44,14 +60,8 @@ async def _process_message(self, message: HumanChatMessage):
         self.get_llm_chain()
 
         try:
-            # limit chat history to last 2 exchanges
-            self.chat_history = self.chat_history[-2:]
-
-            result = await self.llm_chain.acall(
-                {"question": query, "chat_history": self.chat_history}
-            )
+            result = await self.llm_chain.acall({"question": query})
             response = result["answer"]
-            self.chat_history.append((query, response))
             self.reply(response, message)
         except AssertionError as e:
             self.log.error(e)
diff --git a/packages/jupyter-ai/jupyter_ai/chat_handlers/base.py b/packages/jupyter-ai/jupyter_ai/chat_handlers/base.py
index 87da6d214..6ad4e4ec8 100644
--- a/packages/jupyter-ai/jupyter_ai/chat_handlers/base.py
+++ b/packages/jupyter-ai/jupyter_ai/chat_handlers/base.py
@@ -9,6 +9,7 @@
 from jupyter_ai.config_manager import ConfigManager, Logger
 from jupyter_ai.models import AgentChatMessage, HumanChatMessage
 from jupyter_ai_magics.providers import BaseProvider
+from langchain.chat_models.base import BaseChatModel
 
 if TYPE_CHECKING:
     from jupyter_ai.handlers import RootChatHandler
diff --git a/packages/jupyter-ai/jupyter_ai/chat_handlers/default.py b/packages/jupyter-ai/jupyter_ai/chat_handlers/default.py
index c11b63278..c674a383b 100644
--- a/packages/jupyter-ai/jupyter_ai/chat_handlers/default.py
+++ b/packages/jupyter-ai/jupyter_ai/chat_handlers/default.py
@@ -2,15 +2,15 @@
 
 from jupyter_ai.models import ChatMessage, ClearMessage, HumanChatMessage
 from jupyter_ai_magics.providers import BaseProvider
-from langchain import ConversationChain
+from langchain.chains import ConversationChain
 from langchain.memory import ConversationBufferWindowMemory
 from langchain.prompts import (
     ChatPromptTemplate,
     HumanMessagePromptTemplate,
     MessagesPlaceholder,
+    PromptTemplate,
     SystemMessagePromptTemplate,
 )
-from langchain.schema import AIMessage
 
 from .base import BaseChatHandler
 
@@ -25,6 +25,11 @@
 The following is a friendly conversation between you and a human.
 """.strip()
 
+DEFAULT_TEMPLATE = """Current conversation:
+{history}
+Human: {input}
+AI:"""
+
 
 class DefaultChatHandler(BaseChatHandler):
     def __init__(self, chat_history: List[ChatMessage], *args, **kwargs):
@@ -36,16 +41,29 @@ def create_llm_chain(
         self, provider: Type[BaseProvider], provider_params: Dict[str, str]
     ):
         llm = provider(**provider_params)
-        prompt_template = ChatPromptTemplate.from_messages(
-            [
-                SystemMessagePromptTemplate.from_template(SYSTEM_PROMPT).format(
+
+        if llm.is_chat_provider:
+            prompt_template = ChatPromptTemplate.from_messages(
+                [
+                    SystemMessagePromptTemplate.from_template(SYSTEM_PROMPT).format(
+                        provider_name=llm.name, local_model_id=llm.model_id
+                    ),
+                    MessagesPlaceholder(variable_name="history"),
+                    HumanMessagePromptTemplate.from_template("{input}"),
+                ]
+            )
+            self.memory = ConversationBufferWindowMemory(return_messages=True, k=2)
+        else:
+            prompt_template = PromptTemplate(
+                input_variables=["history", "input"],
+                template=SYSTEM_PROMPT.format(
                     provider_name=llm.name, local_model_id=llm.model_id
-                ),
-                MessagesPlaceholder(variable_name="history"),
-                HumanMessagePromptTemplate.from_template("{input}"),
-                AIMessage(content=""),
-            ]
-        )
+                )
+                + "\n\n"
+                + DEFAULT_TEMPLATE,
+            )
+            self.memory = ConversationBufferWindowMemory(k=2)
+
         self.llm = llm
         self.llm_chain = ConversationChain(
             llm=llm, prompt=prompt_template, verbose=True, memory=self.memory
diff --git a/packages/jupyter-ai/jupyter_ai/chat_handlers/generate.py b/packages/jupyter-ai/jupyter_ai/chat_handlers/generate.py
index e85d5a916..b3a7c4335 100644
--- a/packages/jupyter-ai/jupyter_ai/chat_handlers/generate.py
+++ b/packages/jupyter-ai/jupyter_ai/chat_handlers/generate.py
@@ -1,7 +1,6 @@
 import asyncio
-import json
 import os
-from typing import Dict, Type
+from typing import Dict, List, Optional, Type
 
 import nbformat
 from jupyter_ai.chat_handlers import BaseChatHandler
@@ -9,59 +8,50 @@
 from jupyter_ai_magics.providers import BaseProvider
 from langchain.chains import LLMChain
 from langchain.llms import BaseLLM
+from langchain.output_parsers import PydanticOutputParser
 from langchain.prompts import PromptTemplate
+from langchain.schema.output_parser import BaseOutputParser
+from pydantic import BaseModel
 
-schema = """{
-  "$schema": "http://json-schema.org/draft-07/schema#",
-  "type": "object",
-  "properties": {
-    "description": {
-      "type": "string"
-    },
-    "sections": {
-      "type": "array",
-      "items": {
-        "type": "object",
-        "properties": {
-          "title": {
-            "type": "string"
-          },
-          "content": {
-            "type": "string"
-          }
-        },
-        "required": ["title", "content"]
-      }
-    }
-  },
-  "required": ["sections"]
-}"""
+
+class OutlineSection(BaseModel):
+    title: str
+    content: str
+
+
+class Outline(BaseModel):
+    description: Optional[str] = None
+    sections: List[OutlineSection]
 
 
 class NotebookOutlineChain(LLMChain):
     """Chain to generate a notebook outline, with section titles and descriptions."""
 
     @classmethod
-    def from_llm(cls, llm: BaseLLM, verbose: bool = False) -> LLMChain:
+    def from_llm(
+        cls, llm: BaseLLM, parser: BaseOutputParser[Outline], verbose: bool = False
+    ) -> LLMChain:
         task_creation_template = (
             "You are an AI that creates a detailed content outline for a Jupyter notebook on a given topic.\n"
-            "Generate the outline as JSON data that will validate against this JSON schema:\n"
-            "{schema}\n"
+            "{format_instructions}\n"
             "Here is a description of the notebook you will create an outline for: {description}\n"
-            "Don't include an introduction or conclusion section in the outline, focus only on sections that will need code."
+            "Don't include an introduction or conclusion section in the outline, focus only on description and sections that will need code.\n"
         )
         prompt = PromptTemplate(
             template=task_creation_template,
-            input_variables=["description", "schema"],
+            input_variables=["description"],
+            partial_variables={"format_instructions": parser.get_format_instructions()},
         )
         return cls(prompt=prompt, llm=llm, verbose=verbose)
 
 
 async def generate_outline(description, llm=None, verbose=False):
     """Generate an outline of sections given a description of a notebook."""
-    chain = NotebookOutlineChain.from_llm(llm=llm, verbose=verbose)
-    outline = await chain.apredict(description=description, schema=schema)
-    return json.loads(outline)
+    parser = PydanticOutputParser(pydantic_object=Outline)
+    chain = NotebookOutlineChain.from_llm(llm=llm, parser=parser, verbose=verbose)
+    outline = await chain.apredict(description=description)
+    outline = parser.parse(outline)
+    return outline.dict()
 
 
 class CodeImproverChain(LLMChain):
@@ -128,7 +118,8 @@ class NotebookTitleChain(LLMChain):
     def from_llm(cls, llm: BaseLLM, verbose: bool = False) -> LLMChain:
         task_creation_template = (
             "Create a short, few word, descriptive title for a Jupyter notebook with the following content.\n"
-            "Content:\n{content}"
+            "Content:\n{content}\n"
+            "Don't return anything other than the title."
         )
         prompt = PromptTemplate(
             template=task_creation_template,
@@ -165,7 +156,7 @@ async def generate_code(section, description, llm=None, verbose=False) -> None:
 
 
 async def generate_title(outline, llm=None, verbose: bool = False):
-    """Generate a title and summary of a notebook outline using an LLM."""
+    """Generate a title of a notebook outline using an LLM."""
     title_chain = NotebookTitleChain.from_llm(llm=llm, verbose=verbose)
     title = await title_chain.apredict(content=outline)
     title = title.strip()
@@ -174,12 +165,24 @@ async def generate_title(outline, llm=None, verbose: bool = False):
 
 
 async def generate_summary(outline, llm=None, verbose: bool = False):
+    """Generate a summary of a notebook using an LLM."""
     summary_chain = NotebookSummaryChain.from_llm(llm=llm, verbose=verbose)
     summary = await summary_chain.apredict(content=outline)
     outline["summary"] = summary
 
 
 async def fill_outline(outline, llm, verbose=False):
+    """Generate title and content of a notebook sections using an LLM."""
+    shared_kwargs = {"outline": outline, "llm": llm, "verbose": verbose}
+
+    await generate_title(**shared_kwargs)
+    await generate_summary(**shared_kwargs)
+    for section in outline["sections"]:
+        await generate_code(section, outline["description"], llm=llm, verbose=verbose)
+
+
+async def afill_outline(outline, llm, verbose=False):
+    """Concurrently generate title and content of notebook sections using an LLM."""
     shared_kwargs = {"outline": outline, "llm": llm, "verbose": verbose}
 
     all_coros = []
@@ -224,29 +227,39 @@ def create_llm_chain(
         self.llm = llm
         return llm
 
-    async def _process_message(self, message: HumanChatMessage):
-        self.get_llm_chain()
+    async def _generate_notebook(self, prompt: str):
+        """Generate a notebook and save to local disk"""
 
-        # first send a verification message to user
-        response = "👍 Great, I will get started on your notebook. It may take a few minutes, but I will reply here when the notebook is ready. In the meantime, you can continue to ask me other questions."
-        self.reply(response, message)
-
-        # generate notebook outline
-        prompt = message.body
+        # create outline
         outline = await generate_outline(prompt, llm=self.llm, verbose=True)
         # Save the user input prompt, the description property is now LLM generated.
         outline["prompt"] = prompt
 
-        # fill the outline concurrently
-        await fill_outline(outline, llm=self.llm, verbose=True)
+        if self.llm.allows_concurrency:
+            # fill the outline concurrently
+            await afill_outline(outline, llm=self.llm, verbose=True)
+        else:
+            # fill outline
+            await fill_outline(outline, llm=self.llm, verbose=True)
 
         # create and write the notebook to disk
         notebook = create_notebook(outline)
         final_path = os.path.join(self.root_dir, outline["title"] + ".ipynb")
         nbformat.write(notebook, final_path)
-        response = f"""🎉 I have created your notebook and saved it to the location {final_path}. I am still learning how to create notebooks, so please review all code before running it."""
-        self.reply(response, message)
+        return final_path
 
+    async def _process_message(self, message: HumanChatMessage):
+        self.get_llm_chain()
+
+        # first send a verification message to user
+        response = "👍 Great, I will get started on your notebook. It may take a few minutes, but I will reply here when the notebook is ready. In the meantime, you can continue to ask me other questions."
+        self.reply(response, message)
 
-# /generate notebook
-# Error handling
+        try:
+            final_path = await self._generate_notebook(prompt=message.body)
+            response = f"""🎉 I have created your notebook and saved it to the location {final_path}. I am still learning how to create notebooks, so please review all code before running it."""
+        except Exception as e:
+            self.log.exception(e)
+            response = "An error occurred while generating the notebook. Try running the /generate task again."
+        finally:
+            self.reply(response, message)
diff --git a/packages/jupyter-ai/jupyter_ai/chat_handlers/learn.py b/packages/jupyter-ai/jupyter_ai/chat_handlers/learn.py
index 712444f3c..2d011e522 100644
--- a/packages/jupyter-ai/jupyter_ai/chat_handlers/learn.py
+++ b/packages/jupyter-ai/jupyter_ai/chat_handlers/learn.py
@@ -15,7 +15,6 @@
     IndexMetadata,
 )
 from jupyter_core.paths import jupyter_data_dir
-from langchain import FAISS
 from langchain.schema import BaseRetriever, Document
 from langchain.text_splitter import (
     LatexTextSplitter,
@@ -23,6 +22,7 @@
     PythonCodeTextSplitter,
     RecursiveCharacterTextSplitter,
 )
+from langchain.vectorstores import FAISS
 
 from .base import BaseChatHandler
 
diff --git a/packages/jupyter-ai/jupyter_ai/config_manager.py b/packages/jupyter-ai/jupyter_ai/config_manager.py
index f61e07bde..8708b4b94 100644
--- a/packages/jupyter-ai/jupyter_ai/config_manager.py
+++ b/packages/jupyter-ai/jupyter_ai/config_manager.py
@@ -12,8 +12,10 @@
     AnyProvider,
     EmProvidersDict,
     LmProvidersDict,
+    ProviderRestrictions,
     get_em_provider,
     get_lm_provider,
+    is_provider_allowed,
 )
 from jupyter_core.paths import jupyter_data_dir
 from traitlets import Integer, Unicode
@@ -97,6 +99,7 @@ def __init__(
         log: Logger,
         lm_providers: LmProvidersDict,
         em_providers: EmProvidersDict,
+        restrictions: ProviderRestrictions,
         *args,
         **kwargs,
     ):
@@ -106,6 +109,8 @@ def __init__(
         self._lm_providers = lm_providers
         """List of EM providers."""
         self._em_providers = em_providers
+        """Provider restrictions."""
+        self._restrictions = restrictions
 
         """When the server last read the config file. If the file was not
         modified after this time, then we can return the cached
@@ -176,6 +181,10 @@ def _validate_config(self, config: GlobalConfig):
             _, lm_provider = get_lm_provider(
                 config.model_provider_id, self._lm_providers
             )
+            # do not check config for blocked providers
+            if not is_provider_allowed(config.model_provider_id, self._restrictions):
+                assert not lm_provider
+                return
             if not lm_provider:
                 raise ValueError(
                     f"No language model is associated with '{config.model_provider_id}'."
@@ -187,6 +196,12 @@ def _validate_config(self, config: GlobalConfig):
             _, em_provider = get_em_provider(
                 config.embeddings_provider_id, self._em_providers
             )
+            # do not check config for blocked providers
+            if not is_provider_allowed(
+                config.embeddings_provider_id, self._restrictions
+            ):
+                assert not em_provider
+                return
             if not em_provider:
                 raise ValueError(
                     f"No embedding model is associated with '{config.embeddings_provider_id}'."
diff --git a/packages/jupyter-ai/jupyter_ai/extension.py b/packages/jupyter-ai/jupyter_ai/extension.py
index 7b6d07b31..50865ed96 100644
--- a/packages/jupyter-ai/jupyter_ai/extension.py
+++ b/packages/jupyter-ai/jupyter_ai/extension.py
@@ -4,6 +4,7 @@
 from jupyter_ai.chat_handlers.learn import Retriever
 from jupyter_ai_magics.utils import get_em_providers, get_lm_providers
 from jupyter_server.extension.application import ExtensionApp
+from traitlets import List, Unicode
 
 from .chat_handlers import (
     AskChatHandler,
@@ -36,11 +37,35 @@ class AiExtension(ExtensionApp):
         (r"api/ai/providers/embeddings?", EmbeddingsModelProviderHandler),
     ]
 
+    allowed_providers = List(
+        Unicode(),
+        default_value=None,
+        help="Identifiers of allow-listed providers. If `None`, all are allowed.",
+        allow_none=True,
+        config=True,
+    )
+
+    blocked_providers = List(
+        Unicode(),
+        default_value=None,
+        help="Identifiers of block-listed providers. If `None`, none are blocked.",
+        allow_none=True,
+        config=True,
+    )
+
     def initialize_settings(self):
         start = time.time()
+        restrictions = {
+            "allowed_providers": self.allowed_providers,
+            "blocked_providers": self.blocked_providers,
+        }
 
-        self.settings["lm_providers"] = get_lm_providers(log=self.log)
-        self.settings["em_providers"] = get_em_providers(log=self.log)
+        self.settings["lm_providers"] = get_lm_providers(
+            log=self.log, restrictions=restrictions
+        )
+        self.settings["em_providers"] = get_em_providers(
+            log=self.log, restrictions=restrictions
+        )
 
         self.settings["jai_config_manager"] = ConfigManager(
             # traitlets configuration, not JAI configuration.
@@ -48,6 +73,7 @@ def initialize_settings(self):
             log=self.log,
             lm_providers=self.settings["lm_providers"],
             em_providers=self.settings["em_providers"],
+            restrictions=restrictions,
         )
 
         self.log.info("Registered providers.")
diff --git a/packages/jupyter-ai/jupyter_ai/tests/test_config_manager.py b/packages/jupyter-ai/jupyter_ai/tests/test_config_manager.py
index f7afbd29a..8cb1808fe 100644
--- a/packages/jupyter-ai/jupyter_ai/tests/test_config_manager.py
+++ b/packages/jupyter-ai/jupyter_ai/tests/test_config_manager.py
@@ -36,6 +36,7 @@ def common_cm_kwargs(config_path, schema_path):
         "em_providers": em_providers,
         "config_path": config_path,
         "schema_path": schema_path,
+        "restrictions": {"allowed_providers": None, "blocked_providers": None},
     }
 
 
@@ -112,6 +113,7 @@ def test_init_with_existing_config(
         em_providers=em_providers,
         config_path=config_path,
         schema_path=schema_path,
+        restrictions={"allowed_providers": None, "blocked_providers": None},
     )
 
 
diff --git a/packages/jupyter-ai/jupyter_ai/tests/test_extension.py b/packages/jupyter-ai/jupyter_ai/tests/test_extension.py
new file mode 100644
index 000000000..d1a10df77
--- /dev/null
+++ b/packages/jupyter-ai/jupyter_ai/tests/test_extension.py
@@ -0,0 +1,39 @@
+# Copyright (c) Jupyter Development Team.
+# Distributed under the terms of the Modified BSD License.
+import pytest
+from jupyter_ai.extension import AiExtension
+
+pytest_plugins = ["pytest_jupyter.jupyter_server"]
+
+KNOWN_LM_A = "openai"
+KNOWN_LM_B = "huggingface_hub"
+
+
+@pytest.mark.parametrize(
+    "argv",
+    [
+        ["--AiExtension.blocked_providers", KNOWN_LM_B],
+        ["--AiExtension.allowed_providers", KNOWN_LM_A],
+    ],
+)
+def test_allows_providers(argv, jp_configurable_serverapp):
+    server = jp_configurable_serverapp(argv=argv)
+    ai = AiExtension()
+    ai._link_jupyter_server_extension(server)
+    ai.initialize_settings()
+    assert KNOWN_LM_A in ai.settings["lm_providers"]
+
+
+@pytest.mark.parametrize(
+    "argv",
+    [
+        ["--AiExtension.blocked_providers", KNOWN_LM_A],
+        ["--AiExtension.allowed_providers", KNOWN_LM_B],
+    ],
+)
+def test_blocks_providers(argv, jp_configurable_serverapp):
+    server = jp_configurable_serverapp(argv=argv)
+    ai = AiExtension()
+    ai._link_jupyter_server_extension(server)
+    ai.initialize_settings()
+    assert KNOWN_LM_A not in ai.settings["lm_providers"]
diff --git a/packages/jupyter-ai/package.json b/packages/jupyter-ai/package.json
index 58f074c8d..f88edbd6d 100644
--- a/packages/jupyter-ai/package.json
+++ b/packages/jupyter-ai/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@jupyter-ai/core",
-  "version": "2.2.0",
+  "version": "2.4.0",
   "description": "A generative AI extension for JupyterLab",
   "keywords": [
     "jupyter",
@@ -66,6 +66,7 @@
     "@jupyterlab/codeeditor": "^4",
     "@jupyterlab/codemirror": "^4",
     "@jupyterlab/collaboration": "^3",
+    "@jupyterlab/completer": "file:../../../jupyterlab/packages/completer",
     "@jupyterlab/coreutils": "^6",
     "@jupyterlab/fileeditor": "^4",
     "@jupyterlab/notebook": "^4",
diff --git a/packages/jupyter-ai/pyproject.toml b/packages/jupyter-ai/pyproject.toml
index 6735f9c2e..99dd13ddd 100644
--- a/packages/jupyter-ai/pyproject.toml
+++ b/packages/jupyter-ai/pyproject.toml
@@ -28,7 +28,7 @@ dependencies = [
     "openai~=0.26",
     "aiosqlite>=0.18",
     "importlib_metadata>=5.2.0",
-    "langchain==0.0.277",
+    "langchain==0.0.318",
     "tiktoken", # required for OpenAIEmbeddings
     "jupyter_ai_magics",
     "dask[distributed]",
@@ -51,6 +51,7 @@ test = [
     "pytest-asyncio",
     "pytest-cov",
     "pytest-tornasync",
+    "pytest-jupyter",
     "syrupy~=4.0.8"
 ]
 
diff --git a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
new file mode 100644
index 000000000..2beaec470
--- /dev/null
+++ b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
@@ -0,0 +1,431 @@
+import {
+  CompletionHandler,
+  HistoryInlineCompletionProvider,
+  IInlineCompletionContext,
+  IInlineCompletionItem,
+  IInlineCompletionList,
+  IInlineCompletionProvider,
+  InlineCompletionTriggerKind
+} from '@jupyterlab/completer';
+import { NotebookPanel } from '@jupyterlab/notebook';
+import { nullTranslator, TranslationBundle } from '@jupyterlab/translation';
+import { retrieveNotebookContentUntilCursor } from './utils/cell-context';
+
+import bigcodeRequestInstance, {
+  BigCodeServiceStreamResponseItem
+} from './utils/bigcode-request';
+import CodeCompletionContextStore from './contexts/code-completion-context-store';
+
+export class BigcodeInlineCompletionProvider
+  implements IInlineCompletionProvider
+{
+  readonly identifier = '@jupyterlab/inline-completer:bigcode';
+  private _trans: TranslationBundle;
+  private _lastRequestInfo: {
+    insertText: string;
+    cellCode: string;
+  } = {
+    insertText: '',
+    cellCode: ''
+  };
+  private _requesting = false;
+  private _requestMode: InlineCompletionTriggerKind = 0;
+  private _streamStop = false;
+  private _finish = false;
+  private _timeoutId: number | null = null;
+  private _callCounter = 0;
+
+  get finish(): boolean {
+    return this._finish;
+  }
+
+  get requesting(): boolean {
+    return this._requesting;
+  }
+
+  constructor(protected options: HistoryInlineCompletionProvider.IOptions) {
+    const translator = options.translator || nullTranslator;
+    this._trans = translator.load('jupyterlab');
+  }
+
+  get name(): string {
+    return this._trans.__('Bigcode');
+  }
+
+  shouldClearStateAndPerformAutoRequest(addedString: string): {
+    shouldClearState: boolean;
+    shouldAutoRequest: boolean;
+  } {
+    if (this._lastRequestInfo.cellCode === '') {
+      return { shouldClearState: false, shouldAutoRequest: true };
+    }
+
+    if (addedString.length <= 5) {
+      return { shouldClearState: false, shouldAutoRequest: false };
+    }
+
+    const previousInsertText = this._lastRequestInfo.insertText;
+
+    let diffPosition = 0;
+    while (
+      diffPosition < addedString.length &&
+      previousInsertText[diffPosition] === addedString[diffPosition]
+    ) {
+      diffPosition++;
+    }
+
+    const shouldClearState =
+      previousInsertText.length - diffPosition >=
+      addedString.length - diffPosition + 4;
+
+    return {
+      shouldClearState: shouldClearState,
+      shouldAutoRequest: shouldClearState
+    };
+  }
+
+  constructContinuationPrompt(context: IInlineCompletionContext): string {
+    if (context.widget instanceof NotebookPanel) {
+      const widget = context.widget as NotebookPanel;
+      const notebookCellContent = retrieveNotebookContentUntilCursor(widget);
+
+      bigcodeRequestInstance.constructContinuationPrompt(notebookCellContent);
+      return bigcodeRequestInstance.prompt;
+    }
+
+    return '';
+  }
+
+  async shortCutCompletionHandler(
+    request: CompletionHandler.IRequest,
+    context: IInlineCompletionContext
+  ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
+    const items: IInlineCompletionItem[] = [];
+    const prompt = this.constructContinuationPrompt(context);
+
+    if (prompt) {
+      this.setRequestFinish(true);
+      this._requestMode = 0;
+      this._lastRequestInfo = {
+        insertText: '',
+        cellCode: request.text.slice(0, request.offset)
+      };
+      items.push({
+        token: prompt,
+        isIncomplete: true,
+        insertText: ''
+      });
+    }
+
+    return { items };
+  }
+
+  async autoCompletionHandler(
+    request: CompletionHandler.IRequest,
+    context: IInlineCompletionContext
+  ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
+    console.debug('autoCompletionHandler');
+    this._streamStop = true;
+
+    const lastRoundCellCodeText = this._lastRequestInfo.cellCode;
+    const currentRoundCellCodeText = request.text.slice(0, request.offset);
+
+    const newAddedCodeText = currentRoundCellCodeText.replace(
+      lastRoundCellCodeText,
+      ''
+    );
+
+    const items: IInlineCompletionItem[] = [];
+    if (this._lastRequestInfo.insertText.startsWith(newAddedCodeText)) {
+      items.push({
+        isIncomplete: false,
+        insertText: this._lastRequestInfo.insertText.replace(
+          newAddedCodeText,
+          ''
+        )
+      });
+      return { items };
+    } else {
+      const { shouldClearState, shouldAutoRequest } =
+        this.shouldClearStateAndPerformAutoRequest(newAddedCodeText);
+
+      if (shouldClearState) {
+        this.clearState();
+      }
+
+      if (shouldAutoRequest) {
+        const prompt = this.constructContinuationPrompt(context);
+        if (!prompt) {
+          return { items: [] };
+        }
+
+        const result = await this.simulateSingleRequest(prompt);
+
+        if (result === '<debounce>') {
+          return { items: [] };
+        }
+
+        if (result === '<auto_stream>') {
+          this._lastRequestInfo = {
+            insertText: '',
+            cellCode: currentRoundCellCodeText
+          };
+          this._requestMode = 1;
+          return {
+            items: [
+              {
+                token: prompt,
+                isIncomplete: true,
+                insertText: ''
+              }
+            ]
+          };
+        }
+      }
+    }
+
+    this._requesting = false;
+    return { items };
+  }
+
+  async fetch(
+    request: CompletionHandler.IRequest,
+    context: IInlineCompletionContext
+  ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
+    if (!CodeCompletionContextStore.enableCodeCompletion) {
+      return { items: [] };
+    }
+
+    if (
+      !CodeCompletionContextStore.accessToken &&
+      !CodeCompletionContextStore.enableMockTest
+    ) {
+      alert('Huggingface Access Token not set.');
+      return { items: [] };
+    }
+
+    if (context.triggerKind === 1) {
+      return await this.autoCompletionHandler(request, context);
+    }
+
+    if (context.triggerKind === 0) {
+      return await this.shortCutCompletionHandler(request, context);
+    }
+
+    return { items: [] };
+  }
+
+  setRequestFinish(error: boolean): void {
+    this._requesting = false;
+    this._streamStop = false;
+    this._finish = !error;
+  }
+
+  clearState(): void {
+    this._streamStop = true;
+    this._finish = false;
+    this._requesting = false;
+    this._lastRequestInfo = {
+      insertText: '',
+      cellCode: ''
+    };
+  }
+
+  delay = async (ms: number): Promise<void> =>
+    new Promise(resolve => setTimeout(resolve, ms));
+
+  simulateSingleRequest(prompt: string): Promise<string> {
+    this._callCounter++;
+
+    if (this._requesting) {
+      return Promise.resolve('<debounce>');
+    }
+
+    if (this._timeoutId) {
+      clearTimeout(this._timeoutId);
+      this._timeoutId = null;
+    }
+
+    const currentCallCount = this._callCounter;
+
+    return new Promise(resolve => {
+      this._timeoutId = setTimeout(() => {
+        if (this._callCounter === currentCallCount && !this._requesting) {
+          this._callCounter = 0;
+          this._requesting = true;
+          resolve('<auto_stream>');
+          this._timeoutId = null;
+        } else {
+          resolve('<debounce>');
+        }
+      }, 2000);
+    });
+  }
+
+  async *stream(
+    token: string
+  ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
+    if (!CodeCompletionContextStore.enableMockTest) {
+      yield* this.completionStream(token);
+    } else {
+      yield* this.mockCompletionStream(token);
+    }
+  }
+
+  private async *mockCompletionStream(
+    token: string
+  ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
+    this._requesting = true;
+
+    if (this._requestMode === 0) {
+      yield* this.mockKeypressCompletionStream();
+    } else if (this._requestMode === 1) {
+      yield* this.mockAutomaticCompletionStream(token);
+    }
+
+    this.setRequestFinish(false);
+  }
+
+  private async *mockKeypressCompletionStream(): AsyncGenerator<
+    { response: IInlineCompletionItem },
+    undefined,
+    unknown
+  > {
+    const testResultText =
+      '"""This is the first line generated by the mockKeypressCompletionStreamr"""\n    """This is the second line generated by the mockKeypressCompletionStream"""';
+
+    for (let i = 1; i <= testResultText.length; i++) {
+      await this.delay(10);
+
+      if (this._streamStop) {
+        console.debug('_streamStop');
+        yield {
+          response: {
+            isIncomplete: false,
+            insertText: this._lastRequestInfo.insertText
+          }
+        };
+        return;
+      }
+
+      const insertChar = testResultText.slice(i - 1, i);
+      this._lastRequestInfo.insertText += insertChar;
+
+      yield {
+        response: {
+          isIncomplete: i !== testResultText.length - 1,
+          insertText: this._lastRequestInfo.insertText
+        }
+      };
+    }
+  }
+
+  private async *mockAutomaticCompletionStream(
+    token: string
+  ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
+    await this.delay(1000);
+    const insertText =
+      '"""This is the first line that automatically triggers the mockAutomaticCompletionStream"""\n    """This is the second line that automatically triggers the mockAutomaticCompletionStream"""';
+    this._lastRequestInfo.insertText = insertText;
+
+    yield {
+      response: {
+        token,
+        isIncomplete: false,
+        insertText: insertText
+      }
+    };
+  }
+
+  private async *completionStream(
+    token: string
+  ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
+    this._requesting = true;
+
+    if (this._requestMode === 0) {
+      yield* this.keypressCompletionStream(token);
+    } else if (this._requestMode === 1) {
+      yield* this.automaticCompletionStream(token);
+    }
+
+    this.setRequestFinish(false);
+  }
+
+  async *keypressCompletionStream(
+    token: string
+  ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
+    if (token === '') {
+      return;
+    }
+
+    this._requesting = true;
+    this._finish = false;
+    let reponseData: ReadableStream<Uint8Array> | null = null;
+
+    try {
+      reponseData = await bigcodeRequestInstance.fetchStream(true);
+    } catch {
+      yield {
+        response: {
+          isIncomplete: false,
+          insertText: ''
+        }
+      };
+      this.setRequestFinish(true);
+      return;
+    }
+
+    const decoder = new TextDecoder();
+    const reader = reponseData.getReader();
+
+    while (true) {
+      const { value, done } = await reader.read();
+
+      if (done || this._streamStop) {
+        return;
+      }
+
+      const strValue = decoder.decode(value, { stream: true });
+
+      const jsonStrList = strValue.split('data:');
+
+      for (const chunk of jsonStrList) {
+        if (chunk !== '') {
+          const chunkData = JSON.parse(
+            chunk
+          ) as BigCodeServiceStreamResponseItem;
+          const done = chunkData.token.special;
+
+          if (!done) {
+            this._lastRequestInfo.insertText += chunkData.token.text;
+          }
+
+          yield {
+            response: {
+              isIncomplete: !done,
+              insertText: this._lastRequestInfo.insertText
+            }
+          };
+        }
+      }
+    }
+  }
+
+  async *automaticCompletionStream(
+    token: string
+  ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
+    try {
+      const reponseData = await bigcodeRequestInstance.fetchStream(false);
+
+      yield {
+        response: {
+          token,
+          isIncomplete: false,
+          insertText: reponseData[0].generated_text
+        }
+      };
+    } catch {
+      return;
+    }
+  }
+}
diff --git a/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts b/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
deleted file mode 100644
index a7f42be80..000000000
--- a/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
+++ /dev/null
@@ -1,188 +0,0 @@
-import { JupyterFrontEnd } from '@jupyterlab/application';
-import { EditorView } from '@codemirror/view';
-import { getNotebookContentUntilCursor } from '../utils/cell-context';
-import {
-  sendToBigCode,
-  processCompletionResult,
-  constructContinuationPrompt
-} from '../utils/bigcode-request';
-import {
-  insertAndHighlightCode,
-  removeTextStatus,
-  moveCursorToEnd,
-  replaceText
-} from '../utils/cell-modification';
-import {
-  addLoadingAnimation,
-  updateAnimation,
-  removeLoadingAnimation
-} from '../utils/animation';
-import { ICell } from '../types/cell';
-
-import CodeCompletionContextStore from '../contexts/code-completion-context-store';
-
-/**
- * An object to track the state of the request and the visibility of the result.
- * @property {boolean} loading - Indicates if a request is currently being made.
- * @property {boolean} viewResult - Indicates if the result of a request is currently being displayed.
- */
-const requestState = {
-  loading: false,
-  viewResult: false
-};
-
-/**
- * Checks if the provided context is empty or not.
- * @param {ICell[]} context - An array of cells representing the context.
- * @returns {boolean} Returns true if the context is empty or undefined, otherwise false.
- */
-const isContextEmpty = (context: ICell[]): boolean => {
-  if (!context || context.length === 0) {
-    return true; // If the context is empty or undefined, we assume that the user did not write code
-  }
-
-  const combinedContent = context.reduce((acc, cell) => acc + cell.content, '');
-  return combinedContent.trim() === '';
-};
-
-/**
- * Handles the success response of the code completion request.
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @param {EditorView} view - The editor view instance.
- * @param {{ generated_text: string }[]} result - The result array containing generated text.
- */
-const requestSuccess = (
-  app: JupyterFrontEnd,
-  view: EditorView,
-  result: { generated_text: string }[]
-) => {
-  const resultCode = processCompletionResult(result);
-  requestState.viewResult = true;
-
-  if (resultCode === '') {
-    requestState.viewResult = false;
-    CodeCompletionContextStore.setCodeOnRequest('');
-  } else {
-    insertAndHighlightCode(
-      app,
-      CodeCompletionContextStore.codeOnRequest,
-      resultCode
-    );
-  }
-
-  updateAnimation(view, 'success');
-  requestState.loading = false;
-};
-
-/**
- * Handles the failure of the code completion request.
- * @param {EditorView} view - The editor view instance.
- */
-const requestFailed = (view: EditorView) => {
-  CodeCompletionContextStore.setCodeOnRequest('');
-
-  updateAnimation(view, 'failed');
-  requestState.viewResult = false;
-  requestState.loading = false;
-};
-
-/**
- * Initiates code completion based on the provided context.
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @param {EditorView} view - The editor view instance.
- * @returns {boolean} Indicates whether the function completed successfully.
- */
-export const codeCompletion = (
-  app: JupyterFrontEnd,
-  view: EditorView
-): boolean => {
-  const context = getNotebookContentUntilCursor(app);
-
-  if (!context || isContextEmpty(context)) {
-    updateAnimation(view, 'failed');
-    console.error('continueWriting() => context is null');
-    return false;
-  }
-
-  if (requestState.loading || requestState.viewResult) {
-    console.error('continueWriting() => request is running');
-    return true;
-  }
-
-  console.debug('continueWriting() => context: ', context);
-
-  requestState.loading = true;
-  removeLoadingAnimation(view);
-  addLoadingAnimation(view);
-  CodeCompletionContextStore.setCodeOnRequest(
-    context[context.length - 1].content
-  );
-  const prompt = constructContinuationPrompt(
-    context,
-    CodeCompletionContextStore.maxPromptToken
-  );
-
-  console.debug('codeCompletion() => prompt: ', prompt);
-
-  sendToBigCode(prompt, CodeCompletionContextStore.maxResponseToken)
-    .then(result => {
-      console.debug('continueWriting() => state is success, result: ', result);
-      requestSuccess(app, view, result);
-    })
-    .catch(async err => {
-      console.error(await err);
-      requestFailed(view);
-    });
-
-  return true;
-};
-
-/**
- * Removes custom colors from the text in the editor.
- * @param {EditorView} view - The editor view instance.
- * @returns {boolean} Indicates whether the function completed successfully.
- */
-export const removeColor = (view: EditorView): boolean => {
-  if (
-    CodeCompletionContextStore.codeOnRequest === '' &&
-    !requestState.viewResult
-  ) {
-    console.debug(
-      'removeColor() => No request is running or no continuation code is showing'
-    );
-    return false;
-  }
-
-  requestState.viewResult = false;
-  removeTextStatus(view);
-  CodeCompletionContextStore.setCodeOnRequest('');
-  moveCursorToEnd(view);
-  console.debug('removeColor() => remove code customize color');
-  return true;
-};
-
-/**
- * Handles any keypress events when a request is loading or a result is being displayed.
- * @param {EditorView} view - The editor view instance.
- * @returns {boolean} Indicates whether the function completed successfully.
- */
-export const handleAnyKeyPress = (view: EditorView): boolean => {
-  if (requestState.loading) {
-    console.debug('handleAnyKeyPress() => request is loading');
-    return true;
-  }
-
-  if (
-    CodeCompletionContextStore.codeOnRequest !== '' ||
-    requestState.viewResult
-  ) {
-    console.debug(
-      'handleAnyKeyPress() => code for the user to cancel the display'
-    );
-    removeTextStatus(view);
-    replaceText(view, CodeCompletionContextStore.codeOnRequest);
-    CodeCompletionContextStore.setCodeOnRequest('');
-    requestState.viewResult = false;
-  }
-  return false;
-};
diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
index d7e4c92f6..34b2db49b 100644
--- a/packages/jupyter-ai/src/components/bigcode-settings.tsx
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -31,6 +31,10 @@ export const BigCodeSetting = observer(() => {
     CodeCompletionContextstore.toggleCodeCompletion();
   };
 
+  const toggleMockTestWrapper = () => {
+    CodeCompletionContextstore.toggleCMockTest();
+  };
+
   useEffect(() => {
     CodeCompletionContextstore.setBigcodeUrl(
       'https://api-inference.huggingface.co/models/bigcode/starcoderbase/'
@@ -75,9 +79,20 @@ export const BigCodeSetting = observer(() => {
           onChange={toggleCodeCompletionWrapper}
         />
       </h1>
+      {CodeCompletionContextstore.enableCodeCompletion && (
+        <h1 className="jp-ai-ChatSettings-header bigcode-setting-level-1-title">
+          Enable mock test code completion
+          <Switch
+            checked={CodeCompletionContextstore.enableMockTest}
+            onChange={toggleMockTestWrapper}
+          />
+        </h1>
+      )}
+
       <div
         className={
-          CodeCompletionContextstore.enableCodeCompletion
+          CodeCompletionContextstore.enableCodeCompletion &&
+          !CodeCompletionContextstore.enableMockTest
             ? 'code-completion-setting-entered'
             : 'code-completion-setting-exiting'
         }
diff --git a/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx b/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx
index 468f26796..cdbb57c19 100644
--- a/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx
+++ b/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx
@@ -113,7 +113,7 @@ function ExistingApiKey(props: ExistingApiKeyProps) {
   }, [input]);
 
   const onError = useCallback(
-    emsg => {
+    (emsg: string | Error) => {
       props.alert.show('error', emsg);
     },
     [props.alert]
diff --git a/packages/jupyter-ai/src/contexts/code-completion-context-store.ts b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
index b1d1206ab..e95ca23b9 100644
--- a/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
+++ b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
@@ -1,6 +1,6 @@
 import { makeObservable, observable, action } from 'mobx';
 
-class CodeCompletionContextstore {
+class CodeCompletionContextStore {
   /**
    * Whether to enable code completion function.
    */
@@ -17,9 +17,9 @@ class CodeCompletionContextstore {
   @observable bigcodeUrl = '';
 
   /**
-   * Observable state for the code being requested for completion.
+   * Whether simulation testing is enabled (without using the real API)
    */
-  @observable codeOnRequest = '';
+  @observable enableMockTest = false;
 
   /**
    * Observable string representing the shortcut key combination for triggering code completion.
@@ -51,6 +51,7 @@ class CodeCompletionContextstore {
       this.shortcutStr = dataPersistence.shortcutStr;
       this.maxPromptToken = dataPersistence.maxPromptToken;
       this.maxResponseToken = dataPersistence.maxResponseToken;
+      this.enableMockTest = dataPersistence.enableMockTest;
     }
   }
 
@@ -63,7 +64,8 @@ class CodeCompletionContextstore {
         bigcodeUrl: this.bigcodeUrl,
         shortcutStr: this.shortcutStr,
         maxPromptToken: this.maxPromptToken,
-        maxResponseToken: this.maxResponseToken
+        maxResponseToken: this.maxResponseToken,
+        enableMockTest: this.enableMockTest
       })
     );
   }
@@ -86,13 +88,14 @@ class CodeCompletionContextstore {
   }
 
   @action
-  setCodeOnRequest(code: string): void {
-    this.codeOnRequest = code;
+  setShortcutStr(shortcutStr: string): void {
+    this.shortcutStr = shortcutStr;
+    this.saveDataToLoaclStorage();
   }
 
   @action
-  setShortcutStr(shortcutStr: string): void {
-    this.shortcutStr = shortcutStr;
+  toggleCMockTest(): void {
+    this.enableMockTest = !this.enableMockTest;
     this.saveDataToLoaclStorage();
   }
 
@@ -109,5 +112,5 @@ class CodeCompletionContextstore {
   }
 }
 
-export default new CodeCompletionContextstore();
-export type IGlobalStore = CodeCompletionContextstore;
+export default new CodeCompletionContextStore();
+export type IGlobalStore = CodeCompletionContextStore;
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index a5962981a..5dd02d72c 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -13,7 +13,10 @@ import { buildBigcodeSidebar } from './widgets/bigcode-sidebar';
 import { SelectionWatcher } from './selection-watcher';
 import { ChatHandler } from './chat_handler';
 import { buildErrorWidget } from './widgets/chat-error';
-import { handleCodeCompletionKeyDown } from './keydown-handler';
+import { handleCodeCompletionKeyDown } from './inline-completion-handler';
+import { ICompletionProviderManager } from '@jupyterlab/completer';
+import { ITranslator, nullTranslator } from '@jupyterlab/translation';
+import { BigcodeInlineCompletionProvider } from './bigcode-Inline-completion-provider';
 
 export type DocumentTracker = IWidgetTracker<IDocumentWidget>;
 
@@ -52,19 +55,32 @@ const plugin: JupyterFrontEndPlugin<void> = {
     }
 
     /**
-     * Initialize bigcode settings widget
+     * Add Chat widget to right sidebar
      */
-    const bigcodeWidget = buildBigcodeSidebar();
+    app.shell.add(chatWidget, 'left', { rank: 2000 });
 
-    /**
-     * Initialize keydown handler
-     */
-    handleCodeCompletionKeyDown(app);
+    if (restorer) {
+      restorer.add(chatWidget, 'jupyter-ai-chat');
+    }
+  }
+};
 
+const bigcodeCodeCompletion: JupyterFrontEndPlugin<void> = {
+  id: 'jupyter_ai:plugin:inline-bigcode',
+  description: 'Adds inline completion provider suggesting code from bigcode.',
+  requires: [ICompletionProviderManager],
+  optional: [ILayoutRestorer],
+  autoStart: true,
+  activate: (
+    app: JupyterFrontEnd,
+    completionManager: ICompletionProviderManager,
+    restorer: ILayoutRestorer | null,
+    translator: ITranslator | null
+  ): void => {
     /**
-     * Add Chat widget to right sidebar
+     * Initialize bigcode settings widget
      */
-    app.shell.add(chatWidget, 'left', { rank: 2000 });
+    const bigcodeWidget = buildBigcodeSidebar();
 
     /**
      * Add Bigcode settings widget to right sidebar
@@ -72,10 +88,28 @@ const plugin: JupyterFrontEndPlugin<void> = {
     app.shell.add(bigcodeWidget, 'left', { rank: 2001 });
 
     if (restorer) {
-      restorer.add(chatWidget, 'jupyter-ai-chat');
       restorer.add(bigcodeWidget, 'bigcode-code-completion');
     }
+
+    const bigcodeInlineCompletionProvider = new BigcodeInlineCompletionProvider(
+      {
+        translator: translator ?? nullTranslator
+      }
+    );
+
+    completionManager.registerInlineProvider(bigcodeInlineCompletionProvider);
+
+    /**
+     * Initialize keydown handler
+     */
+    handleCodeCompletionKeyDown(
+      app,
+      completionManager,
+      bigcodeInlineCompletionProvider
+    );
   }
 };
 
-export default plugin;
+const plugins: JupyterFrontEndPlugin<void>[] = [plugin, bigcodeCodeCompletion];
+
+export default plugins;
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/inline-completion-handler.ts
similarity index 67%
rename from packages/jupyter-ai/src/keydown-handler.ts
rename to packages/jupyter-ai/src/inline-completion-handler.ts
index 922317bf9..2b285d2e6 100644
--- a/packages/jupyter-ai/src/keydown-handler.ts
+++ b/packages/jupyter-ai/src/inline-completion-handler.ts
@@ -8,15 +8,12 @@ import { Notebook } from '@jupyterlab/notebook';
 import { NotebookPanel } from '@jupyterlab/notebook';
 import { Extension } from '@codemirror/state';
 import { CodeEditor } from '@jupyterlab/codeeditor';
-
 import { getSpecificWidget } from './utils/instance';
-import {
-  codeCompletion,
-  removeColor,
-  handleAnyKeyPress
-} from './bigcode/bigcode-code-completion';
 import { parseKeyboardEventToShortcut } from './utils/keyboard';
-import GlobalStore from './contexts/code-completion-context-store';
+import { ICompletionProviderManager } from '@jupyterlab/completer';
+
+import CodeCompletionContextStore from './contexts/code-completion-context-store';
+import { BigcodeInlineCompletionProvider } from './bigcode-Inline-completion-provider';
 
 // Create a weak reference set to store the editor
 const mountedEditors = new WeakSet<CodeMirrorEditor>();
@@ -68,29 +65,51 @@ const mountEditorWithDelay = (
 };
 
 /// Generates a keydown extension for handling various keypress events.
-const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
+const generateKeyDownExtension = (
+  app: JupyterFrontEnd,
+  completionManager: ICompletionProviderManager,
+  bigcodeInlineCompletionProvider: BigcodeInlineCompletionProvider
+): Extension => {
+  const providerInvoke = (): boolean => {
+    if (app.shell.currentWidget) {
+      completionManager.inline?.invoke(app.shell.currentWidget?.id);
+      return true;
+    }
+    return false;
+  };
+
   return Prec.highest(
     keymap.of([
       {
         any: (view: EditorView, event: KeyboardEvent) => {
-          if (!GlobalStore.enableCodeCompletion) {
-            return false;
-          }
-
           const parsedShortcut = parseKeyboardEventToShortcut(event);
-          console.debug('keyboard press: ', parsedShortcut);
 
-          if (parsedShortcut === GlobalStore.shortcutStr) {
-            console.debug('keyboard press: codeCompletion function is Running');
-            return codeCompletion(app, view);
+          if (parsedShortcut === CodeCompletionContextStore.shortcutStr) {
+            console.debug(
+              'keyboard press: codeCompletion invoke function is Running'
+            );
+            return providerInvoke();
           }
 
-          if (event.code === 'Enter') {
-            console.debug('keyboard press: removeColor function is Running');
-            return removeColor(view);
+          if (
+            event.code === 'Enter' &&
+            (bigcodeInlineCompletionProvider.finish ||
+              bigcodeInlineCompletionProvider.requesting)
+          ) {
+            const currentWidget = app.shell.currentWidget;
+
+            if (currentWidget) {
+              completionManager.inline?.accept(app.shell.currentWidget?.id);
+              bigcodeInlineCompletionProvider.clearState();
+
+              console.debug(
+                'keyboard press: codeCompletion accept function is Running'
+              );
+              return true;
+            }
           }
 
-          return handleAnyKeyPress(view);
+          return false;
         }
       }
     ])
@@ -102,12 +121,20 @@ const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
  * This function sets up listeners for changes in the current widget and mounts the editor accordingly.
  * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
  */
-const initializeKeyDownHandlers = (app: JupyterFrontEnd) => {
+const initializeKeyDownHandlers = (
+  app: JupyterFrontEnd,
+  completionManager: ICompletionProviderManager,
+  bigcodeInlineCompletionProvider: BigcodeInlineCompletionProvider
+) => {
   if (!(app.shell instanceof LabShell)) {
     throw 'Shell is not an instance of LabShell. Jupyter AI does not currently support custom shells.';
   }
 
-  const extension = generateKeyDownExtension(app);
+  const extension = generateKeyDownExtension(
+    app,
+    completionManager,
+    bigcodeInlineCompletionProvider
+  );
 
   // Listen for changes in the current weiget
   app.shell.currentChanged.connect(async (sender, args) => {
@@ -147,10 +174,16 @@ const initializeKeyDownHandlers = (app: JupyterFrontEnd) => {
  * @returns {Promise<void>}
  */
 export const handleCodeCompletionKeyDown = async (
-  app: JupyterFrontEnd
+  app: JupyterFrontEnd,
+  completionManager: ICompletionProviderManager,
+  bigcodeInlineCompletionProvider: BigcodeInlineCompletionProvider
 ): Promise<void> => {
   // Wait for the notebook to finish initializing
   await app.start();
-  initializeKeyDownHandlers(app);
+  initializeKeyDownHandlers(
+    app,
+    completionManager,
+    bigcodeInlineCompletionProvider
+  );
   console.log('handleCodeCompletionKeyDown is start...');
 };
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
deleted file mode 100644
index 03f29b3d4..000000000
--- a/packages/jupyter-ai/src/utils/animation.ts
+++ /dev/null
@@ -1,79 +0,0 @@
-import { EditorView } from '@codemirror/view';
-
-/**
- * Adds a rotating circle loading animation to the left side of the EditorView's DOM.
- * Removes any existing loading animations before adding a new one.
- *
- * @param {EditorView} view - The instance of ProseMirror's EditorView.
- * @returns {HTMLElement | null} The created circle animation element or null if the target div is not found.
- */
-export function addLoadingAnimation(view: EditorView): HTMLElement | null {
-  removeLoadingAnimation(view);
-  const cellNode = view.dom.closest('.jp-Cell');
-  if (!cellNode) {
-    return null;
-  }
-
-  const targetDiv = cellNode.querySelector(
-    '.lm-Widget.jp-InputPrompt.jp-InputArea-prompt'
-  );
-  const circle = document.createElement('div');
-  circle.className = 'circle-loading-animation';
-  targetDiv?.appendChild(circle);
-
-  return circle;
-}
-
-/**
- * Updates the animation state to either 'success' or 'failed'.
- * If a loading circle doesn't exist, it will be created.
- *
- * @param {EditorView} view - The instance of ProseMirror's EditorView.
- * @param {('success' | 'failed')} state - The new state for the animation.
- */
-export function updateAnimation(
-  view: EditorView,
-  state: 'success' | 'failed'
-): void {
-  let circle = getLoadingCircle(view);
-  if (!circle) {
-    circle = addLoadingAnimation(view);
-  }
-
-  if (state === 'success') {
-    circle?.classList.add('circle-success');
-  } else if (state === 'failed') {
-    circle?.classList.add('circle-failed');
-  }
-
-  // It will disappear automatically after 1.5s
-  setTimeout(() => {
-    removeLoadingAnimation(view);
-  }, 1500);
-}
-
-/**
- * Retrieves the loading circle from the closest cell of the given view.
- *
- * @param {EditorView} view - The instance of ProseMirror's EditorView.
- * @returns {HTMLElement | null | undefined} The loading circle element or null/undefined if not found.
- */
-function getLoadingCircle(view: EditorView): HTMLElement | null | undefined {
-  return view.dom
-    .closest('.jp-Cell')
-    ?.querySelector('.circle-loading-animation');
-}
-
-/**
- * Removes all loading/success/failed animations from the closest cell of the given view.
- *
- * @param {EditorView} view - The instance of ProseMirror's EditorView.
- */
-export const removeLoadingAnimation = (view: EditorView): void => {
-  const circles = view.dom
-    .closest('.jp-Cell')
-    ?.querySelectorAll('.circle-loading-animation');
-  circles?.forEach(circle => {
-    circle.remove();
-  });
-};
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index 55ecc413e..3b44d851e 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -1,5 +1,23 @@
-import CodeCompletionContextStore from '../contexts/code-completion-context-store';
+import CodeCompletionContextStore, {
+  IGlobalStore
+} from '../contexts/code-completion-context-store';
 import { ICell } from '../types/cell';
+import { makeObservable, computed } from 'mobx';
+
+export type BigCodeServiceStreamResponseItem = {
+  token: {
+    id: number;
+    text: string;
+    logprob: number;
+    special: boolean;
+  };
+  generated_text: string | null;
+  details: null;
+};
+
+export type BigCodeServiceNotStreamResponse = {
+  generated_text: string;
+}[];
 
 /**
  * Generates the appropriate prompt string based on the cell type.
@@ -8,124 +26,117 @@ import { ICell } from '../types/cell';
  * @param {ICell} cell - The cell object which includes the type and content.
  * @returns {string} The generated prompt string for the cell.
  */
-const getPromptForCell = (cell: ICell): string => {
-  let cellPrompt = '';
-  switch (cell.type) {
-    case 'code':
-      cellPrompt += '<jupyter_code>';
-      break;
-    case 'markdown':
-      cellPrompt += '<jupyter_text>';
-      break;
-    case 'output':
-      cellPrompt += '<jupyter_output>';
-      break;
-  }
-  return cellPrompt + cell.content;
-};
+class Bigcode {
+  spaceCount: number;
+  private _prompt: string;
 
-function countSpaces(str: string) {
-  const matches = str.match(/ /g);
-  return matches ? matches.length : 0;
-}
+  constructor(private store: IGlobalStore) {
+    makeObservable(this);
+    this.spaceCount = 0;
+    this._prompt = '';
+  }
 
-/**
- * Constructs a continuation prompt based on the provided context.
- * It concatenates the prompts for all the cells in the context.
- *
- * @param {ICell[] | null} context - An array of cells representing the context.
- * @returns {string | null} The constructed continuation prompt or null if context is empty.
- */
-export const constructContinuationPrompt = (
-  context: ICell[] | null,
-  maxTokens: number
-): string | null => {
-  if (!context || context.length === 0) {
-    return null;
+  @computed get bigcodeUrl() {
+    return this.store.bigcodeUrl;
   }
 
-  let prompt = '';
-  for (let i = context.length - 1; i >= 0; i--) {
-    prompt = getPromptForCell(context[i]) + prompt;
-    if (countSpaces(prompt) > maxTokens) {
-      break;
-    }
+  @computed get accessToken() {
+    return this.store.accessToken;
   }
 
-  return '<start_jupyter>' + prompt;
-};
+  @computed get maxTokens() {
+    return this.store.maxPromptToken;
+  }
 
-/**
- * Sends the given prompt to the BigCode service for code completion.
- * It requires the BigCode service URL and the Huggingface Access Token to be set in the CodeCompletionContextStore.
- *
- * @param {string | null} prompt - The prompt string to be sent for code completion.
- * @returns {Promise<{ generated_text: string }[]>} A promise that resolves with the generated text or rejects with an error.
- */
-export const sendToBigCode = async (
-  prompt: string | null,
-  max_tokens: number
-): Promise<{ generated_text: string }[]> => {
-  const { bigcodeUrl } = CodeCompletionContextStore;
-  const { accessToken } = CodeCompletionContextStore;
-  console.log(prompt);
-  if (!bigcodeUrl || !accessToken) {
-    alert('BigCode service URL or Huggingface Access Token not set.');
-    return new Promise((resolve, reject) => {
-      reject('BigCode service URL or Huggingface Access Token not set.');
-    });
+  get prompt() {
+    return this._prompt;
   }
 
-  if (!prompt) {
-    return new Promise((resolve, reject) => {
-      reject('Prompt is null');
+  async fetchStream(stream: true): Promise<ReadableStream<Uint8Array>>;
+  async fetchStream(stream: false): Promise<BigCodeServiceNotStreamResponse>;
+  async fetchStream(
+    stream = false
+  ): Promise<ReadableStream<Uint8Array> | BigCodeServiceNotStreamResponse> {
+    if (!this.bigcodeUrl || !this.accessToken) {
+      alert('BigCode service URL or Huggingface Access Token not set.');
+      throw new Error(
+        'BigCode service URL or Huggingface Access Token not set.'
+      );
+    }
+
+    if (!this._prompt) {
+      throw new Error('Prompt is null');
+    }
+
+    const bodyData = {
+      inputs: this.prompt,
+      stream,
+      parameters: {
+        temperature: 0.01,
+        return_full_text: false,
+        max_tokens: this.maxTokens,
+        stop: ['<jupyter_output>']
+      }
+    };
+
+    const response = await fetch(this.bigcodeUrl, {
+      method: 'POST',
+      headers: {
+        'Content-Type': 'application/json',
+        Authorization: `Bearer ${this.accessToken}`
+      },
+      body: JSON.stringify(bodyData)
     });
+
+    if (!response || !response.ok) {
+      throw new Error(await response.json());
+    }
+
+    const streamData = response.body;
+
+    if (!streamData) {
+      throw new Error(await response.json());
+    }
+
+    return stream ? streamData : response.json();
   }
 
-  const bodyData = {
-    inputs: prompt,
-    stream: false,
-    parameters: {
-      temperature: 0.01,
-      return_full_text: false,
-      max_tokens,
-      stop: ['<jupyter_output>']
+  getPromptForCell = (cell: ICell): string => {
+    let cellPrompt = '';
+    switch (cell.type) {
+      case 'code':
+        cellPrompt += '<jupyter_code>';
+        break;
+      case 'markdown':
+        cellPrompt += '<jupyter_text>';
+        break;
+      case 'output':
+        cellPrompt += '<jupyter_output>';
+        break;
     }
+    return cellPrompt + cell.content;
   };
 
-  const response = fetch(bigcodeUrl, {
-    method: 'POST',
-    headers: {
-      'Content-Type': 'application/json',
-      Authorization: `Bearer ${accessToken}`
-    },
-    body: JSON.stringify(bodyData)
-  });
-
-  const responseResult = await response;
-  // Check if response status code is in the range 200-299
-  if (!responseResult.ok) {
-    return new Promise((resolve, reject) => {
-      reject(responseResult.json());
-    });
+  countSpaces(str: string) {
+    const matches = str.match(/ /g);
+    this.spaceCount = matches ? matches.length : 0;
   }
 
-  return responseResult.json();
-};
+  constructContinuationPrompt(context: ICell[] | null) {
+    if (!context || context.length === 0) {
+      return null;
+    }
 
-/**
- * Processes the result received from the BigCode service.
- * It extracts the generated text from the result and removes any placeholder strings.
- *
- * @param {{ generated_text: string }[]} result - The result array containing generated text.
- * @returns {string} The processed generated text.
- */
-export const processCompletionResult = (
-  result: { generated_text: string }[]
-): string => {
-  if (result.length === 0) {
-    return '';
+    let prompt = '';
+    for (let i = context.length - 1; i >= 0; i--) {
+      prompt = this.getPromptForCell(context[i]) + prompt;
+      this.countSpaces(prompt);
+      if (this.spaceCount > this.maxTokens) {
+        break;
+      }
+    }
+    this._prompt = '<start_jupyter>' + prompt;
   }
+}
 
-  return result[0].generated_text.replace('<jupyter_output>', '');
-};
+export default new Bigcode(CodeCompletionContextStore);
diff --git a/packages/jupyter-ai/src/utils/cell-context.ts b/packages/jupyter-ai/src/utils/cell-context.ts
index d18a91025..6c476f9d5 100644
--- a/packages/jupyter-ai/src/utils/cell-context.ts
+++ b/packages/jupyter-ai/src/utils/cell-context.ts
@@ -1,69 +1,44 @@
-import { JupyterFrontEnd } from '@jupyterlab/application';
 import { CodeEditor } from '@jupyterlab/codeeditor';
-import { DocumentWidget } from '@jupyterlab/docregistry';
-import { Notebook } from '@jupyterlab/notebook';
+import { Notebook, NotebookPanel } from '@jupyterlab/notebook';
 import { CodeCell, MarkdownCell, Cell } from '@jupyterlab/cells';
 
 import { ICell, ICellType } from '../types/cell';
 
-import { getSpecificWidget, getEditorByWidget } from './instance';
+import { getSpecificWidget } from './instance';
 
 /**
- * Get the text from the current editor.
+ * Retrieves the text content from a given editor.
  *
  * @param {CodeEditor.IEditor} editor - The editor instance.
  * @returns {string} - The text data of the current cell.
  */
-export const getTextByEditor = (editor: CodeEditor.IEditor): string => {
+const extractTextFromEditor = (editor: CodeEditor.IEditor): string => {
   return editor.model.sharedModel.getSource();
 };
 
 /**
- * Splits a string into lines, accounting for escaped newlines.
+ * Divides a string by lines, considering escaped newlines.
  *
  * @param {string} input - The string to split.
  * @returns {string[]} - An array of split lines.
  */
-export const splitString = (input: string): string[] => {
+const divideStringByLines = (input: string): string[] => {
   // Split by newline, but ignore escaped newlines
   return input.split(/(?<!\\)\n/).map(part => part.replace('\\\\n', '\\n'));
 };
 
 /**
- * Retrieves the code of the current cell in the Jupyter environment.
- *
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @returns {string | null} - The code from the current cell or null if not available.
- */
-export const getCellCode = (app: JupyterFrontEnd): string | null => {
-  const currentWidget = app.shell.currentWidget;
-
-  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-    return null;
-  }
-
-  const content = getSpecificWidget(currentWidget);
-  const editor = getEditorByWidget(content);
-
-  if (editor) {
-    return getTextByEditor(editor);
-  }
-
-  return null;
-};
-
-/**
- * Gets the text from the current editor up to the current cursor position.
+ * Fetches the text from an editor up to the current cursor's location.
  *
  * @param {CodeEditor.IEditor} editor - The editor instance.
  * @returns {string[]} - An array of lines up to the cursor position.
  */
-const getTextBeforeCursor = (editor: CodeEditor.IEditor): string[] => {
+const fetchTextUpToCursor = (editor: CodeEditor.IEditor): string[] => {
   // Get the cursor position, e.g. {column: 2, line: 1}
   const position = editor.getCursorPosition();
-  const text = getTextByEditor(editor);
+  const text = extractTextFromEditor(editor);
   // Split by newline
-  const codeLines = splitString(text);
+  const codeLines = divideStringByLines(text);
 
   const codeLinesPositionBefore = [];
   // Iterate from the first cell to the position of the active cell
@@ -80,31 +55,6 @@ const getTextBeforeCursor = (editor: CodeEditor.IEditor): string[] => {
   return codeLinesPositionBefore;
 };
 
-/**
- * Retrieves the text of the current cell up to the cursor position.
- *
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @returns {string[] | null} - An array of lines up to the cursor position or null if not available.
- */
-export const getTextBeforeCursorFromApp = (
-  app: JupyterFrontEnd
-): string[] | null => {
-  const currentWidget = app.shell.currentWidget;
-
-  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-    return null;
-  }
-
-  const content = getSpecificWidget(currentWidget);
-  const editor = getEditorByWidget(content);
-
-  if (editor) {
-    return getTextBeforeCursor(editor);
-  }
-
-  return null;
-};
-
 /**
  * Retrieves the output text from a given cell based on its type.
  *
@@ -118,13 +68,12 @@ export const getTextBeforeCursorFromApp = (
  * @param {Cell} cell - The cell from which to extract the output.
  * @returns {string} - The combined output text from the cell.
  */
-const getCellOutput = (cell: Cell): string => {
+const extractOutputFromCell = (cell: Cell): string => {
   if (!(cell instanceof CodeCell)) {
     return '';
   }
 
   return cell.model.sharedModel.outputs.reduce((acc, output) => {
-    console.log(output);
     switch (output.output_type) {
       case 'execute_result':
         if (output.data) {
@@ -145,7 +94,14 @@ const getCellOutput = (cell: Cell): string => {
   }, '');
 };
 
-const getCellDetails = (cell: Cell, isActiveCell: boolean): ICell[] => {
+/**
+ * Gathers details about a cell: its type, content, and output.
+ *
+ * @param cell - The target cell.
+ * @param isCurrentlyActive - Whether the cell is the active one.
+ * @returns An array of cell details.
+ */
+const gatherCellDetails = (cell: Cell, isActiveCell: boolean): ICell[] => {
   const cellType: ICellType =
     cell instanceof CodeCell
       ? 'code'
@@ -158,32 +114,26 @@ const getCellDetails = (cell: Cell, isActiveCell: boolean): ICell[] => {
   const editor = cell.editor;
   if (editor) {
     const text = isActiveCell
-      ? getTextBeforeCursor(editor).join('\n')
-      : getTextByEditor(editor);
+      ? fetchTextUpToCursor(editor).join('\n')
+      : extractTextFromEditor(editor);
     results.push({ type: cellType, content: text });
   }
 
-  results.push({ type: 'output', content: getCellOutput(cell) });
+  results.push({ type: 'output', content: extractOutputFromCell(cell) });
 
   return results;
 };
 
 /**
- * Retrieves all cell content up to the current active cell position.
+ * Fetches the content of the notebook up to the current cursor position.
  *
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @returns {ICell[] | null} - An array of ICell objects with their content or null if not available.
+ * @param widget - The notebook panel widget.
+ * @returns An array of cell contents up to the cursor, or null.
  */
-export const getNotebookContentUntilCursor = (
-  app: JupyterFrontEnd
+export const retrieveNotebookContentUntilCursor = (
+  widget: NotebookPanel
 ): ICell[] | null => {
-  const currentWidget = app.shell.currentWidget;
-
-  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
-    return null;
-  }
-
-  const content = getSpecificWidget(currentWidget);
+  const content = getSpecificWidget(widget);
   if (!(content instanceof Notebook)) {
     return null;
   }
@@ -192,7 +142,9 @@ export const getNotebookContentUntilCursor = (
 
   const cellsUpToCursor = content.widgets
     .slice(0, activeCellIndex + 1)
-    .flatMap((cell, index) => getCellDetails(cell, index === activeCellIndex));
+    .flatMap((cell, index) =>
+      gatherCellDetails(cell, index === activeCellIndex)
+    );
 
   // Check if the last cell type is 'output' and remove it
   if (
diff --git a/packages/jupyter-ai/src/utils/cell-modification.ts b/packages/jupyter-ai/src/utils/cell-modification.ts
deleted file mode 100644
index 963ef4052..000000000
--- a/packages/jupyter-ai/src/utils/cell-modification.ts
+++ /dev/null
@@ -1,195 +0,0 @@
-import { JupyterFrontEnd } from '@jupyterlab/application';
-import { DocumentWidget } from '@jupyterlab/docregistry';
-import { CodeMirrorEditor } from '@jupyterlab/codemirror';
-import { EditorView } from '@codemirror/view';
-import { StateEffect, StateField } from '@codemirror/state';
-import { Decoration, DecorationSet } from '@codemirror/view';
-import { CodeEditor } from '@jupyterlab/codeeditor';
-import { splitString } from './cell-context';
-
-/**
- * State effect definition for clearing text effects.
- */
-const clearTextEffectState = StateEffect.define({});
-
-/**
- * Removes any text status effects from the provided editor view.
- *
- * @param {EditorView} view - The EditorView instance where text statuses are to be removed.
- */
-export function removeTextStatus(view: EditorView): void {
-  view.dispatch({
-    effects: clearTextEffectState.of(null)
-  });
-}
-
-/**
- * Decoration definition for marking text with a 'gray-color' CSS class.
- */
-const grayTextMark = Decoration.mark({ class: 'gray-color' });
-
-/**
- * Base theme for gray text decorations.
- */
-const grayTextTheme = EditorView.baseTheme({
-  '.gray-color > span': { color: 'gray !important' },
-  '.gray-color ': { color: 'gray !important' }
-});
-
-/**
- * State effect definition for changing the text status over a specified range.
- */
-const changeRangeTextStatus = StateEffect.define<{ from: number; to: number }>({
-  map: ({ from, to }, change) => ({
-    from: change.mapPos(from),
-    to: change.mapPos(to)
-  })
-});
-
-/**
- * State field definition for tracking gray text decorations.
- */
-const grayTextStateField = StateField.define<DecorationSet>({
-  create() {
-    return Decoration.none;
-  },
-  update(grayTexts, tr) {
-    grayTexts = grayTexts.map(tr.changes);
-    for (const e of tr.effects) {
-      if (e.is(changeRangeTextStatus)) {
-        grayTexts = grayTexts.update({
-          add: [grayTextMark.range(e.value.from, e.value.to)]
-        });
-      }
-    }
-    if (tr.effects.some(e => e.is(clearTextEffectState))) {
-      return Decoration.none;
-    }
-
-    return grayTexts;
-  },
-  provide: f => EditorView.decorations.from(f)
-});
-
-/**
- * Applies gray text decoration to a specified range within an editor view.
- *
- * @param {EditorView} view - The EditorView instance where the decoration is to be applied.
- * @param {number} start - The start position of the range.
- * @param {number} end - The end position of the range.
- * @returns {boolean} Indicates whether the operation was successful.
- */
-export function applyGrayTextToSelection(
-  view: EditorView,
-  start: number,
-  end: number
-): boolean {
-  if (start === end) {
-    return false;
-  }
-  const effects: StateEffect<unknown>[] = [
-    changeRangeTextStatus.of({ from: start, to: end })
-  ];
-
-  if (!view.state.field(grayTextStateField, false)) {
-    effects.push(
-      StateEffect.appendConfig.of([grayTextStateField, grayTextTheme])
-    );
-  }
-
-  view.dispatch({ effects });
-  return true;
-}
-
-/**
- * Calculates the line and column position of the cursor based on the provided code string.
- *
- * @param {string} code - The code string.
- * @returns {CodeEditor.IPosition} The calculated position of the cursor.
- */
-export const calculatePointerPosition = (
-  code: string
-): CodeEditor.IPosition => {
-  const lines = splitString(code);
-  return {
-    line: lines.length - 1,
-    column: lines[lines.length - 1].length
-  };
-};
-
-/**
- * Inserts the new code into the active cell of the Jupyter environment, highlighting the inserted portion.
- *
- * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
- * @param {string} oldCode - The original code string.
- * @param {string} newCode - The new code string to be appended.
- * @returns {boolean} Indicates whether the operation was successful.
- */
-export const insertAndHighlightCode = (
-  app: JupyterFrontEnd,
-  oldCode: string,
-  newCode: string
-): boolean => {
-  // Get the currently active document window
-  const currentWidget = app.shell.currentWidget;
-  if (!(currentWidget instanceof DocumentWidget)) {
-    return false;
-  }
-
-  // content is also of type widget, just wrapped in a widget container
-  const { content } = currentWidget;
-  // The cell being currently operated on
-  const activeCell = content.activeCell;
-  // The CodeMirror instance object of the cell being currently operated on
-  const editor = activeCell.editor as CodeMirrorEditor;
-  if (editor) {
-    const prePosition = calculatePointerPosition(oldCode);
-    const view = editor.editor;
-    // Update the current code
-    editor.model.sharedModel.setSource(oldCode + newCode);
-
-    // Restore the mouse pointer to its previous position, otherwise it will point to the 0 position
-    editor.setCursorPosition(prePosition);
-
-    // Change the color of the added code to gray
-    return applyGrayTextToSelection(
-      view,
-      oldCode.length,
-      (oldCode + newCode).length
-    );
-  }
-
-  return false;
-};
-
-/**
- * Moves the cursor to the end of the document in the provided editor view.
- *
- * @param {EditorView} view - The EditorView instance where the cursor is to be moved.
- */
-export const moveCursorToEnd = (view: EditorView): void => {
-  const endPos = view.state.doc.length; // Get the document's length
-  const transaction = view.state.update({
-    selection: { anchor: endPos, head: endPos }, // Set both anchor and head to the end position
-    scrollIntoView: true // Optionally scroll the view to show the cursor
-  });
-
-  view.dispatch(transaction);
-};
-
-/**
- * Replaces all the text in the provided editor view with the given new text.
- *
- * @param {EditorView} view - The EditorView instance where text is to be replaced.
- * @param {string} newText - The new text to replace the existing content.
- */
-export const replaceText = (view: EditorView, newText: string): void => {
-  // Create a new transaction to replace all text and move the cursor
-  const tr = view.state.update({
-    changes: { from: 0, to: view.state.doc.length, insert: newText }, // Replace all text with newText
-    selection: { anchor: newText.length, head: newText.length }, // Move cursor to the end of newText
-    scrollIntoView: true // Optionally scroll to show the cursor
-  });
-
-  view.dispatch(tr);
-};
diff --git a/packages/jupyter-ai/src/utils/instance.ts b/packages/jupyter-ai/src/utils/instance.ts
index 476e64379..edf32faed 100644
--- a/packages/jupyter-ai/src/utils/instance.ts
+++ b/packages/jupyter-ai/src/utils/instance.ts
@@ -17,7 +17,9 @@ export const getSpecificWidget = (widget: DocumentWidget): Widget => {
 /**
  * Retrieves the editor associated with the provided content widget.
  *
- * If the content is an instance of a Notebook, this function will return the editor of the active cell.
+ * This function aims to find the editor instance within different types of content widgets.
+ * Currently, it supports extracting the editor from an active cell of a Notebook.
+ * Further extensions can include more widget types and their respective logic to fetch the editor.
  *
  * @param {Widget} content - The content widget instance.
  * @returns {CodeEditor.IEditor | null | undefined} - The associated editor instance, or null/undefined if not found.
diff --git a/packages/jupyter-ai/ui-tests/README.md b/packages/jupyter-ai/ui-tests/README.md
index 3544aec4e..b5ede6f72 100644
--- a/packages/jupyter-ai/ui-tests/README.md
+++ b/packages/jupyter-ai/ui-tests/README.md
@@ -12,17 +12,18 @@ in [jupyter_server_test_config.py](./jupyter_server_test_config.py).
 
 The default configuration will produce video for failing tests and an HTML report.
 
-## Run the tests
+> There is a new experimental UI mode that you may fall in love with; see [that video](https://www.youtube.com/watch?v=jF0yA-JLQW0).
 
 > All commands are assumed to be executed from the root directory
 
+## Run the tests
+
 To run the tests, you need to:
 
 1. Compile the extension:
 
 ```sh
-jlpm install
-jlpm build:prod
+./scripts/install.sh
 ```
 
 > Check the extension is installed in JupyterLab.
@@ -30,17 +31,18 @@ jlpm build:prod
 2. Install test dependencies (needed only once):
 
 ```sh
-cd ./ui-tests
+cd ./packages/jupyter-ai/ui-tests/
 jlpm install
 jlpm playwright install
-cd ..
 ```
 
+> Tests involve snapshot comparisons against a reference snapshots generated by the Github CI. If you are using an OS other than Linux, you will need to generate local snapshots before running the tests locally for the first time. See [Update the tests snapshots](#update-the-tests-snapshots) section for the instructions.
+
 3. Execute the [Playwright](https://playwright.dev/docs/intro) tests:
 
 ```sh
-cd ./ui-tests
-jlpm playwright test
+cd ./packages/jupyter-ai/ui-tests/
+jlpm test
 ```
 
 Test results will be shown in the terminal. In case of any test failures, the test report
@@ -50,34 +52,12 @@ for configuring that behavior.
 
 ## Update the tests snapshots
 
-> All commands are assumed to be executed from the root directory
-
 If you are comparing snapshots to validate your tests, you may need to update
-the reference snapshots stored in the repository. To do that, you need to:
-
-1. Compile the extension:
-
-```sh
-jlpm install
-jlpm build:prod
-```
-
-> Check the extension is installed in JupyterLab.
-
-2. Install test dependencies (needed only once):
+the reference snapshots stored in the repository. To do that, you need to execute the [Playwright](https://playwright.dev/docs/intro) command:
 
 ```sh
-cd ./ui-tests
-jlpm install
-jlpm playwright install
-cd ..
-```
-
-3. Execute the [Playwright](https://playwright.dev/docs/intro) command:
-
-```sh
-cd ./ui-tests
-jlpm playwright test -u
+cd ./packages/jupyter-ai/ui-tests/
+jlpm test:update
 ```
 
 > Some discrepancy may occurs between the snapshots generated on your computer and
@@ -87,39 +67,24 @@ jlpm playwright test -u
 
 ## Create tests
 
-> All commands are assumed to be executed from the root directory
-
 To create tests, the easiest way is to use the code generator tool of playwright:
 
-1. Compile the extension:
+1. Start the server:
 
 ```sh
-jlpm install
-jlpm build:prod
+cd ./packages/jupyter-ai/ui-tests/
+jlpm start
 ```
 
-> Check the extension is installed in JupyterLab.
-
-2. Install test dependencies (needed only once):
+2. Execute the [Playwright code generator](https://playwright.dev/docs/codegen) in **another terminal**:
 
 ```sh
-cd ./ui-tests
-jlpm install
-jlpm playwright install
-cd ..
-```
-
-3. Execute the [Playwright code generator](https://playwright.dev/docs/codegen):
-
-```sh
-cd ./ui-tests
+cd ./packages/jupyter-ai/ui-tests/
 jlpm playwright codegen localhost:8888
 ```
 
 ## Debug tests
 
-> All commands are assumed to be executed from the root directory
-
 To debug tests, a good way is to use the inspector tool of playwright:
 
 1. Compile the extension:
@@ -134,15 +99,24 @@ jlpm build:prod
 2. Install test dependencies (needed only once):
 
 ```sh
-cd ./ui-tests
+cd ./packages/jupyter-ai/ui-tests/
 jlpm install
 jlpm playwright install
-cd ..
 ```
 
 3. Execute the Playwright tests in [debug mode](https://playwright.dev/docs/debug):
 
 ```sh
-cd ./ui-tests
-PWDEBUG=1 jlpm playwright test
+cd ./packages/jupyter-ai/ui-tests/
+jlpm playwright test --debug
+```
+
+## Upgrade Playwright and the browsers
+
+To update the web browser versions, you must update the package `@playwright/test`:
+
+```sh
+cd ./packages/jupyter-ai/ui-tests/
+jlpm up "@playwright/test"
+jlpm playwright install
 ```
diff --git a/packages/jupyter-ai/ui-tests/jupyter_server_test_config.py b/packages/jupyter-ai/ui-tests/jupyter_server_test_config.py
index 23d06f6dd..f2a94782a 100644
--- a/packages/jupyter-ai/ui-tests/jupyter_server_test_config.py
+++ b/packages/jupyter-ai/ui-tests/jupyter_server_test_config.py
@@ -4,17 +4,9 @@
 opens the server to the world and provide access to JupyterLab
 JavaScript objects through the global window variable.
 """
-from tempfile import mkdtemp
+from jupyterlab.galata import configure_jupyter_server
 
-c.ServerApp.port = 8888
-c.ServerApp.port_retries = 0
-c.ServerApp.open_browser = False
-
-c.ServerApp.root_dir = mkdtemp(prefix="galata-test-")
-c.ServerApp.token = ""
-c.ServerApp.password = ""
-c.ServerApp.disable_check_xsrf = True
-c.LabApp.expose_app_in_browser = True
+configure_jupyter_server(c)
 
 # Uncomment to set server log level to debug level
 # c.ServerApp.log_level = "DEBUG"
diff --git a/packages/jupyter-ai/ui-tests/package.json b/packages/jupyter-ai/ui-tests/package.json
index d1e755ddb..e7344c688 100644
--- a/packages/jupyter-ai/ui-tests/package.json
+++ b/packages/jupyter-ai/ui-tests/package.json
@@ -1,13 +1,16 @@
 {
-  "name": "jupyter_ai-ui-tests",
+  "name": "jupyter-ai-e2e-tests",
   "version": "1.0.0",
-  "description": "JupyterLab jupyter_ai Integration Tests",
+  "description": "Jupyter AI E2E tests",
   "private": true,
   "scripts": {
     "start": "jupyter lab --config jupyter_server_test_config.py",
-    "test": "jlpm playwright test"
+    "install-chromium": "jlpm playwright install chromium",
+    "test": "jlpm playwright test",
+    "test:update": "jlpm playwright test --update-snapshots"
   },
   "devDependencies": {
-    "@jupyterlab/galata": "^4.3.0"
+    "@jupyterlab/galata": "^5.0.5",
+    "@playwright/test": "^1.37.0"
   }
 }
diff --git a/packages/jupyter-ai/ui-tests/tests/helpers/AIHelper.ts b/packages/jupyter-ai/ui-tests/tests/helpers/AIHelper.ts
new file mode 100644
index 000000000..b4d4ad088
--- /dev/null
+++ b/packages/jupyter-ai/ui-tests/tests/helpers/AIHelper.ts
@@ -0,0 +1,68 @@
+import { expect, IJupyterLabPageFixture } from '@jupyterlab/galata';
+import type { Locator } from '@playwright/test';
+
+enum SELECTORS {
+  SIDEBAR = '.jp-SideBar.jp-mod-left[aria-label="main sidebar"]',
+  CHAT_PANEL = '#jupyter-ai\\:\\:chat',
+  CHAT_ICON = '[title="Jupyter AI Chat"]'
+}
+
+type SnapshotOptions = {
+  /**
+   * Crops the screenshot to a locator. Uses the chat sidepanel
+   * locator by default.
+   */
+  locator?: Locator;
+};
+
+/**
+ *  Helper class for Jupyter AI testing in JupyterLab
+ */
+export class AIHelper {
+  constructor(readonly page: IJupyterLabPageFixture) {}
+
+  /**
+   *  Locates left sidebar
+   */
+  get sidebar() {
+    return this.page.locator(SELECTORS.SIDEBAR);
+  }
+
+  /**
+   *  Locates Jupyter AI chat panel
+   */
+  get chat() {
+    return this.page.locator(SELECTORS.CHAT_PANEL);
+  }
+
+  /**
+   *  Locates Jupyter AI chat icon
+   */
+  get chatIcon() {
+    return this.page.locator(SELECTORS.CHAT_ICON);
+  }
+
+  /**
+   *  Opens Jupyter AI chat sidepanel if it is closed
+   */
+  async openChatPanel() {
+    if (!(await this.chat.isVisible())) {
+      await this.chatIcon.click();
+    }
+  }
+
+  /**
+   * Asserts a screenshot against the snapshot at `filename`. By default,
+   * crops the screenshot to the chat sidepanel. See `SnapshotOptions` for
+   * more configuration options.
+   */
+  async assertSnapshot(
+    filename: string,
+    customOpts?: Partial<SnapshotOptions>
+  ) {
+    const opts: SnapshotOptions = { ...customOpts };
+    const target = opts.locator ?? (this.openChatPanel(), this.chat);
+    await target.waitFor({ state: 'visible' });
+    expect(await target.screenshot()).toMatchSnapshot(filename);
+  }
+}
diff --git a/packages/jupyter-ai/ui-tests/tests/jupyter-ai.spec.ts b/packages/jupyter-ai/ui-tests/tests/jupyter-ai.spec.ts
new file mode 100644
index 000000000..3b6c53b70
--- /dev/null
+++ b/packages/jupyter-ai/ui-tests/tests/jupyter-ai.spec.ts
@@ -0,0 +1,29 @@
+import { expect, test } from '@jupyterlab/galata';
+import { AIHelper } from './helpers/AIHelper';
+
+enum FILENAMES {
+  SIDEBAR = 'sidebar.png',
+  CHAT_WELCOME_MESSAGE = 'chat-welcome-message.png'
+}
+
+/**
+ * Don't load JupyterLab webpage before running the tests.
+ * This is required to ensure we capture all log messages.
+ */
+test.use({ autoGoto: false });
+
+test.describe('Jupyter AI', () => {
+  let ai: AIHelper;
+  test.beforeEach(async ({ page }) => {
+    ai = new AIHelper(page);
+    await page.goto();
+  });
+
+  test('shows sidebar chat icon', async () => {
+    await ai.assertSnapshot(FILENAMES.SIDEBAR, { locator: ai.sidebar });
+  });
+
+  test('shows chat welcome message', async () => {
+    await ai.assertSnapshot(FILENAMES.CHAT_WELCOME_MESSAGE);
+  });
+});
diff --git a/packages/jupyter-ai/ui-tests/tests/jupyter-ai.spec.ts-snapshots/chat-welcome-message-linux.png b/packages/jupyter-ai/ui-tests/tests/jupyter-ai.spec.ts-snapshots/chat-welcome-message-linux.png
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diff --git a/packages/jupyter-ai/ui-tests/tests/jupyter_ai.spec.ts b/packages/jupyter-ai/ui-tests/tests/jupyter_ai.spec.ts
deleted file mode 100644
index 44152f2ff..000000000
--- a/packages/jupyter-ai/ui-tests/tests/jupyter_ai.spec.ts
+++ /dev/null
@@ -1,21 +0,0 @@
-import { expect, test } from '@jupyterlab/galata';
-
-/**
- * Don't load JupyterLab webpage before running the tests.
- * This is required to ensure we capture all log messages.
- */
-test.use({ autoGoto: false });
-
-test('should emit an activation console message', async ({ page }) => {
-  const logs: string[] = [];
-
-  page.on('console', message => {
-    logs.push(message.text());
-  });
-
-  await page.goto();
-
-  expect(
-    logs.filter(s => s === 'JupyterLab extension jupyter_ai is activated!')
-  ).toHaveLength(1);
-});
diff --git a/packages/jupyter-ai/ui-tests/yarn.lock b/packages/jupyter-ai/ui-tests/yarn.lock
new file mode 100644
index 000000000..91d8f4a7c
--- /dev/null
+++ b/packages/jupyter-ai/ui-tests/yarn.lock
@@ -0,0 +1,4363 @@
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+
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-  resolution: "@jridgewell/trace-mapping@npm:0.3.19"
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     "@jupyterlab/codemirror": ^4
     "@jupyterlab/collaboration": ^3
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     "@jupyterlab/coreutils": ^6
     "@jupyterlab/fileeditor": ^4
     "@jupyterlab/notebook": ^4
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 "@jupyter/collaboration@npm:^1":
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-  resolution: "@jupyter/collaboration@npm:1.1.0"
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+  resolution: "@jupyter/collaboration@npm:1.2.0"
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-    "@jupyter/docprovider": ^1.1.0
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-    "@jupyterlab/statedb": ^4.0.5
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     "@lumino/commands": ^2.1.3
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-  resolution: "@jupyterlab/apputils@npm:3.6.5"
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-    "@jupyterlab/statedb": ^3.6.5
-    "@jupyterlab/translation": ^3.6.5
-    "@jupyterlab/ui-components": ^3.6.5
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     "@lumino/commands": ^2.1.3
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-  resolution: "@jupyterlab/attachments@npm:4.0.5"
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-    "@jupyterlab/rendermime-interfaces": ^3.8.5
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+    "@lumino/commands": ^2.1.3
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+    "@lumino/signaling": ^2.1.2
+    "@lumino/virtualdom": ^2.0.1
+    "@lumino/widgets": ^2.3.1-alpha.0
+    "@types/react": ^18.0.26
+    react: ^18.2.0
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+    "@jupyterlab/observables": ^5.0.7
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+  resolution: "@jupyterlab/builder@npm:4.0.7"
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-  resolution: "@jupyterlab/cells@npm:4.0.5"
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+    "@jupyterlab/attachments": ^4.0.7
+    "@jupyterlab/codeeditor": ^4.0.7
+    "@jupyterlab/codemirror": ^4.0.7
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+    "@jupyterlab/nbformat": ^4.0.7
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@@ -2571,22 +2601,22 @@ __metadata:
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-  resolution: "@jupyterlab/codeeditor@npm:4.0.5"
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     "@lumino/dragdrop": ^2.1.3
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-  resolution: "@jupyterlab/codemirror@npm:4.0.5"
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+  resolution: "@jupyterlab/codeeditor@npm:4.1.0-alpha.2"
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+  checksum: 43fe0dbc30e168a685ef5a86759d5016a705f6563b39a240aa00826a80637d4a3deeb8062e709d6a4b05c63e796278244c84b04174704dc4a37bedb0f565c5ed
   languageName: node
   linkType: hard
 
@@ -15924,16 +16293,16 @@ __metadata:
   languageName: node
   linkType: hard
 
-"which-typed-array@npm:^1.1.10, which-typed-array@npm:^1.1.11":
-  version: 1.1.11
-  resolution: "which-typed-array@npm:1.1.11"
+"which-typed-array@npm:^1.1.11, which-typed-array@npm:^1.1.13":
+  version: 1.1.13
+  resolution: "which-typed-array@npm:1.1.13"
   dependencies:
     available-typed-arrays: ^1.0.5
-    call-bind: ^1.0.2
+    call-bind: ^1.0.4
     for-each: ^0.3.3
     gopd: ^1.0.1
     has-tostringtag: ^1.0.0
-  checksum: 711ffc8ef891ca6597b19539075ec3e08bb9b4c2ca1f78887e3c07a977ab91ac1421940505a197758fb5939aa9524976d0a5bbcac34d07ed6faa75cedbb17206
+  checksum: 3828a0d5d72c800e369d447e54c7620742a4cc0c9baf1b5e8c17e9b6ff90d8d861a3a6dd4800f1953dbf80e5e5cec954a289e5b4a223e3bee4aeb1f8c5f33309
   languageName: node
   linkType: hard
 
@@ -16136,8 +16505,8 @@ __metadata:
   linkType: hard
 
 "ws@npm:^8.11.0":
-  version: 8.14.1
-  resolution: "ws@npm:8.14.1"
+  version: 8.14.2
+  resolution: "ws@npm:8.14.2"
   peerDependencies:
     bufferutil: ^4.0.1
     utf-8-validate: ">=5.0.2"
@@ -16146,7 +16515,7 @@ __metadata:
       optional: true
     utf-8-validate:
       optional: true
-  checksum: 9e310be2b0ff69e1f87d8c6d093ecd17a1ed4c37f281d17c35e8c30e2bd116401775b3d503249651374e6e0e1e9905db62fff096b694371c77561aee06bc3466
+  checksum: 3ca0dad26e8cc6515ff392b622a1467430814c463b3368b0258e33696b1d4bed7510bc7030f7b72838b9fdeb8dbd8839cbf808367d6aae2e1d668ce741d4308b
   languageName: node
   linkType: hard
 
@@ -16191,11 +16560,13 @@ __metadata:
   linkType: hard
 
 "y-protocols@npm:^1.0.5":
-  version: 1.0.5
-  resolution: "y-protocols@npm:1.0.5"
+  version: 1.0.6
+  resolution: "y-protocols@npm:1.0.6"
   dependencies:
-    lib0: ^0.2.42
-  checksum: d19404a4ebafcf3761c28b881abe8c32ab6e457db0e5ffc7dbb749cbc2c3bb98e003a43f3e8eba7f245b2698c76f2c4cdd1c2db869f8ec0c6ef94736d9a88652
+    lib0: ^0.2.85
+  peerDependencies:
+    yjs: ^13.0.0
+  checksum: 4b57c8811befcf2e45c3d47830005f8a33e626c734f78a42fe8a4fa3caad2233ba85a7c8bceefbd52ffc40130d3f3faee664fd0d1c324ff1fa8817a056ccdc1c
   languageName: node
   linkType: hard
 
@@ -16302,11 +16673,11 @@ __metadata:
   linkType: hard
 
 "yjs@npm:^13.5.17, yjs@npm:^13.5.40":
-  version: 13.6.7
-  resolution: "yjs@npm:13.6.7"
+  version: 13.6.8
+  resolution: "yjs@npm:13.6.8"
   dependencies:
     lib0: ^0.2.74
-  checksum: 8e89257c8b565ab97cf3354fca2ce0b6bc3d1abe90b9d45a218a94b35da372c88d2411b353ed8ca03a6619004c4da76c96f7c203c38506c3758c9f8c1a730ca4
+  checksum: a2a6fd17a2cce6461b64bedd69f66845b9dfd4702e285be0b5e382840337232e54ba5cf5d48f871263074de625d3902d17ab8a1766695af3fc05a0b4da8d95e0
   languageName: node
   linkType: hard
 

From 161a4d20e6d5b32807c9c6c1b957651d0dd085e5 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Wed, 1 Nov 2023 00:59:58 +0800
Subject: [PATCH 62/66] Remove wrong characters pressed in code

---
 packages/jupyter-ai/src/utils/bigcode-request.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index aaa0ae1b2..3b44d851e 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -100,7 +100,7 @@ class Bigcode {
 
     return stream ? streamData : response.json();
   }
- d
+
   getPromptForCell = (cell: ICell): string => {
     let cellPrompt = '';
     switch (cell.type) {

From f31158031b768dec978ac8f90c0f811d6e5c44a1 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Wed, 1 Nov 2023 01:14:36 +0800
Subject: [PATCH 63/66] Reconstruct yarn.lock to solve the problem of stuck
 installation of extensions.

---
 package-lock.json                             | 19822 ----------------
 .../src/bigcode-Inline-completion-provider.ts |     4 +-
 yarn.lock                                     |   416 +-
 3 files changed, 275 insertions(+), 19967 deletions(-)
 delete mode 100644 package-lock.json

diff --git a/package-lock.json b/package-lock.json
deleted file mode 100644
index a8506d545..000000000
--- a/package-lock.json
+++ /dev/null
@@ -1,19822 +0,0 @@
-{
-  "name": "@jupyter-ai/monorepo",
-  "version": "2.2.0",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {
-    "": {
-      "name": "@jupyter-ai/monorepo",
-      "version": "2.2.0",
-      "license": "BSD-3-Clause",
-      "workspaces": [
-        ".",
-        "packages/*"
-      ],
-      "devDependencies": {
-        "@jupyterlab/builder": "^4",
-        "lerna": "^6.4.1",
-        "nx": "^15.9.2"
-      }
-    },
-    "../jupyterlab/packages/completer": {
-      "version": "4.1.0-alpha.2",
-      "license": "BSD-3-Clause",
-      "dependencies": {
-        "@codemirror/state": "^6.2.0",
-        "@codemirror/view": "^6.9.6",
-        "@jupyter/ydoc": "^1.1.1",
-        "@jupyterlab/apputils": "^4.2.0-alpha.2",
-        "@jupyterlab/codeeditor": "^4.1.0-alpha.2",
-        "@jupyterlab/codemirror": "^4.1.0-alpha.2",
-        "@jupyterlab/coreutils": "^6.1.0-alpha.2",
-        "@jupyterlab/rendermime": "^4.1.0-alpha.2",
-        "@jupyterlab/services": "^7.1.0-alpha.2",
-        "@jupyterlab/settingregistry": "^4.1.0-alpha.2",
-        "@jupyterlab/statedb": "^4.1.0-alpha.2",
-        "@jupyterlab/translation": "^4.1.0-alpha.2",
-        "@jupyterlab/ui-components": "^4.1.0-alpha.2",
-        "@lumino/algorithm": "^2.0.1",
-        "@lumino/coreutils": "^2.1.2",
-        "@lumino/disposable": "^2.1.2",
-        "@lumino/domutils": "^2.0.1",
-        "@lumino/messaging": "^2.0.1",
-        "@lumino/signaling": "^2.1.2",
-        "@lumino/widgets": "^2.3.1-alpha.0"
-      },
-      "devDependencies": {
-        "@jupyterlab/testing": "^4.1.0-alpha.2",
-        "@types/jest": "^29.2.0",
-        "jest": "^29.2.0",
-        "rimraf": "~3.0.0",
-        "typedoc": "~0.24.7",
-        "typescript": "~5.0.4"
-      }
-    },
-    "node_modules/@aashutoshrathi/word-wrap": {
-      "version": "1.2.6",
-      "dev": true,
-      "license": "MIT",
-      "engines": {
-        "node": ">=0.10.0"
-      }
-    },
-    "node_modules/@ampproject/remapping": {
-      "version": "2.2.1",
-      "dev": true,
-      "license": "Apache-2.0",
-      "dependencies": {
-        "@jridgewell/gen-mapping": "^0.3.0",
-        "@jridgewell/trace-mapping": "^0.3.9"
-      },
-      "engines": {
-        "node": ">=6.0.0"
-      }
-    },
-    "node_modules/@babel/code-frame": {
-      "version": "7.22.13",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/highlight": "^7.22.13",
-        "chalk": "^2.4.2"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      }
-    },
-    "node_modules/@babel/code-frame/node_modules/ansi-styles": {
-      "version": "3.2.1",
-      "license": "MIT",
-      "dependencies": {
-        "color-convert": "^1.9.0"
-      },
-      "engines": {
-        "node": ">=4"
-      }
-    },
-    "node_modules/@babel/code-frame/node_modules/chalk": {
-      "version": "2.4.2",
-      "license": "MIT",
-      "dependencies": {
-        "ansi-styles": "^3.2.1",
-        "escape-string-regexp": "^1.0.5",
-        "supports-color": "^5.3.0"
-      },
-      "engines": {
-        "node": ">=4"
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-    "node_modules/@babel/code-frame/node_modules/escape-string-regexp": {
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-      "license": "MIT",
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-    "node_modules/@babel/code-frame/node_modules/supports-color": {
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-      "license": "MIT",
-      "dependencies": {
-        "has-flag": "^3.0.0"
-      },
-      "engines": {
-        "node": ">=4"
-      }
-    },
-    "node_modules/@babel/compat-data": {
-      "version": "7.22.9",
-      "dev": true,
-      "license": "MIT",
-      "engines": {
-        "node": ">=6.9.0"
-      }
-    },
-    "node_modules/@babel/core": {
-      "version": "7.22.17",
-      "dev": true,
-      "license": "MIT",
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-        "@babel/generator": "^7.22.15",
-        "@babel/helper-compilation-targets": "^7.22.15",
-        "@babel/helper-module-transforms": "^7.22.17",
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-    "node_modules/@babel/core/node_modules/semver": {
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-      "dev": true,
-      "license": "ISC",
-      "bin": {
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-        "node": ">=6.9.0"
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-      "dev": true,
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-    "node_modules/@babel/helper-compilation-targets": {
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diff --git a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
index 180e98f33..3db0c67bf 100644
--- a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
+++ b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
@@ -159,7 +159,7 @@ export class BigcodeInlineCompletionProvider
           return { items: [] };
         }
 
-        const result = await this.simulateSingleRequest(prompt);
+        const result = await this.debounceAutoRequest();
         if (result === '<debounce>') {
           return { items: [] };
         }
@@ -233,7 +233,7 @@ export class BigcodeInlineCompletionProvider
   delay = async (ms: number): Promise<void> =>
     new Promise(resolve => setTimeout(resolve, ms));
 
-  simulateSingleRequest(prompt: string): Promise<string> {
+  debounceAutoRequest(): Promise<string> {
     this._callCounter++;
 
     if (this._requesting) {
diff --git a/yarn.lock b/yarn.lock
index cfa19f93c..8b981e42e 100644
--- a/yarn.lock
+++ b/yarn.lock
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-  version: 6.9.1
-  resolution: "@codemirror/language@npm:6.9.1"
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-  version: 6.21.3
-  resolution: "@codemirror/view@npm:6.21.3"
+  version: 6.21.4
+  resolution: "@codemirror/view@npm:6.21.4"
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     style-mod: ^4.1.0
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-  resolution: "@lezer/javascript@npm:1.4.8"
+  version: 1.4.9
+  resolution: "@lezer/javascript@npm:1.4.9"
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-  resolution: "@mui/base@npm:5.0.0-beta.20"
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-    "@mui/utils": ^5.14.13
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+    "@mui/utils": ^5.14.16
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     prop-types: ^15.8.1
@@ -4094,22 +4094,22 @@ __metadata:
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+"@mui/core-downloads-tracker@npm:^5.14.16":
+  version: 5.14.16
+  resolution: "@mui/core-downloads-tracker@npm:5.14.16"
+  checksum: 26d691d20eabc7f0f23d4fc4bc21f247dde43ab86c5f3e57201ed63afbb67dba94e0b0e80cb8f2f0e6f6e1ba94e46853f0ca6ab593d558a749bde843ec1d4aa6
   languageName: node
   linkType: hard
 
 "@mui/icons-material@npm:^5.11.0":
-  version: 5.14.14
-  resolution: "@mui/icons-material@npm:5.14.14"
+  version: 5.14.16
+  resolution: "@mui/icons-material@npm:5.14.16"
   dependencies:
-    "@babel/runtime": ^7.23.1
+    "@babel/runtime": ^7.23.2
   peerDependencies:
     "@mui/material": ^5.0.0
     "@types/react": ^17.0.0 || ^18.0.0
@@ -4117,21 +4117,21 @@ __metadata:
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-  checksum: f69689a2c4ea26a8bf5602d3688922f867155c32393eff2b0722c84cd0dabac8d1fd5ed3d54cf2b8e35157967fb2f99c373ba663d5ca3bf741934e221b5227d8
+  checksum: 9ecd90cf83986c69b9ee5c9b49e0e26bb043b8d3f99327a6530a0c862fe2652f1c8e1f84a59a39bf72e848e7e5cfe9e7ea494bc583f061b6a0215e750fcea777
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-  resolution: "@mui/material@npm:5.14.14"
-  dependencies:
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-    "@mui/base": 5.0.0-beta.20
-    "@mui/core-downloads-tracker": ^5.14.14
-    "@mui/system": ^5.14.14
-    "@mui/types": ^7.2.6
-    "@mui/utils": ^5.14.13
-    "@types/react-transition-group": ^4.4.7
+  version: 5.14.16
+  resolution: "@mui/material@npm:5.14.16"
+  dependencies:
+    "@babel/runtime": ^7.23.2
+    "@mui/base": 5.0.0-beta.22
+    "@mui/core-downloads-tracker": ^5.14.16
+    "@mui/system": ^5.14.16
+    "@mui/types": ^7.2.8
+    "@mui/utils": ^5.14.16
+    "@types/react-transition-group": ^4.4.8
     clsx: ^2.0.0
     csstype: ^3.1.2
     prop-types: ^15.8.1
@@ -4150,16 +4150,16 @@ __metadata:
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-"@mui/private-theming@npm:^5.14.14":
-  version: 5.14.14
-  resolution: "@mui/private-theming@npm:5.14.14"
+"@mui/private-theming@npm:^5.14.16":
+  version: 5.14.16
+  resolution: "@mui/private-theming@npm:5.14.16"
   dependencies:
-    "@babel/runtime": ^7.23.1
-    "@mui/utils": ^5.14.13
+    "@babel/runtime": ^7.23.2
+    "@mui/utils": ^5.14.16
     prop-types: ^15.8.1
   peerDependencies:
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@@ -4167,15 +4167,15 @@ __metadata:
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       optional: true
-  checksum: c6ed9b757f908c3d3e6d210e11afab35d67ba9d63278546568ae6b811a5f6703150a099edccc729933be17dd33c518bab1318b3cccc5c0c96bf6af00ecdbdb1d
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-"@mui/styled-engine@npm:^5.14.13":
-  version: 5.14.14
-  resolution: "@mui/styled-engine@npm:5.14.14"
+"@mui/styled-engine@npm:^5.14.16":
+  version: 5.14.16
+  resolution: "@mui/styled-engine@npm:5.14.16"
   dependencies:
-    "@babel/runtime": ^7.23.1
+    "@babel/runtime": ^7.23.2
     "@emotion/cache": ^11.11.0
     csstype: ^3.1.2
     prop-types: ^15.8.1
@@ -4188,19 +4188,19 @@ __metadata:
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-"@mui/system@npm:^5.14.14":
-  version: 5.14.14
-  resolution: "@mui/system@npm:5.14.14"
+"@mui/system@npm:^5.14.16":
+  version: 5.14.16
+  resolution: "@mui/system@npm:5.14.16"
   dependencies:
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-    "@mui/private-theming": ^5.14.14
-    "@mui/styled-engine": ^5.14.13
-    "@mui/types": ^7.2.6
-    "@mui/utils": ^5.14.13
+    "@babel/runtime": ^7.23.2
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+    "@mui/styled-engine": ^5.14.16
+    "@mui/types": ^7.2.8
+    "@mui/utils": ^5.14.16
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@@ -4216,28 +4216,28 @@ __metadata:
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   languageName: node
   linkType: hard
 
-"make-fetch-happen@npm:^11.0.0, make-fetch-happen@npm:^11.0.1, make-fetch-happen@npm:^11.0.3, make-fetch-happen@npm:^11.1.1":
+"make-fetch-happen@npm:^11.0.0, make-fetch-happen@npm:^11.0.1, make-fetch-happen@npm:^11.1.1":
   version: 11.1.1
   resolution: "make-fetch-happen@npm:11.1.1"
   dependencies:
@@ -11254,6 +11323,25 @@ __metadata:
   languageName: node
   linkType: hard
 
+"make-fetch-happen@npm:^13.0.0":
+  version: 13.0.0
+  resolution: "make-fetch-happen@npm:13.0.0"
+  dependencies:
+    "@npmcli/agent": ^2.0.0
+    cacache: ^18.0.0
+    http-cache-semantics: ^4.1.1
+    is-lambda: ^1.0.1
+    minipass: ^7.0.2
+    minipass-fetch: ^3.0.0
+    minipass-flush: ^1.0.5
+    minipass-pipeline: ^1.2.4
+    negotiator: ^0.6.3
+    promise-retry: ^2.0.1
+    ssri: ^10.0.0
+  checksum: 7c7a6d381ce919dd83af398b66459a10e2fe8f4504f340d1d090d3fa3d1b0c93750220e1d898114c64467223504bd258612ba83efbc16f31b075cd56de24b4af
+  languageName: node
+  linkType: hard
+
 "makeerror@npm:1.0.12":
   version: 1.0.12
   resolution: "makeerror@npm:1.0.12"
@@ -11928,7 +12016,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"minipass@npm:^5.0.0 || ^6.0.2 || ^7.0.0, minipass@npm:^7.0.3":
+"minipass@npm:^5.0.0 || ^6.0.2 || ^7.0.0, minipass@npm:^7.0.2, minipass@npm:^7.0.3":
   version: 7.0.4
   resolution: "minipass@npm:7.0.4"
   checksum: 87585e258b9488caf2e7acea242fd7856bbe9a2c84a7807643513a338d66f368c7d518200ad7b70a508664d408aa000517647b2930c259a8b1f9f0984f344a21
@@ -12164,15 +12252,15 @@ __metadata:
   languageName: node
   linkType: hard
 
-"node-gyp@npm:^9.0.0, node-gyp@npm:latest":
-  version: 9.4.0
-  resolution: "node-gyp@npm:9.4.0"
+"node-gyp@npm:^9.0.0":
+  version: 9.4.1
+  resolution: "node-gyp@npm:9.4.1"
   dependencies:
     env-paths: ^2.2.0
     exponential-backoff: ^3.1.1
     glob: ^7.1.4
     graceful-fs: ^4.2.6
-    make-fetch-happen: ^11.0.3
+    make-fetch-happen: ^10.0.3
     nopt: ^6.0.0
     npmlog: ^6.0.0
     rimraf: ^3.0.2
@@ -12181,7 +12269,27 @@ __metadata:
     which: ^2.0.2
   bin:
     node-gyp: bin/node-gyp.js
-  checksum: 78b404e2e0639d64e145845f7f5a3cb20c0520cdaf6dda2f6e025e9b644077202ea7de1232396ba5bde3fee84cdc79604feebe6ba3ec84d464c85d407bb5da99
+  checksum: 8576c439e9e925ab50679f87b7dfa7aa6739e42822e2ad4e26c36341c0ba7163fdf5a946f0a67a476d2f24662bc40d6c97bd9e79ced4321506738e6b760a1577
+  languageName: node
+  linkType: hard
+
+"node-gyp@npm:latest":
+  version: 10.0.0
+  resolution: "node-gyp@npm:10.0.0"
+  dependencies:
+    env-paths: ^2.2.0
+    exponential-backoff: ^3.1.1
+    glob: ^10.3.10
+    graceful-fs: ^4.2.6
+    make-fetch-happen: ^13.0.0
+    nopt: ^7.0.0
+    proc-log: ^3.0.0
+    semver: ^7.3.5
+    tar: ^6.1.2
+    which: ^4.0.0
+  bin:
+    node-gyp: bin/node-gyp.js
+  checksum: 65fa5d9f8ef03fa22c5f2d34da23435a63d3743400ca941a4394eb943cf340796456697a7797af1451606dbbeecb663be9328995dadc0b99e58dd583dc3a7a0f
   languageName: node
   linkType: hard
 
@@ -13437,9 +13545,9 @@ __metadata:
   linkType: hard
 
 "punycode@npm:^2.1.0, punycode@npm:^2.1.1":
-  version: 2.3.0
-  resolution: "punycode@npm:2.3.0"
-  checksum: 39f760e09a2a3bbfe8f5287cf733ecdad69d6af2fe6f97ca95f24b8921858b91e9ea3c9eeec6e08cede96181b3bb33f95c6ffd8c77e63986508aa2e8159fa200
+  version: 2.3.1
+  resolution: "punycode@npm:2.3.1"
+  checksum: bb0a0ceedca4c3c57a9b981b90601579058903c62be23c5e8e843d2c2d4148a3ecf029d5133486fb0e1822b098ba8bba09e89d6b21742d02fa26bda6441a6fb2
   languageName: node
   linkType: hard
 
@@ -14479,7 +14587,18 @@ __metadata:
   languageName: node
   linkType: hard
 
-"socks@npm:^2.6.2":
+"socks-proxy-agent@npm:^8.0.1":
+  version: 8.0.2
+  resolution: "socks-proxy-agent@npm:8.0.2"
+  dependencies:
+    agent-base: ^7.0.2
+    debug: ^4.3.4
+    socks: ^2.7.1
+  checksum: 4fb165df08f1f380881dcd887b3cdfdc1aba3797c76c1e9f51d29048be6e494c5b06d68e7aea2e23df4572428f27a3ec22b3d7c75c570c5346507433899a4b6d
+  languageName: node
+  linkType: hard
+
+"socks@npm:^2.6.2, socks@npm:^2.7.1":
   version: 2.7.1
   resolution: "socks@npm:2.7.1"
   dependencies:
@@ -15123,8 +15242,8 @@ __metadata:
   linkType: hard
 
 "terser@npm:^5.16.8":
-  version: 5.22.0
-  resolution: "terser@npm:5.22.0"
+  version: 5.24.0
+  resolution: "terser@npm:5.24.0"
   dependencies:
     "@jridgewell/source-map": ^0.3.3
     acorn: ^8.8.2
@@ -15132,7 +15251,7 @@ __metadata:
     source-map-support: ~0.5.20
   bin:
     terser: bin/terser
-  checksum: ee95981c54ebd381e0b7f5872c646e7a05543e53960f8e0c2f240863c368989d43a3ca80b7e9f691683c92ba199eb4b91d61785fef0b9ca4a887eb55866001f4
+  checksum: d88f774b6fa711a234fcecefd7657f99189c367e17dbe95a51c2776d426ad0e4d98d1ffe6edfdf299877c7602e495bdd711d21b2caaec188410795e5447d0f6c
   languageName: node
   linkType: hard
 
@@ -15584,10 +15703,10 @@ __metadata:
   languageName: node
   linkType: hard
 
-"undici-types@npm:~5.25.1":
-  version: 5.25.3
-  resolution: "undici-types@npm:5.25.3"
-  checksum: ec9d2cc36520cbd9fbe3b3b6c682a87fe5be214699e1f57d1e3d9a2cb5be422e62735f06e0067dc325fd3dd7404c697e4d479f9147dc8a804e049e29f357f2ff
+"undici-types@npm:~5.26.4":
+  version: 5.26.5
+  resolution: "undici-types@npm:5.26.5"
+  checksum: 3192ef6f3fd5df652f2dc1cd782b49d6ff14dc98e5dced492aa8a8c65425227da5da6aafe22523c67f035a272c599bb89cfe803c1db6311e44bed3042fc25487
   languageName: node
   linkType: hard
 
@@ -16339,6 +16458,17 @@ __metadata:
   languageName: node
   linkType: hard
 
+"which@npm:^4.0.0":
+  version: 4.0.0
+  resolution: "which@npm:4.0.0"
+  dependencies:
+    isexe: ^3.1.1
+  bin:
+    node-which: bin/which.js
+  checksum: f17e84c042592c21e23c8195108cff18c64050b9efb8459589116999ea9da6dd1509e6a1bac3aeebefd137be00fabbb61b5c2bc0aa0f8526f32b58ee2f545651
+  languageName: node
+  linkType: hard
+
 "wide-align@npm:^1.1.5":
   version: 1.1.5
   resolution: "wide-align@npm:1.1.5"

From 9b3d4bf7fb959bed68e0eec874607ec6dfff381e Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Wed, 1 Nov 2023 15:58:32 +0800
Subject: [PATCH 64/66] Improve some comments

---
 .../src/bigcode-Inline-completion-provider.ts | 189 ++++++++++--------
 packages/jupyter-ai/src/index.ts              |   6 +
 2 files changed, 109 insertions(+), 86 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
index 3db0c67bf..2eb2c144d 100644
--- a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
+++ b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
@@ -52,7 +52,29 @@ export class BigcodeInlineCompletionProvider
     return this._trans.__('Bigcode');
   }
 
-  shouldClearStateAndPerformAutoRequest(addedString: string): {
+  /**
+   * If the request ends, need to call this function to write the status for "accept" use
+   */
+  setRequestFinish(error: boolean): void {
+    this._requesting = false;
+    this._streamStop = false;
+    this._finish = !error;
+  }
+
+  clearState(): void {
+    this._streamStop = true;
+    this._finish = false;
+    this._requesting = false;
+    this._lastRequestInfo = {
+      insertText: '',
+      cellCode: ''
+    };
+  }
+
+  /**
+   * Determine whether the request can be made and clear the status of the request
+   */
+  private shouldClearStateAndPerformAutoRequest(addedString: string): {
     shouldClearState: boolean;
     shouldAutoRequest: boolean;
   } {
@@ -84,7 +106,45 @@ export class BigcodeInlineCompletionProvider
     };
   }
 
-  constructContinuationPrompt(context: IInlineCompletionContext): string {
+  // Function that simulates delay
+  private delay = async (ms: number): Promise<void> =>
+    new Promise(resolve => setTimeout(resolve, ms));
+
+  /**
+   * Post-debounce strategy, the last request within the specified time returns <auto_stream>
+   */
+  private debounceAutoRequest(): Promise<'<auto_stream>' | '<debounce>'> {
+    this._callCounter++;
+
+    if (this._requesting) {
+      return Promise.resolve('<debounce>');
+    }
+
+    if (this._timeoutId) {
+      clearTimeout(this._timeoutId);
+      this._timeoutId = null;
+    }
+
+    const currentCallCount = this._callCounter;
+
+    return new Promise(resolve => {
+      this._timeoutId = setTimeout(() => {
+        if (this._callCounter === currentCallCount && !this._requesting) {
+          this._callCounter = 0;
+          this._requesting = true;
+          resolve('<auto_stream>');
+          this._timeoutId = null;
+        } else {
+          resolve('<debounce>');
+        }
+      }, 2000);
+    });
+  }
+
+  // Construct the next prompt
+  private constructContinuationPrompt(
+    context: IInlineCompletionContext
+  ): string {
     if (context.widget instanceof NotebookPanel) {
       const widget = context.widget as NotebookPanel;
       const notebookCellContent = retrieveNotebookContentUntilCursor(widget);
@@ -96,7 +156,37 @@ export class BigcodeInlineCompletionProvider
     return '';
   }
 
-  async shortCutCompletionHandler(
+  /**
+   * Main function, calls different functions according to context.triggerKind
+   */
+  async fetch(
+    request: CompletionHandler.IRequest,
+    context: IInlineCompletionContext
+  ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
+    if (!CodeCompletionContextStore.enableCodeCompletion) {
+      return { items: [] };
+    }
+
+    if (
+      !CodeCompletionContextStore.accessToken &&
+      !CodeCompletionContextStore.enableMockTest
+    ) {
+      alert('Huggingface Access Token not set.');
+      return { items: [] };
+    }
+
+    if (context.triggerKind === 1) {
+      return await this.autoCompletionHandler(request, context);
+    }
+
+    if (context.triggerKind === 0) {
+      return await this.shortCutCompletionHandler(request, context);
+    }
+
+    return { items: [] };
+  }
+
+  private async shortCutCompletionHandler(
     request: CompletionHandler.IRequest,
     context: IInlineCompletionContext
   ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
@@ -120,7 +210,7 @@ export class BigcodeInlineCompletionProvider
     return { items };
   }
 
-  async autoCompletionHandler(
+  private async autoCompletionHandler(
     request: CompletionHandler.IRequest,
     context: IInlineCompletionContext
   ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
@@ -146,6 +236,7 @@ export class BigcodeInlineCompletionProvider
       });
       return { items };
     } else {
+      // Check whether the request can be made and clear the status
       const { shouldClearState, shouldAutoRequest } =
         this.shouldClearStateAndPerformAutoRequest(newAddedCodeText);
 
@@ -159,6 +250,7 @@ export class BigcodeInlineCompletionProvider
           return { items: [] };
         }
 
+        // Need to debounce
         const result = await this.debounceAutoRequest();
         if (result === '<debounce>') {
           return { items: [] };
@@ -187,80 +279,6 @@ export class BigcodeInlineCompletionProvider
     return { items };
   }
 
-  async fetch(
-    request: CompletionHandler.IRequest,
-    context: IInlineCompletionContext
-  ): Promise<IInlineCompletionList<IInlineCompletionItem>> {
-    if (!CodeCompletionContextStore.enableCodeCompletion) {
-      return { items: [] };
-    }
-
-    if (
-      !CodeCompletionContextStore.accessToken &&
-      !CodeCompletionContextStore.enableMockTest
-    ) {
-      alert('Huggingface Access Token not set.');
-      return { items: [] };
-    }
-
-    if (context.triggerKind === 1) {
-      return await this.autoCompletionHandler(request, context);
-    }
-
-    if (context.triggerKind === 0) {
-      return await this.shortCutCompletionHandler(request, context);
-    }
-
-    return { items: [] };
-  }
-
-  setRequestFinish(error: boolean): void {
-    this._requesting = false;
-    this._streamStop = false;
-    this._finish = !error;
-  }
-
-  clearState(): void {
-    this._streamStop = true;
-    this._finish = false;
-    this._requesting = false;
-    this._lastRequestInfo = {
-      insertText: '',
-      cellCode: ''
-    };
-  }
-
-  delay = async (ms: number): Promise<void> =>
-    new Promise(resolve => setTimeout(resolve, ms));
-
-  debounceAutoRequest(): Promise<string> {
-    this._callCounter++;
-
-    if (this._requesting) {
-      return Promise.resolve('<debounce>');
-    }
-
-    if (this._timeoutId) {
-      clearTimeout(this._timeoutId);
-      this._timeoutId = null;
-    }
-
-    const currentCallCount = this._callCounter;
-
-    return new Promise(resolve => {
-      this._timeoutId = setTimeout(() => {
-        if (this._callCounter === currentCallCount && !this._requesting) {
-          this._callCounter = 0;
-          this._requesting = true;
-          resolve('<auto_stream>');
-          this._timeoutId = null;
-        } else {
-          resolve('<debounce>');
-        }
-      }, 2000);
-    });
-  }
-
   async *stream(
     token: string
   ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
@@ -277,7 +295,7 @@ export class BigcodeInlineCompletionProvider
     this._requesting = true;
 
     if (this._requestMode === 0) {
-      yield* this.mockKeypressCompletionStream();
+      yield* this.mockKeypressCompletionStream(token);
     } else if (this._requestMode === 1) {
       yield* this.mockAutomaticCompletionStream(token);
     }
@@ -285,11 +303,9 @@ export class BigcodeInlineCompletionProvider
     this.setRequestFinish(false);
   }
 
-  private async *mockKeypressCompletionStream(): AsyncGenerator<
-    { response: IInlineCompletionItem },
-    undefined,
-    unknown
-  > {
+  private async *mockKeypressCompletionStream(
+    token: string
+  ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
     const testResultText =
       '"""This is the first line generated by the mockKeypressCompletionStreamr"""\n    """This is the second line generated by the mockKeypressCompletionStream"""';
 
@@ -312,6 +328,7 @@ export class BigcodeInlineCompletionProvider
 
       yield {
         response: {
+          token: token,
           isIncomplete: i !== testResultText.length - 1,
           insertText: this._lastRequestInfo.insertText
         }
@@ -350,7 +367,7 @@ export class BigcodeInlineCompletionProvider
     this.setRequestFinish(false);
   }
 
-  async *keypressCompletionStream(
+  private async *keypressCompletionStream(
     token: string
   ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
     if (token === '') {
@@ -410,7 +427,7 @@ export class BigcodeInlineCompletionProvider
     }
   }
 
-  async *automaticCompletionStream(
+  private async *automaticCompletionStream(
     token: string
   ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
     try {
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index 5dd02d72c..20633f6f6 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -91,12 +91,18 @@ const bigcodeCodeCompletion: JupyterFrontEndPlugin<void> = {
       restorer.add(bigcodeWidget, 'bigcode-code-completion');
     }
 
+    /**
+     * Initialize inlineCompletio provider
+     */
     const bigcodeInlineCompletionProvider = new BigcodeInlineCompletionProvider(
       {
         translator: translator ?? nullTranslator
       }
     );
 
+    /**
+     * Register the provider to the Manager
+     */
     completionManager.registerInlineProvider(bigcodeInlineCompletionProvider);
 
     /**

From a17f2ed6c663d9d679bf409b44fc2114df520968 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Wed, 1 Nov 2023 23:50:11 +0800
Subject: [PATCH 65/66] Fix the bug that the first one returned by stream is
 \n, which is unacceptable, and re-plan the partition for the sidebar.

---
 .../src/bigcode-Inline-completion-provider.ts |  5 +++-
 .../src/components/bigcode-settings.tsx       | 28 ++++++++++++-------
 2 files changed, 22 insertions(+), 11 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
index 2eb2c144d..faeeefe63 100644
--- a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
+++ b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
@@ -226,7 +226,10 @@ export class BigcodeInlineCompletionProvider
     );
 
     const items: IInlineCompletionItem[] = [];
-    if (this._lastRequestInfo.insertText.startsWith(newAddedCodeText)) {
+    if (
+      this._lastRequestInfo.insertText.startsWith(newAddedCodeText) &&
+      newAddedCodeText !== ''
+    ) {
       items.push({
         isIncomplete: false,
         insertText: this._lastRequestInfo.insertText.replace(
diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
index 34b2db49b..b2ebb238f 100644
--- a/packages/jupyter-ai/src/components/bigcode-settings.tsx
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -79,7 +79,14 @@ export const BigCodeSetting = observer(() => {
           onChange={toggleCodeCompletionWrapper}
         />
       </h1>
-      {CodeCompletionContextstore.enableCodeCompletion && (
+
+      <div
+        className={
+          CodeCompletionContextstore.enableCodeCompletion
+            ? 'code-completion-setting-entered'
+            : 'code-completion-setting-exiting'
+        }
+      >
         <h1 className="jp-ai-ChatSettings-header bigcode-setting-level-1-title">
           Enable mock test code completion
           <Switch
@@ -87,7 +94,16 @@ export const BigCodeSetting = observer(() => {
             onChange={toggleMockTestWrapper}
           />
         </h1>
-      )}
+
+        <h2 className="jp-ai-ChatSettings-header">Short cut for completion</h2>
+        <TextField
+          label="Please press the short cut you need"
+          value={CodeCompletionContextstore.shortcutStr}
+          fullWidth
+          type="text"
+          onKeyDown={setHotKeyWrapper}
+        />
+      </div>
 
       <div
         className={
@@ -113,14 +129,6 @@ export const BigCodeSetting = observer(() => {
           type="password"
           onChange={e => setAccessTokenWrapper(e.target.value)}
         />
-        <h2 className="jp-ai-ChatSettings-header">Short cut for completion</h2>
-        <TextField
-          label="Please press the short cut you need"
-          value={CodeCompletionContextstore.shortcutStr}
-          fullWidth
-          type="text"
-          onKeyDown={setHotKeyWrapper}
-        />
         <h1 className="jp-ai-ChatSettings-header bigcode-setting-level-1-title">
           Advanced Settings
         </h1>

From c32637ed509dad84c731996f2d6eca1c0f9dda36 Mon Sep 17 00:00:00 2001
From: ran <redamancy0326@gmail.com>
Date: Fri, 3 Nov 2023 00:04:43 +0800
Subject: [PATCH 66/66] Add code comments

---
 .../src/bigcode-Inline-completion-provider.ts      | 14 ++++++++++++--
 packages/jupyter-ai/src/index.ts                   |  9 +++++----
 packages/jupyter-ai/src/utils/bigcode-request.ts   | 13 +++----------
 3 files changed, 20 insertions(+), 16 deletions(-)

diff --git a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
index faeeefe63..57090097b 100644
--- a/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
+++ b/packages/jupyter-ai/src/bigcode-Inline-completion-provider.ts
@@ -21,6 +21,7 @@ export class BigcodeInlineCompletionProvider
 {
   readonly identifier = '@jupyterlab/inline-completer:bigcode';
   private _trans: TranslationBundle;
+  // Used to record information from the last user request
   private _lastRequestInfo: {
     insertText: string;
     cellCode: string;
@@ -29,10 +30,15 @@ export class BigcodeInlineCompletionProvider
     cellCode: ''
   };
   private _requesting = false;
+  // Change it in "fetch" and then use this field in "stream" to call a different function
   private _requestMode: InlineCompletionTriggerKind = 0;
+  // Whether to stop the stream immediately, When the stream is in progress, the user requests to change this field to true, and then interrupts the stream request.
   private _streamStop = false;
+  // Whether to finish for request
   private _finish = false;
+  // Debounce use
   private _timeoutId: number | null = null;
+  // Debounce use
   private _callCounter = 0;
 
   get finish(): boolean {
@@ -61,6 +67,9 @@ export class BigcodeInlineCompletionProvider
     this._finish = !error;
   }
 
+  /**
+   * When the user executes the "accept" function, this function will be called to clear the status.
+   */
   clearState(): void {
     this._streamStop = true;
     this._finish = false;
@@ -226,6 +235,7 @@ export class BigcodeInlineCompletionProvider
     );
 
     const items: IInlineCompletionItem[] = [];
+    // Determine whether the keyboard pressed by the user is the beginning of ghost text
     if (
       this._lastRequestInfo.insertText.startsWith(newAddedCodeText) &&
       newAddedCodeText !== ''
@@ -382,7 +392,7 @@ export class BigcodeInlineCompletionProvider
     let reponseData: ReadableStream<Uint8Array> | null = null;
 
     try {
-      reponseData = await bigcodeRequestInstance.fetchStream(true);
+      reponseData = await bigcodeRequestInstance.send(true);
     } catch {
       yield {
         response: {
@@ -434,7 +444,7 @@ export class BigcodeInlineCompletionProvider
     token: string
   ): AsyncGenerator<{ response: IInlineCompletionItem }, undefined, unknown> {
     try {
-      const reponseData = await bigcodeRequestInstance.fetchStream(false);
+      const reponseData = await bigcodeRequestInstance.send(false);
 
       yield {
         response: {
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index 20633f6f6..a2a608330 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -65,9 +65,10 @@ const plugin: JupyterFrontEndPlugin<void> = {
   }
 };
 
-const bigcodeCodeCompletion: JupyterFrontEndPlugin<void> = {
-  id: 'jupyter_ai:plugin:inline-bigcode',
-  description: 'Adds inline completion provider suggesting code from bigcode.',
+const inlineCompletionPlugin: JupyterFrontEndPlugin<void> = {
+  id: 'jupyter_ai:plugin:inline-completion',
+  description:
+    'Adding an inline completion provider suggestion comes from jupyter-ai.',
   requires: [ICompletionProviderManager],
   optional: [ILayoutRestorer],
   autoStart: true,
@@ -116,6 +117,6 @@ const bigcodeCodeCompletion: JupyterFrontEndPlugin<void> = {
   }
 };
 
-const plugins: JupyterFrontEndPlugin<void>[] = [plugin, bigcodeCodeCompletion];
+const plugins: JupyterFrontEndPlugin<void>[] = [plugin, inlineCompletionPlugin];
 
 export default plugins;
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
index 3b44d851e..4b3517b96 100644
--- a/packages/jupyter-ai/src/utils/bigcode-request.ts
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -19,13 +19,6 @@ export type BigCodeServiceNotStreamResponse = {
   generated_text: string;
 }[];
 
-/**
- * Generates the appropriate prompt string based on the cell type.
- * The cell type can be either 'code' or 'markdown'.
- *
- * @param {ICell} cell - The cell object which includes the type and content.
- * @returns {string} The generated prompt string for the cell.
- */
 class Bigcode {
   spaceCount: number;
   private _prompt: string;
@@ -52,9 +45,9 @@ class Bigcode {
     return this._prompt;
   }
 
-  async fetchStream(stream: true): Promise<ReadableStream<Uint8Array>>;
-  async fetchStream(stream: false): Promise<BigCodeServiceNotStreamResponse>;
-  async fetchStream(
+  async send(stream: true): Promise<ReadableStream<Uint8Array>>;
+  async send(stream: false): Promise<BigCodeServiceNotStreamResponse>;
+  async send(
     stream = false
   ): Promise<ReadableStream<Uint8Array> | BigCodeServiceNotStreamResponse> {
     if (!this.bigcodeUrl || !this.accessToken) {