├── .eslintignore ├── .eslintrc.js ├── .gitignore ├── .mocharc.json ├── .prettierrc.js ├── LICENSE ├── README.md ├── bin ├── dev ├── dev.cmd ├── run └── run.cmd ├── docs ├── images │ ├── animation.gif │ ├── fin.webp │ ├── platform.openai.com_playground_mode=chat(Desktop@1280x800) (6).png │ ├── playground-01.png │ ├── prompt-step-01.png │ ├── prompt-step-02-01.png │ ├── prompt-step-02-02.png │ ├── prompt-step-03-01.png │ ├── prompt-step-03-02.png │ ├── prompt-step-04-01.png │ ├── prompt-step-05-01.png │ ├── prompt-step-05-02.png │ ├── prompt-step-06-01.png │ ├── prompt-step-07-01.png │ └── prompt-step-07-02.png └── index.md ├── package.json ├── pnpm-lock.yaml ├── prompt-template └── default.md ├── src ├── index.ts ├── open-ai │ └── index.ts ├── prompt │ ├── index.ts │ └── template.ts ├── translator │ └── index.ts ├── types │ ├── CommandLine.ts │ ├── PromptTemplate.ts │ └── index.ts └── ui │ └── index.ts └── tsconfig.json /.eslintignore: -------------------------------------------------------------------------------- 1 | /dist 2 | -------------------------------------------------------------------------------- /.eslintrc.js: -------------------------------------------------------------------------------- 1 | module.exports = { 2 | root: true, 3 | parser: '@typescript-eslint/parser', 4 | extends: ['plugin:@typescript-eslint/recommended', 'plugin:prettier/recommended'], 5 | rules: { 6 | '@typescript-eslint/consistent-type-imports': 'warn', 7 | '@typescript-eslint/no-empty-function': 'off', 8 | '@typescript-eslint/no-empty-interface': 'off', 9 | }, 10 | }; 11 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | *-debug.log 2 | *-error.log 3 | /.nyc_output 4 | /dist 5 | /lib 6 | /package-lock.json 7 | /tmp 8 | /yarn.lock 9 | node_modules 10 | oclif.manifest.json 11 | .env 12 | -------------------------------------------------------------------------------- /.mocharc.json: -------------------------------------------------------------------------------- 1 | { 2 | "require": [ 3 | "test/helpers/init.js", 4 | "ts-node/register" 5 | ], 6 | "watch-extensions": [ 7 | "ts" 8 | ], 9 | "recursive": true, 10 | "reporter": "spec", 11 | "timeout": 60000 12 | } 13 | -------------------------------------------------------------------------------- /.prettierrc.js: -------------------------------------------------------------------------------- 1 | module.exports = { 2 | endOfLine: 'lf', 3 | useTabs: false, 4 | printWidth: 120, 5 | tabWidth: 2, 6 | singleQuote: true, 7 | bracketSpacing: true, 8 | trailingComma: 'es5', 9 | semi: true, 10 | plugins: [require('@trivago/prettier-plugin-sort-imports')], 11 | importOrder: [ 12 | '', 13 | '^@/(.*)(? use ts-node and dev plugins 11 | process.env.NODE_ENV = 'development'; 12 | 13 | require('ts-node').register({ project }); 14 | 15 | // In dev mode, always show stack traces 16 | oclif.settings.debug = true; 17 | 18 | // Start the CLI 19 | oclif.run().then(oclif.flush).catch(oclif.Errors.handle); 20 | -------------------------------------------------------------------------------- /bin/dev.cmd: -------------------------------------------------------------------------------- 1 | @echo off 2 | 3 | node "%~dp0\dev" %* -------------------------------------------------------------------------------- /bin/run: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env node 2 | 3 | require('dotenv/config'); 4 | 5 | const oclif = require('@oclif/core'); 6 | 7 | oclif.run().then(require('@oclif/core/flush')).catch(require('@oclif/core/handle')); 8 | -------------------------------------------------------------------------------- /bin/run.cmd: -------------------------------------------------------------------------------- 1 | @echo off 2 | 3 | node "%~dp0\run" %* 4 | 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-------------------------------------------------------------------------------- https://raw.githubusercontent.com/MagicCube/cli-gpt/89734e6f40ef69dbe5b7ec25b68755f783d24e8b/docs/images/prompt-step-07-02.png -------------------------------------------------------------------------------- /docs/index.md: -------------------------------------------------------------------------------- 1 | # 用 ChatGPT 快速实现自然语言命令行 2 | 3 | > 阅读本文，几乎不需要任何算法基础，也无需高深的编程技能。 4 | 5 | ## 前言 6 | 7 | 2022 年 11月 ChatGPT 像一股风暴席卷全球。时隔数月，OpenAI 终于在 3 月 1 日正式推出了 ChatGPT 的开放 API。这意味着，我们通过简单的 API 调用，就可以与 ChatGPT 进行对话。可以预见的是像自来水一样使用 AI 的时代已经到来，我们可以随时随地使用它，而不需要关心算法实现细节。 8 | 9 | 值得注意的是在此之前，有大量的第三方平台号称调用的是 ChatGPT 的 API，实际多数为基于 GPT-3 的“自动补齐” API，其能力远不可与 ChatGPT 相媲美，而这一次提供的则是官方的基于聊天（Chat）消息的 API。 10 | 11 | 本文将通过一个简单的命令行翻译程序，来展示如何使用 ChatGPT API。 12 | 13 | 你以为 API 调用工程就是本文的全部内容吗？不，**更重要的是教会大家如何通过“Prompt Engineering”（即所谓“提示工程”学）将聊天型 AIGC 转换为特定领域的生产力**。 14 | 15 | 废话不多说，先上 DEMO 为敬： 16 | 17 | ![](images/animation.gif) 18 | 19 | 20 | ## 1. 准备工作 21 | 22 | 1. 首先，你必须确保你所在的网络环境可以正常访问 [OpenAI Platform](https://platform.openai.com)，并且已经注册了 OpenAI 账号。 23 | 24 | 2. 在 https://platform.openai.com/account/api-keys 页面中，点击“Create new secret key”，并将它复制到剪贴板，稍后我们会使用到。 25 | 26 | 3. 请注意保管好你的秘钥，因为只有在创建时才会有唯一的机会看见完整的秘钥。 27 | 28 | 29 | ## 2. ChatGPT API 30 | 31 | 接下来让我们认识一下 ChatGPT API。通过阅读[官方说明](https://platform.openai.com/docs/guides/chat)，我们可以得知几点: 32 | 33 | * 利用 API 我们可以做各种有意思的事情，包括但不限于聊天机器人、翻译、问答、故事生成、代码生成等等，通过 Prompt Engineering，它还可以被用于文本情感和分类器等场景。 34 | 35 | * 模型采用的是 gpt-3.5-turbo，它具有快速、便宜、灵活等特点，同时也是目前最接近线上 ChatGPT 体验的模型，据官方称其成本只有此前 text-davinci-003 模型的 1/10。 36 | 37 | * 我们使用到的 API 是 createChatCompletion，它的作用是根据一组聊天消息组成的提示，生成一条对应的回答。详细的 API 解释请参考[官方文档](https://platform.openai.com/docs/api-reference/completions/create)。 38 | 39 | * API 的调用方式是 POST，返回的是 JSON 格式的数据。你也可以通过 Event Stream 的方式实时逐步获取答案，这会带来更加接近 ChatGPT 的“打字出答案”体验。本例中，采用的是 Node.js 的[官方 SDK 封装](https://www.npmjs.com/package/openai)，它封装了几乎所有 OpenAI 开放的服务方法，使用的 HTTP 客户端底层库是大家熟悉的 axios。 40 | 41 | * API 的调用次数是有限制的，并且是按照提示 + 回答中的总 token 数计算，超过后将会收费。有关 token 的说明请参考[这篇文档](https://platform.openai.com/docs/guides/chat/managing-tokens)，具体收费标准请参考[官方费用说明](https://openai.com/pricing/)。 42 | 43 | 44 | 虽然 API 才上线几天时间，国内外已经有大量的开源项目基于它开发了各种有趣的应用，这里隆重推荐： 45 | * [ChatGPT 黑客马拉松项目列表](https://lablab.ai/tech/chatgpt) 46 | 47 | 48 | ## 3. Prompt Engineering 49 | 50 | 接下来，我们将进入本文的重点——Prompt Engineering。ChatGPT 是一个通用型聊天机器，它可以回答任何问题，但是它的回答并不是总是符合我们的预期。因此，我们需要通过 Prompt Engineering 来提示 AI 如何进行输出。 51 | 52 | 在 ChatGPT 中，提示是由一组聊天消息组成的，每个消息都是由一个特定角色说的话，这些角色包括： 53 | 54 | * user：用户角色，即我们自己。 55 | 56 | * assistant：助手角色，即 ChatGPT。 57 | 58 | * system: 系统角色，即 ChatGPT 的上下文，在这里我们可以描述它在当前会话中扮演的角色，并可以通过逻辑规则限定它的输出（包括格式等），这听起来是不是越来越像阿西莫夫机器人三定论？有异曲同工之妙。 59 | 60 | * 除此之外，你还可以通过 user 和 assistant 的多组对话示例，来描述系统的行为，类似教学案例。 61 | 62 | 为了更好的解释三者的关系以及如何进行 Prompt，我们将引入一个十分好用的官方工具——[Playground](https://platform.openai.com/playground?mode=chat)。 63 | 64 | ![](images/playground-01.png) 65 | 66 | 如上图所示，Playground 由三个部分组成： 67 | 68 | * 最左侧是最近 30 天每一次执行的 API 调用记录，我们可以通过点击其中的一条记录来查看对应的记录。如果你没有看见这个侧边栏，请点击最下方“Submit”按钮右侧的“History”按钮。点击侧边栏顶部的“...”，你会看到一个下拉菜单，可以将历史记录导出为 JSON 或 CSV 格式的文件进行下载。 69 | 70 | * 在历史记录侧边栏右侧的是 SYSTEM，在这里我们将填写系统扮演的角色、行为和限定规则等。 71 | 72 | * 在 SYSTEM 右边是会话列表，这里我们将添加一轮或多轮对话，机器回复的消息也会被现实在这个列表的尾部。你可以点击左侧的“+”号添加消息，也可以点击右侧的“-”号删除消息，点击消息的内容会进入编辑模式，而点击消息行头的角色名称将会切换为相反的角色（如点击“USER”会切换为“ASSISTANT”）。 73 | 74 | * 最右侧是模型参数，请保持 Mode 为 Chat，Engine 为 gpt-3.5-turbo，其他参数请保持默认，我们会在后文介绍。 75 | 76 | > 截止至本文发稿前，Playground 还处于 Beta 阶段，包括右上角的 View Code、Save 和 Share 等功能还未上线，但是它已足够满足我们的需求了。 77 | 78 | 在下文中为了更好的表示我们录入的提示和输出，我们将使用如下的记号文本： 79 | 80 | ```md 81 | # SYSTEM 82 | 在这里添加系统的行为和限定规则。 83 | 支持多行文本 84 | 85 | # USER 86 | 在这里添加用户的输入。 87 | 88 | # ASSISTANT 89 | 在这里添加机器的输出。 90 | ``` 91 | 92 | 回到本文示例，我们将实现一个简单的命令行翻译程序，它可以将人类的自然语言描述的指令翻译成对应的命令行。 93 | 94 | Prompt Engineering 很像是用自然语言编程，我们需要用到逻辑条件甚至是循环（通过停止条件 + 类似 GOTO 语句组合实现）。 95 | 96 | 97 | ### STEP 1：从零开始 98 | 99 | 让我们先从最基本的开始，首先我们需要为 ChatGPT 制定扮演的角色。 100 | 101 | ```md 102 | # SYSTEM 103 | 你是一个命令行翻译程序，你可以将人类自然语言描述的指令翻译成对应的命令行语句。 104 | 105 | # USER 106 | 列出所有 TS 文件 107 | ``` 108 | 109 | ![](images/prompt-step-01.png) 110 | 111 | 这时，我们可以看到 ChatGPT 已经给出了一个结果，但是存在一些问题： 112 | 113 | 1. 回答中有多余的介绍性语句，这是因为我们没有对 ChatGPT 的输出进行限定。 114 | 115 | 2. 每一次执行都会返回不同的结果，这是因为 ChatGPT 的 Temperature 参数默认是 0.7。如果你希望 ChatGPT 的回答更加自然或富有创造性，可以将其设置为 1；反之在命令行翻译器这个场景里，我们希望它具有更加理性、稳定的输出，因此我们将其设置为 0。 116 | 117 | 118 | ### STEP 2：添加第一个限定条件 119 | 120 | 根据第一步的经验，我们重新设计了 Prompt： 121 | 122 | ```md 123 | # SYSTEM 124 | 你是一个命令行翻译程序，你可以将人类自然语言描述的指令翻译成对应的命令行语句。 125 | 126 | 1. 你只需要将翻译好的指令直接输出，而不需要对其进行任何的解释。 127 | 128 | # USER 129 | 显示所有 MD 文件 130 | ``` 131 | 132 | ![](images/prompt-step-02-01.png) 133 | 134 | 这时，我们会发现，无论我们尝试 Submit 多少次，ChatGPT 都会返回相同的结果，并且不再会有注解说明。 135 | > 注意，Submit 前需要手工删除此前 ASSISTANT 输出的内容，否则 ChatGPT 会将其作为输入的一部分。 136 | 137 | 但是如果我们问机器一些与命令无关的问题时，他会出现下面的情况： 138 | ![](images/prompt-step-02-02.png) 139 | 140 | 因此，接下来我们需要告诉机器，如果用户输入的内容不是命令，需要如何回答，这相当于编程语言中的 `throw` 语句。 141 | 142 | 143 | ### STEP 3：抛出异常 144 | 145 | 这里我们使用“如果 / 或者 / 那么”等逻辑单元进行描述，我们修改一下 Prompt： 146 | 147 | ```md 148 | # SYSTEM 149 | 你是一个命令行翻译程序，你可以将人类自然语言描述的指令翻译成对应的命令行语句。 150 | 151 | 1. 你只需要将翻译好的指令直接输出，而不需要对其进行任何的解释。 152 | 153 | 2. 如果你不明白我说的话，或不确定如何将我所说的指令转换为计算机命令行，请直接输出 7 个字母，“UNKNOWN” ，无需其他解释。 154 | 155 | # USER 156 | 你的外婆是谁？ 157 | ``` 158 | 159 | ![](images/prompt-step-03-01.png) 160 | 161 | 这样在当我们问起与命令无关的问题时，ChatGPT 就会直接输出 `UNKNOWN` 了。 162 | 163 | 现在让我们再来试一个复杂的命令： 164 | 165 | ![](images/prompt-step-03-02.png) 166 | 167 | 这里我们假设需要命令行翻译器永远只输出一个单行的命令，在下一步中我们将添加更多的限定。 168 | 169 | 170 | ### STEP 4：限定输出格式 171 | 172 | 在这一步中，我们继续添加规则，以进一步“限定”输出的格式，修改后的 Prompt 如下： 173 | 174 | ```md 175 | # SYSTEM 176 | 你是一个命令行翻译程序，你可以将人类自然语言描述的指令翻译成对应的命令行语句。 177 | 178 | 1. 你只需要将翻译好的指令直接输出，而不需要对其进行任何的解释。在输出的最前面加上“>”符号。 179 | 180 | 2. 如果你不明白我说的话，或不确定如何将我所说的指令转换为计算机命令行，请直接输出 7 个字母，“UNKNOWN” ，无需其他解释和“>”符号。 181 | 182 | 3. 如果翻译后的结果不止一行命令，则请务必将它们通过 & 或 && 合并为单行命令。 183 | ``` 184 | 185 | ![](images/prompt-step-04-01.png) 186 | 187 | 188 | ### STEP 5：危险提示 189 | 190 | 众所周知，一些命令对系统来说是十分危险的，比如著名的 `rm -rf /`，因此我们需要在命令行翻译器中添加一个“危险提示”功能，当用户输入的命令包含危险关键字时，需要提示用户是否继续执行。 191 | 192 | ```md 193 | # SYSTEM 194 | 你是一个命令行翻译程序，你可以将人类自然语言描述的指令翻译成对应的命令行语句。 195 | 196 | 1. 你只需要将翻译好的指令直接输出，而不需要对其进行任何的解释。在输出的最前面加上“>”符号。 197 | 198 | 2. 如果你不明白我说的话，或不确定如何将我所说的指令转换为计算机命令行，请直接输出 7 个字母，“UNKNOWN” ，无需其他解释和“>”符号。 199 | 200 | 3. 如果翻译后的结果不止一行命令，则请务必将它们通过 & 或 && 合并为单行命令。 201 | 202 | 4. 如果该命令会存在可能的风险或危害，请在输出的末尾另一行，并添加 “DANGEROUS”，无需其他的警告或提示。 203 | ``` 204 | 205 | ![](images/prompt-step-05-02.png) 206 | 207 | 这里我们会发现，无论如何修改 SYSTEM 的提示，ASSISTANT 的输出总是不尽人意，似乎它总是不能完全立理解我们的意图，要不就是一堆注意事项，要不就是不知道 DANGEROUS 应该放在哪里。这时，我们必须用到一个新技能这就是“榜样”。 208 | 209 | 210 | ### STEP 6: 榜样的作用 211 | 212 | 前文说过，ChatGPT 会将整个聊天记录作为输入，因此我们可以通过提供一些“榜样”来让 ChatGPT 更好地理解我们的意图。这意味着我们可以在界面上将 ASSISTANT 原先错误的回答修改为正确的，也就是给出了正确回答的“好榜样”。 213 | 214 | ![](images/prompt-step-06-01.png) 215 | 216 | ![](images/prompt-step-06-02.png) 217 | 218 | 如上图所示，经过修改后，ChatGPT 就能够正确理解我们的意图，输出正确格式的结果。 219 | 220 | 221 | ### STEP 7：翻译为英文 222 | 223 | 因为 ChatGPT 的训练数据以英文为主，如果你想达到最佳的效果，那么你需要将你的 Prompt 翻译为英文。这里我们当然可以使用 ChatGPT 充当翻译，翻译后的 Prompt 如下： 224 | 225 | ![](images/prompt-step-07-01.png) 226 | 227 | ```md 228 | # SYSTEM 229 | You are a command line translation program. You can translate natural language instructions from human language into corresponding command line statements. 230 | 231 | 1. Simply output the translated instruction without any explanation. Add the ">" symbol at the beginning of the output. 232 | 233 | 2. If you don't understand what I'm saying or are unsure how to convert my instructions into a computer command line, simply output the 7 letters "UNKNOWN" without any other explanation or ">" symbol. 234 | 235 | 3. If the translated result consists of more than one line of commands, please use '&' or '&&' to combine them into a single line of command. 236 | 237 | 4. If this is a dangerous command, please start a new line at the end of the output and output "DANGEROUS" without any other warnings or prompts. 238 | 239 | # USER 240 | 今天天气如何 241 | 242 | # ASSISTANT 243 | UNKNOWN 244 | 245 | # USER 246 | 从 Github 上克隆 React 库，并且在本地创建新的分支，取名为“feat-gpt” 247 | 248 | # ASSISTANT 249 | >git clone https://github.com/facebook/react.git && cd react && git checkout -b feat-gpt 250 | 251 | # USER 252 | 删除所有的文件或文件夹 253 | 254 | # ASSISTANT 255 | >rm -rf * 256 | DANGERS 257 | ``` 258 | 259 | ![](images/prompt-step-07-02.png) 260 | 261 | 现在 ChatGPT 最终通过了所有测试，我们可以进入到编码阶段了。 262 | 263 | 264 | ## 4. 实现一个简单的命令行客户端 265 | 266 | 相信这会儿你肯定已经摩拳擦掌了，那么让我们开始动手吧！ 267 | 268 | 我们将使用到的技术栈是 Node.js + TypeScript + OpenAI SDK，尽管如此 Python 的程序员也可以参考本文自行基于[官方 SDK](https://github.com/openai/openai-python) 实现。 269 | 270 | 我们可以将整个项目的架构分为 4 个小模块，他们分别是： 271 | 272 | ### 4.1 API 的二次封装 273 | 274 | 将 OpenAI SDK 封装成一个更加易用的 API，输入为多个 Messages，输出则直接是纯文本结果（包含 UNKNOWN 及 DANGEROUS 也在结果内）。 275 | > 详见 https://github.com/MagicCube/cli-gpt/blob/main/src/open-ai/index.ts 276 | 277 | 278 | ### 4.2 Prompt 的生成器 279 | 280 | 在上文中，我们自创了一种 Prompt 的表达格式，用“:”加角色名称表示消息的发送者，并且支持多行文本，这非常适合描述多角色 Prompt。因此，我们首先需要一个 Prompt 模板加载器，它可以将模板文件加载为 Prompt 模板，然后再将本次用户从命令行真正输入的内容转换为最后一条 message，这就是 Prompt 生成器的作用。同时模板中可能还包含这一些可替换的变量，例如命令行可能根据操作系统的不同而有差异性，因此在模板中我们可以用 `${OS}` 表示制定的操作系统。 281 | > 详见 https://github.com/MagicCube/cli-gpt/blob/main/src/prompt/index.ts 和 https://github.com/MagicCube/cli-gpt/blob/main/src/prompt/template.ts 282 | > 模板详见 https://github.com/MagicCube/cli-gpt/blob/main/prompt-template/default.md 283 | 284 | 285 | ### 4.3 翻译器 286 | 287 | 翻译器是 Facade 层，它将上述两个模块的 API 组合起来，将用户的输入通过生成器转化为最终的 Prompt Messages，并且将其通过 API 客户端发送给 OpenAI，最后将结果返回。 288 | > 详见 https://github.com/MagicCube/cli-gpt/blob/main/src/translator/index.ts 289 | 290 | 291 | ### 4.4 CLI 展现层 292 | 293 | 本例中文通过 [oclif](https://github.com/oclif/oclif) 库来实现 CLI 界面，它提供了一个非常方便的 CLI 框架，我们只需要专注于 Command 业务逻辑的实现。oclif 还可以帮我们自动发布为全局命令，这样我们就可以在任何地方使用我们的命令行工具了。 294 | > 详见 https://github.com/MagicCube/cli-gpt/blob/main/src/ui/index.ts 295 | 296 | 此外，我们不希望将 OpenAI 的 Secret Key 提交到 Github 上。为此，你需要在项目的根目录下新建一个 `.env` 文件，内容如下： 297 | 298 | ```bash 299 | OPENAI_API_KEY="sk-your-secret-key" 300 | ``` 301 | 302 | 受限于篇幅，这里不再展开介绍每个模块的实现细节，代码都非常好理解，你可以通过点击对应的代码链接查看源码，也可以在 Github Issues 或文章下方留言。 303 | 304 | 305 | ## 5. 总结 306 | 307 | 通过本文，你可能会对 Prompt Engineering 有更深的理解，也许你会想到一些更有趣的 Prompt 应用场景，并且会发现即便不会写代码，你也可以通过 Prompt 来训练 ChatGPT，从而实现你的想法。 308 | 309 | 这里介绍一个非常有趣的 Prompt 仓库 [Awesome Prompt](https://github.com/f/awesome-chatgpt-prompts)，里面收集了很多有趣的 Prompt，相信你一定可以在这里找寻到更多灵感。 310 | 311 | 另外，一个容易被混淆的概念是“Training”和“Prompt”。 312 | 313 | ## 后记 314 | 315 | 让笔者真正惊讶的是在撰写本文（Markdown）及编写代码示例时，使用的是 VSCode + Github Copilot，无论是中文博文还是源代码，Copilot 都贡献了至少 50% 的文本量。 316 | 317 | “人机协同”的时代真的已经到来了吗？ 318 | 319 | ![](images/fin.webp) 320 | 321 | > “真的已经到”之后的文字为 Copilot 生成，但是笔者仍然保留了最后一句话的权利。 322 | 323 | > P.S. 好吧，连上面这句话都是 Copilot 生成的…… 324 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| engines: {node: '>=6'} 4645 | dev: true 4646 | 4647 | /yocto-queue/0.1.0: 4648 | resolution: {integrity: sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==} 4649 | engines: {node: '>=10'} 4650 | dev: true 4651 | 4652 | /yosay/2.0.2: 4653 | resolution: {integrity: sha512-avX6nz2esp7IMXGag4gu6OyQBsMh/SEn+ZybGu3yKPlOTE6z9qJrzG/0X5vCq/e0rPFy0CUYCze0G5hL310ibA==} 4654 | engines: {node: '>=4'} 4655 | hasBin: true 4656 | dependencies: 4657 | ansi-regex: 2.1.1 4658 | ansi-styles: 3.2.1 4659 | chalk: 1.1.3 4660 | cli-boxes: 1.0.0 4661 | pad-component: 0.0.1 4662 | string-width: 2.1.1 4663 | strip-ansi: 3.0.1 4664 | taketalk: 1.0.0 4665 | wrap-ansi: 2.1.0 4666 | dev: true 4667 | -------------------------------------------------------------------------------- /prompt-template/default.md: -------------------------------------------------------------------------------- 1 | # SYSTEM 2 | You are a command line translation program for '${OS}' os. You can translate natural language instructions from human language into corresponding command line statements. 3 | 4 | 1. Simply output the translated instruction without any explanation. Add the ">" symbol at the beginning of the output. 5 | 6 | 2. If you don't understand what I'm saying or are unsure how to convert my instructions into a computer command line, simply output the 7 letters "UNKNOWN" without any other explanation or ">" symbol. 7 | 8 | 3. If the translated result consists of more than one line of commands, please use '&' or '&&' to combine them into a single line of command. 9 | 10 | 4. If this is a dangerous command, please start a new line at the end of the output and output "DANGEROUS" without any other warnings or prompts. 11 | 12 | # USER 13 | how's the weather like today? 14 | 15 | # ASSISTANT 16 | UNKNOWN 17 | 18 | # USER 19 | clone the React library from Github and create a new branch locally named "feat-gpt" 20 | 21 | # ASSISTANT 22 | >git clone https://github.com/facebook/react.git && cd react && git checkout -b feat-gpt 23 | 24 | # USER 25 | delete all files or folders 26 | 27 | # ASSISTANT 28 | >rm -rf * 29 | DANGERS 30 | -------------------------------------------------------------------------------- /src/index.ts: -------------------------------------------------------------------------------- 1 | export { run } from '@oclif/core'; 2 | -------------------------------------------------------------------------------- /src/open-ai/index.ts: -------------------------------------------------------------------------------- 1 | import type { ChatCompletionRequestMessage } from 'openai'; 2 | import { Configuration, OpenAIApi } from 'openai'; 3 | 4 | const apiClient = new OpenAIApi(new Configuration({ apiKey: process.env.OPENAI_API_KEY })); 5 | 6 | export async function createChatCompletion(messages: ChatCompletionRequestMessage[]): Promise { 7 | const response = await apiClient.createChatCompletion({ 8 | model: 'gpt-3.5-turbo', 9 | temperature: 0, 10 | messages, 11 | }); 12 | if (response.data.choices.length) { 13 | const firstMessage = response.data.choices[0].message; 14 | if (firstMessage) { 15 | return firstMessage.content; 16 | } 17 | } 18 | throw new Error('Failed to get response from OpenAI service.'); 19 | } 20 | -------------------------------------------------------------------------------- /src/prompt/index.ts: -------------------------------------------------------------------------------- 1 | import * as path from 'node:path'; 2 | import type { ChatCompletionRequestMessage } from 'openai'; 3 | 4 | import type { PromptTemplate } from '../types'; 5 | 6 | import { loadPromptTemplate } from './template'; 7 | 8 | let template: PromptTemplate | undefined; 9 | 10 | export async function generatePromptMessages(input: string): Promise { 11 | if (!template) { 12 | template = await loadPromptTemplate(path.resolve(__dirname, '../../prompt-template/default.md')); 13 | } 14 | return [ 15 | ...template.messages, 16 | { 17 | role: 'user', 18 | content: input, 19 | }, 20 | ]; 21 | } 22 | -------------------------------------------------------------------------------- /src/prompt/template.ts: -------------------------------------------------------------------------------- 1 | import * as fs from 'node:fs/promises'; 2 | import * as os from 'node:os'; 3 | import * as readline from 'node:readline'; 4 | import * as stream from 'node:stream'; 5 | import type { ChatCompletionRequestMessage } from 'openai'; 6 | 7 | import type { PromptTemplate } from '../types'; 8 | 9 | export async function loadPromptTemplate(path: string) { 10 | return new Promise(async (resolve) => { 11 | const messages: ChatCompletionRequestMessage[] = []; 12 | const saveCurrentMessage = () => { 13 | if (currentMessage) { 14 | currentMessage.content = currentMessage.content.trim(); 15 | currentMessage.content = currentMessage.content.replace('${OS}', os.platform()); 16 | messages.push(currentMessage); 17 | currentMessage = null; 18 | } 19 | }; 20 | 21 | const buffer = await fs.readFile(path); 22 | const bufferStream = new stream.PassThrough({ encoding: 'utf-8' }); 23 | bufferStream.end(buffer); 24 | 25 | const rl = readline.createInterface({ input: bufferStream }); 26 | let currentMessage: ChatCompletionRequestMessage | null = null; 27 | rl.on('line', (line) => { 28 | if (line.startsWith('# ')) { 29 | saveCurrentMessage(); 30 | currentMessage = { 31 | role: line.substring(2).trim().toLowerCase() as 'user' | 'assistant' | 'system', 32 | content: '', 33 | }; 34 | } else if (currentMessage) { 35 | const text = line.trim(); 36 | if (text !== '') { 37 | currentMessage.content += line + '\n'; 38 | } 39 | } 40 | }); 41 | rl.on('close', () => { 42 | saveCurrentMessage(); 43 | resolve({ messages }); 44 | }); 45 | }); 46 | } 47 | -------------------------------------------------------------------------------- /src/translator/index.ts: -------------------------------------------------------------------------------- 1 | import { createChatCompletion } from '../open-ai'; 2 | import { generatePromptMessages } from '../prompt'; 3 | import type { CommandLine } from '../types'; 4 | 5 | export async function translate(input: string): Promise { 6 | const inputMessages = await generatePromptMessages(input); 7 | const outputMessage = await createChatCompletion(inputMessages); 8 | 9 | let content = outputMessage; 10 | let isDangerous = false; 11 | if (outputMessage.endsWith('\nDANGEROUS')) { 12 | isDangerous = true; 13 | content = outputMessage.slice(0, -10); 14 | } 15 | if (content.startsWith('>')) { 16 | return { content: content.slice(1), isDangerous }; 17 | } 18 | throw new Error('Failed to translate the command.'); 19 | } 20 | -------------------------------------------------------------------------------- /src/types/CommandLine.ts: -------------------------------------------------------------------------------- 1 | export interface CommandLine { 2 | content: string; 3 | isDangerous?: boolean; 4 | } 5 | -------------------------------------------------------------------------------- /src/types/PromptTemplate.ts: -------------------------------------------------------------------------------- 1 | import type { ChatCompletionRequestMessage } from 'openai'; 2 | 3 | export interface PromptTemplate { 4 | messages: ChatCompletionRequestMessage[]; 5 | } 6 | -------------------------------------------------------------------------------- /src/types/index.ts: -------------------------------------------------------------------------------- 1 | export * from './CommandLine'; 2 | export * from './PromptTemplate'; 3 | -------------------------------------------------------------------------------- /src/ui/index.ts: -------------------------------------------------------------------------------- 1 | import { Command, ux } from '@oclif/core'; 2 | 3 | import { generatePromptMessages } from '../prompt'; 4 | import { translate } from '../translator'; 5 | import type { CommandLine } from '../types'; 6 | 7 | export default class DefaultCommand extends Command { 8 | static strict = false; 9 | 10 | async run(): Promise { 11 | const userInput = this.argv.join(' '); 12 | generatePromptMessages(userInput); 13 | let command: CommandLine; 14 | try { 15 | ux.action.start('Translating your words into command line...'); 16 | command = await translate(userInput); 17 | ux.action.stop(); 18 | this.log(`\x1b[36m\n${command.content}\n\x1b[0m`); 19 | if (command.isDangerous) { 20 | ux.log('\x1b[41m CAUTION \x1b[0m\x1b[31m This command is dangerous!\x1b[0m'); 21 | } 22 | } catch (e) { 23 | ux.action.stop('Error'); 24 | ux.error(e instanceof Error ? e.message : 'Unknown error', { exit: 500 }); 25 | } 26 | } 27 | } 28 | -------------------------------------------------------------------------------- /tsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "compilerOptions": { 3 | "declaration": true, 4 | "importHelpers": true, 5 | "module": "commonjs", 6 | "outDir": "dist", 7 | "rootDir": "src", 8 | "strict": true, 9 | "target": "es2019" 10 | }, 11 | "include": [ 12 | "src/**/*" 13 | ] 14 | } 15 | --------------------------------------------------------------------------------