diff --git a/cookbooks/asr.ipynb b/cookbooks/asr.ipynb new file mode 100644 index 000000000..46cabf04a --- /dev/null +++ b/cookbooks/asr.ipynb @@ -0,0 +1,151 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "# 短语音识别组件\n", + "\n", + "## 目标\n", + "使用短语音识别组件对输入的语音文件进行识别，返回识别的文字。\n", + "\n", + "## 准备工作\n", + "### 平台注册\n", + "1.先在appbuilder平台注册，获取token\n", + "\n", + "2.安装appbuilder-sdk" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "!pip install appbuilder-sdk" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## 基本用法\n", + "\n", + "### 快速开始\n", + "\n", + "下面是短语音识别的代码示例：" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "import os\n", + "import requests\n", + "import appbuilder\n", + "# 设置环境变量和初始化\n", + "# 请前往千帆AppBuilder官网创建密钥，流程详见：https://cloud.baidu.com/doc/AppBuilder/s/Olq6grrt6#1%E3%80%81%E5%88%9B%E5%BB%BA%E5%AF%86%E9%92%A5\n", + "os.environ[\"APPBUILDER_TOKEN\"] = \"...\"\n", + "\n", + "asr = appbuilder.ASR()\n", + "\n", + "audio_file_url = \"https://bj.bcebos.com/v1/appbuilder/asr_test.pcm?authorization=bce-auth-v1\" \\\n", + " \"%2FALTAKGa8m4qCUasgoljdEDAzLm%2F2024-01-11T10%3A56%3A41Z%2F-1%2Fhost\" \\\n", + " \"%2Fa6c4d2ca8a3f0259f4cae8ae3fa98a9f75afde1a063eaec04847c99ab7d1e411\"\n", + "audio_data = requests.get(audio_file_url).content\n", + "content_data = {\"audio_format\": \"pcm\", \"raw_audio\": audio_data, \"rate\": 16000}\n", + "msg = appbuilder.Message(content_data)\n", + "out = asr.run(msg)\n", + "print(out.content)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## 参数说明\n", + "\n", + "### 鉴权配置\n", + "使用组件之前，请首先申请并设置鉴权参数，可参考[组件使用流程](https://cloud.baidu.com/doc/AppBuilder/s/Olq6grrt6#1%E3%80%81%E5%88%9B%E5%BB%BA%E5%AF%86%E9%92%A5)。\n", + "```python\n", + "# 设置环境中的TOKEN，以下示例略\n", + "os.environ[\"APPBUILDER_TOKEN\"] = \"bce-YOURTOKEN\"\n", + "```\n", + "\n", + "### 初始化参数\n", + "\n", + "无\n", + "\n", + "### 调用参数\n", + "\n", + "|参数名称 |参数类型 |是否必须 |描述 | 示例值 |\n", + "|--------|--------|--------|----|--------|\n", + "|message |String |是 |输入的消息，用于模型的主要输入内容。这是一个必需的参数| Message(content={\"raw_audio\": b\"...\"}) |\n", + "|audio_format|String|是 |定义语言文件的格式，包括\"pcm\"、\"wav\"、\"amr\"、\"m4a\"，默认值为\"pcm\"| pcm |\n", + "|rate|Integer|是 |定义录音采样率，固定值16000| 16000 |\n", + "|timeout| Float | 否 | HTTP超时时间,单位：秒 |1|\n", + "|retry|Integer|是 |HTTP重试次数| 3 |\n", + "\n", + "### 响应参数\n", + "|参数名称 | 参数类型 |描述 |示例值|\n", + "|--------|--------------|----|------|\n", + "|result | List[String] |返回结果|[\"北京科技馆。\"]|\n", + "\n", + "### 响应示例\n", + "```json\n", + "{\"result\": [\"北京科技馆。\"]}\n", + "```\n", + "### 错误码\n", + "| 错误码 |描述|\n", + "|---|---|\n", + "| 0 |success|\n", + "| 2000 |data empty|" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/cookbooks/general_ocr.ipynb b/cookbooks/general_ocr.ipynb new file mode 100644 index 000000000..42ad0435d --- /dev/null +++ b/cookbooks/general_ocr.ipynb @@ -0,0 +1,182 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# 通用文字识别-高精度版组件\n", + "\n", + "## 目标\n", + "使用通用文字识别-高精度版组件对图片上的全部文字内容进行检测识别。\n", + "\n", + "## 准备工作\n", + "### 平台注册\n", + "1.先在appbuilder平台注册，获取token\n", + "\n", + "2.安装appbuilder-sdk" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "!pip install appbuilder-sdk" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## 基本用法\n", + "\n", + "### 快速开始\n", + "\n", + "以下是一个简单的例子来演示如何开始使用GeneralOCR组件：" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "import os\n", + "import appbuilder\n", + "import requests\n", + "\n", + "# 请前往千帆AppBuilder官网创建密钥，流程详见：https://cloud.baidu.com/doc/AppBuilder/s/Olq6grrt6#1%E3%80%81%E5%88%9B%E5%BB%BA%E5%AF%86%E9%92%A5\n", + "os.environ[\"APPBUILDER_TOKEN\"] = '...'\n", + "# 从BOS读取样例图片\n", + "image_url = \"https://bj.bcebos.com/v1/appbuilder/general_ocr_test.png?\"\\\n", + " \"authorization=bce-auth-v1%2FALTAKGa8m4qCUasgoljdEDAzLm%2F2024-01-\"\\\n", + " \"11T10%3A59%3A17Z%2F-1%2Fhost%2F081bf7bcccbda5207c82a4de074628b04ae\"\\\n", + " \"857a27513734d765495f89ffa5f73\"\n", + "raw_image = requests.get(image_url).content\n", + "general_ocr = appbuilder.GeneralOCR()\n", + "out = general_ocr.run(appbuilder.Message(content={\"raw_image\": raw_image}))\n", + "print(out.content)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## 参数说明\n", + "\n", + "### 鉴权说明\n", + "使用组件之前，请首先申请并设置鉴权参数，可参考[组件使用流程](https://cloud.baidu.com/doc/AppBuilder/s/Olq6grrt6#1%E3%80%81%E5%88%9B%E5%BB%BA%E5%AF%86%E9%92%A5)。\n", + "```python\n", + "# 设置环境中的TOKEN，以下示例略\n", + "os.environ[\"APPBUILDER_TOKEN\"] = \"bce-YOURTOKEN\"\n", + "```\n", + "\n", + "### 初始化参数\n", + "\n", + "无\n", + "\n", + "### 调用参数\n", + "\n", + "| 参数名称 | 参数类型 | 是否必须 | 描述 | 示例值 |\n", + "|---------|---------|------|-----------------------------|------------------------------------------------|\n", + "| message | String | 是 | 输入的消息，用于模型的主要输入内容。这是一个必需的参数 | Message(content={\"raw_image\": b\"待识别的图片字节流数据\"}) |\n", + "|timeout| Float | 否 | HTTP超时时间,单位：秒 |1|\n", + "| retry | Integer | 否 | HTTP重试次数 | 3 |\n", + "\n", + "### 响应参数\n", + "| 参数名称 | 参数类型 | 描述 | 示例值 |\n", + "|--------------|---------|---------|---------------------------------------------------|\n", + "| words_result | Array[] | 返回结果 | [{\"words\":\"一站式企业级大模型平台，提供先进的生成式AI生产及应用全流程开发工具链\"}] |\n", + "| + words | String | 识别结果字符串 | \"百度智能云千帆大模型平台\" |\n", + "\n", + "### 响应示例\n", + "#### 示例图片\n", + "![示例图片](./image/general_ocr示例.png)\n", + "#### 识别结果\n", + "```json\n", + "{\n", + " \"words_result\":[\n", + " {\n", + " \"words\":\"一站式企业级大模型平台，提供先进的生成式AI生产及应用全流程开发工具链\"\n", + " },\n", + " {\n", + " \"words\":\"百度智能云千帆大模型平台\"\n", + " },\n", + " {\n", + " \"words\":\"文心大模型4.0已正式发布，个人和企业客户可通过百度智能云千帆大模型平台接入使用\"\n", + " },\n", + " {\n", + " \"words\":\"立即使用\"\n", + " },\n", + " {\n", + " \"words\":\"在线体验\"\n", + " },\n", + " {\n", + " \"words\":\"使用文档\"\n", + " },\n", + " {\n", + " \"words\":\"定价说明\"\n", + " },\n", + " {\n", + " \"words\":\"千帆社区\"\n", + " },\n", + " {\n", + " \"words\":\"常见概念、使用指导\"\n", + " },\n", + " {\n", + " \"words\":\"定价、计费方式、计量说明\"\n", + " },\n", + " {\n", + " \"words\":\"大模型开发学习、交流社区\"\n", + " }\n", + " ]\n", + "}\n", + "```\n" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git "a/cookbooks/image/general_ocr\347\244\272\344\276\213.png" "b/cookbooks/image/general_ocr\347\244\272\344\276\213.png" new file mode 100644 index 000000000..751ba8277 Binary files /dev/null and "b/cookbooks/image/general_ocr\347\244\272\344\276\213.png" differ diff --git "a/cookbooks/image/object_recognize\347\244\272\344\276\213.png" "b/cookbooks/image/object_recognize\347\244\272\344\276\213.png" new file mode 100644 index 000000000..483cb278e Binary files /dev/null and "b/cookbooks/image/object_recognize\347\244\272\344\276\213.png" differ diff --git a/cookbooks/object_recognize.ipynb b/cookbooks/object_recognize.ipynb new file mode 100644 index 000000000..1f5a6b2ce --- /dev/null +++ b/cookbooks/object_recognize.ipynb @@ -0,0 +1,181 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "# 通用物体和场景识别-高级版组件\n", + "\n", + "## 目标\n", + "使用通用物体和场景识别-高级版组件对图片上的物品或场景进行识别。\n", + "\n", + "## 准备工作\n", + "### 平台注册\n", + "1.先在appbuilder平台注册，获取token\n", + "\n", + "2.安装appbuilder-sdk" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "!pip install appbuilder-sdk" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## 基本用法\n", + "\n", + "### 快速开始\n", + "\n", + "以下是一个简单的例子来演示如何开始使用ObjectRecognition组件：" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "import os\n", + "import appbuilder\n", + "import requests\n", + "\n", + "# 请前往千帆AppBuilder官网创建密钥，流程详见：https://cloud.baidu.com/doc/AppBuilder/s/Olq6grrt6#1%E3%80%81%E5%88%9B%E5%BB%BA%E5%AF%86%E9%92%A5\n", + "os.environ[\"APPBUILDER_TOKEN\"] = '...'\n", + "\n", + "# 从BOS读取样例图片\n", + "image_url = \"https://bj.bcebos.com/v1/appbuilder/object_recognize_test.png?\"\\\n", + " \"authorization=bce-auth-v1%2FALTAKGa8m4qCUasgoljdEDAzLm%2F2024-01-\"\\\n", + " \"11T11%3A00%3A19Z%2F-1%2Fhost%2F2c31bf29205f61e58df661dc80af31a1dc\"\\\n", + " \"1ba1de0a8f072bc5a87102bd32f9e3\"\n", + "raw_image = requests.get(image_url).content\n", + "# 创建物体识别组件实例\n", + "object_recognition = appbuilder.ObjectRecognition()\n", + "# 执行识别操作并获取结果\n", + "out = object_recognition.run(appbuilder.Message(content={\"raw_image\": raw_image}))\n", + "print(out.content)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## 参数说明\n", + "\n", + "### 鉴权说明\n", + "使用组件之前，请首先申请并设置鉴权参数，可参考[组件使用流程](https://cloud.baidu.com/doc/AppBuilder/s/Olq6grrt6#1%E3%80%81%E5%88%9B%E5%BB%BA%E5%AF%86%E9%92%A5)。\n", + "```python\n", + "# 设置环境中的TOKEN，以下示例略\n", + "os.environ[\"APPBUILDER_TOKEN\"] = \"bce-YOURTOKEN\"\n", + "```\n", + "\n", + "### 初始化参数\n", + "无\n", + "\n", + "### 调用参数\n", + "\n", + "| 参数名称 | 参数类型 | 是否必须 | 描述 | 示例值 |\n", + "|---------|---------|------|-----------------------------|------------------------------------------------|\n", + "| message | String | 是 | 输入的消息，用于模型的主要输入内容。这是一个必需的参数 | Message(content={\"raw_image\": b\"待识别的图片字节流数据\"}) |\n", + "|timeout| Float | 否 | HTTP超时时间,单位：秒 |1|\n", + "| retry | Integer | 否 | HTTP重试次数 | 3 |\n", + "\n", + "### 响应参数\n", + "| 参数名称 | 参数类型 | 描述 | 示例值 |\n", + "|----------|---------|-------------|-----------------------------------------------------|\n", + "| result | Array[] | 返回结果 | [{\"keyword\":\"苹果\",\"score\":0.961247,\"root\":\"植物-蔷薇科\"}] |\n", + "| +keyword | String | 图片中的物体或场景名称 | \"苹果\" |\n", + "| +score\t | Float | 置信度 | 0.961247 |\n", + "| +root\t | String | 识别结果的上层标签 | \"植物-蔷薇科\" |\n", + "\n", + "\n", + "### 响应示例\n", + "#### 示例图片\n", + "![示例图片](./image/object_recognize示例.png)\n", + "#### 识别结果\n", + "```json\n", + "{\n", + " \"result\":[\n", + " {\n", + " \"keyword\":\"苹果\",\n", + " \"score\":0.961247,\n", + " \"root\":\"植物-蔷薇科\"\n", + " },\n", + " {\n", + " \"keyword\":\"姬娜果\",\n", + " \"score\":0.740838,\n", + " \"root\":\"植物-其它\"\n", + " },\n", + " {\n", + " \"keyword\":\"梨子\",\n", + " \"score\":0.392218,\n", + " \"root\":\"商品-水果\"\n", + " },\n", + " {\n", + " \"keyword\":\"车厘子\",\n", + " \"score\":0.193986,\n", + " \"root\":\"植物-其它\"\n", + " },\n", + " {\n", + " \"keyword\":\"石榴\",\n", + " \"score\":0.000239,\n", + " \"root\":\"植物-千屈菜科\"\n", + " }\n", + " ]\n", + "}\n", + "```\n", + "\n", + "\n" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/cookbooks/translate.ipynb b/cookbooks/translate.ipynb new file mode 100644 index 000000000..d8c275577 --- /dev/null +++ b/cookbooks/translate.ipynb @@ -0,0 +1,365 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "# 文本翻译-通用版组件\n", + "\n", + "## 目标\n", + "使用文本翻译组件将文本翻译成目标语言。\n", + "\n", + "## 准备工作\n", + "### 平台注册\n", + "1.先在appbuilder平台注册，获取token\n", + "\n", + "2.安装appbuilder-sdk" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "!pip install appbuilder-sdk" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## 基本用法\n", + "\n", + "### 快速开始\n", + "\n", + "通过如下示例代码可以快速开始使用文本翻译组件：" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "import os\n", + "import appbuilder\n", + "\n", + "# 请前往千帆AppBuilder官网创建密钥，流程详见：https://cloud.baidu.com/doc/AppBuilder/s/Olq6grrt6#1%E3%80%81%E5%88%9B%E5%BB%BA%E5%AF%86%E9%92%A5\n", + "os.environ[\"APPBUILDER_TOKEN\"] = '...'\n", + "\n", + "translate = appbuilder.Translation()\n", + "resp = translate(appbuilder.Message(\"你好\\n中国\"), from_lang=\"zh\", to_lang=\"en\")\n", + "# 输出{'from_lang': 'zh', 'to_lang': 'en', 'trans_result': [{'src': '你好', 'dst': 'hello'}, {'src': '中国', 'dst': 'China'}]}\n", + "print(resp.content)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "## 参数说明\n", + "\n", + "### 鉴权配置\n", + "\n", + "使用组件之前，请首先申请并设置鉴权参数，可参考[组件使用流程](https://cloud.baidu.com/doc/AppBuilder/s/Olq6grrt6#1%E3%80%81%E5%88%9B%E5%BB%BA%E5%AF%86%E9%92%A5)。\n", + "\n", + "```python\n", + "# 设置环境中的TOKEN，以下示例略\n", + "os.environ[\"APPBUILDER_TOKEN\"] = \"bce-YOURTOKEN\"\n", + "```\n", + "\n", + "### 初始化参数说明\n", + "\n", + "无\n", + "\n", + "### 调用参数说明\n", + "\n", + "|参数名称 |参数类型 |是否必须 |描述 | 示例值 |\n", + "|--------|--------|--------|----|--------|\n", + "|message |obj:Message |是 |输入的请求翻译文本| Message(\"你好\") |\n", + "|from_lang|String|否 |翻译的源语言，默认为`auto`，表示自动检测语言。| zh |\n", + "|to_lang|Integer|否 |需要翻译的目标语言，默认为`en`，表示英语。| en |\n", + "|timeout| Float | 否 | HTTP超时时间,单位：秒 |1|\n", + "|retry|Integer|否 |HTTP重试次数| 3 |\n", + "\n", + "### 响应参数\n", + "\n", + "|参数名称 |参数类型 |描述 |示例值|\n", + "|--------|--------|----|------|\n", + "|from_lang |String |翻译源语言| zh|\n", + "|to_lang |String |翻译目标语言|en|\n", + "|trans_result |List[Object] |返回结果|[{'src': '你好', 'dst': 'hello'}]|\n", + "|trans_result[0].src |String |源文本|你好|\n", + "|trans_result[0].dst |String |目标文本|hello|\n", + "\n", + "### 响应示例\n", + "\n", + "```json\n", + "{\n", + " \"from_lang\": \"zh\",\n", + " \"to_lang\": \"en\",\n", + " \"trans_result\": [\n", + " {\n", + " \"src\": \"你好\",\n", + " \"dst\": \"hello\"\n", + " }\n", + " ]\n", + "}\n", + "```\n", + "## 语种列表\n", + "\n", + "|名称 |代码 |语种检测|\n", + "|----|-----|------|\n", + "| 阿拉伯语 | ara | 是 |\n", + "| 爱尔兰语 | gle | 是 |\n", + "| 奥克语 | oci | 是 |\n", + "| 阿尔巴尼亚语 | alb | 是 |\n", + "| 阿尔及利亚阿拉伯语 | arq | 否 |\n", + "| 阿肯语 | aka | 否 |\n", + "| 阿拉贡语 | arg | 否 |\n", + "| 阿姆哈拉语 | amh | 是 |\n", + "| 阿萨姆语 | asm | 是 |\n", + "| 艾马拉语 | aym | 否 |\n", + "| 阿塞拜疆语 | aze | 是 |\n", + "| 阿斯图里亚斯语 | ast | 是 |\n", + "| 奥塞梯语 | oss | 否 |\n", + "| 爱沙尼亚语 | est | 是 |\n", + "| 奥杰布瓦语 | oji | 否 |\n", + "| 奥里亚语 | ori | 是 |\n", + "| 奥罗莫语 | orm | 否 |\n", + "| 波兰语 | pl | 是 |\n", + "| 波斯语 | per | 是 |\n", + "| 布列塔尼语 | bre | 是 |\n", + "| 巴什基尔语 | bak | 否 |\n", + "| 巴斯克语 | baq | 是 |\n", + "| 巴西葡萄牙语 | pot | 否 |\n", + "| 白俄罗斯语 | bel | 是 |\n", + "| 柏柏尔语 | ber | 是 |\n", + "| 邦板牙语 | pam | 否 |\n", + "| 保加利亚语 | bul | 是 |\n", + "| 北方萨米语 | sme | 否 |\n", + "| 北索托语 | ped | 否 |\n", + "| 本巴语 | bem | 否 |\n", + "| 比林语 | bli | 否 |\n", + "| 比斯拉马语 | bis | 否 |\n", + "| 俾路支语 | bal | 否 |\n", + "| 冰岛语 | ice | 是 |\n", + "| 波斯尼亚语 | bos | 是 |\n", + "| 博杰普尔语 | bho | 否 |\n", + "| 楚瓦什语 | chv | 否 |\n", + "| 聪加语 | tso | 否 |\n", + "| 丹麦语 | dan | 是 |\n", + "| 德语 | de | 是 |\n", + "| 鞑靼语 | tat | 是 |\n", + "| 掸语 | sha | 否 |\n", + "| 德顿语 | tet | 否 |\n", + "| 迪维希语 | div | 否 |\n", + "| 低地德语 | log | 是 |\n", + "| 俄语 | ru | 是 |\n", + "| 法语 | fra | 是 |\n", + "| 菲律宾语 | fil | 是 |\n", + "| 芬兰语 | fin | 是 |\n", + "| 梵语 | san | 否 |\n", + "| 弗留利语 | fri | 否 |\n", + "| 富拉尼语 | ful | 否 |\n", + "| 法罗语 | fao | 否 |\n", + "| 盖尔语 | gla | 否 |\n", + "| 刚果语 | kon | 否 |\n", + "| 高地索布语 | ups | 否 |\n", + "| 高棉语 | hkm | 是 |\n", + "| 格陵兰语 | kal | 否 |\n", + "| 格鲁吉亚语 | geo | 是 |\n", + "| 古吉拉特语 | guj | 是 |\n", + "| 古希腊语 | gra | 否 |\n", + "| 古英语 | eno | 否 |\n", + "| 瓜拉尼语 | grn | 否 |\n", + "| 韩语 | kor | 是 |\n", + "| 荷兰语 | nl | 是 |\n", + "| 胡帕语 | hup | 否 |\n", + "| 哈卡钦语 | hak | 否 |\n", + "| 海地语 | ht | 否 |\n", + "| 豪萨语 | hau | 否 |\n", + "| 黑山语 | mot | 否 |\n", + "| 吉尔吉斯语 | kir | 否 |\n", + "| 加利西亚语 | glg | 是 |\n", + "| 加拿大法语 | frn | 否 |\n", + "| 加泰罗尼亚语 | cat | 是 |\n", + "| 捷克语 | cs | 是 |\n", + "| 卡拜尔语 | kab | 是 |\n", + "| 卡纳达语 | kan | 是 |\n", + "| 卡努里语 | kau | 否 |\n", + "| 卡舒比语 | kah | 否 |\n", + "| 康瓦尔语 | cor | 否 |\n", + "| 科萨语 | xho | 是 |\n", + "| 科西嘉语 | cos | 否 |\n", + "| 克里克语 | cre | 否 |\n", + "| 克里米亚鞑靼语 | cri | 否 |\n", + "| 克林贡语 | kli | 否 |\n", + "| 克罗地亚语 | hrv | 是 |\n", + "| 克丘亚语 | que | 否 |\n", + "| 克什米尔语 | kas | 否 |\n", + "| 孔卡尼语 | kok | 否 |\n", + "| 库尔德语 | kur | 是 |\n", + "| 拉丁语 | lat | 是 |\n", + "| 老挝语 | lao | 否 |\n", + "| 罗马尼亚语 | rom | 是 |\n", + "| 拉特加莱语 | lag | 否 |\n", + "| 拉脱维亚语 | lav | 是 |\n", + "| 林堡语 | lim | 否 |\n", + "| 林加拉语 | lin | 否 |\n", + "| 卢干达语 | lug | 否 |\n", + "| 卢森堡语 | ltz | 否 |\n", + "| 卢森尼亚语 | ruy | 否 |\n", + "| 卢旺达语 | kin | 是 |\n", + "| 立陶宛语 | lit | 是 |\n", + "| 罗曼什语 | roh | 否 |\n", + "| 罗姆语 | ro | 否 |\n", + "| 逻辑语 | loj | 否 |\n", + "| 马来语 | may | 是 |\n", + "| 缅甸语 | bur | 是 |\n", + "| 马拉地语 | mar | 否 |\n", + "| 马拉加斯语 | mg | 是 |\n", + "| 马拉雅拉姆语 | mal | 是 |\n", + "| 马其顿语 | mac | 是 |\n", + "| 马绍尔语 | mah | 否 |\n", + "| 迈蒂利语 | mai | 是 |\n", + "| 曼克斯语 | glv | 否 |\n", + "| 毛里求斯克里奥尔语 | mau | 否 |\n", + "| 毛利语 | mao | 否 |\n", + "| 孟加拉语 | ben | 是 |\n", + "| 马耳他语 | mlt | 是 |\n", + "| 苗语 | hmn | 否 |\n", + "| 挪威语 | nor | 是 |\n", + "| 那不勒斯语 | nea | 否 |\n", + "| 南恩德贝莱语 | nbl | 否 |\n", + "| 南非荷兰语 | afr | 是 |\n", + "| 南索托语 | sot | 否 |\n", + "| 尼泊尔语 | nep | 是 |\n", + "| 葡萄牙语 | pt | 是 |\n", + "| 旁遮普语 | pan | 是 |\n", + "| 帕皮阿门托语 | pap | 否 |\n", + "| 普什图语 | pus | 否 |\n", + "| 齐切瓦语 | nya | 否 |\n", + "| 契维语 | twi | 否 |\n", + "| 切罗基语 | chr | 否 |\n", + "| 日语 | jp | 是 |\n", + "| 瑞典语 | swe | 是 |\n", + "| 萨丁尼亚语 | srd | 否 |\n", + "| 萨摩亚语 | sm | 否 |\n", + "| 塞尔维亚-克罗地亚语 | sec | 否 |\n", + "| 塞尔维亚语 | srp | 是 |\n", + "| 桑海语 | sol | 否 |\n", + "| 僧伽罗语 | sin | 是 |\n", + "| 世界语 | epo | 是 |\n", + "| 书面挪威语 | nob | 是 |\n", + "| 斯洛伐克语 | sk | 是 |\n", + "| 斯洛文尼亚语 | slo | 是 |\n", + "| 斯瓦希里语 | swa | 是 |\n", + "| 索马里语 | som | 是 |\n", + "| 塞尔维亚语（西里尔） | src | 否 |\n", + "| 泰语 | th | 是 |\n", + "| 土耳其语 | tr | 是 |\n", + "| 塔吉克语 | tgk | 是 |\n", + "| 泰米尔语 | tam | 是 |\n", + "| 他加禄语 | tgl | 是 |\n", + "| 提格利尼亚语 | tir | 否 |\n", + "| 泰卢固语 | tel | 是 |\n", + "| 突尼斯阿拉伯语 | tua | 否 |\n", + "| 土库曼语 | tuk | 否 |\n", + "| 乌克兰语 | ukr | 是 |\n", + "| 瓦隆语 | wln | 是 |\n", + "| 威尔士语 | wel | 是 |\n", + "| 文达语 | ven | 否 |\n", + "| 沃洛夫语 | wol | 否 |\n", + "| 乌尔都语 | urd | 是 |\n", + "| 西班牙语 | spa | 是 |\n", + "| 希伯来语 | heb | 是 |\n", + "| 希腊语 | el | 是 |\n", + "| 匈牙利语 | hu | 是 |\n", + "| 西弗里斯语 | fry | 是 |\n", + "| 西里西亚语 | sil | 否 |\n", + "| 希利盖农语 | hil | 否 |\n", + "| 下索布语 | los | 否 |\n", + "| 夏威夷语 | haw | 否 |\n", + "| 新挪威语 | nno | 是 |\n", + "| 西非书面语 | nqo | 否 |\n", + "| 信德语 | snd | 否 |\n", + "| 修纳语 | sna | 否 |\n", + "| 宿务语 | ceb | 否 |\n", + "| 叙利亚语 | syr | 否 |\n", + "| 巽他语 | sun | 否 |\n", + "| 英语 | en | 是 |\n", + "| 印地语 | hi | 是 |\n", + "| 印尼语 | id | 是 |\n", + "| 意大利语 | it | 是 |\n", + "| 越南语 | vie | 是 |\n", + "| 意第绪语 | yid | 否 |\n", + "| 因特语 | ina | 否 |\n", + "| 亚齐语 | ach | 否 |\n", + "| 印古什语 | ing | 否 |\n", + "| 伊博语 | ibo | 否 |\n", + "| 伊多语 | ido | 否 |\n", + "| 约鲁巴语 | yor | 否 |\n", + "| 亚美尼亚语 | arm | 是 |\n", + "| 伊努克提图特语 | iku | 否 |\n", + "| 中文(简体) | zh | 是 |\n", + "| 中文(繁体) | cht | 是 |\n", + "| 中文(文言文) | wyw | 是 |\n", + "| 中文(粤语) | yue | 是 |\n", + "| 扎扎其语 | zaz | 否 |\n", + "| 中古法语 | frm | 否 |\n", + "| 祖鲁语 | zul | 否 |\n", + "| 爪哇语 | jav | 否 |\n", + "\n", + "\n" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%% md\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file