app: description: '可以自动化生成全套教程。 开始时输入想要生成的教程名称。' icon: 🤖 icon_background: '#FFEAD5' mode: workflow name: 自动化教程生成-演示版 use_icon_as_answer_icon: false kind: app version: 0.1.2 workflow: conversation_variables: [] environment_variables: [] features: file_upload: image: enabled: false number_limits: 3 transfer_methods: - local_file - remote_url opening_statement: '' retriever_resource: enabled: false sensitive_word_avoidance: enabled: false speech_to_text: enabled: false suggested_questions: [] suggested_questions_after_answer: enabled: false text_to_speech: enabled: false language: '' voice: '' graph: edges: - data: isInIteration: false sourceType: llm targetType: code id: 1728198088794-source-1728203511475-target selected: false source: '1728198088794' sourceHandle: source target: '1728203511475' targetHandle: target type: custom zIndex: 0 - data: isInIteration: true iteration_id: '1728217105363' sourceType: code targetType: llm id: 1728218846720-source-1728218323079-target selected: false source: '1728218846720' sourceHandle: source target: '1728218323079' targetHandle: target type: custom zIndex: 1002 - data: isInIteration: false sourceType: start targetType: llm id: 1728198077941-source-1728198088794-target selected: false source: '1728198077941' sourceHandle: source target: '1728198088794' targetHandle: target type: custom zIndex: 0 - data: isInIteration: true iteration_id: '1728217105363' sourceType: iteration-start targetType: code id: 1728217105363start-source-1728218846720-target selected: false source: 1728217105363start sourceHandle: source target: '1728218846720' targetHandle: target type: custom zIndex: 1002 - data: isInIteration: true iteration_id: '1728217105363' sourceType: llm targetType: code id: 1728218323079-source-1728463823248-target selected: false source: '1728218323079' sourceHandle: source target: '1728463823248' targetHandle: target type: custom zIndex: 1002 - data: isInIteration: false sourceType: code targetType: iteration id: 1728203511475-source-1728217105363-target source: '1728203511475' sourceHandle: source target: '1728217105363' targetHandle: target type: custom zIndex: 0 - data: isInIteration: false sourceType: iteration targetType: end id: 1728217105363-source-1728198201864-target source: '1728217105363' sourceHandle: source target: '1728198201864' targetHandle: target type: custom zIndex: 0 nodes: - data: desc: '👨‍💼作者：北平牧哥 💚微信：mugeleey 🗨微信公众号：pekingmuge 🌍Twitter: https://x.com/pekingmuge' selected: true title: 开始 type: start variables: - label: 教程名称 max_length: 48 options: [] required: true type: text-input variable: course_name height: 180 id: '1728198077941' position: x: 30 y: 295 positionAbsolute: x: 30 y: 295 selected: true sourcePosition: right targetPosition: left type: custom width: 243 - data: context: enabled: false variable_selector: [] desc: 生成教程大纲，课程目录 model: completion_params: temperature: 0 mode: chat name: o1-mini-2024-09-12 provider: openai prompt_template: - id: fa51a950-08a7-45bf-936c-14aa386a2ec6 role: system text: 你是一个{{#1728198077941.course_name#}}方面的专家，编写一个{{#1728198077941.course_name#}}教程的课程大纲，并仅以JSON列表的形式输出。 - id: 4a06912a-7141-497b-a68c-b425d459a97c role: user text: '编写一个{{#1728198077941.course_name#}}教程大纲，要求从入门到精通。 整理成列表，并以JSON方式输出结果。' - id: 01f88599-5ae2-4978-a69b-1a13cc9b34be role: assistant text: "输出格式如下（每一章至少5-12篇内容）\n[\n {\n \"chapter\": \"第1章\",\n \"\ title\": \"xxxx\",\n \"contents\":\n [\n \"1.1 xxx\"\ ,\n ...\n ]\n },\n ...\n]" selected: false title: LLM 生成课程大纲 type: llm variables: [] vision: enabled: false height: 124 id: '1728198088794' position: x: 333 y: 295 positionAbsolute: x: 333 y: 295 selected: false sourcePosition: right targetPosition: left type: custom width: 243 - data: desc: '' outputs: - value_selector: - '1728198077941' - course_name variable: course_name - value_selector: - '1728217105363' - output variable: course selected: false title: 结束 type: end height: 114 id: '1728198201864' position: x: 2079 y: 295 positionAbsolute: x: 2079 y: 295 selected: false sourcePosition: right targetPosition: left type: custom width: 243 - data: code: "\ndef main(text: str) -> dict:\n import re, json\n\n pattern\ \ = r\"^```json\\n([\\s\\S]*)\\n```\"\n matched = re.match(pattern, text,\ \ re.MULTILINE)\n if not matched:\n return {\"result\": \"None\"\ }\n jsonstr = matched.group(1)\n obj = json.loads(jsonstr)\n contents\ \ = []\n for chapter in obj:\n for subtitle in chapter['contents']:\n\ \ contents += [\n {\n \"chapter\"\ : chapter[\"chapter\"],\n \"title\": chapter[\"title\"\ ],\n \"subtitle\": subtitle,\n }\n \ \ ]\n return {\n \"result\": contents,\n }" code_language: python3 desc: '' outputs: result: children: null type: array[object] selected: false title: 转换成JSON type: code variables: - value_selector: - '1728198088794' - text variable: text height: 52 id: '1728203511475' position: x: 636 y: 295 positionAbsolute: x: 636 y: 295 selected: false sourcePosition: right targetPosition: left type: custom width: 243 - data: desc: '' height: 190 iterator_selector: - '1728203511475' - result output_selector: - '1728463823248' - result output_type: array[object] selected: false start_node_id: 1728217105363start title: 迭代生成课程 type: iteration width: 1080 height: 190 id: '1728217105363' position: x: 939 y: 295 positionAbsolute: x: 939 y: 295 selected: false sourcePosition: right targetPosition: left type: custom width: 1080 zIndex: 1 - data: desc: '' isInIteration: true selected: false title: '' type: iteration-start draggable: false height: 48 id: 1728217105363start parentId: '1728217105363' position: x: 24 y: 68 positionAbsolute: x: 963 y: 363 selectable: false sourcePosition: right targetPosition: left type: custom-iteration-start width: 44 zIndex: 1002 - data: context: enabled: false variable_selector: [] desc: '' isInIteration: true iteration_id: '1728217105363' model: completion_params: temperature: 0 mode: chat name: gpt-4o-mini provider: openai prompt_template: - id: 42d3ce21-8fa0-4fe3-b28b-3c6807fe8575 role: system text: 你是一个 {{#1728198077941.course_name#}} 专家，正在写一篇关于 {{#1728198077941.course_name#}} 的教程，每一个知识点要尽可能详尽，字数多一点。 - id: a40f0999-e68c-4f9a-add9-46ab3cb7bb38 role: user text: 写一篇关于{{#1728218846720.title#}} {{#1728218846720.subtitle#}} 的教程文章，内容要严谨，要有丰富的示例代码。教程还要很详细，到达专家级别，并且要有每一个内容的优点、缺点、注意事项。 selected: false title: LLM生成课程 type: llm variables: [] vision: configs: detail: high enabled: true height: 96 id: '1728218323079' parentId: '1728217105363' position: x: 427.82204039715634 y: 65 positionAbsolute: x: 1366.8220403971563 y: 360 selected: false sourcePosition: right targetPosition: left type: custom width: 243 zIndex: 1002 - data: code: "def main(item: object) -> dict:\n return item\n" code_language: python3 desc: '' isInIteration: true iteration_id: '1728217105363' outputs: chapter: children: null type: string subtitle: children: null type: string title: children: null type: string selected: false title: 转object type: code variables: - value_selector: - '1728217105363' - item variable: item height: 52 id: '1728218846720' parentId: '1728217105363' position: x: 130.46261275218922 y: 65 positionAbsolute: x: 1069.4626127521892 y: 360 selected: false sourcePosition: right targetPosition: left type: custom width: 243 zIndex: 1002 - data: code: "\ndef main(course: str, info: str) -> dict:\n return {\n \ \ \"result\": {\n \"info\": info,\n \"course\": course,\n\ \ },\n }\n" code_language: python3 desc: '' isInIteration: true iteration_id: '1728217105363' outputs: result: children: null type: object selected: false title: 整合 type: code variables: - value_selector: - '1728218323079' - text variable: course - value_selector: - '1728217105363' - item variable: info height: 52 id: '1728463823248' parentId: '1728217105363' position: x: 741.8919201860167 y: 65 positionAbsolute: x: 1680.8919201860167 y: 360 selected: false sourcePosition: right targetPosition: left type: custom width: 243 zIndex: 1002 - data: author: Dify desc: '' height: 424 selected: false showAuthor: true text: '{"root":{"children":[{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"教程自动生成工作流","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"本工作流实现了生成高效且定制化的学习资料的自动化过程。","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"生成教程结果演示地址：https://tutorial.pekingmuge.top","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"--------------","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"本工作流仅为演示版，能够生成完整的教程，相比完整版没有做数据分片及并行处理，但对于初学者入门Dify工作流开发已经够了。","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"完整版包含如下功能：","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"1、数据分片。","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"2、并行迭代处理，能大幅提高执行效率。","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"3、增加了SEO信息，如果想把生成课程用于网站开发将有极大帮助。","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"如果希望用到实际网站开发，生成教程网站，可联系作者获取完整版本（会收取少量费用）","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"====================================","type":"text","version":1}],"direction":null,"format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"👨‍💼作者：北平牧哥","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"💚微信：mugeleey","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"🗨微信公众号：pekingmuge","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0},{"children":[{"detail":0,"format":0,"mode":"normal","style":"","text":"🌍Twitter: https://x.com/pekingmuge","type":"text","version":1}],"direction":"ltr","format":"","indent":0,"type":"paragraph","version":1,"textFormat":0}],"direction":"ltr","format":"","indent":0,"type":"root","version":1}}' theme: yellow title: '' type: '' width: 412 height: 424 id: '1729309839140' position: x: 30 y: -151.90242105040247 positionAbsolute: x: 30 y: -151.90242105040247 selected: false sourcePosition: right targetPosition: left type: custom-note width: 412 viewport: x: 47.29542160499841 y: 267.16018942881976 zoom: 1.0000000000000004