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Parent(s):
Duplicate from ameeq-ul-haq/WebDev-Dataset
Browse filesCo-authored-by: Ameeq Ul Haq <ameeq-ul-haq@users.noreply.huggingface.co>
- .gitattributes +60 -0
- README.md +305 -0
- dataset.json +0 -0
.gitattributes
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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# Audio files - uncompressed
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# Audio files - compressed
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# Image files - uncompressed
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# Video files - compressed
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*.webm filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
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---
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| 2 |
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license: mit
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| 3 |
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task_categories:
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- text-generation
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language:
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- en
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tags:
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- code
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- web-development
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- full-stack
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- python
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- flask
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- fastapi
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- sqlite
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- html
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- css
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- javascript
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| 18 |
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- instruction-tuning
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- llm-finetuning
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pretty_name: Full-Stack WebDev Multi-File Dataset (100 Apps)
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size_categories:
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- n<1K
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---
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| 24 |
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# WebDev-Dataset: 100 Full-Stack Web Apps for LLM Fine-Tuning
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A fine-tuning dataset of **100 complete, working, multi-file full-stack web applications**.
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Each sample contains a full project — backend routes, database schema, HTML frontend, CSS styling, and JavaScript — all in a single training example. This teaches a model to generate a whole working project, not just isolated snippets.
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| 31 |
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---
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| 32 |
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## Dataset Overview
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| 34 |
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- **Total Samples:** 100 unique full-stack web applications
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| 36 |
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- **File:** `dataset.json` (~462 KB)
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- **Format:** Alpaca JSON (`instruction` / `input` / `output`)
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- **Code:** Every sample is fully runnable with no placeholders or skipped logic
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---
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## Format
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```json
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[
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{
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"instruction": "Build a full-stack ... web app using Flask and SQLite ...",
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"input": "",
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"output": "<!-- FILE: database.py -->\n...\n<!-- FILE: app.py -->\n...\n<!-- FILE: templates/index.html -->\n...\n<!-- FILE: static/style.css -->\n...\n<!-- FILE: static/script.js -->\n..."
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}
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]
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```
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### Fields
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| Field | Type | Description |
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| :--- | :--- | :--- |
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| `instruction` | `string` | The prompt describing what app to build, the tech stack, and file structure |
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| `input` | `string` | Always empty `""` |
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| `output` | `string` | The complete multi-file source code |
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| 61 |
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### File Delimiter
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| 63 |
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Files inside the `output` are separated by:
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| 66 |
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```
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<!-- FILE: path/to/file.ext -->
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[source code]
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| 69 |
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| 70 |
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<!-- FILE: path/to/another_file.ext -->
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| 71 |
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[source code]
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| 72 |
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```
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---
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| 75 |
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## Tech Stack
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| 77 |
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Each app has 4-5 files:
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```
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├── database.py # SQLite connection and table setup
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| 82 |
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├── app.py / main.py # Flask or FastAPI routes
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| 83 |
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├── templates/
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| 84 |
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│ └── index.html # HTML frontend
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└── static/
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├── style.css # CSS styling
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| 87 |
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└── script.js # JavaScript (Fetch API)
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| 88 |
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```
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| 89 |
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| 90 |
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- **Backend:** Python - Flask or FastAPI
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| 91 |
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- **Database:** SQLite3
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| 92 |
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- **Frontend:** HTML5, Vanilla CSS, Vanilla JavaScript (ES6+ async/await)
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| 93 |
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| 94 |
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---
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| 95 |
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## App Catalog (100 Apps)
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| 97 |
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| 98 |
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<details>
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| 99 |
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<summary><b>Batch 1: Productivity, Project Management & Habits (Apps 01-10)</b></summary>
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| 100 |
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| 101 |
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1. Inventory & Order Management *(Flask + SQLite)*
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| 102 |
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2. Kanban Task Board *(FastAPI + SQLite)*
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| 103 |
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3. Markdown Note Taker with Tags *(Flask + SQLite)*
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| 104 |
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4. Personal Budget & Expense Tracker *(Flask + SQLite)*
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| 105 |
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5. Recipe Box & Weekly Meal Planner *(FastAPI + SQLite)*
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| 106 |
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6. Habit Tracker & Daily Streaks *(Flask + SQLite)*
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| 107 |
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7. Mini CRM & Sales Pipeline *(FastAPI + SQLite)*
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| 108 |
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8. Appointment & Booking Scheduler *(Flask + SQLite)*
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| 109 |
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9. Help Desk & IT Support Tickets *(Flask + SQLite)*
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| 110 |
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10. Community Polling & Voting *(FastAPI + SQLite)*
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| 111 |
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</details>
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| 112 |
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| 113 |
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<details>
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| 114 |
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<summary><b>Batch 2: Education, Fitness & E-Commerce (Apps 11-20)</b></summary>
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| 115 |
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| 116 |
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11. Flashcard Study System *(Flask + SQLite)*
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| 117 |
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12. Job Application Tracker *(Flask + SQLite)*
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| 118 |
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13. URL Shortener & Click Analytics *(FastAPI + SQLite)*
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| 119 |
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14. Fitness Workout Log & PR Tracker *(Flask + SQLite)*
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| 120 |
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15. E-Commerce Product Catalog & Cart *(Flask + SQLite)*
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| 121 |
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16. Community Discussion Forum *(Flask + SQLite)*
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| 122 |
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17. Live Event Q&A Dashboard *(FastAPI + SQLite)*
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| 123 |
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18. Digital Bookmark & Link Archiver *(Flask + SQLite)*
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| 124 |
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19. Student Gradebook & GPA Calculator *(Flask + SQLite)*
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| 125 |
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20. Project Time Tracking & Timesheets *(FastAPI + SQLite)*
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| 126 |
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</details>
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| 127 |
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| 128 |
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<details>
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| 129 |
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<summary><b>Batch 3: Real Estate, Media & Dev Tools (Apps 21-30)</b></summary>
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| 130 |
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| 131 |
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21. Real Estate Property Listings *(Flask + SQLite)*
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| 132 |
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22. Library Book Checkout System *(Flask + SQLite)*
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| 133 |
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23. Simple Blog with Comments *(Flask + SQLite)*
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| 134 |
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24. Weather & Air Quality Station *(Flask + SQLite)*
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| 135 |
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25. User Authentication & Session Portal *(Flask + SQLite)*
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| 136 |
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26. Password Vault & Secret Stash *(FastAPI + SQLite)*
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| 137 |
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27. Movie & Series Watchlist *(Flask + SQLite)*
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| 138 |
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28. Employee Directory & Teams *(Flask + SQLite)*
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| 139 |
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29. Cloud Asset & File Metadata Catalog *(FastAPI + SQLite)*
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| 140 |
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30. Code Snippet Pastebin *(Flask + SQLite)*
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| 141 |
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</details>
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| 142 |
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| 143 |
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<details>
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| 144 |
+
<summary><b>Batch 4: Freelance, Dining & Community (Apps 31-40)</b></summary>
|
| 145 |
+
|
| 146 |
+
31. Freelance Project Milestone & Invoice Tracker *(Flask + SQLite)*
|
| 147 |
+
32. Restaurant Table Reservation & Menu *(FastAPI + SQLite)*
|
| 148 |
+
33. Podcast Episode Tracker *(Flask + SQLite)*
|
| 149 |
+
34. Vehicle Maintenance & Fuel Mileage Log *(Flask + SQLite)*
|
| 150 |
+
35. Daily Journal & Mood Tracker *(Flask + SQLite)*
|
| 151 |
+
36. SaaS Feature Request & Upvote Board *(FastAPI + SQLite)*
|
| 152 |
+
37. Classroom Quiz Maker & Tester *(Flask + SQLite)*
|
| 153 |
+
38. Hotel Room Reservation Engine *(Flask + SQLite)*
|
| 154 |
+
39. Donation & Fundraising Campaign Tracker *(FastAPI + SQLite)*
|
| 155 |
+
40. Pet Adoption & Shelter Registry *(Flask + SQLite)*
|
| 156 |
+
</details>
|
| 157 |
+
|
| 158 |
+
<details>
|
| 159 |
+
<summary><b>Batch 5: Health, Commerce & Utilities (Apps 41-50)</b></summary>
|
| 160 |
+
|
| 161 |
+
41. Vinyl & Music Collection Curator *(Flask + SQLite)*
|
| 162 |
+
42. Pharmacy Prescription Reminder *(FastAPI + SQLite)*
|
| 163 |
+
43. Conference Agenda & Speaker Schedule *(Flask + SQLite)*
|
| 164 |
+
44. Newsletter Subscription & Audience Manager *(Flask + SQLite)*
|
| 165 |
+
45. Warehouse Shipment & Logistics Tracking *(FastAPI + SQLite)*
|
| 166 |
+
46. Smart Home Appliance Controller *(Flask + SQLite)*
|
| 167 |
+
47. Travel Itinerary Planner & Packing Checklist *(Flask + SQLite)*
|
| 168 |
+
48. Customer Feedback & NPS Survey *(FastAPI + SQLite)*
|
| 169 |
+
49. Digital Contact & Business Card Rolodex *(Flask + SQLite)*
|
| 170 |
+
50. Online Timed Auction & Bidding System *(FastAPI + SQLite)*
|
| 171 |
+
</details>
|
| 172 |
+
|
| 173 |
+
<details>
|
| 174 |
+
<summary><b>Batch 6: Memberships, Events & Dev Platforms (Apps 51-60)</b></summary>
|
| 175 |
+
|
| 176 |
+
51. Gym Membership & Member Check-in Tracker *(Flask + SQLite)*
|
| 177 |
+
52. Event Ticketing & RSVP Guest Manager *(FastAPI + SQLite)*
|
| 178 |
+
53. Bug Bounty & Vulnerability Disclosure Log *(Flask + SQLite)*
|
| 179 |
+
54. API Key & Webhook Developer Token Manager *(FastAPI + SQLite)*
|
| 180 |
+
55. Freelance Gig & Services Marketplace Catalog *(Flask + SQLite)*
|
| 181 |
+
56. Online Book Club & Reading Goal Shelf *(Flask + SQLite)*
|
| 182 |
+
57. Community Equipment Rental & Tool Library *(FastAPI + SQLite)*
|
| 183 |
+
58. Medical Clinic Patient Triage & Intake Portal *(Flask + SQLite)*
|
| 184 |
+
59. Crypto Asset Portfolio & Watchlist Tracker *(FastAPI + SQLite)*
|
| 185 |
+
60. Artisanal Coffee Shop Barista Order Queue *(Flask + SQLite)*
|
| 186 |
+
</details>
|
| 187 |
+
|
| 188 |
+
<details>
|
| 189 |
+
<summary><b>Batch 7: Operations, Culture & Environment (Apps 61-70)</b></summary>
|
| 190 |
+
|
| 191 |
+
61. SaaS Software License & Renewal Spend Tracker *(FastAPI + SQLite)*
|
| 192 |
+
62. Art Gallery Exhibition & Contemporary Showcase *(Flask + SQLite)*
|
| 193 |
+
63. Employee Shift & Weekly Roster Scheduler *(FastAPI + SQLite)*
|
| 194 |
+
64. E-Commerce RMA Product Returns Desk *(Flask + SQLite)*
|
| 195 |
+
65. Podcast Sponsorship & Audio Ad Campaign Pipeline *(Flask + SQLite)*
|
| 196 |
+
66. Language Learning Vocabulary Builder & Flash Quiz *(FastAPI + SQLite)*
|
| 197 |
+
67. Indoor Plant & Garden Care Watering Log *(Flask + SQLite)*
|
| 198 |
+
68. Infrastructure Ping & Health Monitor *(FastAPI + SQLite)*
|
| 199 |
+
69. Car Rental Fleet & Reservation Engine *(Flask + SQLite)*
|
| 200 |
+
70. Crowdfunding Backer & Tiered Campaign Tracker *(Flask + SQLite)*
|
| 201 |
+
</details>
|
| 202 |
+
|
| 203 |
+
<details>
|
| 204 |
+
<summary><b>Batch 8: Community, Property & Hobbies (Apps 71-80)</b></summary>
|
| 205 |
+
|
| 206 |
+
71. Alumni Network Directory & Mentorship Hub *(Flask + SQLite)*
|
| 207 |
+
72. Home Renovation & Contractor Expense Log *(FastAPI + SQLite)*
|
| 208 |
+
73. Community Food Pantry & Donation Inventory *(Flask + SQLite)*
|
| 209 |
+
74. Scientific Paper Reference & Citation Library *(Flask + SQLite)*
|
| 210 |
+
75. Conference Booth Badge Scanner & Lead Capture *(FastAPI + SQLite)*
|
| 211 |
+
76. Apartment Tenant Repair Maintenance Request Portal *(Flask + SQLite)*
|
| 212 |
+
77. Video Game Backlog & Achievement QuestLog *(Flask + SQLite)*
|
| 213 |
+
78. Dog Daycare & Pet Boarding Reservation *(FastAPI + SQLite)*
|
| 214 |
+
79. Recipe Macro & Nutritional Calorie Calculator *(Flask + SQLite)*
|
| 215 |
+
80. Micro-SaaS Product Launch Waitlist & Referral Leaderboard *(FastAPI + SQLite)*
|
| 216 |
+
</details>
|
| 217 |
+
|
| 218 |
+
<details>
|
| 219 |
+
<summary><b>Batch 9: Logistics, Entertainment & Workflows (Apps 81-90)</b></summary>
|
| 220 |
+
|
| 221 |
+
81. Music Festival Stage Lineup & Timetable Scheduler *(Flask + SQLite)*
|
| 222 |
+
82. Warehouse Handheld SKU & Bin Location Locator *(FastAPI + SQLite)*
|
| 223 |
+
83. Academic Course Syllabus & Homework Submission Portal *(Flask + SQLite)*
|
| 224 |
+
84. Monthly Gourmet Subscription Box Preference Picker *(Flask + SQLite)*
|
| 225 |
+
85. Veterinary Clinic Vaccine Record & Booster Log *(FastAPI + SQLite)*
|
| 226 |
+
86. Coworking Space Hot-Desk Floorplan Booking *(Flask + SQLite)*
|
| 227 |
+
87. Professional Photography Session Inquiry & Portfolio *(Flask + SQLite)*
|
| 228 |
+
88. Print-On-Demand Order Fulfillment Status Queue *(FastAPI + SQLite)*
|
| 229 |
+
89. Local Neighborhood Lost & Found Bulletin Board *(Flask + SQLite)*
|
| 230 |
+
90. Corporate Employee Expense Reimbursement Approval *(FastAPI + SQLite)*
|
| 231 |
+
</details>
|
| 232 |
+
|
| 233 |
+
<details>
|
| 234 |
+
<summary><b>Batch 10: Specialities, Tools & Status (Apps 91-100)</b></summary>
|
| 235 |
+
|
| 236 |
+
91. Antique & Art Appraisal Valuation Request Desk *(Flask + SQLite)*
|
| 237 |
+
92. Sports League Tournament Bracket & Match Scores *(FastAPI + SQLite)*
|
| 238 |
+
93. Enterprise IT Asset Laptop & Peripheral Checkout *(Flask + SQLite)*
|
| 239 |
+
94. Reserve Wine Cellar Inventory & Tasting Notes *(Flask + SQLite)*
|
| 240 |
+
95. Public SaaS System Status Page & Incident Broadcast *(FastAPI + SQLite)*
|
| 241 |
+
96. Banquet Catering Menu & Headcount Planner *(Flask + SQLite)*
|
| 242 |
+
97. Bicycle Repair Shop Work Order Workbench *(FastAPI + SQLite)*
|
| 243 |
+
98. Residential Solar Panel Generation & Savings Monitor *(Flask + SQLite)*
|
| 244 |
+
99. DesignProof Client Mockup Review & Annotation *(FastAPI + SQLite)*
|
| 245 |
+
100. Self-Hosted Read-Later Queue & Bookmarklet Saver *(Flask + SQLite)*
|
| 246 |
+
</details>
|
| 247 |
+
|
| 248 |
+
---
|
| 249 |
+
|
| 250 |
+
## Loading the Dataset
|
| 251 |
+
|
| 252 |
+
```python
|
| 253 |
+
from datasets import load_dataset
|
| 254 |
+
|
| 255 |
+
dataset = load_dataset("json", data_files="dataset.json")
|
| 256 |
+
print(dataset["train"][0])
|
| 257 |
+
```
|
| 258 |
+
|
| 259 |
+
---
|
| 260 |
+
|
| 261 |
+
## Fine-Tuning (Alpaca Format)
|
| 262 |
+
|
| 263 |
+
```python
|
| 264 |
+
def format_prompt(example):
|
| 265 |
+
instructions = example["instruction"]
|
| 266 |
+
outputs = example["output"]
|
| 267 |
+
texts = []
|
| 268 |
+
for inst, out in zip(instructions, outputs):
|
| 269 |
+
text = f"### Instruction:\n{inst}\n\n### Response:\n{out}"
|
| 270 |
+
texts.append(text)
|
| 271 |
+
return {"text": texts}
|
| 272 |
+
|
| 273 |
+
formatted = dataset.map(format_prompt, batched=True)
|
| 274 |
+
```
|
| 275 |
+
|
| 276 |
+
Works directly with **Unsloth**, **LLaMA-Factory**, and any Alpaca-compatible trainer.
|
| 277 |
+
|
| 278 |
+
---
|
| 279 |
+
|
| 280 |
+
## Extracting Generated Code to Files
|
| 281 |
+
|
| 282 |
+
```python
|
| 283 |
+
import os, re, json
|
| 284 |
+
|
| 285 |
+
def extract_files(output_string, target_dir="./generated_app"):
|
| 286 |
+
pattern = r"<!-- FILE: (.*?) -->\n(.*?)(?=(?:<!-- FILE:|\Z))"
|
| 287 |
+
matches = re.findall(pattern, output_string, re.DOTALL)
|
| 288 |
+
for path, content in matches:
|
| 289 |
+
full_path = os.path.join(target_dir, path.strip())
|
| 290 |
+
os.makedirs(os.path.dirname(full_path), exist_ok=True)
|
| 291 |
+
with open(full_path, "w", encoding="utf-8") as f:
|
| 292 |
+
f.write(content.strip() + "\n")
|
| 293 |
+
print(f"Created: {full_path}")
|
| 294 |
+
|
| 295 |
+
with open("dataset.json", "r", encoding="utf-8") as f:
|
| 296 |
+
sample = json.load(f)[0]
|
| 297 |
+
|
| 298 |
+
extract_files(sample["output"], target_dir="./my_app")
|
| 299 |
+
```
|
| 300 |
+
|
| 301 |
+
---
|
| 302 |
+
|
| 303 |
+
## License
|
| 304 |
+
|
| 305 |
+
MIT License - free to use, modify, and fine-tune on for any purpose.
|
dataset.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|