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| 1 | +# ML Paper Webpage Generator |
| 2 | + |
| 3 | +Transform ML research papers into HTML summaries with CSS animations using **Kimi K2.5** via NVIDIA AI endpoints. |
| 4 | + |
| 5 | +**Input:** PDF file of an ML paper |
| 6 | +**Output:** Single HTML file with animated diagram |
| 7 | + |
| 8 | +## Model |
| 9 | + |
| 10 | +This project uses [Kimi K2.5](https://build.nvidia.com/moonshotai/kimi-k2.5) - a vision-language model from Moonshot AI, available through NVIDIA AI endpoints. |
| 11 | + |
| 12 | +## How It Works |
| 13 | + |
| 14 | +``` |
| 15 | +extract_pdf → analyze_paper → generate_webpage |
| 16 | +``` |
| 17 | + |
| 18 | +1. **Extract PDF** - Convert pages to images |
| 19 | +2. **Analyze Paper** - Vision model extracts title, abstract, contributions, and describes the key diagram |
| 20 | +3. **Generate Webpage** - Creates HTML with a CSS animation illustrating the paper's core concept |
| 21 | + |
| 22 | +## Setup |
| 23 | + |
| 24 | +### 1. Get an NVIDIA API Key |
| 25 | + |
| 26 | +1. Go to [build.nvidia.com](https://build.nvidia.com/) |
| 27 | +2. Sign in or create an account |
| 28 | +3. Navigate to [Kimi K2.5](https://build.nvidia.com/moonshotai/kimi-k2.5) |
| 29 | +4. Click "Get API Key" to generate your key |
| 30 | + |
| 31 | +### 2. Install Dependencies |
| 32 | + |
| 33 | +```bash |
| 34 | +# Install uv |
| 35 | +curl -LsSf https://astral.sh/uv/install.sh | sh |
| 36 | + |
| 37 | +# Install dependencies |
| 38 | +uv sync |
| 39 | +``` |
| 40 | + |
| 41 | +### 3. Configure API Key |
| 42 | + |
| 43 | +```bash |
| 44 | +cp .env.example .env |
| 45 | +``` |
| 46 | + |
| 47 | +Edit `.env` and add your API key: |
| 48 | + |
| 49 | +``` |
| 50 | +NVIDIA_API_KEY=nvapi-your-key-here |
| 51 | +``` |
| 52 | + |
| 53 | +## Usage |
| 54 | + |
| 55 | +```bash |
| 56 | +uv run jupyter notebook kimi_vision_paper_to_page_workflow.ipynb |
| 57 | +``` |
| 58 | + |
| 59 | +Run all cells, then: |
| 60 | + |
| 61 | +```python |
| 62 | +workflow = PaperWebpageWorkflow() |
| 63 | +result = workflow.process_and_save("your_paper.pdf") |
| 64 | +``` |
| 65 | + |
| 66 | +Display the output: |
| 67 | + |
| 68 | +```python |
| 69 | +from IPython.display import IFrame |
| 70 | +IFrame("your_paper.html", width="100%", height=600) |
| 71 | +``` |
| 72 | + |
| 73 | +## Project Structure |
| 74 | + |
| 75 | +``` |
| 76 | +├── pyproject.toml # Dependencies |
| 77 | +├── .env.example # API key template |
| 78 | +├── README.md # This file |
| 79 | +└── kimi_vision_paper_to_page_workflow.ipynb # Main notebook |
| 80 | +``` |
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