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"content": "#!\/usr\/bin\/env python3\n\"\"\"\nVision analysis module for KI-System Pipeline.\nExtracts PDF pages as images and analyzes them with vision models.\n\nUsage:\n python vision.py <pdf_path> # Analyze all pages\n python vision.py <pdf_path> --page 1 # Analyze specific page\n\"\"\"\n\nimport base64\nimport os\nimport sys\nfrom pathlib import Path\n\nimport requests\n\nfrom config import OLLAMA_HOST\nfrom db import db\n\n# Default vision model (can be overridden by pipeline config)\nDEFAULT_VISION_MODEL = \"minicpm-v:latest\"\n\n# Image settings\nIMAGE_DPI = 150 # Balance between quality and size\nIMAGE_FORMAT = \"png\"\nMAX_IMAGE_SIZE_MB = 10\n\n\ndef pdf_to_images(file_path, dpi=IMAGE_DPI):",
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