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HomeStaging AI

AIContext: Kandy / Kandixi

Stable DiffusionControlNetPyTorchDockerGPUPython

HomeStaging

Distributed GPU worker for AI-powered image processing, orchestrating multiple models: Stable Diffusion 1.5 (RealisticVision), ControlNet (depth-guided), DepthPro (Apple), Segment Anything (Meta).

3 main features:

Generation:: interior scenes from a source image, depth map guidance, 10 design styles × 5 room types, catalog of 250+ prompts

Inpainting:: selective modification of zones (walls, floors, ceiling) with complete pipeline (segmentation → mask → color filtering → inpainting → blending)

Upscaling:: 2× to 4× enlargement

Architecture: Multi-worker stateless with PostgreSQL locking, resilience (retry/backoff), Docker GPU containerization (NVIDIA CUDA 12.8).

Tech Stack

PythonPyTorchCUDA 12.8Stable DiffusionControlNetDepthProSAMDockerPostgreSQL