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Component View: ORamaVR Cloud - AI Cloud Internal component diagram of Model Index — API, retrieval, embeddings, rendering, and Vespa. ORamaVR Cloud [Software System] AI Cloud [Container: C# / ASP.NET Core + Python / Flask + FastAPI] Vespa [Container: Vespa] Search / RAG backend used by JANVRED agents. Active DBOrchestrator backend (db_manager_id: vespa). Model Index [Component: Python / FastAPI] Neural indexing and retrieval for 3D model assets. Model Index API [Component: Python] FastAPI routes for model indexing, search, and scene/world-awareness queries. Model Retrieval Pipeline [Component: Python] Coordinates asset-pack ingestion, hybrid search, and Vespa document operations. Embedding Pipeline [Component: Python] Builds SBERT text and CLIP text/image embeddings for indexing and queries. Blender Render Pipeline [Component: Python + headless Blender] Extracts model packs and renders material-aware views for CLIP indexing. ModelIndex → ModelIndexAPI — Exposes indexing and search APIs Exposes indexing and search APIs ModelIndexAPI → ModelRetrievalPipeline — Indexes and searches models Indexes and searches models ModelRetrievalPipeline → EmbeddingPipeline — Builds hybrid embeddings Builds hybrid embeddings ModelRetrievalPipeline → BlenderRenderPipeline — Renders model views Renders model views ModelIndex → Vespa — 3D-model indexing and hybrid search 3D-model indexing and hybrid search ModelRetrievalPipeline → Vespa — 3D-model indexing and hybrid search 3D-model indexing and hybrid search Component View: ORamaVR Cloud - AI Cloud Legend
Component View: ORamaVR Cloud - AI Cloud Internal component diagram of Model Index — API, retrieval, embeddings, rendering, and Vespa. ORamaVR Cloud [Software System] AI Cloud [Container: C# / ASP.NET Core + Python / Flask + FastAPI] Vespa [Container: Vespa] Search / RAG backend used by JANVRED agents. Active DBOrchestrator backend (db_manager_id: vespa). Model Index [Component: Python / FastAPI] Neural indexing and retrieval for 3D model assets. Model Index API [Component: Python] FastAPI routes for model indexing, search, and scene/world-awareness queries. Model Retrieval Pipeline [Component: Python] Coordinates asset-pack ingestion, hybrid search, and Vespa document operations. Embedding Pipeline [Component: Python] Builds SBERT text and CLIP text/image embeddings for indexing and queries. Blender Render Pipeline [Component: Python + headless Blender] Extracts model packs and renders material-aware views for CLIP indexing. ModelIndex → ModelIndexAPI — Exposes indexing and search APIs Exposes indexing and search APIs ModelIndexAPI → ModelRetrievalPipeline — Indexes and searches models Indexes and searches models ModelRetrievalPipeline → EmbeddingPipeline — Builds hybrid embeddings Builds hybrid embeddings ModelRetrievalPipeline → BlenderRenderPipeline — Renders model views Renders model views ModelIndex → Vespa — 3D-model indexing and hybrid search 3D-model indexing and hybrid search ModelRetrievalPipeline → Vespa — 3D-model indexing and hybrid search 3D-model indexing and hybrid search Component View: ORamaVR Cloud - AI Cloud [
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