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| title: HyperView Visual Safety | |
| emoji: 🛡️ | |
| colorFrom: yellow | |
| colorTo: gray | |
| sdk: docker | |
| app_port: 7860 | |
| pinned: false | |
| # HyperView - Open Images Visual Safety Demo | |
| This demo shows a marketplace-style visual moderation workflow without showing | |
| explicit NSFW material. | |
| It loads a small curated Open Images V7 validation subset from the Space assets | |
| and builds the HyperView dataset at startup with two buckets: | |
| - **Safe**: ordinary marketplace/public-image objects such as clothing, shoes, | |
| furniture, toys, books, fruit, laptops, and mobile phones. | |
| - **Needs review**: public-displayable but policy-relevant objects such as | |
| alcohol, cigarettes, knives, and firearms-related labels. | |
| HyperView computes embeddings and opens two pinned maps at startup: | |
| - CLIP ViT-B/32 in a Euclidean 2D layout | |
| - hyper3-clip `hyper3-clip-v0.5` from `hyper-models` in a Poincare 2D layout | |
| The right-hand panel includes the measured 120-image zero-shot smoke test: | |
| CLIP is stronger overall on this first proxy, while hyper3-clip catches slightly | |
| more review-class items at the cost of more false positives. | |
| Run locally from the HyperView repo: | |
| ```bash | |
| uv run python hyperview-spaces/spaces/visual-safety-content-clip-hyper3clip/demo.py | |
| ``` | |
| Useful overrides: | |
| ```bash | |
| HYPERVIEW_PORT=6265 SAFETY_SAMPLES_PER_BUCKET=40 \ | |
| uv run python hyperview-spaces/spaces/visual-safety-content-clip-hyper3clip/demo.py | |
| ``` | |
| ## Dataset And Rights | |
| The demo uses a checked-in public Open Images V7 validation subset under | |
| `demo_assets/`: | |
| - Dataset: https://storage.googleapis.com/openimages/web/index.html | |
| - Images are loaded through Hugging Face Hub asset resolution when the Space | |
| runs on Hugging Face. | |
| - Individual source licenses are preserved in sample metadata. | |
| This is a public demo proxy for marketplace moderation triage, not a claim that | |
| either model is a production safety classifier. | |
| ## Deploy Source | |
| This folder is intended to deploy to `mnm-matin/HyperView-Visual-Safety` from | |
| the `hyperview-spaces` deployment repository. The org Space | |
| `hyper3labs/HyperView-Visual-Safety` is kept commit-synced but paused. | |
| hyper3-clip weights are loaded through the `hyper-models` catalog entry for the | |
| gated `hyper3labs/hyper3-clip-v0.5` model repository at runtime. The Space needs | |
| an `HF_TOKEN` secret with access to that model. | |
| If that secret is missing, the Space starts in a clearly labeled fallback mode: | |
| the hyper3-clip panel reuses the CLIP layout and the readout shows a runtime | |
| warning. Set `HYPERVIEW_ALLOW_CANDIDATE_FALLBACK=0` to make missing hyper3-clip | |
| access fail loudly instead. | |