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| title: Lasagna Fields | |
| emoji: 🍝 | |
| colorFrom: red | |
| colorTo: yellow | |
| sdk: gradio | |
| sdk_version: 6.28.0 | |
| python_version: "3.12" | |
| app_file: app.py | |
| pinned: false | |
| license: apache-2.0 | |
| suggested_hardware: zero-a10g | |
| startup_duration_timeout: 1h | |
| short_description: lasagna fields for 24 scrolls, or made for any box | |
| models: | |
| - scrollprize/lasagna | |
| datasets: | |
| - SharpMeow/pherc0175a-lasagna | |
| - SharpMeow/pherc0175b-lasagna | |
| - SharpMeow/pherc0306b-lasagna | |
| - SharpMeow/pherc0483a-lasagna | |
| - SharpMeow/pherc0483b-lasagna | |
| - SharpMeow/pherc0490a-lasagna | |
| - SharpMeow/pherc0490b-lasagna | |
| - SharpMeow/pherc0841-lasagna | |
| - SharpMeow/pherc0846a-lasagna | |
| - SharpMeow/pherc0846b-lasagna | |
| - SharpMeow/phercmanbp-lasagna | |
| - SharpMeow/pherc0343p-lasagna | |
| - SharpMeow/pherc0009b-lasagnetta | |
| - SharpMeow/pherc0172-lasagnetta | |
| - SharpMeow/pherc0500p2-lasagnetta | |
| - SharpMeow/phercman5-lasagnetta | |
| - SharpMeow/phercmanb-lasagnetta | |
| - SharpMeow/pherc0009b-20250820154339-lasagnetta | |
| - SharpMeow/pherc0009b-20260319104112-lasagnetta | |
| - SharpMeow/pherc0814-20250804134230-lasagnetta | |
| - SharpMeow/pherc0814-20260521123630-lasagnetta | |
| - SharpMeow/pherc0841-20260319124803-lasagnetta | |
| - SharpMeow/pherc0139-20250728140407-lasagnetta | |
| - SharpMeow/pherc0139-20250820105138-lasagnetta | |
| - SharpMeow/pherc0139-20250822062710-lasagnetta | |
| - SharpMeow/pherc0139-20251107132835-lasagnetta | |
| - SharpMeow/pherc0139-20251107135911-lasagnetta | |
| - SharpMeow/pherc0139-20260319133050-lasagnetta | |
| - SharpMeow/pherc0139-20260319133554-lasagnetta | |
| - SharpMeow/pherc0139-20260413113053-lasagnetta | |
| - SharpMeow/pherc0139-20260930100252-lasagnetta | |
| - SharpMeow/pherc0172-20241024131839-lasagnetta | |
| - SharpMeow/pherc1667-20260323082859-lasagnetta | |
| - SharpMeow/phercmanbp-20260427100434-lasagnetta | |
| - SharpMeow/vesuvius-center-lines | |
| tags: | |
| - vesuvius-challenge | |
| - herculaneum | |
| - ct | |
| - 3d | |
| - lasagna | |
| - zerogpu | |
| - mcp-server | |
| # Lasagna Fields | |
| The **lasagna field** for Herculaneum scroll CT, two ways: | |
| - **Every field, by scroll**: whole-scan fields for 24 scrolls in one list, each with its volume, voxel size, | |
| model, size and link (`fields.json`). Seven are villa's own fields in the Vesuvius Challenge open data. Thirty-four | |
| are public datasets made here for scans that had none: twelve with villa's lasagna model, among them ten that | |
| also stream from a bucket (PHerc0175A, PHerc0175B, PHerc0306B, PHerc0483A, PHerc0483B, PHerc0490A, PHerc0490B, | |
| PHerc0841, PHerc0846A and PHerc0846B), and twenty-two with [Lasagnetta](https://huggingface.co/SharpMeow/lasagnetta) | |
| 0.1.1, a faster copy of it. | |
| - **Make a field** for any box of any public scan: pick a scan and a point, and the Space runs villa's own lasagna | |
| model there on ZeroGPU, checks the result against the field the open data already publishes for that scan, and | |
| hands you a download in villa's own layout. | |
| A lasagna field is what villa's lasagna surface fitting and the spiral fit read: **cos** (a signal that repeats once | |
| per papyrus layer), its gradient size **grad_mag**, and the surface normal (**nx**, **ny**). It is model output: | |
| geometry inputs, not a reading of any text. | |
| ## Make a field: what runs | |
| `lasagna/preprocess_cos_omezarr.py predict3d` from [ScrollPrize/villa](https://github.com/ScrollPrize/villa) at commit | |
| `db3dbea2` (the commit the ten whole-scan fields were made with), with the | |
| [`scrollprize/lasagna`](https://huggingface.co/scrollprize/lasagna) checkpoint at revision `de45f011` (SHA-256 checked | |
| at start-up), both MIT. Nothing is reimplemented. The Space: | |
| 1. reads the CT around your box from the [Vesuvius Challenge open data](https://scrollprize.org/data) into villa's | |
| layout (the level nearest the model's 9.4 um: level 0 of 8.6 to 9.4 um scans, level 2 of 2.4 um scans), with a | |
| margin of one tile so the edges match a whole-scan run; | |
| 2. calls villa's `predict3d` command line in-process on the GPU (tile 192, villa's defaults otherwise); | |
| 3. reads the field back, compares it with the published field for the scan where one exists, against a control | |
| read a few layers away, and draws the middle slices. | |
| Boxes are whole 256-voxel blocks of the input level (256 or 512 a side): villa writes its field in 64-voxel chunks of | |
| the quarter grid and widens any crop to them, and it puts tiles on one lattice over the whole scan, so a box's field | |
| is the whole-scan field there. | |
| ## For agents | |
| The page is also an API and an MCP server (`https://sharpmeow-lasagna-fields.hf.space/gradio_api/mcp/`): | |
| `list_fields`, `list_scans`, `list_models`, `example_points`, `plan_field` and `make_field`. See the page's **Agents and API** tab. | |
| A field uses the caller's ZeroGPU time. | |
| ## Credit and licenses | |
| Made by Chase Hendrick. Code: Apache 2.0 (see `LICENSE` and `NOTICE`). Model and code it runs: villa's lasagna authors, | |
| MIT. The fields listed from the open data are villa's own; the page only links them. Scans: Vesuvius Challenge open data, CC BY-NC 4.0; the fields, made from them, are CC BY-NC 4.0 too. Source and | |
| docs: [ChaseHendrick/Scrolls](https://github.com/ChaseHendrick/Scrolls), `spaces/lasagna-fields/` and | |
| `docs/tools/lasagna-fields.md`. | |