| --- |
| tags: |
| - smart-manufacturing |
| - additive-manufacturing |
| - sft |
| license: other |
| pretty_name: AM12_MeltPoolKinetics |
| extra_gated_fields: |
| Name: text |
| Affiliation: text |
| Intended use: text |
| extra_gated_prompt: >- |
| This dataset is released for **research use** and access is reviewed and granted |
| **manually** by the maintainers. Licensing of the underlying source is NOT yet cleared |
| (see the card). Please state your name, affiliation, and intended use. |
| --- |
| |
| # AM12_MeltPoolKinetics |
| |
| NIR melt-pool ROI frame -> thermal state: 4-way {normal,underheat,overheat,edge} (T-B2) and binary normal/anomaly (T-B1, edge excluded). Category **B**, task **T-B2 + T-B1**, in the unified Smart-Manufacturing SFT schema. |
| |
| ## Records |
| |
| **81,099** records (train=81,099). Model input: a single NIR melt-pool ROI image (196x196), bytes embedded in the `image` column. |
| |
| ## Unified SFT schema (7 fields) |
| |
| | field | type | meaning | |
| |---|---|---| |
| | `query` | str | the question / instruction (model input) | |
| | `image` | Image \| null | the INPUT image (bytes embedded) — null for tabular records | |
| | `annot` | str | the answer — for this dataset: the thermal-state label (text); the `task` column selects the 4-way vs binary framing | |
| | `reasoning` | null | no native CoT in this dataset | |
| | `cate` | "B" | SFT category | |
| | `task` | "T-B2 + T-B1" | unified task id | |
| | `metadata` | str (JSON) | split, provenance, units, `input`, license, and (for AM11/13) `taxonomy_note` | |
|
|
| ## Notes |
|
|
| Two tasks share one dataset (distinguished by the `task` column: 45,056 T-B2 + 36,043 T-B1). Only source16 carries genuine per-frame labels. The LOBO split is kept in `metadata.lobo_split` (not an HF split). Two misfiled non-data PNGs in the source are excluded. |
|
|
| ## Provenance & licensing |
|
|
| Underlying source: **MeltPoolKinetics figshare compilation, source16 = NIST AMMT; DOI 10.6084/m9.figshare.28200101**. Upstream license: **figshare compilation — per-source terms (source16 = NIST AMMT); verify per source**. |
| Converted read-only into the unified schema; conversion + publish scripts live in |
| [`AI4Manufacturing/forge_model`](https://github.com/AI4Manufacturing/forge_model) |
| (`AM12_MeltPoolKinetics/` + `publish/push_am_to_hf.py`). Access is **gated (manual approval)**; clear the |
| upstream licence before any onward redistribution. |
|
|
