| --- |
| tags: |
| - smart-manufacturing |
| - additive-manufacturing |
| - sft |
| license: cc-by-sa-4.0 |
| pretty_name: AM09_DED_energy_perception |
| 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. |
| --- |
| |
| # AM09_DED_energy_perception |
| |
| DED coaxial melt-pool frame -> linear laser energy level P1-P4 (4-class image classification). Category **B**, task **T-B2**, in the unified Smart-Manufacturing SFT schema. |
| |
| ## Records |
| |
| **62,194** records (train=62,194). Model input: a single coaxial VIS melt-pool image (590x480), 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 linear laser energy level label — one of `P1,P2,P3,P4` (text) | |
| | `reasoning` | null | no native CoT in this dataset | |
| | `cate` | "B" | SFT category | |
| | `task` | "T-B2" | unified task id | |
| | `metadata` | str (JSON) | split, provenance, units, `input`, license, and (for AM11/13) `taxonomy_note` | |
|
|
| ## Notes |
|
|
| Uploaded as ONE dataset (all rows together); the original train/test partition lives in `metadata.split` (train 43,463 / test 18,731), NOT as HF splits. The label is the source **folder** (P1-P4), verified by viewing pixels (P1 small/dim ... P4 large + halo). |
|
|
| ## Provenance & licensing |
|
|
| Underlying source: **DED coaxial melt-pool imaging, Zenodo DOI 10.5281/zenodo.10421423**. Upstream license: **CC-BY-SA-4.0 (ShareAlike/viral) + CC-BY-4.0 (mixed on Zenodo)**. |
| Converted read-only into the unified schema; conversion + publish scripts live in |
| [`AI4Manufacturing/forge_model`](https://github.com/AI4Manufacturing/forge_model) |
| (`AM09_DED_energy_perception/` + `publish/push_am_to_hf.py`). Access is **gated (manual approval)**; clear the |
| upstream licence before any onward redistribution. |
|
|
