feat: add systemd-run training launcher and docs

2026-03-11 00:45:02 +08:00
parent e2908febfa
commit 63e2ed1097
4 changed files with 346 additions and 0 deletions
@@ -3,6 +3,7 @@
 This note records the current Scoliosis1K implementation status in this repo and the main conclusions from the recent reproduction/debugging work.

 For a stricter paper-vs-local reproducibility breakdown, see [scoliosis_reproducibility_audit.md](scoliosis_reproducibility_audit.md).
+For the recommended long-running local launch workflow, see [systemd-run-training.md](systemd-run-training.md).

 ## Current status

@@ -79,6 +80,9 @@ The current working conclusion is:
 - the main remaining suspect is the skeleton-map representation and preprocessing path
 - for practical model development, `1:1:2` is currently the better working split than `1:1:8`
 - for practical model development, the current best skeleton recipe is still `body-only + plain CE + SGD` on `1:1:2`
+- the first practical DRF bridge on that same winning `1:1:2` recipe did not improve on the plain skeleton baseline:
+  - best retained DRF checkpoint (`2000`) on the full test set: `80.21 Acc / 58.92 Prec / 59.23 Rec / 57.84 F1`
+  - current best plain skeleton checkpoint (`7000`) on the full test set: `83.16 Acc / 68.24 Prec / 80.02 Rec / 68.47 F1`

 For readability in this repo's docs, `ScoNet-MT-ske` refers to the skeleton-map variant that the DRF paper writes as `ScoNet-MT^{ske}`.