Lab · c20.s06.L1

Loss-spike clinic

A curve's shape narrows the family of causes; it does not name the bug.

Question: Which loss curve means which bug?

Loss-spike clinicSix loss curves, A to F, plotted against training step. A falls smoothly with validation just above it. B stays flat near 2.28. C's training loss falls while its validation loss turns and climbs. D swings up and down without settling. E has one narrow jump at step 47, then recovers. F runs off the top and becomes missing. A lower panel shows first- and last-layer gradient norms on a log scale, peaking at step 46 for E.Loss-spike clinicWhich loss curve means which bug?six runs · A to Fsynthetic · seed 20261108Six shapes, one axisA · both fall2.2467 to 0.367B · flat and high2.2836 to 2.2782C · widening gap2.2588 to 0.1469D · swinging2.1107 to 1.2807E · one narrow jump2.2253 to 0.4289F · runs off the top1299.3536 at step 40Same loss axis in every panel. The endpoint alone does not separate the six runs.
Synthetic Synthetic: six loss curves generated from named failure models by data/scripts/c20.s06.L1.py with seed 20261108. Frames show A falling from 2.2467 to 0.367, B flat near 2.2836, C's validation turning at 0.851 before climbing to 2.1765, D swinging between 0.8375 and 2.1639, E spiking to 2.2806 on step 47 with the gradient peak at 24.3449 on step 46, and F reaching 1299.3536 on step 40 before going missing at step 41.
Lab controls
Run A

Left/Right or Up/Down select the previous or next run; Home selects A; End selects F

3 steps

Arrow keys move two steps; Home sets 1; End sets 15

120

Arrow keys move one step; Home sets 1; End sets 120

Off

Space or Enter toggles the switch

No guess yet

Up/Down move one option; Home clears the guess; End selects the last option

Frame 1 of 12: Six shapesAll six runs on the same loss axis. A falls from 2.2467 to 0.367; B stays near 2.2836; C falls to 0.1469 while validation climbs to 2.1765; D ends at 1.2807 but ranges from 0.8375 to 2.1639; E peaks at 2.2806 on step 47; F reaches 1299.3536 at step 40 and is missing from step 41.

Six shapes. All six runs on the same loss axis. A falls from 2.2467 to 0.367; B stays near 2.2836; C falls to 0.1469 while validation climbs to 2.1765; D ends at 1.2807 but ranges from 0.8375 to 2.1639; E peaks at 2.2806 on step 47; F reaches 1299.3536 at step 40 and is missing from step 41.

Keyboard: Space plays or pauses, Left and Right step, Home goes to the first frame, End goes to the last frame.

Text description of this lab

Six loss curves, A to F, plotted against training step. A falls smoothly with validation just above it. B stays flat near 2.28. C's training loss falls while its validation loss turns and climbs. D swings up and down without settling. E has one narrow jump at step 47, then recovers. F runs off the top and becomes missing. A lower panel shows first- and last-layer gradient norms on a log scale, peaking at step 46 for E.

Return to the section that hosts this lab

Caption status: synthetic. Every lab declares one of published, re-simulated, schematic, synthetic or interpolated.