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run_<timestamp>/<experiment>/checkpoints/<label>/ep<NNNNNN>.pth —
one run_<ts>/ tree per runner invocation; the label encodes the sweep axes
(e.g. n2_s0 = 2 injected frequency pairs, seed 0; delay4000_n2_s1,
amp2_n3_s0, rel0.5_n2_s2, ...). Each .pth holds
{model: state_dict, config: Config fields, label, epochs_done} — the frozen
oracle is NOT in the state_dict; rebuild it from the run spec embedded in the
sibling <experiment>/<label>.result.json
(modular_addition.oracle.sweep.build_oracle).