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Do not choose a recipe solely from warm/cold setup differences."},"timing_definitions":{"training_seconds":"Synchronized minibatch loops: gather, graph-input copies, forward/backward, SGD and direct shrinkage. Excludes epoch permutation, evaluation, checkpoint writes, imports, data loading and graph/compiler preparation or schedule-driven recapture.","run_wall_seconds":"Invocation start before benchmark import through availability of this score: includes invocation setup, loading/transfers, graph/compiler preparation, shuffling, training, prior progress writes and test evaluation. Excludes this score's subsequent checkpoint/progress writes, remote dispatch/container startup, image build and final volume commit.","total_run_seconds":"Invocation through post-score result/checkpoint work to its final timer; still excludes driver dispatch/container startup and final volume commit.","local_dispatch_elapsed_seconds":"Driver time from dispatch to returned result, including queue/startup/import/run/final volume commit/transfer. Whole-call time, not an exact timestamp of first target availability.","setup_seconds":"Per-invocation setup until training begins; does not prove a cold process/cache. Container reuse can change this value.","microbench_step_seconds":"Warm repeated-single-batch completed updates measured with synchronization; excludes compiler/setup cost and epoch gather/shuffle. Not time to accuracy."},"limitations":["Official test outcomes actively guided configuration choices and early stopping. These results are test-target optimization, not unbiased held-out generalization estimates.","A first qualifying epoch is an observed checkpoint; the preceding evaluation gives temporal resolution but cannot exclude an earlier transient within-epoch crossing.","Censored means target not observed by the evaluation budget; it does not prove the recipe can never reach it. Missing/failed jobs are not successful fast results.","Larger batch, BF16, output-head changes, LR and shrinkage scaling alter the optimization recipe. Only matched-recipe comparisons identify kernel implementation effects.","All rows use unchanged Ciresan widths, but this search has no augmentation and is not the record-setting historical Ciresan training system.","Reported A100-SXM4-40GB, A100-SXM4-80GB and A100 80GB PCIe devices are distinguished. No hardware-normalized speed inference is made across those variants.","Confirmation seeds 101\u2013103 differ from exploratory seed 1 but were already used with the fragile raw/ReLU recipe before the stable recipes were selected. Raw metadata fresh-seed means distinct from seed 1, not untouched by this search. These confirmations do not undo test-set-driven selection or make the 10000 examples independent across runs.","Training, invocation-to-score, whole invocation and driver dispatch clocks answer different questions. None is an energy measurement or invoice."]}}