VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1854.3         	|  100 %          	|
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run_training_epoch                 	|  26.565         	|63             	|  1673.6         	|  90.257         	|
run_training_batch                 	|  0.20479        	|8000           	|  1638.3         	|  88.351         	|
training_step_and_backward         	|  0.1935         	|8000           	|  1548.0         	|  83.484         	|
model_forward                      	|  0.10832        	|8000           	|  866.52         	|  46.731         	|
training_step                      	|  0.10818        	|8000           	|  865.45         	|  46.673         	|
backward                           	|  0.085003       	|8000           	|  680.02         	|  36.673         	|
optimizer_step_with_closure_0      	|  0.25333        	|1000           	|  253.33         	|  13.662         	|
run_validate_evaluation            	|  137.49         	|1              	|  137.49         	|  7.4147         	|
evaluation_step_and_end            	|  0.13549        	|1000           	|  135.49         	|  7.307          	|
validation_step                    	|  0.13544        	|1000           	|  135.44         	|  7.3043         	|
get_train_batch                    	|  0.0022735      	|8063           	|  18.331         	|  0.98857        	|
fetch_next_train_batch             	|  0.0022568      	|8063           	|  18.196         	|  0.98131        	|
on_train_batch_end                 	|  0.0011054      	|8000           	|  8.8433         	|  0.47691        	|
training_batch_to_device           	|  0.00021632     	|8000           	|  1.7305         	|  0.093327       	|
get_validate_batch                 	|  0.0014509      	|1001           	|  1.4523         	|  0.078322       	|
fetch_next_validate_batch          	|  0.0014371      	|1001           	|  1.4386         	|  0.077581       	|
zero_grad                          	|  0.0013435      	|1000           	|  1.3435         	|  0.072453       	|
on_train_batch_start               	|  8.8621e-05     	|8000           	|  0.70897        	|  0.038234       	|
evaluation_batch_to_device         	|  0.00021515     	|1000           	|  0.21515        	|  0.011603       	|
on_batch_start                     	|  1.5084e-05     	|8000           	|  0.12067        	|  0.0065078      	|
on_batch_end                       	|  1.2756e-05     	|8000           	|  0.10205        	|  0.0055035      	|
on_before_backward                 	|  1.2498e-05     	|8000           	|  0.09998        	|  0.0053918      	|
on_after_backward                  	|  1.1589e-05     	|8000           	|  0.092713       	|  0.0049999      	|
training_step_end                  	|  5.8553e-06     	|8000           	|  0.046842       	|  0.0025261      	|
on_train_end                       	|  0.024837       	|1              	|  0.024837       	|  0.0013394      	|
on_pretrain_routine_start          	|  0.023081       	|1              	|  0.023081       	|  0.0012447      	|
on_validation_batch_end            	|  1.9032e-05     	|1000           	|  0.019032       	|  0.0010264      	|
on_train_epoch_start               	|  0.00029724     	|63             	|  0.018726       	|  0.0010099      	|
on_train_epoch_end                 	|  0.00028922     	|63             	|  0.018221       	|  0.00098262     	|
on_before_zero_grad                	|  1.4023e-05     	|1000           	|  0.014023       	|  0.00075623     	|
on_before_optimizer_step           	|  1.1827e-05     	|1000           	|  0.011827       	|  0.00063779     	|
on_validation_batch_start          	|  1.0159e-05     	|1000           	|  0.010159       	|  0.00054787     	|
configure_optimizers               	|  0.0084171      	|1              	|  0.0084171      	|  0.00045392     	|
validation_step_end                	|  4.8372e-06     	|1000           	|  0.0048372      	|  0.00026087     	|
on_validation_model_eval           	|  0.0040131      	|1              	|  0.0040131      	|  0.00021642     	|
on_train_start                     	|  0.00076997     	|1              	|  0.00076997     	|  4.1524e-05     	|
on_epoch_start                     	|  1.0639e-05     	|64             	|  0.00068091     	|  3.6721e-05     	|
on_epoch_end                       	|  9.9729e-06     	|64             	|  0.00063827     	|  3.4421e-05     	|
on_validation_start                	|  0.00030959     	|1              	|  0.00030959     	|  1.6696e-05     	|
on_validation_end                  	|  0.00011176     	|1              	|  0.00011176     	|  6.0271e-06     	|
setup                              	|  2.3554e-05     	|2              	|  4.7108e-05     	|  2.5405e-06     	|
on_before_accelerator_backend_setup	|  2.0739e-05     	|2              	|  4.1478e-05     	|  2.2369e-06     	|
on_configure_sharded_model         	|  1.6806e-05     	|2              	|  3.3612e-05     	|  1.8127e-06     	|
teardown                           	|  1.5389e-05     	|2              	|  3.0778e-05     	|  1.6598e-06     	|
on_fit_end                         	|  2.1289e-05     	|1              	|  2.1289e-05     	|  1.1481e-06     	|
on_validation_epoch_end            	|  1.8314e-05     	|1              	|  1.8314e-05     	|  9.8766e-07     	|
on_fit_start                       	|  1.8034e-05     	|1              	|  1.8034e-05     	|  9.7255e-07     	|
prepare_data                       	|  6.8425e-06     	|2              	|  1.3685e-05     	|  7.3802e-07     	|
on_val_dataloader                  	|  5.701e-06      	|2              	|  1.1402e-05     	|  6.149e-07      	|
configure_sharded_model            	|  5.455e-06      	|2              	|  1.091e-05      	|  5.8836e-07     	|
on_pretrain_routine_end            	|  1.042e-05      	|1              	|  1.042e-05      	|  5.6195e-07     	|
configure_callbacks                	|  5.1645e-06     	|2              	|  1.0329e-05     	|  5.5704e-07     	|
on_validation_epoch_start          	|  9.2771e-06     	|1              	|  9.2771e-06     	|  5.0031e-07     	|
on_train_dataloader                	|  4.3681e-06     	|1              	|  4.3681e-06     	|  2.3557e-07     	|
