VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1486.7         	|  100 %          	|
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run_training_epoch                 	|  2.8459         	|500            	|  1423.0         	|  95.711         	|
run_training_batch                 	|  0.39547        	|1000           	|  395.47         	|  26.6           	|
optimizer_step_with_closure_0      	|  0.39209        	|1000           	|  392.09         	|  26.373         	|
training_step_and_backward         	|  0.2858         	|1000           	|  285.8          	|  19.224         	|
get_train_batch                    	|  0.10863        	|1500           	|  162.95         	|  10.96          	|
fetch_next_train_batch             	|  0.10859        	|1500           	|  162.89         	|  10.956         	|
model_forward                      	|  0.15526        	|1000           	|  155.26         	|  10.443         	|
training_step                      	|  0.15505        	|1000           	|  155.05         	|  10.429         	|
backward                           	|  0.12898        	|1000           	|  128.98         	|  8.6753         	|
run_validate_evaluation            	|  30.787         	|1              	|  30.787         	|  2.0708         	|
evaluation_step_and_end            	|  0.22104        	|125            	|  27.63          	|  1.8584         	|
validation_step                    	|  0.22092        	|125            	|  27.614         	|  1.8574         	|
on_train_batch_end                 	|  0.0021766      	|1000           	|  2.1766         	|  0.1464         	|
zero_grad                          	|  0.001522       	|1000           	|  1.522          	|  0.10238        	|
get_validate_batch                 	|  0.0052797      	|126            	|  0.66525        	|  0.044746       	|
fetch_next_validate_batch          	|  0.005253       	|126            	|  0.66187        	|  0.044519       	|
training_batch_to_device           	|  0.0006065      	|1000           	|  0.6065         	|  0.040794       	|
on_train_epoch_end                 	|  0.00033645     	|500            	|  0.16823        	|  0.011315       	|
on_train_epoch_start               	|  0.00032279     	|500            	|  0.1614         	|  0.010856       	|
on_train_batch_start               	|  0.00011212     	|1000           	|  0.11212        	|  0.0075413      	|
on_train_end                       	|  0.049482       	|1              	|  0.049482       	|  0.0033282      	|
on_batch_start                     	|  4.1736e-05     	|1000           	|  0.041736       	|  0.0028073      	|
evaluation_batch_to_device         	|  0.00030289     	|125            	|  0.037861       	|  0.0025466      	|
on_before_zero_grad                	|  2.4928e-05     	|1000           	|  0.024928       	|  0.0016767      	|
on_pretrain_routine_start          	|  0.024487       	|1              	|  0.024487       	|  0.0016471      	|
on_after_backward                  	|  2.3145e-05     	|1000           	|  0.023145       	|  0.0015568      	|
on_batch_end                       	|  1.8689e-05     	|1000           	|  0.018689       	|  0.001257       	|
on_before_optimizer_step           	|  1.8135e-05     	|1000           	|  0.018135       	|  0.0012198      	|
on_before_backward                 	|  1.3494e-05     	|1000           	|  0.013494       	|  0.00090763     	|
configure_optimizers               	|  0.010865       	|1              	|  0.010865       	|  0.00073078     	|
training_step_end                  	|  8.7394e-06     	|1000           	|  0.0087394      	|  0.00058783     	|
on_epoch_end                       	|  1.1447e-05     	|501            	|  0.0057348      	|  0.00038573     	|
on_epoch_start                     	|  1.1433e-05     	|501            	|  0.0057278      	|  0.00038526     	|
on_validation_batch_end            	|  4.3909e-05     	|125            	|  0.0054887      	|  0.00036918     	|
on_validation_model_eval           	|  0.0036464      	|1              	|  0.0036464      	|  0.00024527     	|
on_validation_batch_start          	|  1.9546e-05     	|125            	|  0.0024433      	|  0.00016434     	|
on_train_start                     	|  0.0024074      	|1              	|  0.0024074      	|  0.00016193     	|
validation_step_end                	|  9.9507e-06     	|125            	|  0.0012438      	|  8.3663e-05     	|
on_validation_start                	|  0.00046751     	|1              	|  0.00046751     	|  3.1445e-05     	|
on_validation_end                  	|  0.00023864     	|1              	|  0.00023864     	|  1.6052e-05     	|
setup                              	|  2.9705e-05     	|2              	|  5.9411e-05     	|  3.9961e-06     	|
on_fit_end                         	|  5.568e-05      	|1              	|  5.568e-05      	|  3.7451e-06     	|
teardown                           	|  2.6448e-05     	|2              	|  5.2895e-05     	|  3.5578e-06     	|
on_configure_sharded_model         	|  2.6038e-05     	|2              	|  5.2076e-05     	|  3.5027e-06     	|
on_before_accelerator_backend_setup	|  2.4795e-05     	|2              	|  4.9589e-05     	|  3.3355e-06     	|
on_fit_start                       	|  4.0157e-05     	|1              	|  4.0157e-05     	|  2.701e-06      	|
on_validation_epoch_end            	|  3.6202e-05     	|1              	|  3.6202e-05     	|  2.435e-06      	|
on_val_dataloader                  	|  8.7824e-06     	|2              	|  1.7565e-05     	|  1.1814e-06     	|
configure_sharded_model            	|  8.137e-06      	|2              	|  1.6274e-05     	|  1.0946e-06     	|
prepare_data                       	|  8.1146e-06     	|2              	|  1.6229e-05     	|  1.0916e-06     	|
configure_callbacks                	|  7.418e-06      	|2              	|  1.4836e-05     	|  9.9789e-07     	|
on_pretrain_routine_end            	|  1.3418e-05     	|1              	|  1.3418e-05     	|  9.0255e-07     	|
on_validation_epoch_start          	|  9.9838e-06     	|1              	|  9.9838e-06     	|  6.7153e-07     	|
on_train_dataloader                	|  6.7893e-06     	|1              	|  6.7893e-06     	|  4.5666e-07     	|
