VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  437.81         	|  100 %          	|
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run_training_epoch                 	|  6.3164         	|63             	|  397.93         	|  90.892         	|
run_training_batch                 	|  0.27163        	|1000           	|  271.63         	|  62.042         	|
optimizer_step_with_closure_0      	|  0.26838        	|1000           	|  268.38         	|  61.301         	|
training_step_and_backward         	|  0.20501        	|1000           	|  205.01         	|  46.827         	|
model_forward                      	|  0.10403        	|1000           	|  104.03         	|  23.761         	|
training_step                      	|  0.10383        	|1000           	|  103.83         	|  23.717         	|
backward                           	|  0.09943        	|1000           	|  99.43          	|  22.711         	|
get_train_batch                    	|  0.026556       	|1063           	|  28.229         	|  6.4477         	|
fetch_next_train_batch             	|  0.026532       	|1063           	|  28.203         	|  6.4419         	|
run_validate_evaluation            	|  7.3794         	|1              	|  7.3794         	|  1.6855         	|
evaluation_step_and_end            	|  0.10359        	|48             	|  4.9721         	|  1.1357         	|
validation_step                    	|  0.10347        	|48             	|  4.9667         	|  1.1345         	|
on_train_batch_end                 	|  0.0021068      	|1000           	|  2.1068         	|  0.48122        	|
zero_grad                          	|  0.0015093      	|1000           	|  1.5093         	|  0.34474        	|
get_validate_batch                 	|  0.012345       	|49             	|  0.60493        	|  0.13817        	|
fetch_next_validate_batch          	|  0.012321       	|49             	|  0.60374        	|  0.1379         	|
training_batch_to_device           	|  0.00029994     	|1000           	|  0.29994        	|  0.06851        	|
on_train_end                       	|  0.10192        	|1              	|  0.10192        	|  0.023279       	|
on_train_batch_start               	|  9.4753e-05     	|1000           	|  0.094753       	|  0.021643       	|
on_after_backward                  	|  2.6598e-05     	|1000           	|  0.026598       	|  0.0060753      	|
on_pretrain_routine_start          	|  0.023541       	|1              	|  0.023541       	|  0.0053771      	|
on_batch_start                     	|  2.2002e-05     	|1000           	|  0.022002       	|  0.0050256      	|
on_train_epoch_end                 	|  0.0003355      	|63             	|  0.021137       	|  0.0048278      	|
on_train_epoch_start               	|  0.00033357     	|63             	|  0.021015       	|  0.0048         	|
on_before_zero_grad                	|  1.8668e-05     	|1000           	|  0.018668       	|  0.0042639      	|
on_batch_end                       	|  1.6302e-05     	|1000           	|  0.016302       	|  0.0037236      	|
configure_optimizers               	|  0.015057       	|1              	|  0.015057       	|  0.0034391      	|
evaluation_batch_to_device         	|  0.00028226     	|48             	|  0.013549       	|  0.0030946      	|
on_before_backward                 	|  1.3088e-05     	|1000           	|  0.013088       	|  0.0029894      	|
on_before_optimizer_step           	|  1.3013e-05     	|1000           	|  0.013013       	|  0.0029723      	|
training_step_end                  	|  7.2249e-06     	|1000           	|  0.0072249      	|  0.0016502      	|
on_validation_model_eval           	|  0.0046238      	|1              	|  0.0046238      	|  0.0010561      	|
on_validation_batch_end            	|  4.0234e-05     	|48             	|  0.0019312      	|  0.00044112     	|
on_train_start                     	|  0.0011907      	|1              	|  0.0011907      	|  0.00027196     	|
on_validation_batch_start          	|  1.7195e-05     	|48             	|  0.00082538     	|  0.00018853     	|
on_epoch_end                       	|  1.1602e-05     	|64             	|  0.00074252     	|  0.0001696      	|
on_epoch_start                     	|  1.1255e-05     	|64             	|  0.00072032     	|  0.00016453     	|
on_validation_start                	|  0.00061256     	|1              	|  0.00061256     	|  0.00013991     	|
validation_step_end                	|  9.4786e-06     	|48             	|  0.00045497     	|  0.00010392     	|
on_validation_end                  	|  0.0002174      	|1              	|  0.0002174      	|  4.9657e-05     	|
on_configure_sharded_model         	|  2.5887e-05     	|2              	|  5.1774e-05     	|  1.1826e-05     	|
on_before_accelerator_backend_setup	|  2.4796e-05     	|2              	|  4.9591e-05     	|  1.1327e-05     	|
setup                              	|  2.4763e-05     	|2              	|  4.9526e-05     	|  1.1312e-05     	|
on_fit_start                       	|  4.6197e-05     	|1              	|  4.6197e-05     	|  1.0552e-05     	|
teardown                           	|  2.1446e-05     	|2              	|  4.2891e-05     	|  9.7968e-06     	|
on_validation_epoch_end            	|  3.084e-05      	|1              	|  3.084e-05      	|  7.0441e-06     	|
on_fit_end                         	|  2.8048e-05     	|1              	|  2.8048e-05     	|  6.4064e-06     	|
on_val_dataloader                  	|  1.2933e-05     	|2              	|  2.5867e-05     	|  5.9082e-06     	|
prepare_data                       	|  8.4154e-06     	|2              	|  1.6831e-05     	|  3.8443e-06     	|
configure_sharded_model            	|  8.1761e-06     	|2              	|  1.6352e-05     	|  3.735e-06      	|
on_pretrain_routine_end            	|  1.4547e-05     	|1              	|  1.4547e-05     	|  3.3227e-06     	|
configure_callbacks                	|  6.8909e-06     	|2              	|  1.3782e-05     	|  3.1479e-06     	|
on_validation_epoch_start          	|  1.2955e-05     	|1              	|  1.2955e-05     	|  2.959e-06      	|
on_train_dataloader                	|  1.0103e-05     	|1              	|  1.0103e-05     	|  2.3076e-06     	|
