VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  540.24         	|  100 %          	|
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run_training_epoch                 	|  0.85366        	|500            	|  426.83         	|  79.007         	|
run_training_batch                 	|  0.27607        	|1000           	|  276.07         	|  51.101         	|
optimizer_step_with_closure_0      	|  0.27342        	|1000           	|  273.42         	|  50.61          	|
training_step_and_backward         	|  0.20966        	|1000           	|  209.66         	|  38.808         	|
model_forward                      	|  0.12591        	|1000           	|  125.91         	|  23.307         	|
training_step                      	|  0.12575        	|1000           	|  125.75         	|  23.276         	|
backward                           	|  0.082364       	|1000           	|  82.364         	|  15.246         	|
run_validate_evaluation            	|  70.425         	|1              	|  70.425         	|  13.036         	|
evaluation_step_and_end            	|  0.21982        	|313            	|  68.804         	|  12.736         	|
validation_step                    	|  0.21977        	|313            	|  68.787         	|  12.733         	|
get_train_batch                    	|  0.028598       	|1500           	|  42.897         	|  7.9402         	|
fetch_next_train_batch             	|  0.028565       	|1500           	|  42.848         	|  7.9313         	|
zero_grad                          	|  0.0013514      	|1000           	|  1.3514         	|  0.25015        	|
on_train_batch_end                 	|  0.0013437      	|1000           	|  1.3437         	|  0.24872        	|
training_batch_to_device           	|  0.00060052     	|1000           	|  0.60052        	|  0.11116        	|
get_validate_batch                 	|  0.001867       	|314            	|  0.58625        	|  0.10852        	|
fetch_next_validate_batch          	|  0.0018528      	|314            	|  0.58177        	|  0.10769        	|
on_train_epoch_start               	|  0.00027421     	|500            	|  0.13711        	|  0.025379       	|
on_train_epoch_end                 	|  0.00026562     	|500            	|  0.13281        	|  0.024584       	|
on_train_batch_start               	|  0.00010788     	|1000           	|  0.10788        	|  0.019969       	|
evaluation_batch_to_device         	|  0.00021545     	|313            	|  0.067435       	|  0.012482       	|
on_batch_start                     	|  3.685e-05      	|1000           	|  0.03685        	|  0.0068211      	|
on_train_end                       	|  0.024143       	|1              	|  0.024143       	|  0.0044689      	|
on_pretrain_routine_start          	|  0.023326       	|1              	|  0.023326       	|  0.0043176      	|
on_before_zero_grad                	|  2.0391e-05     	|1000           	|  0.020391       	|  0.0037744      	|
on_batch_end                       	|  1.3519e-05     	|1000           	|  0.013519       	|  0.0025025      	|
on_before_optimizer_step           	|  1.2649e-05     	|1000           	|  0.012649       	|  0.0023413      	|
on_after_backward                  	|  1.1108e-05     	|1000           	|  0.011108       	|  0.0020561      	|
on_before_backward                 	|  1.0646e-05     	|1000           	|  0.010646       	|  0.0019705      	|
configure_optimizers               	|  0.0089109      	|1              	|  0.0089109      	|  0.0016494      	|
training_step_end                  	|  7.4767e-06     	|1000           	|  0.0074767      	|  0.0013839      	|
on_validation_batch_end            	|  2.1152e-05     	|313            	|  0.0066207      	|  0.0012255      	|
on_epoch_start                     	|  1.1055e-05     	|501            	|  0.0055386      	|  0.0010252      	|
on_epoch_end                       	|  9.9891e-06     	|501            	|  0.0050045      	|  0.00092635     	|
on_validation_model_eval           	|  0.0039716      	|1              	|  0.0039716      	|  0.00073515     	|
on_validation_batch_start          	|  9.7498e-06     	|313            	|  0.0030517      	|  0.00056487     	|
validation_step_end                	|  5.0563e-06     	|313            	|  0.0015826      	|  0.00029295     	|
on_train_start                     	|  0.00073514     	|1              	|  0.00073514     	|  0.00013608     	|
on_validation_start                	|  0.00031671     	|1              	|  0.00031671     	|  5.8624e-05     	|
on_validation_end                  	|  0.00010768     	|1              	|  0.00010768     	|  1.9932e-05     	|
on_before_accelerator_backend_setup	|  1.9907e-05     	|2              	|  3.9814e-05     	|  7.3697e-06     	|
on_validation_epoch_end            	|  3.5697e-05     	|1              	|  3.5697e-05     	|  6.6076e-06     	|
teardown                           	|  1.5814e-05     	|2              	|  3.1629e-05     	|  5.8546e-06     	|
setup                              	|  1.4897e-05     	|2              	|  2.9795e-05     	|  5.5151e-06     	|
on_configure_sharded_model         	|  1.3996e-05     	|2              	|  2.7991e-05     	|  5.1812e-06     	|
on_fit_end                         	|  2.137e-05      	|1              	|  2.137e-05      	|  3.9556e-06     	|
on_fit_start                       	|  1.6862e-05     	|1              	|  1.6862e-05     	|  3.1212e-06     	|
on_val_dataloader                  	|  5.9709e-06     	|2              	|  1.1942e-05     	|  2.2105e-06     	|
prepare_data                       	|  5.796e-06      	|2              	|  1.1592e-05     	|  2.1457e-06     	|
configure_sharded_model            	|  5.1495e-06     	|2              	|  1.0299e-05     	|  1.9064e-06     	|
on_pretrain_routine_end            	|  9.9191e-06     	|1              	|  9.9191e-06     	|  1.836e-06      	|
on_validation_epoch_start          	|  8.9869e-06     	|1              	|  8.9869e-06     	|  1.6635e-06     	|
configure_callbacks                	|  4.4735e-06     	|2              	|  8.947e-06      	|  1.6561e-06     	|
on_train_dataloader                	|  4.558e-06      	|1              	|  4.558e-06      	|  8.437e-07      	|
