VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1614.6         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.1147         	|500            	|  1557.4         	|  96.453         	|
run_training_batch                 	|  0.27585        	|1000           	|  275.85         	|  17.084         	|
optimizer_step_with_closure_0      	|  0.27186        	|1000           	|  271.86         	|  16.837         	|
training_step_and_backward         	|  0.20614        	|1000           	|  206.14         	|  12.767         	|
get_train_batch                    	|  0.12633        	|1500           	|  189.49         	|  11.736         	|
fetch_next_train_batch             	|  0.12629        	|1500           	|  189.43         	|  11.732         	|
model_forward                      	|  0.10708        	|1000           	|  107.08         	|  6.6319         	|
training_step                      	|  0.10685        	|1000           	|  106.85         	|  6.6174         	|
backward                           	|  0.097459       	|1000           	|  97.459         	|  6.036          	|
run_validate_evaluation            	|  30.654         	|1              	|  30.654         	|  1.8985         	|
evaluation_step_and_end            	|  0.084762       	|313            	|  26.53          	|  1.6431         	|
validation_step                    	|  0.084694       	|313            	|  26.509         	|  1.6418         	|
on_train_batch_end                 	|  0.0023686      	|1000           	|  2.3686         	|  0.1467         	|
zero_grad                          	|  0.0015494      	|1000           	|  1.5494         	|  0.095959       	|
get_validate_batch                 	|  0.0033803      	|314            	|  1.0614         	|  0.065738       	|
fetch_next_validate_batch          	|  0.0033631      	|314            	|  1.056          	|  0.065403       	|
training_batch_to_device           	|  0.00073319     	|1000           	|  0.73319        	|  0.045409       	|
on_train_epoch_end                 	|  0.00034763     	|500            	|  0.17381        	|  0.010765       	|
on_train_epoch_start               	|  0.00033608     	|500            	|  0.16804        	|  0.010407       	|
on_train_batch_start               	|  0.00011908     	|1000           	|  0.11908        	|  0.007375       	|
evaluation_batch_to_device         	|  0.00019299     	|313            	|  0.060406       	|  0.0037412      	|
on_batch_start                     	|  5.107e-05      	|1000           	|  0.05107        	|  0.0031629      	|
on_train_end                       	|  0.044032       	|1              	|  0.044032       	|  0.0027271      	|
on_after_backward                  	|  2.6756e-05     	|1000           	|  0.026756       	|  0.0016571      	|
on_before_zero_grad                	|  2.2753e-05     	|1000           	|  0.022753       	|  0.0014092      	|
on_pretrain_routine_start          	|  0.022595       	|1              	|  0.022595       	|  0.0013994      	|
on_before_optimizer_step           	|  1.9467e-05     	|1000           	|  0.019467       	|  0.0012056      	|
on_batch_end                       	|  1.8019e-05     	|1000           	|  0.018019       	|  0.001116       	|
on_before_backward                 	|  1.4029e-05     	|1000           	|  0.014029       	|  0.00086887     	|
configure_optimizers               	|  0.010063       	|1              	|  0.010063       	|  0.00062324     	|
training_step_end                  	|  8.7697e-06     	|1000           	|  0.0087697      	|  0.00054314     	|
on_validation_batch_end            	|  2.5514e-05     	|313            	|  0.007986       	|  0.0004946      	|
on_epoch_end                       	|  1.29e-05       	|501            	|  0.0064631      	|  0.00040028     	|
on_epoch_start                     	|  1.119e-05      	|501            	|  0.0056064      	|  0.00034722     	|
on_validation_model_eval           	|  0.0041897      	|1              	|  0.0041897      	|  0.00025948     	|
on_validation_batch_start          	|  1.2511e-05     	|313            	|  0.0039161      	|  0.00024254     	|
validation_step_end                	|  5.9703e-06     	|313            	|  0.0018687      	|  0.00011573     	|
on_train_start                     	|  0.00076326     	|1              	|  0.00076326     	|  4.7271e-05     	|
on_validation_start                	|  0.00051083     	|1              	|  0.00051083     	|  3.1637e-05     	|
on_validation_end                  	|  0.00014911     	|1              	|  0.00014911     	|  9.2346e-06     	|
on_fit_end                         	|  9.824e-05      	|1              	|  9.824e-05      	|  6.0843e-06     	|
on_before_accelerator_backend_setup	|  3.338e-05      	|2              	|  6.6761e-05     	|  4.1347e-06     	|
on_configure_sharded_model         	|  3.0939e-05     	|2              	|  6.1879e-05     	|  3.8324e-06     	|
setup                              	|  2.9002e-05     	|2              	|  5.8005e-05     	|  3.5924e-06     	|
teardown                           	|  2.2859e-05     	|2              	|  4.5719e-05     	|  2.8315e-06     	|
on_validation_epoch_end            	|  3.2471e-05     	|1              	|  3.2471e-05     	|  2.0111e-06     	|
configure_callbacks                	|  1.1914e-05     	|2              	|  2.3829e-05     	|  1.4758e-06     	|
on_val_dataloader                  	|  1.1089e-05     	|2              	|  2.2179e-05     	|  1.3736e-06     	|
on_fit_start                       	|  2.1687e-05     	|1              	|  2.1687e-05     	|  1.3431e-06     	|
on_pretrain_routine_end            	|  2.0996e-05     	|1              	|  2.0996e-05     	|  1.3003e-06     	|
prepare_data                       	|  8.5765e-06     	|2              	|  1.7153e-05     	|  1.0623e-06     	|
configure_sharded_model            	|  7.6583e-06     	|2              	|  1.5317e-05     	|  9.486e-07      	|
on_validation_epoch_start          	|  1.0053e-05     	|1              	|  1.0053e-05     	|  6.226e-07      	|
on_train_dataloader                	|  9.9521e-06     	|1              	|  9.9521e-06     	|  6.1637e-07     	|
