VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  666.86         	|  100 %          	|
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run_training_epoch                 	|  3.6784         	|167            	|  614.29         	|  92.116         	|
run_training_batch                 	|  0.24941        	|1000           	|  249.41         	|  37.4           	|
optimizer_step_with_closure_0      	|  0.24721        	|1000           	|  247.21         	|  37.071         	|
training_step_and_backward         	|  0.18456        	|1000           	|  184.56         	|  27.676         	|
model_forward                      	|  0.09533        	|1000           	|  95.33          	|  14.295         	|
training_step                      	|  0.095151       	|1000           	|  95.151         	|  14.269         	|
backward                           	|  0.08786        	|1000           	|  87.86          	|  13.175         	|
get_train_batch                    	|  0.068429       	|1167           	|  79.857         	|  11.975         	|
fetch_next_train_batch             	|  0.068401       	|1167           	|  79.824         	|  11.97          	|
run_validate_evaluation            	|  16.385         	|1              	|  16.385         	|  2.457          	|
evaluation_step_and_end            	|  0.104          	|125            	|  13.001         	|  1.9495         	|
validation_step                    	|  0.10393        	|125            	|  12.991         	|  1.9481         	|
on_train_batch_end                 	|  0.0016128      	|1000           	|  1.6128         	|  0.24185        	|
zero_grad                          	|  0.0013403      	|1000           	|  1.3403         	|  0.20099        	|
get_validate_batch                 	|  0.0073157      	|126            	|  0.92178        	|  0.13823        	|
fetch_next_validate_batch          	|  0.0072972      	|126            	|  0.91945        	|  0.13788        	|
training_batch_to_device           	|  0.00033118     	|1000           	|  0.33118        	|  0.049663       	|
on_train_end                       	|  0.19349        	|1              	|  0.19349        	|  0.029014       	|
on_train_batch_start               	|  9.4525e-05     	|1000           	|  0.094525       	|  0.014175       	|
on_train_epoch_start               	|  0.00032898     	|167            	|  0.05494        	|  0.0082386      	|
on_train_epoch_end                 	|  0.00030141     	|167            	|  0.050335       	|  0.007548       	|
evaluation_batch_to_device         	|  0.00022949     	|125            	|  0.028687       	|  0.0043017      	|
on_batch_start                     	|  2.6946e-05     	|1000           	|  0.026946       	|  0.0040408      	|
on_pretrain_routine_start          	|  0.022436       	|1              	|  0.022436       	|  0.0033645      	|
on_after_backward                  	|  1.8891e-05     	|1000           	|  0.018891       	|  0.0028329      	|
on_before_zero_grad                	|  1.7008e-05     	|1000           	|  0.017008       	|  0.0025504      	|
on_batch_end                       	|  1.5065e-05     	|1000           	|  0.015065       	|  0.0022591      	|
on_before_backward                 	|  1.1798e-05     	|1000           	|  0.011798       	|  0.0017693      	|
on_before_optimizer_step           	|  1.1687e-05     	|1000           	|  0.011687       	|  0.0017526      	|
configure_optimizers               	|  0.011681       	|1              	|  0.011681       	|  0.0017517      	|
training_step_end                  	|  7.0413e-06     	|1000           	|  0.0070413      	|  0.0010559      	|
on_validation_model_eval           	|  0.0046041      	|1              	|  0.0046041      	|  0.00069041     	|
on_validation_batch_end            	|  2.7684e-05     	|125            	|  0.0034605      	|  0.00051892     	|
on_epoch_end                       	|  1.0692e-05     	|168            	|  0.0017963      	|  0.00026937     	|
on_epoch_start                     	|  1.0555e-05     	|168            	|  0.0017732      	|  0.0002659      	|
on_train_start                     	|  0.0017316      	|1              	|  0.0017316      	|  0.00025966     	|
on_validation_batch_start          	|  1.2892e-05     	|125            	|  0.0016115      	|  0.00024166     	|
validation_step_end                	|  6.6515e-06     	|125            	|  0.00083144     	|  0.00012468     	|
on_validation_start                	|  0.000618       	|1              	|  0.000618       	|  9.2673e-05     	|
on_validation_end                  	|  0.00017493     	|1              	|  0.00017493     	|  2.6232e-05     	|
on_fit_end                         	|  6.1454e-05     	|1              	|  6.1454e-05     	|  9.2155e-06     	|
on_before_accelerator_backend_setup	|  2.4976e-05     	|2              	|  4.9952e-05     	|  7.4907e-06     	|
setup                              	|  2.321e-05      	|2              	|  4.6421e-05     	|  6.9611e-06     	|
on_configure_sharded_model         	|  2.1836e-05     	|2              	|  4.3672e-05     	|  6.5488e-06     	|
teardown                           	|  2.1521e-05     	|2              	|  4.3042e-05     	|  6.4544e-06     	|
on_validation_epoch_end            	|  4.1423e-05     	|1              	|  4.1423e-05     	|  6.2117e-06     	|
on_fit_start                       	|  4.0701e-05     	|1              	|  4.0701e-05     	|  6.1033e-06     	|
on_val_dataloader                  	|  1.3076e-05     	|2              	|  2.6152e-05     	|  3.9216e-06     	|
configure_callbacks                	|  1.1118e-05     	|2              	|  2.2236e-05     	|  3.3345e-06     	|
prepare_data                       	|  7.2839e-06     	|2              	|  1.4568e-05     	|  2.1845e-06     	|
on_pretrain_routine_end            	|  1.4324e-05     	|1              	|  1.4324e-05     	|  2.1479e-06     	|
configure_sharded_model            	|  6.3805e-06     	|2              	|  1.2761e-05     	|  1.9136e-06     	|
on_validation_epoch_start          	|  1.1213e-05     	|1              	|  1.1213e-05     	|  1.6815e-06     	|
on_train_dataloader                	|  6.7279e-06     	|1              	|  6.7279e-06     	|  1.0089e-06     	|
