VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  381.93         	|  100 %          	|
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run_training_epoch                 	|  15.498         	|21             	|  325.46         	|  85.215         	|
run_training_batch                 	|  0.28128        	|1000           	|  281.28         	|  73.647         	|
optimizer_step_with_closure_0      	|  0.27806        	|1000           	|  278.06         	|  72.804         	|
training_step_and_backward         	|  0.2144         	|1000           	|  214.4          	|  56.134         	|
backward                           	|  0.10776        	|1000           	|  107.76         	|  28.214         	|
model_forward                      	|  0.10514        	|1000           	|  105.14         	|  27.529         	|
training_step                      	|  0.10495        	|1000           	|  104.95         	|  27.48          	|
run_validate_evaluation            	|  15.797         	|1              	|  15.797         	|  4.1361         	|
evaluation_step_and_end            	|  0.10735        	|125            	|  13.418         	|  3.5133         	|
validation_step                    	|  0.10723        	|125            	|  13.404         	|  3.5095         	|
get_train_batch                    	|  0.0087657      	|1021           	|  8.9498         	|  2.3433         	|
fetch_next_train_batch             	|  0.0087399      	|1021           	|  8.9235         	|  2.3364         	|
on_train_batch_end                 	|  0.002428       	|1000           	|  2.428          	|  0.63572        	|
zero_grad                          	|  0.0014603      	|1000           	|  1.4603         	|  0.38235        	|
get_validate_batch                 	|  0.0051819      	|126            	|  0.65291        	|  0.17095        	|
fetch_next_validate_batch          	|  0.0051552      	|126            	|  0.64955        	|  0.17007        	|
training_batch_to_device           	|  0.00026873     	|1000           	|  0.26873        	|  0.070361       	|
on_train_batch_start               	|  9.6443e-05     	|1000           	|  0.096443       	|  0.025251       	|
on_train_end                       	|  0.079508       	|1              	|  0.079508       	|  0.020817       	|
configure_optimizers               	|  0.039919       	|1              	|  0.039919       	|  0.010452       	|
evaluation_batch_to_device         	|  0.00027453     	|125            	|  0.034316       	|  0.0089849      	|
on_after_backward                  	|  2.7596e-05     	|1000           	|  0.027596       	|  0.0072253      	|
on_pretrain_routine_start          	|  0.024849       	|1              	|  0.024849       	|  0.006506       	|
on_batch_start                     	|  2.1724e-05     	|1000           	|  0.021724       	|  0.005688       	|
on_before_zero_grad                	|  1.7832e-05     	|1000           	|  0.017832       	|  0.004669       	|
on_batch_end                       	|  1.6169e-05     	|1000           	|  0.016169       	|  0.0042334      	|
on_before_backward                 	|  1.3394e-05     	|1000           	|  0.013394       	|  0.0035069      	|
on_before_optimizer_step           	|  1.321e-05      	|1000           	|  0.01321        	|  0.0034588      	|
on_train_epoch_start               	|  0.00048103     	|21             	|  0.010102       	|  0.0026449      	|
on_train_epoch_end                 	|  0.00047404     	|21             	|  0.0099549      	|  0.0026065      	|
training_step_end                  	|  7.2235e-06     	|1000           	|  0.0072235      	|  0.0018913      	|
on_validation_batch_end            	|  4.0922e-05     	|125            	|  0.0051153      	|  0.0013393      	|
on_validation_model_eval           	|  0.0048364      	|1              	|  0.0048364      	|  0.0012663      	|
on_validation_batch_start          	|  1.8344e-05     	|125            	|  0.002293       	|  0.00060036     	|
validation_step_end                	|  8.882e-06      	|125            	|  0.0011103      	|  0.00029069     	|
on_train_start                     	|  0.0011079      	|1              	|  0.0011079      	|  0.00029008     	|
on_validation_start                	|  0.00069204     	|1              	|  0.00069204     	|  0.0001812      	|
on_epoch_end                       	|  1.611e-05      	|22             	|  0.00035443     	|  9.2798e-05     	|
on_epoch_start                     	|  1.2464e-05     	|22             	|  0.0002742      	|  7.1793e-05     	|
on_validation_end                  	|  0.00014548     	|1              	|  0.00014548     	|  3.809e-05      	|
teardown                           	|  3.6706e-05     	|2              	|  7.3412e-05     	|  1.9221e-05     	|
on_fit_end                         	|  6.2864e-05     	|1              	|  6.2864e-05     	|  1.646e-05      	|
on_before_accelerator_backend_setup	|  2.6967e-05     	|2              	|  5.3935e-05     	|  1.4122e-05     	|
setup                              	|  2.5706e-05     	|2              	|  5.1413e-05     	|  1.3461e-05     	|
on_configure_sharded_model         	|  2.552e-05      	|2              	|  5.104e-05      	|  1.3364e-05     	|
on_fit_start                       	|  4.1867e-05     	|1              	|  4.1867e-05     	|  1.0962e-05     	|
on_validation_epoch_end            	|  3.2784e-05     	|1              	|  3.2784e-05     	|  8.5838e-06     	|
on_val_dataloader                  	|  1.3567e-05     	|2              	|  2.7133e-05     	|  7.1042e-06     	|
configure_sharded_model            	|  1.0459e-05     	|2              	|  2.0918e-05     	|  5.4767e-06     	|
configure_callbacks                	|  8.1938e-06     	|2              	|  1.6388e-05     	|  4.2907e-06     	|
prepare_data                       	|  7.9358e-06     	|2              	|  1.5872e-05     	|  4.1556e-06     	|
on_pretrain_routine_end            	|  1.4117e-05     	|1              	|  1.4117e-05     	|  3.6962e-06     	|
on_validation_epoch_start          	|  1.3495e-05     	|1              	|  1.3495e-05     	|  3.5333e-06     	|
on_train_dataloader                	|  9.153e-06      	|1              	|  9.153e-06      	|  2.3965e-06     	|
