VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  590.54         	|  100 %          	|
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run_training_epoch                 	|  8.2135         	|63             	|  517.45         	|  87.622         	|
run_training_batch                 	|  0.37854        	|1000           	|  378.54         	|  64.1           	|
optimizer_step_with_closure_0      	|  0.37545        	|1000           	|  375.45         	|  63.577         	|
training_step_and_backward         	|  0.27046        	|1000           	|  270.46         	|  45.798         	|
model_forward                      	|  0.13744        	|1000           	|  137.44         	|  23.274         	|
training_step                      	|  0.13725        	|1000           	|  137.25         	|  23.241         	|
backward                           	|  0.13144        	|1000           	|  131.44         	|  22.258         	|
get_train_batch                    	|  0.029892       	|1063           	|  31.775         	|  5.3807         	|
fetch_next_train_batch             	|  0.029867       	|1063           	|  31.749         	|  5.3762         	|
run_validate_evaluation            	|  31.159         	|1              	|  31.159         	|  5.2764         	|
evaluation_step_and_end            	|  0.22263        	|125            	|  27.828         	|  4.7123         	|
validation_step                    	|  0.22251        	|125            	|  27.814         	|  4.7099         	|
on_train_batch_end                 	|  0.0022185      	|1000           	|  2.2185         	|  0.37568        	|
zero_grad                          	|  0.0015266      	|1000           	|  1.5266         	|  0.2585         	|
get_validate_batch                 	|  0.006973       	|126            	|  0.8786         	|  0.14878        	|
fetch_next_validate_batch          	|  0.0069488      	|126            	|  0.87555        	|  0.14826        	|
training_batch_to_device           	|  0.00033352     	|1000           	|  0.33352        	|  0.056476       	|
on_train_batch_start               	|  9.8713e-05     	|1000           	|  0.098713       	|  0.016716       	|
on_train_end                       	|  0.045239       	|1              	|  0.045239       	|  0.0076605      	|
evaluation_batch_to_device         	|  0.00027138     	|125            	|  0.033922       	|  0.0057442      	|
on_train_epoch_end                 	|  0.00042446     	|63             	|  0.026741       	|  0.0045282      	|
on_train_epoch_start               	|  0.00039806     	|63             	|  0.025078       	|  0.0042465      	|
on_after_backward                  	|  2.4317e-05     	|1000           	|  0.024317       	|  0.0041177      	|
on_pretrain_routine_start          	|  0.022938       	|1              	|  0.022938       	|  0.0038841      	|
on_batch_start                     	|  2.1501e-05     	|1000           	|  0.021501       	|  0.0036409      	|
on_batch_end                       	|  1.8354e-05     	|1000           	|  0.018354       	|  0.003108       	|
on_before_zero_grad                	|  1.7273e-05     	|1000           	|  0.017273       	|  0.002925       	|
on_before_optimizer_step           	|  1.5676e-05     	|1000           	|  0.015676       	|  0.0026544      	|
on_before_backward                 	|  1.3718e-05     	|1000           	|  0.013718       	|  0.002323       	|
configure_optimizers               	|  0.011955       	|1              	|  0.011955       	|  0.0020243      	|
training_step_end                  	|  7.0433e-06     	|1000           	|  0.0070433      	|  0.0011927      	|
on_validation_batch_end            	|  3.926e-05      	|125            	|  0.0049075      	|  0.00083101     	|
on_validation_model_eval           	|  0.0047187      	|1              	|  0.0047187      	|  0.00079903     	|
on_validation_batch_start          	|  1.6954e-05     	|125            	|  0.0021193      	|  0.00035887     	|
on_train_start                     	|  0.0019166      	|1              	|  0.0019166      	|  0.00032455     	|
validation_step_end                	|  8.8405e-06     	|125            	|  0.0011051      	|  0.00018713     	|
on_epoch_end                       	|  1.2908e-05     	|64             	|  0.00082608     	|  0.00013989     	|
on_validation_start                	|  0.00078022     	|1              	|  0.00078022     	|  0.00013212     	|
on_epoch_start                     	|  1.1642e-05     	|64             	|  0.0007451      	|  0.00012617     	|
on_validation_end                  	|  0.00021833     	|1              	|  0.00021833     	|  3.6971e-05     	|
on_before_accelerator_backend_setup	|  3.3159e-05     	|2              	|  6.6318e-05     	|  1.123e-05      	|
setup                              	|  3.2197e-05     	|2              	|  6.4394e-05     	|  1.0904e-05     	|
on_configure_sharded_model         	|  2.7496e-05     	|2              	|  5.4993e-05     	|  9.3122e-06     	|
teardown                           	|  2.3428e-05     	|2              	|  4.6857e-05     	|  7.9345e-06     	|
on_fit_start                       	|  4.3981e-05     	|1              	|  4.3981e-05     	|  7.4475e-06     	|
on_validation_epoch_end            	|  3.2702e-05     	|1              	|  3.2702e-05     	|  5.5377e-06     	|
on_val_dataloader                  	|  1.4747e-05     	|2              	|  2.9495e-05     	|  4.9945e-06     	|
on_fit_end                         	|  2.7427e-05     	|1              	|  2.7427e-05     	|  4.6444e-06     	|
configure_callbacks                	|  1.2974e-05     	|2              	|  2.5949e-05     	|  4.394e-06      	|
configure_sharded_model            	|  8.394e-06      	|2              	|  1.6788e-05     	|  2.8428e-06     	|
on_pretrain_routine_end            	|  1.5147e-05     	|1              	|  1.5147e-05     	|  2.5649e-06     	|
prepare_data                       	|  7.472e-06      	|2              	|  1.4944e-05     	|  2.5305e-06     	|
on_validation_epoch_start          	|  1.2601e-05     	|1              	|  1.2601e-05     	|  2.1338e-06     	|
on_train_dataloader                	|  8.2757e-06     	|1              	|  8.2757e-06     	|  1.4014e-06     	|
