VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  596.13         	|  100 %          	|
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run_training_epoch                 	|  8.2844         	|63             	|  521.92         	|  87.552         	|
run_training_batch                 	|  0.38213        	|1000           	|  382.13         	|  64.101         	|
optimizer_step_with_closure_0      	|  0.379          	|1000           	|  379.0          	|  63.577         	|
training_step_and_backward         	|  0.27257        	|1000           	|  272.57         	|  45.724         	|
model_forward                      	|  0.13855        	|1000           	|  138.55         	|  23.242         	|
training_step                      	|  0.13836        	|1000           	|  138.36         	|  23.21          	|
backward                           	|  0.13244        	|1000           	|  132.44         	|  22.217         	|
run_validate_evaluation            	|  31.136         	|1              	|  31.136         	|  5.2231         	|
get_train_batch                    	|  0.029078       	|1063           	|  30.91          	|  5.1852         	|
fetch_next_train_batch             	|  0.029053       	|1063           	|  30.884         	|  5.1807         	|
evaluation_step_and_end            	|  0.22235        	|125            	|  27.794         	|  4.6625         	|
validation_step                    	|  0.22223        	|125            	|  27.779         	|  4.6599         	|
on_train_batch_end                 	|  0.0021929      	|1000           	|  2.1929         	|  0.36786        	|
zero_grad                          	|  0.0015483      	|1000           	|  1.5483         	|  0.25973        	|
get_validate_batch                 	|  0.0068766      	|126            	|  0.86645        	|  0.14535        	|
fetch_next_validate_batch          	|  0.0068529      	|126            	|  0.86346        	|  0.14485        	|
training_batch_to_device           	|  0.00030889     	|1000           	|  0.30889        	|  0.051816       	|
on_train_batch_start               	|  9.9448e-05     	|1000           	|  0.099448       	|  0.016682       	|
on_train_end                       	|  0.04709        	|1              	|  0.04709        	|  0.0078994      	|
evaluation_batch_to_device         	|  0.00029531     	|125            	|  0.036914       	|  0.0061923      	|
on_train_epoch_end                 	|  0.0004441      	|63             	|  0.027978       	|  0.0046933      	|
on_after_backward                  	|  2.5195e-05     	|1000           	|  0.025195       	|  0.0042265      	|
on_train_epoch_start               	|  0.00039928     	|63             	|  0.025154       	|  0.0042196      	|
on_pretrain_routine_start          	|  0.023513       	|1              	|  0.023513       	|  0.0039442      	|
on_batch_start                     	|  2.3428e-05     	|1000           	|  0.023428       	|  0.00393        	|
on_before_zero_grad                	|  1.8208e-05     	|1000           	|  0.018208       	|  0.0030543      	|
on_batch_end                       	|  1.6039e-05     	|1000           	|  0.016039       	|  0.0026905      	|
on_before_optimizer_step           	|  1.3907e-05     	|1000           	|  0.013907       	|  0.002333       	|
on_before_backward                 	|  1.3861e-05     	|1000           	|  0.013861       	|  0.0023252      	|
configure_optimizers               	|  0.010887       	|1              	|  0.010887       	|  0.0018262      	|
training_step_end                  	|  7.4007e-06     	|1000           	|  0.0074007      	|  0.0012415      	|
on_validation_batch_end            	|  4.1345e-05     	|125            	|  0.0051681      	|  0.00086695     	|
on_validation_model_eval           	|  0.0043763      	|1              	|  0.0043763      	|  0.00073412     	|
on_validation_batch_start          	|  1.8157e-05     	|125            	|  0.0022696      	|  0.00038073     	|
on_train_start                     	|  0.0020601      	|1              	|  0.0020601      	|  0.00034557     	|
validation_step_end                	|  9.3746e-06     	|125            	|  0.0011718      	|  0.00019657     	|
on_epoch_start                     	|  1.1952e-05     	|64             	|  0.00076493     	|  0.00012832     	|
on_epoch_end                       	|  1.1934e-05     	|64             	|  0.0007638      	|  0.00012813     	|
on_validation_start                	|  0.00066259     	|1              	|  0.00066259     	|  0.00011115     	|
on_validation_end                  	|  0.00019986     	|1              	|  0.00019986     	|  3.3527e-05     	|
teardown                           	|  4.2179e-05     	|2              	|  8.4357e-05     	|  1.4151e-05     	|
on_before_accelerator_backend_setup	|  3.6918e-05     	|2              	|  7.3835e-05     	|  1.2386e-05     	|
on_configure_sharded_model         	|  3.1302e-05     	|2              	|  6.2604e-05     	|  1.0502e-05     	|
setup                              	|  3.0514e-05     	|2              	|  6.1028e-05     	|  1.0237e-05     	|
on_fit_start                       	|  4.5e-05        	|1              	|  4.5e-05        	|  7.5487e-06     	|
on_fit_end                         	|  3.5996e-05     	|1              	|  3.5996e-05     	|  6.0383e-06     	|
on_val_dataloader                  	|  1.5285e-05     	|2              	|  3.057e-05      	|  5.1281e-06     	|
on_validation_epoch_end            	|  2.7385e-05     	|1              	|  2.7385e-05     	|  4.5938e-06     	|
configure_callbacks                	|  1.3516e-05     	|2              	|  2.7033e-05     	|  4.5347e-06     	|
prepare_data                       	|  8.4508e-06     	|2              	|  1.6902e-05     	|  2.8352e-06     	|
on_pretrain_routine_end            	|  1.6214e-05     	|1              	|  1.6214e-05     	|  2.7199e-06     	|
configure_sharded_model            	|  7.6508e-06     	|2              	|  1.5302e-05     	|  2.5668e-06     	|
on_validation_epoch_start          	|  1.242e-05      	|1              	|  1.242e-05      	|  2.0835e-06     	|
on_train_dataloader                	|  5.8208e-06     	|1              	|  5.8208e-06     	|  9.7643e-07     	|
