VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1511.3         	|  100 %          	|
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run_training_epoch                 	|  2.906          	|500            	|  1453.0         	|  96.144         	|
run_training_batch                 	|  0.39592        	|1000           	|  395.92         	|  26.198         	|
optimizer_step_with_closure_0      	|  0.39229        	|1000           	|  392.29         	|  25.958         	|
training_step_and_backward         	|  0.28835        	|1000           	|  288.35         	|  19.08          	|
get_train_batch                    	|  0.11257        	|1500           	|  168.86         	|  11.173         	|
fetch_next_train_batch             	|  0.11253        	|1500           	|  168.8          	|  11.17          	|
model_forward                      	|  0.1562         	|1000           	|  156.2          	|  10.336         	|
training_step                      	|  0.15598        	|1000           	|  155.98         	|  10.321         	|
backward                           	|  0.13065        	|1000           	|  130.65         	|  8.6452         	|
run_validate_evaluation            	|  30.827         	|1              	|  30.827         	|  2.0398         	|
evaluation_step_and_end            	|  0.22282        	|125            	|  27.852         	|  1.843          	|
validation_step                    	|  0.2227         	|125            	|  27.837         	|  1.842          	|
on_train_batch_end                 	|  0.0022788      	|1000           	|  2.2788         	|  0.15079        	|
zero_grad                          	|  0.0014624      	|1000           	|  1.4624         	|  0.096767       	|
get_validate_batch                 	|  0.0051555      	|126            	|  0.64959        	|  0.042984       	|
fetch_next_validate_batch          	|  0.0051295      	|126            	|  0.64632        	|  0.042767       	|
training_batch_to_device           	|  0.0006129      	|1000           	|  0.6129         	|  0.040555       	|
on_train_epoch_start               	|  0.00035433     	|500            	|  0.17716        	|  0.011723       	|
on_train_epoch_end                 	|  0.00034682     	|500            	|  0.17341        	|  0.011474       	|
on_train_batch_start               	|  0.00011088     	|1000           	|  0.11088        	|  0.0073369      	|
on_batch_start                     	|  4.724e-05      	|1000           	|  0.04724        	|  0.0031259      	|
on_train_end                       	|  0.047086       	|1              	|  0.047086       	|  0.0031157      	|
evaluation_batch_to_device         	|  0.00027291     	|125            	|  0.034113       	|  0.0022573      	|
on_after_backward                  	|  2.4697e-05     	|1000           	|  0.024697       	|  0.0016342      	|
on_pretrain_routine_start          	|  0.02461        	|1              	|  0.02461        	|  0.0016285      	|
on_before_zero_grad                	|  2.3035e-05     	|1000           	|  0.023035       	|  0.0015242      	|
on_before_optimizer_step           	|  1.6618e-05     	|1000           	|  0.016618       	|  0.0010996      	|
on_batch_end                       	|  1.6174e-05     	|1000           	|  0.016174       	|  0.0010702      	|
on_before_backward                 	|  1.3443e-05     	|1000           	|  0.013443       	|  0.00088951     	|
training_step_end                  	|  9.4059e-06     	|1000           	|  0.0094059      	|  0.00062239     	|
configure_optimizers               	|  0.0092204      	|1              	|  0.0092204      	|  0.00061012     	|
on_epoch_end                       	|  1.186e-05      	|501            	|  0.0059419      	|  0.00039318     	|
on_epoch_start                     	|  1.1571e-05     	|501            	|  0.0057969      	|  0.00038358     	|
on_validation_batch_end            	|  4.1705e-05     	|125            	|  0.0052131      	|  0.00034495     	|
on_validation_model_eval           	|  0.0036068      	|1              	|  0.0036068      	|  0.00023866     	|
on_validation_batch_start          	|  1.8685e-05     	|125            	|  0.0023356      	|  0.00015455     	|
on_train_start                     	|  0.0019967      	|1              	|  0.0019967      	|  0.00013212     	|
validation_step_end                	|  9.2111e-06     	|125            	|  0.0011514      	|  7.6187e-05     	|
on_validation_start                	|  0.00044997     	|1              	|  0.00044997     	|  2.9774e-05     	|
on_validation_end                  	|  0.00015086     	|1              	|  0.00015086     	|  9.9821e-06     	|
on_configure_sharded_model         	|  2.6454e-05     	|2              	|  5.2908e-05     	|  3.501e-06      	|
on_before_accelerator_backend_setup	|  2.611e-05      	|2              	|  5.2219e-05     	|  3.4553e-06     	|
setup                              	|  2.5647e-05     	|2              	|  5.1294e-05     	|  3.3941e-06     	|
teardown                           	|  2.3039e-05     	|2              	|  4.6078e-05     	|  3.049e-06      	|
on_validation_epoch_end            	|  3.1026e-05     	|1              	|  3.1026e-05     	|  2.053e-06      	|
on_fit_end                         	|  2.7679e-05     	|1              	|  2.7679e-05     	|  1.8315e-06     	|
on_fit_start                       	|  1.7939e-05     	|1              	|  1.7939e-05     	|  1.187e-06      	|
configure_sharded_model            	|  8.8019e-06     	|2              	|  1.7604e-05     	|  1.1648e-06     	|
on_val_dataloader                  	|  7.2727e-06     	|2              	|  1.4545e-05     	|  9.6247e-07     	|
prepare_data                       	|  7.1535e-06     	|2              	|  1.4307e-05     	|  9.4669e-07     	|
configure_callbacks                	|  7.0175e-06     	|2              	|  1.4035e-05     	|  9.287e-07      	|
on_pretrain_routine_end            	|  1.2539e-05     	|1              	|  1.2539e-05     	|  8.2973e-07     	|
on_validation_epoch_start          	|  1.1114e-05     	|1              	|  1.1114e-05     	|  7.3544e-07     	|
on_train_dataloader                	|  5.7444e-06     	|1              	|  5.7444e-06     	|  3.8011e-07     	|
