VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  581.13         	|  100 %          	|
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run_training_epoch                 	|  8.086          	|63             	|  509.42         	|  87.659         	|
run_training_batch                 	|  0.37301        	|1000           	|  373.01         	|  64.187         	|
optimizer_step_with_closure_0      	|  0.37041        	|1000           	|  370.41         	|  63.739         	|
training_step_and_backward         	|  0.2653         	|1000           	|  265.3          	|  45.651         	|
model_forward                      	|  0.13708        	|1000           	|  137.08         	|  23.588         	|
training_step                      	|  0.1369         	|1000           	|  136.9          	|  23.557         	|
backward                           	|  0.12674        	|1000           	|  126.74         	|  21.809         	|
get_train_batch                    	|  0.029142       	|1063           	|  30.978         	|  5.3307         	|
fetch_next_train_batch             	|  0.029119       	|1063           	|  30.953         	|  5.3263         	|
run_validate_evaluation            	|  30.905         	|1              	|  30.905         	|  5.3181         	|
evaluation_step_and_end            	|  0.22121        	|125            	|  27.651         	|  4.7582         	|
validation_step                    	|  0.2211         	|125            	|  27.637         	|  4.7557         	|
on_train_batch_end                 	|  0.0017857      	|1000           	|  1.7857         	|  0.30728        	|
zero_grad                          	|  0.0014453      	|1000           	|  1.4453         	|  0.24871        	|
get_validate_batch                 	|  0.0067154      	|126            	|  0.84614        	|  0.1456         	|
fetch_next_validate_batch          	|  0.0066889      	|126            	|  0.84281        	|  0.14503        	|
training_batch_to_device           	|  0.0002544      	|1000           	|  0.2544         	|  0.043777       	|
on_train_batch_start               	|  0.00013292     	|1000           	|  0.13292        	|  0.022873       	|
on_train_end                       	|  0.043983       	|1              	|  0.043983       	|  0.0075685      	|
evaluation_batch_to_device         	|  0.00031572     	|125            	|  0.039465       	|  0.0067911      	|
on_train_epoch_end                 	|  0.0003697      	|63             	|  0.023291       	|  0.0040079      	|
on_train_epoch_start               	|  0.00036544     	|63             	|  0.023022       	|  0.0039616      	|
on_pretrain_routine_start          	|  0.022802       	|1              	|  0.022802       	|  0.0039237      	|
on_batch_start                     	|  2.2492e-05     	|1000           	|  0.022492       	|  0.0038704      	|
on_after_backward                  	|  2.0539e-05     	|1000           	|  0.020539       	|  0.0035343      	|
on_before_zero_grad                	|  1.6761e-05     	|1000           	|  0.016761       	|  0.0028842      	|
on_batch_end                       	|  1.5635e-05     	|1000           	|  0.015635       	|  0.0026905      	|
on_before_optimizer_step           	|  1.2911e-05     	|1000           	|  0.012911       	|  0.0022217      	|
on_before_backward                 	|  1.2608e-05     	|1000           	|  0.012608       	|  0.0021695      	|
configure_optimizers               	|  0.011277       	|1              	|  0.011277       	|  0.0019405      	|
training_step_end                  	|  6.9222e-06     	|1000           	|  0.0069222      	|  0.0011912      	|
on_validation_batch_end            	|  4.4806e-05     	|125            	|  0.0056007      	|  0.00096376     	|
on_validation_model_eval           	|  0.0045588      	|1              	|  0.0045588      	|  0.00078446     	|
on_validation_batch_start          	|  1.7091e-05     	|125            	|  0.0021364      	|  0.00036763     	|
on_train_start                     	|  0.0020173      	|1              	|  0.0020173      	|  0.00034713     	|
validation_step_end                	|  8.8203e-06     	|125            	|  0.0011025      	|  0.00018972     	|
on_epoch_end                       	|  1.1449e-05     	|64             	|  0.00073272     	|  0.00012608     	|
on_epoch_start                     	|  1.1067e-05     	|64             	|  0.0007083      	|  0.00012188     	|
on_validation_start                	|  0.00070507     	|1              	|  0.00070507     	|  0.00012133     	|
on_validation_end                  	|  0.00025679     	|1              	|  0.00025679     	|  4.4188e-05     	|
teardown                           	|  4.0398e-05     	|2              	|  8.0796e-05     	|  1.3903e-05     	|
on_before_accelerator_backend_setup	|  3.0627e-05     	|2              	|  6.1255e-05     	|  1.0541e-05     	|
setup                              	|  2.8296e-05     	|2              	|  5.6593e-05     	|  9.7383e-06     	|
on_fit_start                       	|  4.8188e-05     	|1              	|  4.8188e-05     	|  8.2921e-06     	|
on_configure_sharded_model         	|  2.3981e-05     	|2              	|  4.7961e-05     	|  8.253e-06      	|
on_validation_epoch_end            	|  3.4316e-05     	|1              	|  3.4316e-05     	|  5.9049e-06     	|
on_fit_end                         	|  2.9627e-05     	|1              	|  2.9627e-05     	|  5.0982e-06     	|
on_val_dataloader                  	|  1.1619e-05     	|2              	|  2.3238e-05     	|  3.9988e-06     	|
configure_callbacks                	|  8.5169e-06     	|2              	|  1.7034e-05     	|  2.9311e-06     	|
configure_sharded_model            	|  8.0289e-06     	|2              	|  1.6058e-05     	|  2.7632e-06     	|
on_pretrain_routine_end            	|  1.3802e-05     	|1              	|  1.3802e-05     	|  2.375e-06      	|
prepare_data                       	|  6.8741e-06     	|2              	|  1.3748e-05     	|  2.3657e-06     	|
on_validation_epoch_start          	|  1.215e-05      	|1              	|  1.215e-05      	|  2.0907e-06     	|
on_train_dataloader                	|  6.5193e-06     	|1              	|  6.5193e-06     	|  1.1218e-06     	|
