VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1370.2         	|  100 %          	|
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run_training_epoch                 	|  2.6169         	|500            	|  1308.4         	|  95.494         	|
run_training_batch                 	|  0.37178        	|1000           	|  371.78         	|  27.133         	|
optimizer_step_with_closure_0      	|  0.36868        	|1000           	|  368.68         	|  26.907         	|
training_step_and_backward         	|  0.266          	|1000           	|  266.0          	|  19.413         	|
get_train_batch                    	|  0.10072        	|1500           	|  151.08         	|  11.026         	|
fetch_next_train_batch             	|  0.10068        	|1500           	|  151.02         	|  11.022         	|
model_forward                      	|  0.13855        	|1000           	|  138.55         	|  10.112         	|
training_step                      	|  0.13833        	|1000           	|  138.33         	|  10.096         	|
backward                           	|  0.12596        	|1000           	|  125.96         	|  9.1926         	|
run_validate_evaluation            	|  30.518         	|1              	|  30.518         	|  2.2272         	|
evaluation_step_and_end            	|  0.22067        	|125            	|  27.583         	|  2.0131         	|
validation_step                    	|  0.22055        	|125            	|  27.569         	|  2.012          	|
on_train_batch_end                 	|  0.0022789      	|1000           	|  2.2789         	|  0.16632        	|
zero_grad                          	|  0.001432       	|1000           	|  1.432          	|  0.10451        	|
get_validate_batch                 	|  0.0065721      	|126            	|  0.82809        	|  0.060436       	|
fetch_next_validate_batch          	|  0.006547       	|126            	|  0.82492        	|  0.060205       	|
training_batch_to_device           	|  0.00060392     	|1000           	|  0.60392        	|  0.044075       	|
on_train_epoch_end                 	|  0.00035924     	|500            	|  0.17962        	|  0.013109       	|
on_train_epoch_start               	|  0.00033819     	|500            	|  0.1691         	|  0.012341       	|
on_train_batch_start               	|  0.00010932     	|1000           	|  0.10932        	|  0.0079783      	|
on_batch_start                     	|  4.2989e-05     	|1000           	|  0.042989       	|  0.0031374      	|
on_train_end                       	|  0.042077       	|1              	|  0.042077       	|  0.0030709      	|
evaluation_batch_to_device         	|  0.00031119     	|125            	|  0.038898       	|  0.0028389      	|
on_after_backward                  	|  2.4094e-05     	|1000           	|  0.024094       	|  0.0017584      	|
on_pretrain_routine_start          	|  0.022155       	|1              	|  0.022155       	|  0.0016169      	|
on_before_zero_grad                	|  2.1454e-05     	|1000           	|  0.021454       	|  0.0015658      	|
on_batch_end                       	|  1.7202e-05     	|1000           	|  0.017202       	|  0.0012555      	|
on_before_backward                 	|  1.6508e-05     	|1000           	|  0.016508       	|  0.0012048      	|
on_before_optimizer_step           	|  1.5402e-05     	|1000           	|  0.015402       	|  0.0011241      	|
configure_optimizers               	|  0.0098604      	|1              	|  0.0098604      	|  0.00071964     	|
training_step_end                  	|  9.0289e-06     	|1000           	|  0.0090289      	|  0.00065895     	|
on_epoch_end                       	|  1.1395e-05     	|501            	|  0.0057088      	|  0.00041664     	|
on_epoch_start                     	|  1.1003e-05     	|501            	|  0.0055126      	|  0.00040232     	|
on_validation_batch_end            	|  4.2321e-05     	|125            	|  0.0052901      	|  0.00038608     	|
on_validation_model_eval           	|  0.0043336      	|1              	|  0.0043336      	|  0.00031628     	|
on_train_start                     	|  0.0026035      	|1              	|  0.0026035      	|  0.00019001     	|
on_validation_batch_start          	|  1.7361e-05     	|125            	|  0.0021701      	|  0.00015838     	|
validation_step_end                	|  9.1145e-06     	|125            	|  0.0011393      	|  8.3149e-05     	|
on_validation_start                	|  0.00059504     	|1              	|  0.00059504     	|  4.3427e-05     	|
on_validation_end                  	|  0.00017179     	|1              	|  0.00017179     	|  1.2538e-05     	|
teardown                           	|  3.8351e-05     	|2              	|  7.6702e-05     	|  5.5979e-06     	|
on_before_accelerator_backend_setup	|  3.1628e-05     	|2              	|  6.3255e-05     	|  4.6165e-06     	|
on_fit_end                         	|  5.8495e-05     	|1              	|  5.8495e-05     	|  4.2691e-06     	|
setup                              	|  2.6268e-05     	|2              	|  5.2536e-05     	|  3.8342e-06     	|
on_configure_sharded_model         	|  2.4065e-05     	|2              	|  4.8131e-05     	|  3.5127e-06     	|
on_fit_start                       	|  4.32e-05       	|1              	|  4.32e-05       	|  3.1529e-06     	|
on_validation_epoch_end            	|  2.9569e-05     	|1              	|  2.9569e-05     	|  2.1581e-06     	|
on_val_dataloader                  	|  1.2987e-05     	|2              	|  2.5975e-05     	|  1.8957e-06     	|
prepare_data                       	|  9.9884e-06     	|2              	|  1.9977e-05     	|  1.458e-06      	|
configure_callbacks                	|  8.4247e-06     	|2              	|  1.6849e-05     	|  1.2297e-06     	|
configure_sharded_model            	|  8.177e-06      	|2              	|  1.6354e-05     	|  1.1936e-06     	|
on_validation_epoch_start          	|  1.3042e-05     	|1              	|  1.3042e-05     	|  9.5185e-07     	|
on_pretrain_routine_end            	|  1.2673e-05     	|1              	|  1.2673e-05     	|  9.2494e-07     	|
on_train_dataloader                	|  7.1954e-06     	|1              	|  7.1954e-06     	|  5.2514e-07     	|
