VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  552.38         	|  100 %          	|
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run_training_epoch                 	|  0.87804        	|500            	|  439.02         	|  79.478         	|
run_training_batch                 	|  0.28824        	|1000           	|  288.24         	|  52.182         	|
optimizer_step_with_closure_0      	|  0.28558        	|1000           	|  285.58         	|  51.701         	|
training_step_and_backward         	|  0.21773        	|1000           	|  217.73         	|  39.416         	|
model_forward                      	|  0.1324         	|1000           	|  132.4          	|  23.968         	|
training_step                      	|  0.13223        	|1000           	|  132.23         	|  23.938         	|
backward                           	|  0.083942       	|1000           	|  83.942         	|  15.196         	|
run_validate_evaluation            	|  70.464         	|1              	|  70.464         	|  12.756         	|
evaluation_step_and_end            	|  0.22001        	|313            	|  68.862         	|  12.467         	|
validation_step                    	|  0.21996        	|313            	|  68.846         	|  12.464         	|
get_train_batch                    	|  0.02856        	|1500           	|  42.84          	|  7.7556         	|
fetch_next_train_batch             	|  0.028528       	|1500           	|  42.792         	|  7.7468         	|
zero_grad                          	|  0.0013566      	|1000           	|  1.3566         	|  0.24559        	|
on_train_batch_end                 	|  0.0013077      	|1000           	|  1.3077         	|  0.23674        	|
training_batch_to_device           	|  0.00059565     	|1000           	|  0.59565        	|  0.10783        	|
get_validate_batch                 	|  0.0018056      	|314            	|  0.56694        	|  0.10264        	|
fetch_next_validate_batch          	|  0.0017915      	|314            	|  0.56252        	|  0.10184        	|
on_train_epoch_end                 	|  0.00027537     	|500            	|  0.13769        	|  0.024926       	|
on_train_epoch_start               	|  0.00026189     	|500            	|  0.13094        	|  0.023706       	|
on_train_batch_start               	|  0.00010557     	|1000           	|  0.10557        	|  0.019111       	|
evaluation_batch_to_device         	|  0.00021397     	|313            	|  0.066973       	|  0.012124       	|
on_batch_start                     	|  3.6331e-05     	|1000           	|  0.036331       	|  0.0065772      	|
on_train_end                       	|  0.024125       	|1              	|  0.024125       	|  0.0043675      	|
on_pretrain_routine_start          	|  0.023037       	|1              	|  0.023037       	|  0.0041705      	|
on_before_zero_grad                	|  2.2108e-05     	|1000           	|  0.022108       	|  0.0040024      	|
on_batch_end                       	|  1.346e-05      	|1000           	|  0.01346        	|  0.0024368      	|
on_before_optimizer_step           	|  1.1954e-05     	|1000           	|  0.011954       	|  0.0021641      	|
on_before_backward                 	|  1.1172e-05     	|1000           	|  0.011172       	|  0.0020225      	|
on_after_backward                  	|  1.1006e-05     	|1000           	|  0.011006       	|  0.0019924      	|
configure_optimizers               	|  0.0081002      	|1              	|  0.0081002      	|  0.0014664      	|
training_step_end                  	|  7.5555e-06     	|1000           	|  0.0075555      	|  0.0013678      	|
on_validation_batch_end            	|  1.877e-05      	|313            	|  0.005875       	|  0.0010636      	|
on_epoch_start                     	|  1.0532e-05     	|501            	|  0.0052763      	|  0.0009552      	|
on_epoch_end                       	|  1.038e-05      	|501            	|  0.0052005      	|  0.00094147     	|
on_validation_model_eval           	|  0.0042169      	|1              	|  0.0042169      	|  0.00076341     	|
on_validation_batch_start          	|  9.8635e-06     	|313            	|  0.0030873      	|  0.00055891     	|
validation_step_end                	|  4.8166e-06     	|313            	|  0.0015076      	|  0.00027293     	|
on_train_start                     	|  0.00069591     	|1              	|  0.00069591     	|  0.00012598     	|
on_validation_start                	|  0.00032574     	|1              	|  0.00032574     	|  5.897e-05      	|
on_validation_end                  	|  0.0001001      	|1              	|  0.0001001      	|  1.8121e-05     	|
on_before_accelerator_backend_setup	|  1.8089e-05     	|2              	|  3.6178e-05     	|  6.5495e-06     	|
on_validation_epoch_end            	|  3.2982e-05     	|1              	|  3.2982e-05     	|  5.9709e-06     	|
teardown                           	|  1.6316e-05     	|2              	|  3.2631e-05     	|  5.9074e-06     	|
setup                              	|  1.3741e-05     	|2              	|  2.7482e-05     	|  4.9752e-06     	|
on_configure_sharded_model         	|  1.3134e-05     	|2              	|  2.6268e-05     	|  4.7554e-06     	|
on_fit_end                         	|  2.2612e-05     	|1              	|  2.2612e-05     	|  4.0936e-06     	|
on_fit_start                       	|  1.5519e-05     	|1              	|  1.5519e-05     	|  2.8095e-06     	|
on_val_dataloader                  	|  5.766e-06      	|2              	|  1.1532e-05     	|  2.0877e-06     	|
prepare_data                       	|  5.36e-06       	|2              	|  1.072e-05      	|  1.9407e-06     	|
configure_sharded_model            	|  4.7935e-06     	|2              	|  9.5869e-06     	|  1.7356e-06     	|
on_validation_epoch_start          	|  9.318e-06      	|1              	|  9.318e-06      	|  1.6869e-06     	|
on_pretrain_routine_end            	|  9.2869e-06     	|1              	|  9.2869e-06     	|  1.6813e-06     	|
configure_callbacks                	|  4.5685e-06     	|2              	|  9.137e-06      	|  1.6541e-06     	|
on_train_dataloader                	|  3.928e-06      	|1              	|  3.928e-06      	|  7.111e-07      	|
