VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1339.8         	|  100 %          	|
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run_training_epoch                 	|  2.5474         	|500            	|  1273.7         	|  95.063         	|
run_training_batch                 	|  0.28819        	|1000           	|  288.19         	|  21.509         	|
optimizer_step_with_closure_0      	|  0.28433        	|1000           	|  284.33         	|  21.222         	|
training_step_and_backward         	|  0.21675        	|1000           	|  216.75         	|  16.178         	|
get_train_batch                    	|  0.11578        	|1500           	|  173.67         	|  12.962         	|
fetch_next_train_batch             	|  0.11574        	|1500           	|  173.61         	|  12.957         	|
model_forward                      	|  0.10973        	|1000           	|  109.73         	|  8.1901         	|
training_step                      	|  0.1095         	|1000           	|  109.5          	|  8.1726         	|
backward                           	|  0.10541        	|1000           	|  105.41         	|  7.8677         	|
run_validate_evaluation            	|  31.103         	|1              	|  31.103         	|  2.3214         	|
evaluation_step_and_end            	|  0.08594        	|313            	|  26.899         	|  2.0077         	|
validation_step                    	|  0.085855       	|313            	|  26.873         	|  2.0057         	|
on_train_batch_end                 	|  0.002464       	|1000           	|  2.464          	|  0.1839         	|
zero_grad                          	|  0.0015676      	|1000           	|  1.5676         	|  0.117          	|
get_validate_batch                 	|  0.0032279      	|314            	|  1.0136         	|  0.075649       	|
fetch_next_validate_batch          	|  0.0032082      	|314            	|  1.0074         	|  0.075188       	|
training_batch_to_device           	|  0.00072915     	|1000           	|  0.72915        	|  0.054421       	|
on_train_epoch_end                 	|  0.00035203     	|500            	|  0.17601        	|  0.013137       	|
on_train_epoch_start               	|  0.0003395      	|500            	|  0.16975        	|  0.01267        	|
on_train_batch_start               	|  0.00011513     	|1000           	|  0.11513        	|  0.0085933      	|
evaluation_batch_to_device         	|  0.00024072     	|313            	|  0.075346       	|  0.0056236      	|
on_train_end                       	|  0.052756       	|1              	|  0.052756       	|  0.0039376      	|
on_batch_start                     	|  5.2286e-05     	|1000           	|  0.052286       	|  0.0039025      	|
on_after_backward                  	|  2.7727e-05     	|1000           	|  0.027727       	|  0.0020694      	|
on_pretrain_routine_start          	|  0.027313       	|1              	|  0.027313       	|  0.0020386      	|
on_before_zero_grad                	|  2.3854e-05     	|1000           	|  0.023854       	|  0.0017804      	|
on_batch_end                       	|  1.8545e-05     	|1000           	|  0.018545       	|  0.0013841      	|
on_before_optimizer_step           	|  1.6148e-05     	|1000           	|  0.016148       	|  0.0012052      	|
on_before_backward                 	|  1.4432e-05     	|1000           	|  0.014432       	|  0.0010771      	|
configure_optimizers               	|  0.011919       	|1              	|  0.011919       	|  0.00088961     	|
on_validation_batch_end            	|  3.1073e-05     	|313            	|  0.0097259      	|  0.00072591     	|
training_step_end                  	|  8.8687e-06     	|1000           	|  0.0088687      	|  0.00066193     	|
on_epoch_end                       	|  1.1938e-05     	|501            	|  0.005981       	|  0.0004464      	|
on_epoch_start                     	|  1.1195e-05     	|501            	|  0.0056088      	|  0.00041863     	|
on_validation_model_eval           	|  0.0046039      	|1              	|  0.0046039      	|  0.00034362     	|
on_validation_batch_start          	|  1.3744e-05     	|313            	|  0.0043019      	|  0.00032108     	|
validation_step_end                	|  6.5282e-06     	|313            	|  0.0020433      	|  0.00015251     	|
on_train_start                     	|  0.0014094      	|1              	|  0.0014094      	|  0.00010519     	|
on_validation_start                	|  0.0005606      	|1              	|  0.0005606      	|  4.1842e-05     	|
on_validation_end                  	|  0.00015104     	|1              	|  0.00015104     	|  1.1273e-05     	|
teardown                           	|  4.815e-05      	|2              	|  9.6301e-05     	|  7.1876e-06     	|
on_fit_end                         	|  6.7722e-05     	|1              	|  6.7722e-05     	|  5.0546e-06     	|
setup                              	|  2.9597e-05     	|2              	|  5.9195e-05     	|  4.4181e-06     	|
on_configure_sharded_model         	|  2.5758e-05     	|2              	|  5.1515e-05     	|  3.8449e-06     	|
on_before_accelerator_backend_setup	|  2.5316e-05     	|2              	|  5.0632e-05     	|  3.779e-06      	|
on_fit_start                       	|  4.8306e-05     	|1              	|  4.8306e-05     	|  3.6054e-06     	|
on_validation_epoch_end            	|  3.2727e-05     	|1              	|  3.2727e-05     	|  2.4426e-06     	|
on_val_dataloader                  	|  1.3475e-05     	|2              	|  2.6951e-05     	|  2.0115e-06     	|
configure_callbacks                	|  9.1381e-06     	|2              	|  1.8276e-05     	|  1.3641e-06     	|
configure_sharded_model            	|  8.0168e-06     	|2              	|  1.6034e-05     	|  1.1967e-06     	|
on_pretrain_routine_end            	|  1.524e-05      	|1              	|  1.524e-05      	|  1.1375e-06     	|
prepare_data                       	|  7.4683e-06     	|2              	|  1.4937e-05     	|  1.1148e-06     	|
on_validation_epoch_start          	|  1.0354e-05     	|1              	|  1.0354e-05     	|  7.7283e-07     	|
on_train_dataloader                	|  8.7712e-06     	|1              	|  8.7712e-06     	|  6.5466e-07     	|
