VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1159.2         	|  100 %          	|
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run_training_epoch                 	|  2.22           	|500            	|  1110.0         	|  95.756         	|
run_training_batch                 	|  0.29539        	|1000           	|  295.39         	|  25.482         	|
optimizer_step_with_closure_0      	|  0.2919         	|1000           	|  291.9          	|  25.182         	|
training_step_and_backward         	|  0.22546        	|1000           	|  225.46         	|  19.45          	|
get_train_batch                    	|  0.09758        	|1500           	|  146.37         	|  12.627         	|
fetch_next_train_batch             	|  0.097535       	|1500           	|  146.3          	|  12.621         	|
model_forward                      	|  0.11701        	|1000           	|  117.01         	|  10.094         	|
training_step                      	|  0.11672        	|1000           	|  116.72         	|  10.069         	|
backward                           	|  0.10684        	|1000           	|  106.84         	|  9.2164         	|
run_validate_evaluation            	|  7.1251         	|1              	|  7.1251         	|  0.61466        	|
evaluation_step_and_end            	|  0.10134        	|48             	|  4.8645         	|  0.41965        	|
validation_step                    	|  0.10123        	|48             	|  4.8591         	|  0.41918        	|
on_train_batch_end                 	|  0.0026996      	|1000           	|  2.6996         	|  0.23289        	|
zero_grad                          	|  0.0015742      	|1000           	|  1.5742         	|  0.1358         	|
training_batch_to_device           	|  0.0007788      	|1000           	|  0.7788         	|  0.067185       	|
get_validate_batch                 	|  0.012291       	|49             	|  0.60228        	|  0.051957       	|
fetch_next_validate_batch          	|  0.012267       	|49             	|  0.60106        	|  0.051851       	|
on_train_epoch_end                 	|  0.00043655     	|500            	|  0.21827        	|  0.01883        	|
on_train_epoch_start               	|  0.0004157      	|500            	|  0.20785        	|  0.017931       	|
on_train_batch_start               	|  0.00012031     	|1000           	|  0.12031        	|  0.010379       	|
on_batch_start                     	|  5.172e-05      	|1000           	|  0.05172        	|  0.0044617      	|
on_train_end                       	|  0.044922       	|1              	|  0.044922       	|  0.0038753      	|
on_after_backward                  	|  2.5631e-05     	|1000           	|  0.025631       	|  0.0022111      	|
on_before_zero_grad                	|  2.5116e-05     	|1000           	|  0.025116       	|  0.0021667      	|
on_pretrain_routine_start          	|  0.024884       	|1              	|  0.024884       	|  0.0021467      	|
on_before_backward                 	|  1.9822e-05     	|1000           	|  0.019822       	|  0.00171        	|
configure_optimizers               	|  0.018653       	|1              	|  0.018653       	|  0.0016091      	|
on_batch_end                       	|  1.7804e-05     	|1000           	|  0.017804       	|  0.0015359      	|
on_before_optimizer_step           	|  1.7259e-05     	|1000           	|  0.017259       	|  0.0014889      	|
evaluation_batch_to_device         	|  0.00030185     	|48             	|  0.014489       	|  0.0012499      	|
training_step_end                  	|  1.0263e-05     	|1000           	|  0.010263       	|  0.00088539     	|
on_epoch_end                       	|  1.22e-05       	|501            	|  0.0061122      	|  0.00052728     	|
on_epoch_start                     	|  1.1309e-05     	|501            	|  0.005666       	|  0.00048879     	|
on_validation_model_eval           	|  0.0047911      	|1              	|  0.0047911      	|  0.00041331     	|
on_validation_batch_end            	|  4.2817e-05     	|48             	|  0.0020552      	|  0.0001773      	|
on_train_start                     	|  0.0011839      	|1              	|  0.0011839      	|  0.00010213     	|
on_validation_batch_start          	|  1.7942e-05     	|48             	|  0.00086119     	|  7.4292e-05     	|
on_validation_start                	|  0.00077561     	|1              	|  0.00077561     	|  6.6909e-05     	|
validation_step_end                	|  9.3442e-06     	|48             	|  0.00044852     	|  3.8692e-05     	|
on_validation_end                  	|  0.00013752     	|1              	|  0.00013752     	|  1.1863e-05     	|
teardown                           	|  4.8065e-05     	|2              	|  9.6129e-05     	|  8.2928e-06     	|
on_before_accelerator_backend_setup	|  3.833e-05      	|2              	|  7.6661e-05     	|  6.6133e-06     	|
on_configure_sharded_model         	|  2.8573e-05     	|2              	|  5.7146e-05     	|  4.9298e-06     	|
on_fit_end                         	|  5.6703e-05     	|1              	|  5.6703e-05     	|  4.8916e-06     	|
setup                              	|  2.7429e-05     	|2              	|  5.4859e-05     	|  4.7325e-06     	|
on_fit_start                       	|  4.4625e-05     	|1              	|  4.4625e-05     	|  3.8497e-06     	|
on_validation_epoch_end            	|  3.626e-05      	|1              	|  3.626e-05      	|  3.128e-06      	|
on_val_dataloader                  	|  1.5755e-05     	|2              	|  3.151e-05      	|  2.7183e-06     	|
configure_callbacks                	|  1.0677e-05     	|2              	|  2.1353e-05     	|  1.8421e-06     	|
prepare_data                       	|  8.5579e-06     	|2              	|  1.7116e-05     	|  1.4765e-06     	|
on_pretrain_routine_end            	|  1.4313e-05     	|1              	|  1.4313e-05     	|  1.2347e-06     	|
configure_sharded_model            	|  7.1162e-06     	|2              	|  1.4232e-05     	|  1.2278e-06     	|
on_train_dataloader                	|  1.2012e-05     	|1              	|  1.2012e-05     	|  1.0363e-06     	|
on_validation_epoch_start          	|  1.1344e-05     	|1              	|  1.1344e-05     	|  9.7857e-07     	|
