VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  364.3          	|  100 %          	|
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run_training_epoch                 	|  15.747         	|21             	|  330.69         	|  90.775         	|
run_training_batch                 	|  0.31596        	|1000           	|  315.96         	|  86.729         	|
optimizer_step_with_closure_0      	|  0.31305        	|1000           	|  313.05         	|  85.93          	|
training_step_and_backward         	|  0.2398         	|1000           	|  239.8          	|  65.825         	|
backward                           	|  0.12109        	|1000           	|  121.09         	|  33.238         	|
model_forward                      	|  0.11716        	|1000           	|  117.16         	|  32.161         	|
training_step                      	|  0.11696        	|1000           	|  116.96         	|  32.106         	|
run_validate_evaluation            	|  13.563         	|1              	|  13.563         	|  3.7229         	|
evaluation_step_and_end            	|  0.10133        	|125            	|  12.666         	|  3.4767         	|
validation_step                    	|  0.10123        	|125            	|  12.653         	|  3.4733         	|
get_train_batch                    	|  0.0048684      	|1021           	|  4.9706         	|  1.3644         	|
fetch_next_train_batch             	|  0.0048469      	|1021           	|  4.9487         	|  1.3584         	|
on_train_batch_end                 	|  0.0019483      	|1000           	|  1.9483         	|  0.5348         	|
zero_grad                          	|  0.0015228      	|1000           	|  1.5228         	|  0.41802        	|
get_validate_batch                 	|  0.0036148      	|126            	|  0.45547        	|  0.12502        	|
fetch_next_validate_batch          	|  0.0035918      	|126            	|  0.45257        	|  0.12423        	|
training_batch_to_device           	|  0.00030502     	|1000           	|  0.30502        	|  0.083728       	|
on_train_batch_start               	|  0.00011064     	|1000           	|  0.11064        	|  0.03037        	|
evaluation_batch_to_device         	|  0.00028668     	|125            	|  0.035835       	|  0.0098367      	|
on_train_end                       	|  0.025285       	|1              	|  0.025285       	|  0.0069407      	|
on_pretrain_routine_start          	|  0.02235        	|1              	|  0.02235        	|  0.006135       	|
on_after_backward                  	|  2.0928e-05     	|1000           	|  0.020928       	|  0.0057448      	|
on_batch_start                     	|  2.0368e-05     	|1000           	|  0.020368       	|  0.0055909      	|
on_batch_end                       	|  1.5677e-05     	|1000           	|  0.015677       	|  0.0043032      	|
on_before_optimizer_step           	|  1.418e-05      	|1000           	|  0.01418        	|  0.0038923      	|
on_before_zero_grad                	|  1.387e-05      	|1000           	|  0.01387        	|  0.0038072      	|
on_before_backward                 	|  1.2879e-05     	|1000           	|  0.012879       	|  0.0035353      	|
on_train_epoch_start               	|  0.00045305     	|21             	|  0.009514       	|  0.0026116      	|
on_train_epoch_end                 	|  0.00044196     	|21             	|  0.0092813      	|  0.0025477      	|
configure_optimizers               	|  0.0078417      	|1              	|  0.0078417      	|  0.0021525      	|
training_step_end                  	|  7.5366e-06     	|1000           	|  0.0075366      	|  0.0020688      	|
on_validation_batch_end            	|  3.4686e-05     	|125            	|  0.0043357      	|  0.0011901      	|
on_validation_model_eval           	|  0.0041665      	|1              	|  0.0041665      	|  0.0011437      	|
on_validation_batch_start          	|  1.5841e-05     	|125            	|  0.0019801      	|  0.00054353     	|
on_train_start                     	|  0.0012161      	|1              	|  0.0012161      	|  0.00033382     	|
validation_step_end                	|  7.8692e-06     	|125            	|  0.00098365     	|  0.00027001     	|
on_validation_start                	|  0.00039499     	|1              	|  0.00039499     	|  0.00010842     	|
on_epoch_end                       	|  1.1951e-05     	|22             	|  0.00026292     	|  7.2171e-05     	|
on_epoch_start                     	|  1.1806e-05     	|22             	|  0.00025974     	|  7.1298e-05     	|
on_validation_end                  	|  0.00017974     	|1              	|  0.00017974     	|  4.9339e-05     	|
setup                              	|  2.2515e-05     	|2              	|  4.5029e-05     	|  1.236e-05      	|
on_before_accelerator_backend_setup	|  2.1308e-05     	|2              	|  4.2616e-05     	|  1.1698e-05     	|
on_configure_sharded_model         	|  1.9845e-05     	|2              	|  3.9689e-05     	|  1.0895e-05     	|
on_validation_epoch_end            	|  3.9631e-05     	|1              	|  3.9631e-05     	|  1.0879e-05     	|
teardown                           	|  1.7392e-05     	|2              	|  3.4784e-05     	|  9.5481e-06     	|
on_fit_end                         	|  2.6796e-05     	|1              	|  2.6796e-05     	|  7.3554e-06     	|
on_pretrain_routine_end            	|  1.8637e-05     	|1              	|  1.8637e-05     	|  5.1158e-06     	|
on_fit_start                       	|  1.8026e-05     	|1              	|  1.8026e-05     	|  4.9481e-06     	|
on_val_dataloader                  	|  8.8675e-06     	|2              	|  1.7735e-05     	|  4.8682e-06     	|
prepare_data                       	|  7.4885e-06     	|2              	|  1.4977e-05     	|  4.1112e-06     	|
configure_sharded_model            	|  6.4895e-06     	|2              	|  1.2979e-05     	|  3.5627e-06     	|
configure_callbacks                	|  6.343e-06      	|2              	|  1.2686e-05     	|  3.4823e-06     	|
on_validation_epoch_start          	|  1.0001e-05     	|1              	|  1.0001e-05     	|  2.7453e-06     	|
on_train_dataloader                	|  7.683e-06      	|1              	|  7.683e-06      	|  2.109e-06      	|
