VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  454.54         	|  100 %          	|
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run_training_epoch                 	|  5.4141         	|63             	|  341.09         	|  75.041         	|
run_training_batch                 	|  0.31779        	|1000           	|  317.79         	|  69.915         	|
optimizer_step_with_closure_0      	|  0.31517        	|1000           	|  315.17         	|  69.34          	|
training_step_and_backward         	|  0.23637        	|1000           	|  236.37         	|  52.003         	|
model_forward                      	|  0.14637        	|1000           	|  146.37         	|  32.201         	|
training_step                      	|  0.14623        	|1000           	|  146.23         	|  32.171         	|
backward                           	|  0.088687       	|1000           	|  88.687         	|  19.512         	|
run_validate_evaluation            	|  70.334         	|1              	|  70.334         	|  15.474         	|
evaluation_step_and_end            	|  0.21937        	|313            	|  68.663         	|  15.106         	|
validation_step                    	|  0.21932        	|313            	|  68.647         	|  15.103         	|
get_train_batch                    	|  0.0074532      	|1063           	|  7.9227         	|  1.743          	|
fetch_next_train_batch             	|  0.0074345      	|1063           	|  7.9029         	|  1.7387         	|
zero_grad                          	|  0.0012919      	|1000           	|  1.2919         	|  0.28421        	|
on_train_batch_end                 	|  0.0011903      	|1000           	|  1.1903         	|  0.26188        	|
get_validate_batch                 	|  0.0018493      	|314            	|  0.58069        	|  0.12775        	|
fetch_next_validate_batch          	|  0.001835       	|314            	|  0.57619        	|  0.12676        	|
training_batch_to_device           	|  0.00022496     	|1000           	|  0.22496        	|  0.049491       	|
on_train_batch_start               	|  9.2783e-05     	|1000           	|  0.092783       	|  0.020413       	|
evaluation_batch_to_device         	|  0.00022242     	|313            	|  0.069618       	|  0.015316       	|
on_train_end                       	|  0.025014       	|1              	|  0.025014       	|  0.0055033      	|
on_pretrain_routine_start          	|  0.022315       	|1              	|  0.022315       	|  0.0049095      	|
on_train_epoch_start               	|  0.00029721     	|63             	|  0.018724       	|  0.0041194      	|
on_train_epoch_end                 	|  0.00029134     	|63             	|  0.018355       	|  0.0040381      	|
on_batch_start                     	|  1.5659e-05     	|1000           	|  0.015659       	|  0.0034449      	|
on_before_zero_grad                	|  1.3762e-05     	|1000           	|  0.013762       	|  0.0030278      	|
on_batch_end                       	|  1.3218e-05     	|1000           	|  0.013218       	|  0.002908       	|
on_after_backward                  	|  1.1805e-05     	|1000           	|  0.011805       	|  0.0025971      	|
on_before_optimizer_step           	|  1.0905e-05     	|1000           	|  0.010905       	|  0.002399       	|
on_before_backward                 	|  1.0501e-05     	|1000           	|  0.010501       	|  0.0023103      	|
configure_optimizers               	|  0.0081381      	|1              	|  0.0081381      	|  0.0017904      	|
on_validation_batch_end            	|  2.074e-05      	|313            	|  0.0064916      	|  0.0014282      	|
training_step_end                  	|  6.1924e-06     	|1000           	|  0.0061924      	|  0.0013624      	|
on_validation_model_eval           	|  0.0045887      	|1              	|  0.0045887      	|  0.0010095      	|
on_validation_batch_start          	|  1.0267e-05     	|313            	|  0.0032135      	|  0.00070698     	|
validation_step_end                	|  5.1779e-06     	|313            	|  0.0016207      	|  0.00035656     	|
on_train_start                     	|  0.00070554     	|1              	|  0.00070554     	|  0.00015522     	|
on_epoch_start                     	|  1.0513e-05     	|64             	|  0.00067285     	|  0.00014803     	|
on_epoch_end                       	|  1.0456e-05     	|64             	|  0.00066918     	|  0.00014722     	|
on_validation_start                	|  0.00032623     	|1              	|  0.00032623     	|  7.1772e-05     	|
on_validation_end                  	|  0.00011055     	|1              	|  0.00011055     	|  2.4321e-05     	|
on_before_accelerator_backend_setup	|  1.7022e-05     	|2              	|  3.4045e-05     	|  7.49e-06       	|
on_validation_epoch_end            	|  3.3122e-05     	|1              	|  3.3122e-05     	|  7.287e-06      	|
teardown                           	|  1.5895e-05     	|2              	|  3.1789e-05     	|  6.9937e-06     	|
setup                              	|  1.4477e-05     	|2              	|  2.8953e-05     	|  6.3698e-06     	|
on_configure_sharded_model         	|  1.3029e-05     	|2              	|  2.6059e-05     	|  5.7331e-06     	|
on_fit_end                         	|  2.2622e-05     	|1              	|  2.2622e-05     	|  4.9769e-06     	|
on_fit_start                       	|  1.616e-05      	|1              	|  1.616e-05      	|  3.5553e-06     	|
on_val_dataloader                  	|  5.9615e-06     	|2              	|  1.1923e-05     	|  2.6231e-06     	|
prepare_data                       	|  5.6255e-06     	|2              	|  1.1251e-05     	|  2.4753e-06     	|
configure_sharded_model            	|  5.215e-06      	|2              	|  1.043e-05      	|  2.2946e-06     	|
on_validation_epoch_start          	|  1.0179e-05     	|1              	|  1.0179e-05     	|  2.2394e-06     	|
configure_callbacks                	|  5.054e-06      	|2              	|  1.0108e-05     	|  2.2238e-06     	|
on_pretrain_routine_end            	|  9.5069e-06     	|1              	|  9.5069e-06     	|  2.0916e-06     	|
on_train_dataloader                	|  4.277e-06      	|1              	|  4.277e-06      	|  9.4095e-07     	|
