VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  591.03         	|  100 %          	|
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run_training_epoch                 	|  8.2172         	|63             	|  517.68         	|  87.589         	|
run_training_batch                 	|  0.37782        	|1000           	|  377.82         	|  63.926         	|
optimizer_step_with_closure_0      	|  0.37471        	|1000           	|  374.71         	|  63.399         	|
training_step_and_backward         	|  0.27033        	|1000           	|  270.33         	|  45.739         	|
model_forward                      	|  0.13707        	|1000           	|  137.07         	|  23.191         	|
training_step                      	|  0.13687        	|1000           	|  136.87         	|  23.158         	|
backward                           	|  0.1317         	|1000           	|  131.7          	|  22.283         	|
get_train_batch                    	|  0.029888       	|1063           	|  31.771         	|  5.3755         	|
fetch_next_train_batch             	|  0.029862       	|1063           	|  31.744         	|  5.3709         	|
run_validate_evaluation            	|  30.912         	|1              	|  30.912         	|  5.2302         	|
evaluation_step_and_end            	|  0.22052        	|125            	|  27.566         	|  4.664          	|
validation_step                    	|  0.2204         	|125            	|  27.55          	|  4.6614         	|
on_train_batch_end                 	|  0.0021331      	|1000           	|  2.1331         	|  0.36091        	|
zero_grad                          	|  0.0015323      	|1000           	|  1.5323         	|  0.25926        	|
get_validate_batch                 	|  0.007041       	|126            	|  0.88716        	|  0.1501         	|
fetch_next_validate_batch          	|  0.0070146      	|126            	|  0.88384        	|  0.14954        	|
training_batch_to_device           	|  0.0002966      	|1000           	|  0.2966         	|  0.050183       	|
on_train_batch_start               	|  9.9119e-05     	|1000           	|  0.099119       	|  0.016771       	|
on_train_end                       	|  0.04619        	|1              	|  0.04619        	|  0.0078152      	|
evaluation_batch_to_device         	|  0.00028834     	|125            	|  0.036043       	|  0.0060983      	|
on_train_epoch_start               	|  0.00040938     	|63             	|  0.025791       	|  0.0043638      	|
on_after_backward                  	|  2.4661e-05     	|1000           	|  0.024661       	|  0.0041725      	|
on_train_epoch_end                 	|  0.00038691     	|63             	|  0.024375       	|  0.0041242      	|
on_pretrain_routine_start          	|  0.02415        	|1              	|  0.02415        	|  0.0040861      	|
on_batch_start                     	|  2.2364e-05     	|1000           	|  0.022364       	|  0.0037839      	|
on_before_zero_grad                	|  1.7467e-05     	|1000           	|  0.017467       	|  0.0029553      	|
on_batch_end                       	|  1.5857e-05     	|1000           	|  0.015857       	|  0.002683       	|
on_before_optimizer_step           	|  1.5014e-05     	|1000           	|  0.015014       	|  0.0025403      	|
on_before_backward                 	|  1.3606e-05     	|1000           	|  0.013606       	|  0.0023021      	|
configure_optimizers               	|  0.011715       	|1              	|  0.011715       	|  0.0019822      	|
training_step_end                  	|  7.4611e-06     	|1000           	|  0.0074611      	|  0.0012624      	|
on_validation_batch_end            	|  4.2827e-05     	|125            	|  0.0053533      	|  0.00090576     	|
on_validation_model_eval           	|  0.0050984      	|1              	|  0.0050984      	|  0.00086263     	|
on_train_start                     	|  0.0022268      	|1              	|  0.0022268      	|  0.00037676     	|
on_validation_batch_start          	|  1.7486e-05     	|125            	|  0.0021857      	|  0.00036982     	|
validation_step_end                	|  9.8292e-06     	|125            	|  0.0012286      	|  0.00020788     	|
on_epoch_end                       	|  1.2452e-05     	|64             	|  0.00079694     	|  0.00013484     	|
on_epoch_start                     	|  1.2081e-05     	|64             	|  0.00077321     	|  0.00013082     	|
on_validation_start                	|  0.00064031     	|1              	|  0.00064031     	|  0.00010834     	|
on_validation_end                  	|  0.00016898     	|1              	|  0.00016898     	|  2.859e-05      	|
teardown                           	|  3.9792e-05     	|2              	|  7.9583e-05     	|  1.3465e-05     	|
setup                              	|  3.5386e-05     	|2              	|  7.0771e-05     	|  1.1974e-05     	|
on_before_accelerator_backend_setup	|  3.4585e-05     	|2              	|  6.9169e-05     	|  1.1703e-05     	|
on_configure_sharded_model         	|  3.2262e-05     	|2              	|  6.4524e-05     	|  1.0917e-05     	|
on_fit_start                       	|  5.3985e-05     	|1              	|  5.3985e-05     	|  9.134e-06      	|
on_fit_end                         	|  4.1384e-05     	|1              	|  4.1384e-05     	|  7.002e-06      	|
on_validation_epoch_end            	|  3.3209e-05     	|1              	|  3.3209e-05     	|  5.6188e-06     	|
configure_callbacks                	|  1.6346e-05     	|2              	|  3.2691e-05     	|  5.5312e-06     	|
on_val_dataloader                  	|  1.5216e-05     	|2              	|  3.0432e-05     	|  5.1489e-06     	|
on_pretrain_routine_end            	|  2.0178e-05     	|1              	|  2.0178e-05     	|  3.414e-06      	|
configure_sharded_model            	|  9.2527e-06     	|2              	|  1.8505e-05     	|  3.131e-06      	|
prepare_data                       	|  8.4117e-06     	|2              	|  1.6823e-05     	|  2.8464e-06     	|
on_validation_epoch_start          	|  1.27e-05       	|1              	|  1.27e-05       	|  2.1487e-06     	|
on_train_dataloader                	|  9.7267e-06     	|1              	|  9.7267e-06     	|  1.6457e-06     	|
