VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  444.37         	|  100 %          	|
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run_training_epoch                 	|  5.2528         	|63             	|  330.92         	|  74.47          	|
run_training_batch                 	|  0.30762        	|1000           	|  307.62         	|  69.225         	|
optimizer_step_with_closure_0      	|  0.30489        	|1000           	|  304.89         	|  68.611         	|
training_step_and_backward         	|  0.22933        	|1000           	|  229.33         	|  51.607         	|
model_forward                      	|  0.14108        	|1000           	|  141.08         	|  31.748         	|
training_step                      	|  0.14094        	|1000           	|  140.94         	|  31.716         	|
backward                           	|  0.08691        	|1000           	|  86.91          	|  19.558         	|
run_validate_evaluation            	|  70.25          	|1              	|  70.25          	|  15.809         	|
evaluation_step_and_end            	|  0.21939        	|313            	|  68.67          	|  15.453         	|
validation_step                    	|  0.21934        	|313            	|  68.654         	|  15.45          	|
get_train_batch                    	|  0.0074277      	|1063           	|  7.8957         	|  1.7768         	|
fetch_next_train_batch             	|  0.0074088      	|1063           	|  7.8756         	|  1.7723         	|
zero_grad                          	|  0.0013133      	|1000           	|  1.3133         	|  0.29553        	|
on_train_batch_end                 	|  0.0011935      	|1000           	|  1.1935         	|  0.26858        	|
get_validate_batch                 	|  0.0018598      	|314            	|  0.58397        	|  0.13141        	|
fetch_next_validate_batch          	|  0.0018457      	|314            	|  0.57956        	|  0.13042        	|
training_batch_to_device           	|  0.0002248      	|1000           	|  0.2248         	|  0.050587       	|
on_train_batch_start               	|  9.2589e-05     	|1000           	|  0.092589       	|  0.020836       	|
evaluation_batch_to_device         	|  0.00021716     	|313            	|  0.067971       	|  0.015296       	|
on_train_end                       	|  0.024917       	|1              	|  0.024917       	|  0.0056073      	|
on_pretrain_routine_start          	|  0.02274        	|1              	|  0.02274        	|  0.0051173      	|
on_train_epoch_end                 	|  0.00028792     	|63             	|  0.018139       	|  0.0040819      	|
on_train_epoch_start               	|  0.00028608     	|63             	|  0.018023       	|  0.0040559      	|
on_batch_start                     	|  1.6157e-05     	|1000           	|  0.016157       	|  0.0036359      	|
on_before_zero_grad                	|  1.4031e-05     	|1000           	|  0.014031       	|  0.0031574      	|
on_batch_end                       	|  1.3415e-05     	|1000           	|  0.013415       	|  0.0030188      	|
on_after_backward                  	|  1.1188e-05     	|1000           	|  0.011188       	|  0.0025178      	|
on_before_backward                 	|  1.0968e-05     	|1000           	|  0.010968       	|  0.0024682      	|
on_before_optimizer_step           	|  1.0091e-05     	|1000           	|  0.010091       	|  0.0022709      	|
configure_optimizers               	|  0.0089831      	|1              	|  0.0089831      	|  0.0020215      	|
training_step_end                  	|  6.0252e-06     	|1000           	|  0.0060252      	|  0.0013559      	|
on_validation_batch_end            	|  1.8673e-05     	|313            	|  0.0058446      	|  0.0013153      	|
on_validation_model_eval           	|  0.0038885      	|1              	|  0.0038885      	|  0.00087506     	|
on_validation_batch_start          	|  9.7632e-06     	|313            	|  0.0030559      	|  0.00068768     	|
validation_step_end                	|  5.1663e-06     	|313            	|  0.001617       	|  0.0003639      	|
on_train_start                     	|  0.00076067     	|1              	|  0.00076067     	|  0.00017118     	|
on_epoch_start                     	|  1.1112e-05     	|64             	|  0.00071115     	|  0.00016004     	|
on_epoch_end                       	|  1.0697e-05     	|64             	|  0.00068461     	|  0.00015406     	|
on_validation_start                	|  0.00030655     	|1              	|  0.00030655     	|  6.8986e-05     	|
on_validation_end                  	|  0.00010854     	|1              	|  0.00010854     	|  2.4426e-05     	|
on_before_accelerator_backend_setup	|  1.888e-05      	|2              	|  3.776e-05      	|  8.4974e-06     	|
on_validation_epoch_end            	|  3.5577e-05     	|1              	|  3.5577e-05     	|  8.0061e-06     	|
teardown                           	|  1.586e-05      	|2              	|  3.1719e-05     	|  7.138e-06      	|
setup                              	|  1.4367e-05     	|2              	|  2.8734e-05     	|  6.4662e-06     	|
on_configure_sharded_model         	|  1.4202e-05     	|2              	|  2.8403e-05     	|  6.3917e-06     	|
on_fit_end                         	|  2.3434e-05     	|1              	|  2.3434e-05     	|  5.2735e-06     	|
on_fit_start                       	|  1.6251e-05     	|1              	|  1.6251e-05     	|  3.6571e-06     	|
prepare_data                       	|  6.8775e-06     	|2              	|  1.3755e-05     	|  3.0954e-06     	|
on_val_dataloader                  	|  5.906e-06      	|2              	|  1.1812e-05     	|  2.6581e-06     	|
configure_sharded_model            	|  5.0295e-06     	|2              	|  1.0059e-05     	|  2.2636e-06     	|
on_validation_epoch_start          	|  9.9479e-06     	|1              	|  9.9479e-06     	|  2.2386e-06     	|
on_pretrain_routine_end            	|  9.758e-06      	|1              	|  9.758e-06      	|  2.1959e-06     	|
configure_callbacks                	|  4.6634e-06     	|2              	|  9.3268e-06     	|  2.0989e-06     	|
on_train_dataloader                	|  4.3981e-06     	|1              	|  4.3981e-06     	|  9.8972e-07     	|
