VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  442.08         	|  100 %          	|
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run_training_epoch                 	|  6.42           	|63             	|  404.46         	|  91.49          	|
run_training_batch                 	|  0.2942         	|1000           	|  294.2          	|  66.55          	|
optimizer_step_with_closure_0      	|  0.29008        	|1000           	|  290.08         	|  65.618         	|
training_step_and_backward         	|  0.22557        	|1000           	|  225.57         	|  51.025         	|
backward                           	|  0.1155         	|1000           	|  115.5          	|  26.127         	|
model_forward                      	|  0.10857        	|1000           	|  108.57         	|  24.559         	|
training_step                      	|  0.10838        	|1000           	|  108.38         	|  24.515         	|
get_train_batch                    	|  0.02404        	|1063           	|  25.554         	|  5.7805         	|
fetch_next_train_batch             	|  0.024016       	|1063           	|  25.529         	|  5.7748         	|
run_validate_evaluation            	|  7.2771         	|1              	|  7.2771         	|  1.6461         	|
evaluation_step_and_end            	|  0.10194        	|48             	|  4.8933         	|  1.1069         	|
validation_step                    	|  0.10184        	|48             	|  4.8885         	|  1.1058         	|
on_train_batch_end                 	|  0.0021548      	|1000           	|  2.1548         	|  0.48743        	|
zero_grad                          	|  0.001465       	|1000           	|  1.465          	|  0.33138        	|
get_validate_batch                 	|  0.015421       	|49             	|  0.75563        	|  0.17093        	|
fetch_next_validate_batch          	|  0.015399       	|49             	|  0.75455        	|  0.17068        	|
on_train_end                       	|  0.31332        	|1              	|  0.31332        	|  0.070875       	|
training_batch_to_device           	|  0.0002455      	|1000           	|  0.2455         	|  0.055534       	|
on_train_batch_start               	|  9.6104e-05     	|1000           	|  0.096104       	|  0.021739       	|
on_after_backward                  	|  2.7373e-05     	|1000           	|  0.027373       	|  0.006192       	|
on_batch_start                     	|  2.3602e-05     	|1000           	|  0.023602       	|  0.0053388      	|
on_pretrain_routine_start          	|  0.022725       	|1              	|  0.022725       	|  0.0051405      	|
on_train_epoch_end                 	|  0.0003534      	|63             	|  0.022264       	|  0.0050363      	|
on_train_epoch_start               	|  0.00033587     	|63             	|  0.02116        	|  0.0047864      	|
on_before_zero_grad                	|  1.7197e-05     	|1000           	|  0.017197       	|  0.0038899      	|
on_batch_end                       	|  1.5873e-05     	|1000           	|  0.015873       	|  0.0035906      	|
on_before_backward                 	|  1.3844e-05     	|1000           	|  0.013844       	|  0.0031316      	|
on_before_optimizer_step           	|  1.3108e-05     	|1000           	|  0.013108       	|  0.002965       	|
evaluation_batch_to_device         	|  0.0002617      	|48             	|  0.012562       	|  0.0028415      	|
configure_optimizers               	|  0.010857       	|1              	|  0.010857       	|  0.002456       	|
training_step_end                  	|  7.4019e-06     	|1000           	|  0.0074019      	|  0.0016743      	|
on_validation_model_eval           	|  0.0044384      	|1              	|  0.0044384      	|  0.001004       	|
on_validation_batch_end            	|  3.7166e-05     	|48             	|  0.001784       	|  0.00040354     	|
on_train_start                     	|  0.0010704      	|1              	|  0.0010704      	|  0.00024213     	|
on_epoch_end                       	|  1.2501e-05     	|64             	|  0.00080008     	|  0.00018098     	|
on_validation_batch_start          	|  1.5434e-05     	|48             	|  0.00074085     	|  0.00016758     	|
on_epoch_start                     	|  1.1171e-05     	|64             	|  0.00071497     	|  0.00016173     	|
on_validation_start                	|  0.00058174     	|1              	|  0.00058174     	|  0.00013159     	|
validation_step_end                	|  8.0625e-06     	|48             	|  0.000387       	|  8.7541e-05     	|
on_validation_end                  	|  0.00013969     	|1              	|  0.00013969     	|  3.1597e-05     	|
setup                              	|  2.9203e-05     	|2              	|  5.8407e-05     	|  1.3212e-05     	|
on_configure_sharded_model         	|  2.9159e-05     	|2              	|  5.8318e-05     	|  1.3192e-05     	|
on_before_accelerator_backend_setup	|  2.6106e-05     	|2              	|  5.2212e-05     	|  1.1811e-05     	|
teardown                           	|  2.2156e-05     	|2              	|  4.4312e-05     	|  1.0024e-05     	|
on_fit_start                       	|  4.2405e-05     	|1              	|  4.2405e-05     	|  9.5922e-06     	|
on_validation_epoch_end            	|  3.4736e-05     	|1              	|  3.4736e-05     	|  7.8575e-06     	|
on_fit_end                         	|  3.254e-05      	|1              	|  3.254e-05      	|  7.3608e-06     	|
on_val_dataloader                  	|  1.4659e-05     	|2              	|  2.9318e-05     	|  6.6319e-06     	|
configure_sharded_model            	|  1.011e-05      	|2              	|  2.0219e-05     	|  4.5736e-06     	|
prepare_data                       	|  8.9938e-06     	|2              	|  1.7988e-05     	|  4.0689e-06     	|
configure_callbacks                	|  8.0168e-06     	|2              	|  1.6034e-05     	|  3.6269e-06     	|
on_pretrain_routine_end            	|  1.4042e-05     	|1              	|  1.4042e-05     	|  3.1765e-06     	|
on_validation_epoch_start          	|  1.0237e-05     	|1              	|  1.0237e-05     	|  2.3157e-06     	|
on_train_dataloader                	|  8.9724e-06     	|1              	|  8.9724e-06     	|  2.0296e-06     	|
