VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1855.2         	|  100 %          	|
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run_training_epoch                 	|  26.559         	|63             	|  1673.2         	|  90.191         	|
run_training_batch                 	|  0.20474        	|8000           	|  1637.9         	|  88.285         	|
training_step_and_backward         	|  0.19333        	|8000           	|  1546.6         	|  83.365         	|
model_forward                      	|  0.10836        	|8000           	|  866.89         	|  46.727         	|
training_step                      	|  0.10823        	|8000           	|  865.82         	|  46.669         	|
backward                           	|  0.084783       	|8000           	|  678.26         	|  36.559         	|
optimizer_step_with_closure_0      	|  0.2532         	|1000           	|  253.2          	|  13.648         	|
run_validate_evaluation            	|  137.9          	|1              	|  137.9          	|  7.4331         	|
evaluation_step_and_end            	|  0.1359         	|1000           	|  135.9          	|  7.3252         	|
validation_step                    	|  0.13585        	|1000           	|  135.85         	|  7.3223         	|
get_train_batch                    	|  0.002296       	|8063           	|  18.513         	|  0.99787        	|
fetch_next_train_batch             	|  0.002279       	|8063           	|  18.376         	|  0.99048        	|
on_train_batch_end                 	|  0.0010903      	|8000           	|  8.7221         	|  0.47013        	|
training_batch_to_device           	|  0.00021566     	|8000           	|  1.7253         	|  0.092996       	|
get_validate_batch                 	|  0.0014514      	|1001           	|  1.4528         	|  0.078309       	|
fetch_next_validate_batch          	|  0.0014368      	|1001           	|  1.4383         	|  0.077526       	|
zero_grad                          	|  0.0013138      	|1000           	|  1.3138         	|  0.070814       	|
on_train_batch_start               	|  8.9656e-05     	|8000           	|  0.71725        	|  0.038661       	|
evaluation_batch_to_device         	|  0.00021109     	|1000           	|  0.21109        	|  0.011378       	|
on_batch_start                     	|  1.4505e-05     	|8000           	|  0.11604        	|  0.0062546      	|
on_batch_end                       	|  1.393e-05      	|8000           	|  0.11144        	|  0.0060066      	|
on_before_backward                 	|  1.302e-05      	|8000           	|  0.10416        	|  0.0056145      	|
on_after_backward                  	|  1.144e-05      	|8000           	|  0.091521       	|  0.0049331      	|
training_step_end                  	|  5.9264e-06     	|8000           	|  0.047411       	|  0.0025555      	|
on_train_end                       	|  0.025786       	|1              	|  0.025786       	|  0.0013899      	|
on_pretrain_routine_start          	|  0.022798       	|1              	|  0.022798       	|  0.0012289      	|
on_validation_batch_end            	|  2.0383e-05     	|1000           	|  0.020383       	|  0.0010987      	|
on_train_epoch_start               	|  0.00029518     	|63             	|  0.018597       	|  0.0010024      	|
on_train_epoch_end                 	|  0.00028319     	|63             	|  0.017841       	|  0.00096167     	|
on_before_zero_grad                	|  1.4989e-05     	|1000           	|  0.014989       	|  0.00080791     	|
on_before_optimizer_step           	|  1.2223e-05     	|1000           	|  0.012223       	|  0.00065883     	|
on_validation_batch_start          	|  1.0079e-05     	|1000           	|  0.010079       	|  0.00054326     	|
configure_optimizers               	|  0.0084862      	|1              	|  0.0084862      	|  0.00045742     	|
validation_step_end                	|  5.2384e-06     	|1000           	|  0.0052384      	|  0.00028236     	|
on_validation_model_eval           	|  0.0040613      	|1              	|  0.0040613      	|  0.00021891     	|
on_train_start                     	|  0.00081196     	|1              	|  0.00081196     	|  4.3766e-05     	|
on_epoch_start                     	|  1.0767e-05     	|64             	|  0.00068908     	|  3.7143e-05     	|
on_epoch_end                       	|  1.0312e-05     	|64             	|  0.00065995     	|  3.5572e-05     	|
on_validation_start                	|  0.00033041     	|1              	|  0.00033041     	|  1.781e-05      	|
on_validation_end                  	|  0.00011107     	|1              	|  0.00011107     	|  5.9867e-06     	|
setup                              	|  2.2347e-05     	|2              	|  4.4693e-05     	|  2.409e-06      	|
on_before_accelerator_backend_setup	|  2.0098e-05     	|2              	|  4.0196e-05     	|  2.1666e-06     	|
on_configure_sharded_model         	|  1.5879e-05     	|2              	|  3.1759e-05     	|  1.7119e-06     	|
teardown                           	|  1.4452e-05     	|2              	|  2.8904e-05     	|  1.558e-06      	|
on_fit_end                         	|  2.2212e-05     	|1              	|  2.2212e-05     	|  1.1973e-06     	|
on_validation_epoch_end            	|  1.8264e-05     	|1              	|  1.8264e-05     	|  9.8446e-07     	|
on_fit_start                       	|  1.7704e-05     	|1              	|  1.7704e-05     	|  9.5427e-07     	|
prepare_data                       	|  6.5321e-06     	|2              	|  1.3064e-05     	|  7.0418e-07     	|
on_val_dataloader                  	|  6.4019e-06     	|2              	|  1.2804e-05     	|  6.9015e-07     	|
configure_sharded_model            	|  5.5645e-06     	|2              	|  1.1129e-05     	|  5.9987e-07     	|
configure_callbacks                	|  5.3056e-06     	|2              	|  1.0611e-05     	|  5.7196e-07     	|
on_pretrain_routine_end            	|  9.4869e-06     	|1              	|  9.4869e-06     	|  5.1136e-07     	|
on_validation_epoch_start          	|  9.327e-06      	|1              	|  9.327e-06      	|  5.0274e-07     	|
on_train_dataloader                	|  4.458e-06      	|1              	|  4.458e-06      	|  2.4029e-07     	|
