VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1876.9         	|  100 %          	|
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run_training_epoch                 	|  3.3898         	|500            	|  1694.9         	|  90.305         	|
run_training_batch                 	|  0.20086        	|8000           	|  1606.9         	|  85.612         	|
training_step_and_backward         	|  0.18957        	|8000           	|  1516.6         	|  80.803         	|
model_forward                      	|  0.10655        	|8000           	|  852.4          	|  45.415         	|
training_step                      	|  0.10641        	|8000           	|  851.3          	|  45.357         	|
backward                           	|  0.082832       	|8000           	|  662.65         	|  35.306         	|
optimizer_step_with_closure_0      	|  0.24764        	|1000           	|  247.64         	|  13.194         	|
run_validate_evaluation            	|  137.93         	|1              	|  137.93         	|  7.3487         	|
evaluation_step_and_end            	|  0.1359         	|1000           	|  135.9          	|  7.2409         	|
validation_step                    	|  0.13585        	|1000           	|  135.85         	|  7.2381         	|
get_train_batch                    	|  0.0068218      	|8500           	|  57.985         	|  3.0894         	|
fetch_next_train_batch             	|  0.0068025      	|8500           	|  57.821         	|  3.0807         	|
on_train_batch_end                 	|  0.0011284      	|8000           	|  9.0274         	|  0.48098        	|
training_batch_to_device           	|  0.00023453     	|8000           	|  1.8762         	|  0.099964       	|
get_validate_batch                 	|  0.0014807      	|1001           	|  1.4822         	|  0.078971       	|
fetch_next_validate_batch          	|  0.0014667      	|1001           	|  1.4681         	|  0.078221       	|
zero_grad                          	|  0.0013741      	|1000           	|  1.3741         	|  0.073212       	|
on_train_batch_start               	|  9.2362e-05     	|8000           	|  0.73889        	|  0.039368       	|
evaluation_batch_to_device         	|  0.00020921     	|1000           	|  0.20921        	|  0.011147       	|
on_train_epoch_start               	|  0.00030471     	|500            	|  0.15235        	|  0.0081174      	|
on_batch_start                     	|  1.7016e-05     	|8000           	|  0.13613        	|  0.0072528      	|
on_train_epoch_end                 	|  0.00026989     	|500            	|  0.13495        	|  0.0071898      	|
on_before_backward                 	|  1.3218e-05     	|8000           	|  0.10574        	|  0.0056338      	|
on_batch_end                       	|  1.318e-05      	|8000           	|  0.10544        	|  0.0056177      	|
on_after_backward                  	|  1.2246e-05     	|8000           	|  0.097965       	|  0.0052195      	|
training_step_end                  	|  5.8438e-06     	|8000           	|  0.046751       	|  0.0024909      	|
on_train_end                       	|  0.024805       	|1              	|  0.024805       	|  0.0013216      	|
on_pretrain_routine_start          	|  0.02277        	|1              	|  0.02277        	|  0.0012132      	|
on_before_zero_grad                	|  2.2525e-05     	|1000           	|  0.022525       	|  0.0012001      	|
on_validation_batch_end            	|  1.9676e-05     	|1000           	|  0.019676       	|  0.0010483      	|
on_before_optimizer_step           	|  1.5815e-05     	|1000           	|  0.015815       	|  0.00084263     	|
on_validation_batch_start          	|  9.8797e-06     	|1000           	|  0.0098797      	|  0.00052639     	|
configure_optimizers               	|  0.0083568      	|1              	|  0.0083568      	|  0.00044525     	|
on_epoch_start                     	|  1.0791e-05     	|501            	|  0.0054064      	|  0.00028805     	|
on_epoch_end                       	|  1.0539e-05     	|501            	|  0.0052799      	|  0.00028131     	|
validation_step_end                	|  4.5658e-06     	|1000           	|  0.0045658      	|  0.00024327     	|
on_validation_model_eval           	|  0.004075       	|1              	|  0.004075       	|  0.00021712     	|
on_train_start                     	|  0.00072383     	|1              	|  0.00072383     	|  3.8566e-05     	|
on_validation_start                	|  0.00033289     	|1              	|  0.00033289     	|  1.7736e-05     	|
on_validation_end                  	|  0.00011247     	|1              	|  0.00011247     	|  5.9924e-06     	|
setup                              	|  2.2798e-05     	|2              	|  4.5596e-05     	|  2.4293e-06     	|
on_before_accelerator_backend_setup	|  1.9051e-05     	|2              	|  3.8102e-05     	|  2.0301e-06     	|
teardown                           	|  1.5449e-05     	|2              	|  3.0897e-05     	|  1.6462e-06     	|
on_configure_sharded_model         	|  1.5419e-05     	|2              	|  3.0838e-05     	|  1.643e-06      	|
on_fit_end                         	|  2.3103e-05     	|1              	|  2.3103e-05     	|  1.2309e-06     	|
on_validation_epoch_end            	|  1.7172e-05     	|1              	|  1.7172e-05     	|  9.1492e-07     	|
on_fit_start                       	|  1.608e-05      	|1              	|  1.608e-05      	|  8.5674e-07     	|
prepare_data                       	|  6.0665e-06     	|2              	|  1.2133e-05     	|  6.4644e-07     	|
on_val_dataloader                  	|  5.8105e-06     	|2              	|  1.1621e-05     	|  6.1916e-07     	|
configure_callbacks                	|  5.5305e-06     	|2              	|  1.1061e-05     	|  5.8932e-07     	|
configure_sharded_model            	|  5.109e-06      	|2              	|  1.0218e-05     	|  5.4441e-07     	|
on_pretrain_routine_end            	|  9.7681e-06     	|1              	|  9.7681e-06     	|  5.2044e-07     	|
on_validation_epoch_start          	|  9.628e-06      	|1              	|  9.628e-06      	|  5.1298e-07     	|
on_train_dataloader                	|  4.248e-06      	|1              	|  4.248e-06      	|  2.2633e-07     	|
