VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1831.1         	|  100 %          	|
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run_training_epoch                 	|  26.196         	|63             	|  1650.3         	|  90.129         	|
run_training_batch                 	|  0.20187        	|8000           	|  1615.0         	|  88.199         	|
training_step_and_backward         	|  0.19067        	|8000           	|  1525.4         	|  83.305         	|
model_forward                      	|  0.10642        	|8000           	|  851.36         	|  46.496         	|
training_step                      	|  0.10629        	|8000           	|  850.3          	|  46.437         	|
backward                           	|  0.084071       	|8000           	|  672.57         	|  36.731         	|
optimizer_step_with_closure_0      	|  0.249          	|1000           	|  249.0          	|  13.598         	|
run_validate_evaluation            	|  137.63         	|1              	|  137.63         	|  7.5165         	|
evaluation_step_and_end            	|  0.13564        	|1000           	|  135.64         	|  7.4077         	|
validation_step                    	|  0.13559        	|1000           	|  135.59         	|  7.405          	|
get_train_batch                    	|  0.0022878      	|8063           	|  18.446         	|  1.0074         	|
fetch_next_train_batch             	|  0.0022706      	|8063           	|  18.308         	|  0.99986        	|
on_train_batch_end                 	|  0.0010915      	|8000           	|  8.7317         	|  0.47687        	|
training_batch_to_device           	|  0.00021386     	|8000           	|  1.7108         	|  0.093434       	|
get_validate_batch                 	|  0.0014641      	|1001           	|  1.4655         	|  0.080037       	|
fetch_next_validate_batch          	|  0.0014505      	|1001           	|  1.4519         	|  0.079295       	|
zero_grad                          	|  0.0012921      	|1000           	|  1.2921         	|  0.070568       	|
on_train_batch_start               	|  9.1154e-05     	|8000           	|  0.72923        	|  0.039825       	|
evaluation_batch_to_device         	|  0.00020471     	|1000           	|  0.20471        	|  0.01118        	|
on_batch_start                     	|  1.5099e-05     	|8000           	|  0.12079        	|  0.0065967      	|
on_before_backward                 	|  1.3374e-05     	|8000           	|  0.10699        	|  0.0058431      	|
on_batch_end                       	|  1.2868e-05     	|8000           	|  0.10294        	|  0.005622       	|
on_after_backward                  	|  1.1442e-05     	|8000           	|  0.091538       	|  0.0049992      	|
training_step_end                  	|  5.9008e-06     	|8000           	|  0.047206       	|  0.0025781      	|
on_train_end                       	|  0.025621       	|1              	|  0.025621       	|  0.0013993      	|
on_pretrain_routine_start          	|  0.022909       	|1              	|  0.022909       	|  0.0012511      	|
on_train_epoch_start               	|  0.00030985     	|63             	|  0.019521       	|  0.0010661      	|
on_validation_batch_end            	|  1.7968e-05     	|1000           	|  0.017968       	|  0.00098129     	|
on_train_epoch_end                 	|  0.00027503     	|63             	|  0.017327       	|  0.00094626     	|
on_before_zero_grad                	|  1.4362e-05     	|1000           	|  0.014362       	|  0.00078437     	|
on_before_optimizer_step           	|  1.1175e-05     	|1000           	|  0.011175       	|  0.00061032     	|
on_validation_batch_start          	|  9.6788e-06     	|1000           	|  0.0096788      	|  0.00052859     	|
configure_optimizers               	|  0.0081652      	|1              	|  0.0081652      	|  0.00044593     	|
validation_step_end                	|  4.6615e-06     	|1000           	|  0.0046615      	|  0.00025458     	|
on_validation_model_eval           	|  0.0039619      	|1              	|  0.0039619      	|  0.00021637     	|
on_train_start                     	|  0.00076292     	|1              	|  0.00076292     	|  4.1666e-05     	|
on_epoch_start                     	|  1.0587e-05     	|64             	|  0.00067759     	|  3.7005e-05     	|
on_epoch_end                       	|  1.0213e-05     	|64             	|  0.00065362     	|  3.5696e-05     	|
on_validation_start                	|  0.00032764     	|1              	|  0.00032764     	|  1.7894e-05     	|
on_validation_end                  	|  0.00010772     	|1              	|  0.00010772     	|  5.883e-06      	|
setup                              	|  2.3944e-05     	|2              	|  4.7888e-05     	|  2.6153e-06     	|
on_before_accelerator_backend_setup	|  1.9322e-05     	|2              	|  3.8643e-05     	|  2.1104e-06     	|
teardown                           	|  1.7022e-05     	|2              	|  3.4044e-05     	|  1.8593e-06     	|
on_configure_sharded_model         	|  1.6801e-05     	|2              	|  3.3602e-05     	|  1.8351e-06     	|
on_fit_end                         	|  2.5107e-05     	|1              	|  2.5107e-05     	|  1.3712e-06     	|
on_validation_epoch_end            	|  1.8204e-05     	|1              	|  1.8204e-05     	|  9.9418e-07     	|
on_fit_start                       	|  1.6901e-05     	|1              	|  1.6901e-05     	|  9.2301e-07     	|
prepare_data                       	|  6.5066e-06     	|2              	|  1.3013e-05     	|  7.1069e-07     	|
on_val_dataloader                  	|  6.3014e-06     	|2              	|  1.2603e-05     	|  6.8828e-07     	|
configure_sharded_model            	|  5.5106e-06     	|2              	|  1.1021e-05     	|  6.0191e-07     	|
configure_callbacks                	|  5.5099e-06     	|2              	|  1.102e-05      	|  6.0183e-07     	|
on_pretrain_routine_end            	|  9.7279e-06     	|1              	|  9.7279e-06     	|  5.3127e-07     	|
on_validation_epoch_start          	|  9.3379e-06     	|1              	|  9.3379e-06     	|  5.0997e-07     	|
on_train_dataloader                	|  4.4282e-06     	|1              	|  4.4282e-06     	|  2.4184e-07     	|
