VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  451.43         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.3683         	|63             	|  338.2          	|  74.918         	|
run_training_batch                 	|  0.3149         	|1000           	|  314.9          	|  69.756         	|
optimizer_step_with_closure_0      	|  0.31219        	|1000           	|  312.19         	|  69.156         	|
training_step_and_backward         	|  0.23342        	|1000           	|  233.42         	|  51.707         	|
model_forward                      	|  0.14454        	|1000           	|  144.54         	|  32.018         	|
training_step                      	|  0.1444         	|1000           	|  144.4          	|  31.987         	|
backward                           	|  0.087551       	|1000           	|  87.551         	|  19.394         	|
run_validate_evaluation            	|  70.203         	|1              	|  70.203         	|  15.551         	|
evaluation_step_and_end            	|  0.2193         	|313            	|  68.642         	|  15.205         	|
validation_step                    	|  0.21925        	|313            	|  68.625         	|  15.202         	|
get_train_batch                    	|  0.0075097      	|1063           	|  7.9828         	|  1.7683         	|
fetch_next_train_batch             	|  0.0074903      	|1063           	|  7.9622         	|  1.7638         	|
zero_grad                          	|  0.0013048      	|1000           	|  1.3048         	|  0.28904        	|
on_train_batch_end                 	|  0.0012058      	|1000           	|  1.2058         	|  0.26712        	|
get_validate_batch                 	|  0.0018725      	|314            	|  0.58796        	|  0.13024        	|
fetch_next_validate_batch          	|  0.0018582      	|314            	|  0.58346        	|  0.12925        	|
training_batch_to_device           	|  0.00022391     	|1000           	|  0.22391        	|  0.049601       	|
on_train_batch_start               	|  9.2169e-05     	|1000           	|  0.092169       	|  0.020417       	|
evaluation_batch_to_device         	|  0.0002198      	|313            	|  0.068796       	|  0.01524        	|
on_train_end                       	|  0.025152       	|1              	|  0.025152       	|  0.0055716      	|
on_pretrain_routine_start          	|  0.022698       	|1              	|  0.022698       	|  0.005028       	|
on_train_epoch_end                 	|  0.00030004     	|63             	|  0.018903       	|  0.0041873      	|
on_train_epoch_start               	|  0.00028757     	|63             	|  0.018117       	|  0.0040132      	|
on_batch_start                     	|  1.6957e-05     	|1000           	|  0.016957       	|  0.0037563      	|
on_batch_end                       	|  1.3612e-05     	|1000           	|  0.013612       	|  0.0030153      	|
on_before_zero_grad                	|  1.3548e-05     	|1000           	|  0.013548       	|  0.0030011      	|
on_after_backward                  	|  1.142e-05      	|1000           	|  0.01142        	|  0.0025297      	|
on_before_backward                 	|  1.0695e-05     	|1000           	|  0.010695       	|  0.0023692      	|
on_before_optimizer_step           	|  1.0199e-05     	|1000           	|  0.010199       	|  0.0022593      	|
configure_optimizers               	|  0.0083952      	|1              	|  0.0083952      	|  0.0018597      	|
on_validation_batch_end            	|  2.0345e-05     	|313            	|  0.0063679      	|  0.0014106      	|
training_step_end                  	|  6.0993e-06     	|1000           	|  0.0060993      	|  0.0013511      	|
on_validation_model_eval           	|  0.0040254      	|1              	|  0.0040254      	|  0.0008917      	|
on_validation_batch_start          	|  1.065e-05      	|313            	|  0.0033336      	|  0.00073846     	|
validation_step_end                	|  5.1458e-06     	|313            	|  0.0016106      	|  0.00035679     	|
on_train_start                     	|  0.00073972     	|1              	|  0.00073972     	|  0.00016386     	|
on_epoch_end                       	|  1.1108e-05     	|64             	|  0.0007109      	|  0.00015748     	|
on_epoch_start                     	|  1.0583e-05     	|64             	|  0.00067731     	|  0.00015004     	|
on_validation_start                	|  0.00031638     	|1              	|  0.00031638     	|  7.0085e-05     	|
on_validation_end                  	|  0.00010835     	|1              	|  0.00010835     	|  2.4002e-05     	|
on_before_accelerator_backend_setup	|  1.8515e-05     	|2              	|  3.703e-05      	|  8.2029e-06     	|
on_configure_sharded_model         	|  1.8044e-05     	|2              	|  3.6087e-05     	|  7.994e-06      	|
teardown                           	|  1.6506e-05     	|2              	|  3.3012e-05     	|  7.3128e-06     	|
on_validation_epoch_end            	|  3.1239e-05     	|1              	|  3.1239e-05     	|  6.92e-06       	|
setup                              	|  1.4663e-05     	|2              	|  2.9326e-05     	|  6.4963e-06     	|
on_fit_end                         	|  2.2041e-05     	|1              	|  2.2041e-05     	|  4.8825e-06     	|
on_fit_start                       	|  1.7583e-05     	|1              	|  1.7583e-05     	|  3.8949e-06     	|
prepare_data                       	|  6.217e-06      	|2              	|  1.2434e-05     	|  2.7544e-06     	|
on_val_dataloader                  	|  5.971e-06      	|2              	|  1.1942e-05     	|  2.6454e-06     	|
configure_sharded_model            	|  5.425e-06      	|2              	|  1.085e-05      	|  2.4035e-06     	|
on_validation_epoch_start          	|  9.5579e-06     	|1              	|  9.5579e-06     	|  2.1173e-06     	|
on_pretrain_routine_end            	|  9.398e-06      	|1              	|  9.398e-06      	|  2.0818e-06     	|
configure_callbacks                	|  4.388e-06      	|2              	|  8.776e-06      	|  1.944e-06      	|
on_train_dataloader                	|  3.887e-06      	|1              	|  3.887e-06      	|  8.6104e-07     	|
