VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  560.67         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  7.8353         	|63             	|  493.62         	|  88.041         	|
run_training_batch                 	|  0.37697        	|1000           	|  376.97         	|  67.236         	|
optimizer_step_with_closure_0      	|  0.37271        	|1000           	|  372.71         	|  66.476         	|
training_step_and_backward         	|  0.26921        	|1000           	|  269.21         	|  48.016         	|
model_forward                      	|  0.13639        	|1000           	|  136.39         	|  24.327         	|
training_step                      	|  0.1362         	|1000           	|  136.2          	|  24.292         	|
backward                           	|  0.13137        	|1000           	|  131.37         	|  23.431         	|
run_validate_evaluation            	|  30.943         	|1              	|  30.943         	|  5.5189         	|
evaluation_step_and_end            	|  0.22285        	|125            	|  27.856         	|  4.9683         	|
validation_step                    	|  0.22272        	|125            	|  27.84          	|  4.9655         	|
get_train_batch                    	|  0.024221       	|1063           	|  25.747         	|  4.5922         	|
fetch_next_train_batch             	|  0.024196       	|1063           	|  25.721         	|  4.5875         	|
on_train_batch_end                 	|  0.0023059      	|1000           	|  2.3059         	|  0.41128        	|
zero_grad                          	|  0.0014168      	|1000           	|  1.4168         	|  0.25269        	|
get_validate_batch                 	|  0.0070275      	|126            	|  0.88547        	|  0.15793        	|
fetch_next_validate_batch          	|  0.0070026      	|126            	|  0.88232        	|  0.15737        	|
training_batch_to_device           	|  0.00028825     	|1000           	|  0.28825        	|  0.051412       	|
on_train_batch_start               	|  9.6513e-05     	|1000           	|  0.096513       	|  0.017214       	|
on_train_end                       	|  0.047267       	|1              	|  0.047267       	|  0.0084304      	|
on_batch_start                     	|  3.9076e-05     	|1000           	|  0.039076       	|  0.0069695      	|
evaluation_batch_to_device         	|  0.00030022     	|125            	|  0.037528       	|  0.0066933      	|
on_pretrain_routine_start          	|  0.032203       	|1              	|  0.032203       	|  0.0057436      	|
on_train_epoch_end                 	|  0.00043065     	|63             	|  0.027131       	|  0.0048391      	|
on_after_backward                  	|  2.5517e-05     	|1000           	|  0.025517       	|  0.0045511      	|
on_train_epoch_start               	|  0.00040408     	|63             	|  0.025457       	|  0.0045404      	|
on_batch_end                       	|  1.8756e-05     	|1000           	|  0.018756       	|  0.0033453      	|
on_before_zero_grad                	|  1.7407e-05     	|1000           	|  0.017407       	|  0.0031046      	|
on_before_optimizer_step           	|  1.4355e-05     	|1000           	|  0.014355       	|  0.0025603      	|
on_before_backward                 	|  1.3276e-05     	|1000           	|  0.013276       	|  0.0023678      	|
configure_optimizers               	|  0.011701       	|1              	|  0.011701       	|  0.0020869      	|
training_step_end                  	|  7.3183e-06     	|1000           	|  0.0073183      	|  0.0013053      	|
on_validation_batch_end            	|  4.2874e-05     	|125            	|  0.0053592      	|  0.00095586     	|
on_validation_model_eval           	|  0.0037488      	|1              	|  0.0037488      	|  0.00066863     	|
on_train_start                     	|  0.0021589      	|1              	|  0.0021589      	|  0.00038506     	|
on_validation_batch_start          	|  1.7033e-05     	|125            	|  0.0021291      	|  0.00037974     	|
validation_step_end                	|  1.0026e-05     	|125            	|  0.0012532      	|  0.00022353     	|
on_epoch_end                       	|  1.3185e-05     	|64             	|  0.00084383     	|  0.0001505      	|
on_epoch_start                     	|  1.2252e-05     	|64             	|  0.00078415     	|  0.00013986     	|
on_validation_start                	|  0.00057888     	|1              	|  0.00057888     	|  0.00010325     	|
on_validation_end                  	|  0.00016198     	|1              	|  0.00016198     	|  2.889e-05      	|
on_before_accelerator_backend_setup	|  3.9182e-05     	|2              	|  7.8363e-05     	|  1.3977e-05     	|
setup                              	|  3.2764e-05     	|2              	|  6.5528e-05     	|  1.1687e-05     	|
on_fit_end                         	|  6.2628e-05     	|1              	|  6.2628e-05     	|  1.117e-05      	|
on_configure_sharded_model         	|  3.1266e-05     	|2              	|  6.2533e-05     	|  1.1153e-05     	|
on_fit_start                       	|  4.844e-05      	|1              	|  4.844e-05      	|  8.6396e-06     	|
teardown                           	|  2.349e-05      	|2              	|  4.698e-05      	|  8.3792e-06     	|
on_validation_epoch_end            	|  3.1492e-05     	|1              	|  3.1492e-05     	|  5.6168e-06     	|
configure_callbacks                	|  1.1307e-05     	|2              	|  2.2614e-05     	|  4.0334e-06     	|
on_pretrain_routine_end            	|  2.0698e-05     	|1              	|  2.0698e-05     	|  3.6916e-06     	|
configure_sharded_model            	|  9.113e-06      	|2              	|  1.8226e-05     	|  3.2507e-06     	|
on_val_dataloader                  	|  8.5225e-06     	|2              	|  1.7045e-05     	|  3.0401e-06     	|
prepare_data                       	|  7.9274e-06     	|2              	|  1.5855e-05     	|  2.8278e-06     	|
on_validation_epoch_start          	|  1.0485e-05     	|1              	|  1.0485e-05     	|  1.87e-06       	|
on_train_dataloader                	|  7.512e-06      	|1              	|  7.512e-06      	|  1.3398e-06     	|
