VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  514.8          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.6133         	|167            	|  436.43         	|  84.776         	|
run_training_batch                 	|  0.38297        	|1000           	|  382.97         	|  74.393         	|
optimizer_step_with_closure_0      	|  0.38029        	|1000           	|  380.29         	|  73.872         	|
training_step_and_backward         	|  0.29901        	|1000           	|  299.01         	|  58.084         	|
model_forward                      	|  0.17321        	|1000           	|  173.21         	|  33.647         	|
training_step                      	|  0.17306        	|1000           	|  173.06         	|  33.618         	|
backward                           	|  0.12446        	|1000           	|  124.46         	|  24.176         	|
run_validate_evaluation            	|  35.159         	|1              	|  35.159         	|  6.8297         	|
evaluation_step_and_end            	|  0.27645        	|125            	|  34.557         	|  6.7127         	|
validation_step                    	|  0.2764         	|125            	|  34.551         	|  6.7115         	|
get_train_batch                    	|  0.014089       	|1167           	|  16.442         	|  3.1939         	|
fetch_next_train_batch             	|  0.014064       	|1167           	|  16.413         	|  3.1882         	|
zero_grad                          	|  0.0013171      	|1000           	|  1.3171         	|  0.25584        	|
on_train_batch_end                 	|  0.0012624      	|1000           	|  1.2624         	|  0.24523        	|
get_validate_batch                 	|  0.0025816      	|126            	|  0.32528        	|  0.063186       	|
fetch_next_validate_batch          	|  0.0025673      	|126            	|  0.32347        	|  0.062835       	|
training_batch_to_device           	|  0.0003214      	|1000           	|  0.3214         	|  0.062432       	|
on_train_batch_start               	|  9.5902e-05     	|1000           	|  0.095902       	|  0.018629       	|
on_train_epoch_start               	|  0.00028058     	|167            	|  0.046857       	|  0.009102       	|
on_train_epoch_end                 	|  0.00026389     	|167            	|  0.044069       	|  0.0085605      	|
evaluation_batch_to_device         	|  0.0002331      	|125            	|  0.029138       	|  0.0056601      	|
on_train_end                       	|  0.024989       	|1              	|  0.024989       	|  0.0048541      	|
on_pretrain_routine_start          	|  0.022325       	|1              	|  0.022325       	|  0.0043366      	|
on_batch_start                     	|  2.0284e-05     	|1000           	|  0.020284       	|  0.0039401      	|
on_before_zero_grad                	|  1.529e-05      	|1000           	|  0.01529        	|  0.0029701      	|
on_batch_end                       	|  1.399e-05      	|1000           	|  0.01399        	|  0.0027177      	|
on_after_backward                  	|  1.2179e-05     	|1000           	|  0.012179       	|  0.0023657      	|
on_before_optimizer_step           	|  1.1456e-05     	|1000           	|  0.011456       	|  0.0022254      	|
on_before_backward                 	|  1.067e-05      	|1000           	|  0.01067        	|  0.0020726      	|
configure_optimizers               	|  0.0086801      	|1              	|  0.0086801      	|  0.0016861      	|
training_step_end                  	|  6.3639e-06     	|1000           	|  0.0063639      	|  0.0012362      	|
on_validation_model_eval           	|  0.0045388      	|1              	|  0.0045388      	|  0.00088168     	|
on_validation_batch_end            	|  1.9032e-05     	|125            	|  0.0023791      	|  0.00046213     	|
on_epoch_start                     	|  1.1164e-05     	|168            	|  0.0018756      	|  0.00036434     	|
on_epoch_end                       	|  1.0204e-05     	|168            	|  0.0017143      	|  0.000333       	|
on_validation_batch_start          	|  1.0413e-05     	|125            	|  0.0013016      	|  0.00025284     	|
on_train_start                     	|  0.00071799     	|1              	|  0.00071799     	|  0.00013947     	|
validation_step_end                	|  4.737e-06      	|125            	|  0.00059212     	|  0.00011502     	|
on_validation_start                	|  0.00032212     	|1              	|  0.00032212     	|  6.2573e-05     	|
on_validation_end                  	|  0.00010809     	|1              	|  0.00010809     	|  2.0997e-05     	|
on_before_accelerator_backend_setup	|  1.8258e-05     	|2              	|  3.6517e-05     	|  7.0935e-06     	|
on_configure_sharded_model         	|  1.5709e-05     	|2              	|  3.1418e-05     	|  6.103e-06      	|
teardown                           	|  1.4998e-05     	|2              	|  2.9996e-05     	|  5.8268e-06     	|
setup                              	|  1.4106e-05     	|2              	|  2.8213e-05     	|  5.4804e-06     	|
on_fit_end                         	|  2.1601e-05     	|1              	|  2.1601e-05     	|  4.196e-06      	|
on_validation_epoch_end            	|  1.9426e-05     	|1              	|  1.9426e-05     	|  3.7735e-06     	|
on_fit_start                       	|  1.8705e-05     	|1              	|  1.8705e-05     	|  3.6335e-06     	|
prepare_data                       	|  6.8831e-06     	|2              	|  1.3766e-05     	|  2.6741e-06     	|
on_val_dataloader                  	|  5.9615e-06     	|2              	|  1.1923e-05     	|  2.316e-06      	|
configure_sharded_model            	|  5.44e-06       	|2              	|  1.088e-05      	|  2.1134e-06     	|
configure_callbacks                	|  5.074e-06      	|2              	|  1.0148e-05     	|  1.9713e-06     	|
on_pretrain_routine_end            	|  1.0139e-05     	|1              	|  1.0139e-05     	|  1.9695e-06     	|
on_validation_epoch_start          	|  9.4781e-06     	|1              	|  9.4781e-06     	|  1.8411e-06     	|
on_train_dataloader                	|  4.078e-06      	|1              	|  4.078e-06      	|  7.9216e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1688.9         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.2425         	|167            	|  1543.5         	|  91.391         	|
run_training_batch                 	|  0.18706        	|8000           	|  1496.4         	|  88.604         	|
training_step_and_backward         	|  0.177          	|8000           	|  1416.0         	|  83.842         	|
model_forward                      	|  0.094033       	|8000           	|  752.27         	|  44.542         	|
training_step                      	|  0.093898       	|8000           	|  751.18         	|  44.478         	|
backward                           	|  0.08278        	|8000           	|  662.24         	|  39.211         	|
optimizer_step_with_closure_0      	|  0.23495        	|1000           	|  234.95         	|  13.911         	|
run_validate_evaluation            	|  101.7          	|1              	|  101.7          	|  6.0215         	|
evaluation_step_and_end            	|  0.099702       	|1000           	|  99.702         	|  5.9034         	|
validation_step                    	|  0.099653       	|1000           	|  99.653         	|  5.9004         	|
get_train_batch                    	|  0.0033456      	|8167           	|  27.323         	|  1.6178         	|
fetch_next_train_batch             	|  0.0033286      	|8167           	|  27.185         	|  1.6096         	|
on_train_batch_end                 	|  0.0010688      	|8000           	|  8.5508         	|  0.50629        	|
training_batch_to_device           	|  0.00021856     	|8000           	|  1.7485         	|  0.10353        	|
get_validate_batch                 	|  0.0014572      	|1001           	|  1.4587         	|  0.086369       	|
fetch_next_validate_batch          	|  0.0014437      	|1001           	|  1.4452         	|  0.08557        	|
zero_grad                          	|  0.0013518      	|1000           	|  1.3518         	|  0.080042       	|
on_train_batch_start               	|  8.9039e-05     	|8000           	|  0.71231        	|  0.042176       	|
evaluation_batch_to_device         	|  0.00020747     	|1000           	|  0.20747        	|  0.012284       	|
on_batch_start                     	|  1.5254e-05     	|8000           	|  0.12203        	|  0.0072255      	|
on_batch_end                       	|  1.3445e-05     	|8000           	|  0.10756        	|  0.0063688      	|
on_before_backward                 	|  1.2993e-05     	|8000           	|  0.10394        	|  0.0061543      	|
on_after_backward                  	|  1.2024e-05     	|8000           	|  0.096193       	|  0.0056956      	|
on_train_epoch_start               	|  0.00028266     	|167            	|  0.047204       	|  0.0027949      	|
training_step_end                  	|  5.8582e-06     	|8000           	|  0.046866       	|  0.0027749      	|
on_train_epoch_end                 	|  0.00024826     	|167            	|  0.041459       	|  0.0024548      	|
on_train_end                       	|  0.02518        	|1              	|  0.02518        	|  0.0014909      	|
on_pretrain_routine_start          	|  0.023028       	|1              	|  0.023028       	|  0.0013635      	|
on_validation_batch_end            	|  1.8765e-05     	|1000           	|  0.018765       	|  0.0011111      	|
on_before_zero_grad                	|  1.6135e-05     	|1000           	|  0.016135       	|  0.00095538     	|
on_before_optimizer_step           	|  1.2917e-05     	|1000           	|  0.012917       	|  0.0007648      	|
on_validation_batch_start          	|  1.007e-05      	|1000           	|  0.01007        	|  0.00059622     	|
configure_optimizers               	|  0.0083258      	|1              	|  0.0083258      	|  0.00049297     	|
validation_step_end                	|  4.5871e-06     	|1000           	|  0.0045871      	|  0.00027161     	|
on_validation_model_eval           	|  0.0040934      	|1              	|  0.0040934      	|  0.00024237     	|
on_epoch_end                       	|  1.1628e-05     	|168            	|  0.0019536      	|  0.00011567     	|
on_epoch_start                     	|  1.0739e-05     	|168            	|  0.0018042      	|  0.00010683     	|
on_train_start                     	|  0.00075273     	|1              	|  0.00075273     	|  4.4569e-05     	|
on_validation_start                	|  0.00031129     	|1              	|  0.00031129     	|  1.8432e-05     	|
on_validation_end                  	|  0.0001072      	|1              	|  0.0001072      	|  6.3474e-06     	|
on_before_accelerator_backend_setup	|  2.0794e-05     	|2              	|  4.1588e-05     	|  2.4624e-06     	|
teardown                           	|  1.6842e-05     	|2              	|  3.3684e-05     	|  1.9944e-06     	|
setup                              	|  1.3771e-05     	|2              	|  2.7542e-05     	|  1.6308e-06     	|
on_configure_sharded_model         	|  1.3726e-05     	|2              	|  2.7452e-05     	|  1.6254e-06     	|
on_fit_end                         	|  2.675e-05      	|1              	|  2.675e-05      	|  1.5839e-06     	|
on_validation_epoch_end            	|  1.8164e-05     	|1              	|  1.8164e-05     	|  1.0755e-06     	|
on_fit_start                       	|  1.8024e-05     	|1              	|  1.8024e-05     	|  1.0672e-06     	|
prepare_data                       	|  6.728e-06      	|2              	|  1.3456e-05     	|  7.9673e-07     	|
on_pretrain_routine_end            	|  1.2383e-05     	|1              	|  1.2383e-05     	|  7.332e-07      	|
on_val_dataloader                  	|  6.0366e-06     	|2              	|  1.2073e-05     	|  7.1486e-07     	|
configure_callbacks                	|  5.4456e-06     	|2              	|  1.0891e-05     	|  6.4486e-07     	|
configure_sharded_model            	|  5.0394e-06     	|2              	|  1.0079e-05     	|  5.9677e-07     	|
on_validation_epoch_start          	|  9.9582e-06     	|1              	|  9.9582e-06     	|  5.8962e-07     	|
on_train_dataloader                	|  4.228e-06      	|1              	|  4.228e-06      	|  2.5034e-07     	|
