VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  515.44         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.6197         	|167            	|  437.49         	|  84.877         	|
run_training_batch                 	|  0.38397        	|1000           	|  383.97         	|  74.495         	|
optimizer_step_with_closure_0      	|  0.38125        	|1000           	|  381.25         	|  73.967         	|
training_step_and_backward         	|  0.30031        	|1000           	|  300.31         	|  58.263         	|
model_forward                      	|  0.1737         	|1000           	|  173.7          	|  33.7           	|
training_step                      	|  0.17355        	|1000           	|  173.55         	|  33.671         	|
backward                           	|  0.12524        	|1000           	|  125.24         	|  24.297         	|
run_validate_evaluation            	|  34.83          	|1              	|  34.83          	|  6.7574         	|
evaluation_step_and_end            	|  0.27376        	|125            	|  34.219         	|  6.6389         	|
validation_step                    	|  0.2737         	|125            	|  34.213         	|  6.6376         	|
get_train_batch                    	|  0.014002       	|1167           	|  16.34          	|  3.1702         	|
fetch_next_train_batch             	|  0.013978       	|1167           	|  16.313         	|  3.1648         	|
zero_grad                          	|  0.0013416      	|1000           	|  1.3416         	|  0.26028        	|
on_train_batch_end                 	|  0.0012307      	|1000           	|  1.2307         	|  0.23876        	|
get_validate_batch                 	|  0.0026398      	|126            	|  0.33261        	|  0.06453        	|
fetch_next_validate_batch          	|  0.0026252      	|126            	|  0.33078        	|  0.064174       	|
training_batch_to_device           	|  0.00031265     	|1000           	|  0.31265        	|  0.060657       	|
on_train_batch_start               	|  9.4491e-05     	|1000           	|  0.094491       	|  0.018332       	|
on_train_epoch_start               	|  0.0002834      	|167            	|  0.047328       	|  0.0091821      	|
on_train_epoch_end                 	|  0.0002639      	|167            	|  0.044072       	|  0.0085503      	|
evaluation_batch_to_device         	|  0.00021646     	|125            	|  0.027058       	|  0.0052496      	|
on_train_end                       	|  0.025029       	|1              	|  0.025029       	|  0.0048559      	|
on_pretrain_routine_start          	|  0.022557       	|1              	|  0.022557       	|  0.0043762      	|
on_batch_start                     	|  2.1417e-05     	|1000           	|  0.021417       	|  0.004155       	|
on_before_zero_grad                	|  1.5038e-05     	|1000           	|  0.015038       	|  0.0029175      	|
on_batch_end                       	|  1.3917e-05     	|1000           	|  0.013917       	|  0.0027001      	|
on_after_backward                  	|  1.1601e-05     	|1000           	|  0.011601       	|  0.0022507      	|
on_before_optimizer_step           	|  1.1242e-05     	|1000           	|  0.011242       	|  0.002181       	|
on_before_backward                 	|  1.0577e-05     	|1000           	|  0.010577       	|  0.002052       	|
configure_optimizers               	|  0.008533       	|1              	|  0.008533       	|  0.0016555      	|
training_step_end                  	|  7.3276e-06     	|1000           	|  0.0073276      	|  0.0014216      	|
on_validation_model_eval           	|  0.0045832      	|1              	|  0.0045832      	|  0.0008892      	|
on_validation_batch_end            	|  1.9915e-05     	|125            	|  0.0024894      	|  0.00048297     	|
on_epoch_start                     	|  1.0595e-05     	|168            	|  0.0017799      	|  0.00034533     	|
on_epoch_end                       	|  1.0387e-05     	|168            	|  0.001745       	|  0.00033854     	|
on_validation_batch_start          	|  1.009e-05      	|125            	|  0.0012612      	|  0.00024469     	|
on_train_start                     	|  0.00074698     	|1              	|  0.00074698     	|  0.00014492     	|
validation_step_end                	|  5.3788e-06     	|125            	|  0.00067236     	|  0.00013044     	|
on_validation_start                	|  0.00032855     	|1              	|  0.00032855     	|  6.3743e-05     	|
on_validation_end                  	|  0.00010964     	|1              	|  0.00010964     	|  2.127e-05      	|
on_before_accelerator_backend_setup	|  2.0108e-05     	|2              	|  4.0216e-05     	|  7.8023e-06     	|
on_configure_sharded_model         	|  1.4903e-05     	|2              	|  2.9806e-05     	|  5.7827e-06     	|
teardown                           	|  1.4807e-05     	|2              	|  2.9614e-05     	|  5.7454e-06     	|
setup                              	|  1.4326e-05     	|2              	|  2.8653e-05     	|  5.559e-06      	|
on_fit_end                         	|  2.2492e-05     	|1              	|  2.2492e-05     	|  4.3637e-06     	|
on_validation_epoch_end            	|  1.8415e-05     	|1              	|  1.8415e-05     	|  3.5727e-06     	|
on_fit_start                       	|  1.7643e-05     	|1              	|  1.7643e-05     	|  3.4229e-06     	|
on_val_dataloader                  	|  6.2864e-06     	|2              	|  1.2573e-05     	|  2.4393e-06     	|
prepare_data                       	|  6.1265e-06     	|2              	|  1.2253e-05     	|  2.3772e-06     	|
configure_callbacks                	|  5.806e-06      	|2              	|  1.1612e-05     	|  2.2529e-06     	|
configure_sharded_model            	|  5.5205e-06     	|2              	|  1.1041e-05     	|  2.1421e-06     	|
on_pretrain_routine_end            	|  1.0259e-05     	|1              	|  1.0259e-05     	|  1.9904e-06     	|
on_validation_epoch_start          	|  9.9581e-06     	|1              	|  9.9581e-06     	|  1.932e-06      	|
on_train_dataloader                	|  4.368e-06      	|1              	|  4.368e-06      	|  8.4744e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1695.5         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.2825         	|167            	|  1550.2         	|  91.429         	|
run_training_batch                 	|  0.18789        	|8000           	|  1503.1         	|  88.653         	|
training_step_and_backward         	|  0.17771        	|8000           	|  1421.7         	|  83.85          	|
model_forward                      	|  0.094078       	|8000           	|  752.63         	|  44.39          	|
training_step                      	|  0.093942       	|8000           	|  751.54         	|  44.326         	|
backward                           	|  0.083441       	|8000           	|  667.53         	|  39.371         	|
optimizer_step_with_closure_0      	|  0.2365         	|1000           	|  236.5          	|  13.949         	|
run_validate_evaluation            	|  101.71         	|1              	|  101.71         	|  5.9986         	|
evaluation_step_and_end            	|  0.099703       	|1000           	|  99.703         	|  5.8805         	|
validation_step                    	|  0.099651       	|1000           	|  99.651         	|  5.8775         	|
get_train_batch                    	|  0.0033524      	|8167           	|  27.379         	|  1.6148         	|
fetch_next_train_batch             	|  0.0033345      	|8167           	|  27.233         	|  1.6062         	|
on_train_batch_end                 	|  0.0010736      	|8000           	|  8.5885         	|  0.50656        	|
training_batch_to_device           	|  0.00022075     	|8000           	|  1.766          	|  0.10416        	|
get_validate_batch                 	|  0.0014622      	|1001           	|  1.4637         	|  0.086329       	|
fetch_next_validate_batch          	|  0.0014476      	|1001           	|  1.449          	|  0.085463       	|
zero_grad                          	|  0.0013691      	|1000           	|  1.3691         	|  0.080751       	|
on_train_batch_start               	|  8.9211e-05     	|8000           	|  0.71368        	|  0.042093       	|
evaluation_batch_to_device         	|  0.00020598     	|1000           	|  0.20598        	|  0.012149       	|
on_batch_start                     	|  1.5422e-05     	|8000           	|  0.12337        	|  0.0072766      	|
on_before_backward                 	|  1.35e-05       	|8000           	|  0.108          	|  0.0063701      	|
on_batch_end                       	|  1.334e-05      	|8000           	|  0.10672        	|  0.0062942      	|
on_after_backward                  	|  1.1387e-05     	|8000           	|  0.091098       	|  0.005373       	|
training_step_end                  	|  5.8497e-06     	|8000           	|  0.046798       	|  0.0027601      	|
on_train_epoch_start               	|  0.000279       	|167            	|  0.046593       	|  0.0027481      	|
on_train_epoch_end                 	|  0.00024797     	|167            	|  0.04141        	|  0.0024424      	|
on_train_end                       	|  0.025664       	|1              	|  0.025664       	|  0.0015136      	|
on_pretrain_routine_start          	|  0.023018       	|1              	|  0.023018       	|  0.0013576      	|
on_validation_batch_end            	|  1.8955e-05     	|1000           	|  0.018955       	|  0.001118       	|
on_before_zero_grad                	|  1.6107e-05     	|1000           	|  0.016107       	|  0.00095002     	|
on_before_optimizer_step           	|  1.2183e-05     	|1000           	|  0.012183       	|  0.00071856     	|
on_validation_batch_start          	|  1.1539e-05     	|1000           	|  0.011539       	|  0.00068057     	|
configure_optimizers               	|  0.00899        	|1              	|  0.00899        	|  0.00053023     	|
validation_step_end                	|  4.8325e-06     	|1000           	|  0.0048325      	|  0.00028502     	|
on_validation_model_eval           	|  0.0041613      	|1              	|  0.0041613      	|  0.00024544     	|
on_epoch_start                     	|  1.0744e-05     	|168            	|  0.0018049      	|  0.00010646     	|
on_epoch_end                       	|  1.0534e-05     	|168            	|  0.0017697      	|  0.00010438     	|
on_train_start                     	|  0.00074284     	|1              	|  0.00074284     	|  4.3813e-05     	|
on_validation_start                	|  0.00032704     	|1              	|  0.00032704     	|  1.9289e-05     	|
on_validation_end                  	|  0.00010035     	|1              	|  0.00010035     	|  5.9185e-06     	|
on_before_accelerator_backend_setup	|  1.9312e-05     	|2              	|  3.8623e-05     	|  2.278e-06      	|
teardown                           	|  1.5124e-05     	|2              	|  3.0247e-05     	|  1.784e-06      	|
setup                              	|  1.4608e-05     	|2              	|  2.9215e-05     	|  1.7231e-06     	|
on_configure_sharded_model         	|  1.3876e-05     	|2              	|  2.7752e-05     	|  1.6368e-06     	|
on_fit_end                         	|  2.3083e-05     	|1              	|  2.3083e-05     	|  1.3614e-06     	|
on_fit_start                       	|  1.8915e-05     	|1              	|  1.8915e-05     	|  1.1156e-06     	|
on_validation_epoch_end            	|  1.8024e-05     	|1              	|  1.8024e-05     	|  1.0631e-06     	|
prepare_data                       	|  6.4671e-06     	|2              	|  1.2934e-05     	|  7.6286e-07     	|
on_pretrain_routine_end            	|  1.2774e-05     	|1              	|  1.2774e-05     	|  7.5342e-07     	|
on_val_dataloader                  	|  6.006e-06      	|2              	|  1.2012e-05     	|  7.0847e-07     	|
configure_callbacks                	|  5.6101e-06     	|2              	|  1.122e-05      	|  6.6177e-07     	|
configure_sharded_model            	|  5.0394e-06     	|2              	|  1.0079e-05     	|  5.9445e-07     	|
on_validation_epoch_start          	|  9.5081e-06     	|1              	|  9.5081e-06     	|  5.6079e-07     	|
on_train_dataloader                	|  4.6091e-06     	|1              	|  4.6091e-06     	|  2.7185e-07     	|
