VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1838.6         	|  100 %          	|
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run_training_epoch                 	|  26.315         	|63             	|  1657.8         	|  90.167         	|
run_training_batch                 	|  0.20281        	|8000           	|  1622.5         	|  88.245         	|
training_step_and_backward         	|  0.19152        	|8000           	|  1532.2         	|  83.334         	|
model_forward                      	|  0.1067         	|8000           	|  853.64         	|  46.428         	|
training_step                      	|  0.10657        	|8000           	|  852.58         	|  46.37          	|
backward                           	|  0.084635       	|8000           	|  677.08         	|  36.825         	|
optimizer_step_with_closure_0      	|  0.25129        	|1000           	|  251.29         	|  13.667         	|
run_validate_evaluation            	|  137.91         	|1              	|  137.91         	|  7.5009         	|
evaluation_step_and_end            	|  0.1359         	|1000           	|  135.9          	|  7.3914         	|
validation_step                    	|  0.13585        	|1000           	|  135.85         	|  7.3887         	|
get_train_batch                    	|  0.0022915      	|8063           	|  18.476         	|  1.0049         	|
fetch_next_train_batch             	|  0.0022743      	|8063           	|  18.338         	|  0.99735        	|
on_train_batch_end                 	|  0.0010796      	|8000           	|  8.6371         	|  0.46976        	|
training_batch_to_device           	|  0.00021861     	|8000           	|  1.7488         	|  0.095117       	|
get_validate_batch                 	|  0.001472       	|1001           	|  1.4734         	|  0.080138       	|
fetch_next_validate_batch          	|  0.0014582      	|1001           	|  1.4597         	|  0.079388       	|
zero_grad                          	|  0.0013354      	|1000           	|  1.3354         	|  0.07263        	|
on_train_batch_start               	|  9.0547e-05     	|8000           	|  0.72438        	|  0.039398       	|
evaluation_batch_to_device         	|  0.00020976     	|1000           	|  0.20976        	|  0.011409       	|
on_batch_start                     	|  1.4622e-05     	|8000           	|  0.11697        	|  0.0063619      	|
on_batch_end                       	|  1.3701e-05     	|8000           	|  0.10961        	|  0.0059615      	|
on_before_backward                 	|  1.2266e-05     	|8000           	|  0.098124       	|  0.0053368      	|
on_after_backward                  	|  1.1321e-05     	|8000           	|  0.090571       	|  0.004926       	|
training_step_end                  	|  5.8397e-06     	|8000           	|  0.046717       	|  0.0025409      	|
on_train_end                       	|  0.02562        	|1              	|  0.02562        	|  0.0013934      	|
on_pretrain_routine_start          	|  0.022365       	|1              	|  0.022365       	|  0.0012164      	|
on_validation_batch_end            	|  1.8728e-05     	|1000           	|  0.018728       	|  0.0010186      	|
on_train_epoch_start               	|  0.00029536     	|63             	|  0.018608       	|  0.001012       	|
on_train_epoch_end                 	|  0.00027509     	|63             	|  0.017331       	|  0.0009426      	|
on_before_zero_grad                	|  1.3995e-05     	|1000           	|  0.013995       	|  0.00076115     	|
on_before_optimizer_step           	|  1.2143e-05     	|1000           	|  0.012143       	|  0.00066044     	|
on_validation_batch_start          	|  1.0215e-05     	|1000           	|  0.010215       	|  0.00055559     	|
configure_optimizers               	|  0.0077049      	|1              	|  0.0077049      	|  0.00041906     	|
validation_step_end                	|  4.5975e-06     	|1000           	|  0.0045975      	|  0.00025005     	|
on_validation_model_eval           	|  0.0038283      	|1              	|  0.0038283      	|  0.00020822     	|
on_train_start                     	|  0.0007546      	|1              	|  0.0007546      	|  4.1042e-05     	|
on_epoch_start                     	|  1.0709e-05     	|64             	|  0.00068537     	|  3.7276e-05     	|
on_epoch_end                       	|  1.0145e-05     	|64             	|  0.0006493      	|  3.5314e-05     	|
on_validation_start                	|  0.00032114     	|1              	|  0.00032114     	|  1.7466e-05     	|
on_validation_end                  	|  0.00012199     	|1              	|  0.00012199     	|  6.6347e-06     	|
setup                              	|  2.2077e-05     	|2              	|  4.4153e-05     	|  2.4014e-06     	|
on_before_accelerator_backend_setup	|  1.9531e-05     	|2              	|  3.9063e-05     	|  2.1246e-06     	|
teardown                           	|  1.6686e-05     	|2              	|  3.3372e-05     	|  1.8151e-06     	|
on_configure_sharded_model         	|  1.605e-05      	|2              	|  3.21e-05       	|  1.7459e-06     	|
on_fit_end                         	|  2.5027e-05     	|1              	|  2.5027e-05     	|  1.3612e-06     	|
on_validation_epoch_end            	|  1.8725e-05     	|1              	|  1.8725e-05     	|  1.0184e-06     	|
on_fit_start                       	|  1.6341e-05     	|1              	|  1.6341e-05     	|  8.8876e-07     	|
on_val_dataloader                  	|  5.791e-06      	|2              	|  1.1582e-05     	|  6.2992e-07     	|
prepare_data                       	|  5.6705e-06     	|2              	|  1.1341e-05     	|  6.1682e-07     	|
configure_callbacks                	|  5.59e-06       	|2              	|  1.118e-05      	|  6.0807e-07     	|
configure_sharded_model            	|  5.2154e-06     	|2              	|  1.0431e-05     	|  5.6732e-07     	|
on_validation_epoch_start          	|  9.798e-06      	|1              	|  9.798e-06      	|  5.329e-07      	|
on_pretrain_routine_end            	|  9.7479e-06     	|1              	|  9.7479e-06     	|  5.3017e-07     	|
on_train_dataloader                	|  4.5679e-06     	|1              	|  4.5679e-06     	|  2.4844e-07     	|
