VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1321.1         	|  100 %          	|
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run_training_epoch                 	|  2.5227         	|500            	|  1261.3         	|  95.474         	|
run_training_batch                 	|  0.26086        	|1000           	|  260.86         	|  19.745         	|
optimizer_step_with_closure_0      	|  0.25857        	|1000           	|  258.57         	|  19.572         	|
get_train_batch                    	|  0.13189        	|1500           	|  197.84         	|  14.975         	|
fetch_next_train_batch             	|  0.13184        	|1500           	|  197.77         	|  14.969         	|
training_step_and_backward         	|  0.19325        	|1000           	|  193.25         	|  14.627         	|
model_forward                      	|  0.102          	|1000           	|  102.0          	|  7.7208         	|
training_step                      	|  0.10178        	|1000           	|  101.78         	|  7.7043         	|
backward                           	|  0.089848       	|1000           	|  89.848         	|  6.8008         	|
run_validate_evaluation            	|  30.003         	|1              	|  30.003         	|  2.271          	|
evaluation_step_and_end            	|  0.083277       	|313            	|  26.066         	|  1.973          	|
validation_step                    	|  0.083214       	|313            	|  26.046         	|  1.9715         	|
on_train_batch_end                 	|  0.0017443      	|1000           	|  1.7443         	|  0.13203        	|
zero_grad                          	|  0.0013584      	|1000           	|  1.3584         	|  0.10282        	|
get_validate_batch                 	|  0.0030823      	|314            	|  0.96784        	|  0.073258       	|
fetch_next_validate_batch          	|  0.0030657      	|314            	|  0.96264        	|  0.072864       	|
training_batch_to_device           	|  0.00065921     	|1000           	|  0.65921        	|  0.049897       	|
on_train_epoch_start               	|  0.00031724     	|500            	|  0.15862        	|  0.012006       	|
on_train_epoch_end                 	|  0.00030743     	|500            	|  0.15372        	|  0.011635       	|
on_train_batch_start               	|  0.00011292     	|1000           	|  0.11292        	|  0.008547       	|
evaluation_batch_to_device         	|  0.00019634     	|313            	|  0.061456       	|  0.0046517      	|
on_batch_start                     	|  4.9277e-05     	|1000           	|  0.049277       	|  0.0037298      	|
on_train_end                       	|  0.043744       	|1              	|  0.043744       	|  0.0033111      	|
on_before_backward                 	|  2.8096e-05     	|1000           	|  0.028096       	|  0.0021267      	|
on_pretrain_routine_start          	|  0.022327       	|1              	|  0.022327       	|  0.00169        	|
on_before_zero_grad                	|  2.0877e-05     	|1000           	|  0.020877       	|  0.0015802      	|
on_after_backward                  	|  1.7467e-05     	|1000           	|  0.017467       	|  0.0013221      	|
on_batch_end                       	|  1.697e-05      	|1000           	|  0.01697        	|  0.0012845      	|
on_before_optimizer_step           	|  1.3442e-05     	|1000           	|  0.013442       	|  0.0010174      	|
configure_optimizers               	|  0.012356       	|1              	|  0.012356       	|  0.00093525     	|
training_step_end                  	|  7.9097e-06     	|1000           	|  0.0079097      	|  0.0005987      	|
on_validation_batch_end            	|  2.2853e-05     	|313            	|  0.0071531      	|  0.00054143     	|
on_epoch_end                       	|  1.297e-05      	|501            	|  0.0064981      	|  0.00049186     	|
on_epoch_start                     	|  1.0885e-05     	|501            	|  0.0054536      	|  0.00041279     	|
on_validation_model_eval           	|  0.0045606      	|1              	|  0.0045606      	|  0.0003452      	|
on_validation_batch_start          	|  1.1708e-05     	|313            	|  0.0036644      	|  0.00027737     	|
validation_step_end                	|  5.6992e-06     	|313            	|  0.0017838      	|  0.00013502     	|
on_train_start                     	|  0.0010244      	|1              	|  0.0010244      	|  7.7539e-05     	|
on_validation_start                	|  0.00060885     	|1              	|  0.00060885     	|  4.6085e-05     	|
on_validation_end                  	|  0.00013482     	|1              	|  0.00013482     	|  1.0205e-05     	|
teardown                           	|  2.551e-05      	|2              	|  5.102e-05      	|  3.8618e-06     	|
setup                              	|  2.3405e-05     	|2              	|  4.681e-05      	|  3.5431e-06     	|
on_before_accelerator_backend_setup	|  2.2042e-05     	|2              	|  4.4083e-05     	|  3.3367e-06     	|
on_configure_sharded_model         	|  2.1175e-05     	|2              	|  4.2349e-05     	|  3.2055e-06     	|
on_fit_start                       	|  4.1855e-05     	|1              	|  4.1855e-05     	|  3.1681e-06     	|
on_fit_end                         	|  3.8415e-05     	|1              	|  3.8415e-05     	|  2.9077e-06     	|
on_validation_epoch_end            	|  3.5934e-05     	|1              	|  3.5934e-05     	|  2.7199e-06     	|
on_val_dataloader                  	|  1.1545e-05     	|2              	|  2.3089e-05     	|  1.7477e-06     	|
on_pretrain_routine_end            	|  1.5367e-05     	|1              	|  1.5367e-05     	|  1.1631e-06     	|
prepare_data                       	|  7.1069e-06     	|2              	|  1.4214e-05     	|  1.0759e-06     	|
configure_sharded_model            	|  6.3293e-06     	|2              	|  1.2659e-05     	|  9.5815e-07     	|
configure_callbacks                	|  6.2119e-06     	|2              	|  1.2424e-05     	|  9.4038e-07     	|
on_validation_epoch_start          	|  8.9556e-06     	|1              	|  8.9556e-06     	|  6.7787e-07     	|
on_train_dataloader                	|  6.035e-06      	|1              	|  6.035e-06      	|  4.568e-07      	|
