VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  443.66         	|  100 %          	|
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run_training_epoch                 	|  5.2434         	|63             	|  330.33         	|  74.456         	|
run_training_batch                 	|  0.307          	|1000           	|  307.0          	|  69.197         	|
optimizer_step_with_closure_0      	|  0.30432        	|1000           	|  304.32         	|  68.592         	|
training_step_and_backward         	|  0.22896        	|1000           	|  228.96         	|  51.606         	|
model_forward                      	|  0.14153        	|1000           	|  141.53         	|  31.902         	|
training_step                      	|  0.1414         	|1000           	|  141.4          	|  31.871         	|
backward                           	|  0.086086       	|1000           	|  86.086         	|  19.404         	|
run_validate_evaluation            	|  70.14          	|1              	|  70.14          	|  15.81          	|
evaluation_step_and_end            	|  0.21899        	|313            	|  68.545         	|  15.45          	|
validation_step                    	|  0.21894        	|313            	|  68.529         	|  15.446         	|
get_train_batch                    	|  0.0073383      	|1063           	|  7.8006         	|  1.7582         	|
fetch_next_train_batch             	|  0.0073195      	|1063           	|  7.7806         	|  1.7537         	|
zero_grad                          	|  0.001311       	|1000           	|  1.311          	|  0.2955         	|
on_train_batch_end                 	|  0.0012053      	|1000           	|  1.2053         	|  0.27167        	|
get_validate_batch                 	|  0.0018434      	|314            	|  0.57883        	|  0.13047        	|
fetch_next_validate_batch          	|  0.0018284      	|314            	|  0.57413        	|  0.12941        	|
training_batch_to_device           	|  0.00022463     	|1000           	|  0.22463        	|  0.050631       	|
on_train_batch_start               	|  9.1026e-05     	|1000           	|  0.091026       	|  0.020517       	|
evaluation_batch_to_device         	|  0.00022144     	|313            	|  0.06931        	|  0.015622       	|
on_train_end                       	|  0.02488        	|1              	|  0.02488        	|  0.0056079      	|
on_pretrain_routine_start          	|  0.022538       	|1              	|  0.022538       	|  0.0050799      	|
on_train_epoch_end                 	|  0.00031329     	|63             	|  0.019737       	|  0.0044488      	|
on_train_epoch_start               	|  0.00028836     	|63             	|  0.018166       	|  0.0040947      	|
on_batch_start                     	|  1.5936e-05     	|1000           	|  0.015936       	|  0.0035919      	|
on_before_zero_grad                	|  1.381e-05      	|1000           	|  0.01381        	|  0.0031126      	|
on_batch_end                       	|  1.2759e-05     	|1000           	|  0.012759       	|  0.0028758      	|
on_after_backward                  	|  1.1241e-05     	|1000           	|  0.011241       	|  0.0025337      	|
on_before_optimizer_step           	|  1.0521e-05     	|1000           	|  0.010521       	|  0.0023714      	|
on_before_backward                 	|  1.0287e-05     	|1000           	|  0.010287       	|  0.0023187      	|
configure_optimizers               	|  0.0081814      	|1              	|  0.0081814      	|  0.0018441      	|
on_validation_batch_end            	|  1.9643e-05     	|313            	|  0.0061481      	|  0.0013858      	|
training_step_end                  	|  5.7777e-06     	|1000           	|  0.0057777      	|  0.0013023      	|
on_validation_model_eval           	|  0.0038898      	|1              	|  0.0038898      	|  0.00087674     	|
on_validation_batch_start          	|  1.0528e-05     	|313            	|  0.0032953      	|  0.00074275     	|
validation_step_end                	|  4.901e-06      	|313            	|  0.001534       	|  0.00034576     	|
on_epoch_start                     	|  1.0822e-05     	|64             	|  0.00069263     	|  0.00015612     	|
on_train_start                     	|  0.00068421     	|1              	|  0.00068421     	|  0.00015422     	|
on_epoch_end                       	|  1.0619e-05     	|64             	|  0.00067964     	|  0.00015319     	|
on_validation_start                	|  0.00031224     	|1              	|  0.00031224     	|  7.0379e-05     	|
on_validation_end                  	|  0.00011026     	|1              	|  0.00011026     	|  2.4852e-05     	|
on_validation_epoch_end            	|  3.6699e-05     	|1              	|  3.6699e-05     	|  8.2719e-06     	|
on_before_accelerator_backend_setup	|  1.7793e-05     	|2              	|  3.5587e-05     	|  8.0212e-06     	|
teardown                           	|  1.7172e-05     	|2              	|  3.4344e-05     	|  7.7411e-06     	|
setup                              	|  1.4191e-05     	|2              	|  2.8382e-05     	|  6.3973e-06     	|
on_configure_sharded_model         	|  1.3114e-05     	|2              	|  2.6228e-05     	|  5.9118e-06     	|
on_fit_end                         	|  2.152e-05      	|1              	|  2.152e-05      	|  4.8506e-06     	|
on_fit_start                       	|  1.6811e-05     	|1              	|  1.6811e-05     	|  3.7892e-06     	|
on_val_dataloader                  	|  5.9605e-06     	|2              	|  1.1921e-05     	|  2.687e-06      	|
prepare_data                       	|  5.535e-06      	|2              	|  1.107e-05      	|  2.4951e-06     	|
configure_callbacks                	|  4.809e-06      	|2              	|  9.618e-06      	|  2.1679e-06     	|
on_pretrain_routine_end            	|  9.427e-06      	|1              	|  9.427e-06      	|  2.1248e-06     	|
on_validation_epoch_start          	|  9.347e-06      	|1              	|  9.347e-06      	|  2.1068e-06     	|
configure_sharded_model            	|  4.583e-06      	|2              	|  9.166e-06      	|  2.066e-06      	|
on_train_dataloader                	|  4.228e-06      	|1              	|  4.228e-06      	|  9.5298e-07     	|
