VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1603.8         	|  100 %          	|
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run_training_epoch                 	|  3.0838         	|500            	|  1541.9         	|  96.143         	|
run_training_batch                 	|  0.27561        	|1000           	|  275.61         	|  17.185         	|
optimizer_step_with_closure_0      	|  0.27173        	|1000           	|  271.73         	|  16.943         	|
training_step_and_backward         	|  0.20465        	|1000           	|  204.65         	|  12.76          	|
get_train_batch                    	|  0.12983        	|1500           	|  194.75         	|  12.143         	|
fetch_next_train_batch             	|  0.12979        	|1500           	|  194.68         	|  12.139         	|
model_forward                      	|  0.10762        	|1000           	|  107.62         	|  6.7108         	|
training_step                      	|  0.10739        	|1000           	|  107.39         	|  6.6964         	|
backward                           	|  0.095417       	|1000           	|  95.417         	|  5.9496         	|
run_validate_evaluation            	|  30.81          	|1              	|  30.81          	|  1.9211         	|
evaluation_step_and_end            	|  0.084906       	|313            	|  26.576         	|  1.6571         	|
validation_step                    	|  0.084836       	|313            	|  26.554         	|  1.6557         	|
on_train_batch_end                 	|  0.0021898      	|1000           	|  2.1898         	|  0.13654        	|
zero_grad                          	|  0.0015634      	|1000           	|  1.5634         	|  0.097486       	|
get_validate_batch                 	|  0.0031816      	|314            	|  0.99902        	|  0.062293       	|
fetch_next_validate_batch          	|  0.0031644      	|314            	|  0.99362        	|  0.061956       	|
training_batch_to_device           	|  0.00070479     	|1000           	|  0.70479        	|  0.043946       	|
on_train_epoch_end                 	|  0.00035946     	|500            	|  0.17973        	|  0.011207       	|
on_train_epoch_start               	|  0.000334       	|500            	|  0.167          	|  0.010413       	|
on_train_batch_start               	|  0.00011605     	|1000           	|  0.11605        	|  0.0072359      	|
evaluation_batch_to_device         	|  0.0002292      	|313            	|  0.071739       	|  0.0044732      	|
on_batch_start                     	|  5.179e-05      	|1000           	|  0.05179        	|  0.0032293      	|
on_train_end                       	|  0.046028       	|1              	|  0.046028       	|  0.00287        	|
on_after_backward                  	|  2.503e-05      	|1000           	|  0.02503        	|  0.0015607      	|
on_pretrain_routine_start          	|  0.023013       	|1              	|  0.023013       	|  0.001435       	|
on_before_zero_grad                	|  2.2368e-05     	|1000           	|  0.022368       	|  0.0013947      	|
on_batch_end                       	|  1.8299e-05     	|1000           	|  0.018299       	|  0.001141       	|
on_before_optimizer_step           	|  1.6179e-05     	|1000           	|  0.016179       	|  0.0010088      	|
on_before_backward                 	|  1.4547e-05     	|1000           	|  0.014547       	|  0.00090707     	|
configure_optimizers               	|  0.011732       	|1              	|  0.011732       	|  0.00073152     	|
training_step_end                  	|  9.0948e-06     	|1000           	|  0.0090948      	|  0.00056709     	|
on_validation_batch_end            	|  2.5488e-05     	|313            	|  0.0079776      	|  0.00049743     	|
on_epoch_end                       	|  1.2257e-05     	|501            	|  0.0061409      	|  0.00038291     	|
on_epoch_start                     	|  1.1552e-05     	|501            	|  0.0057875      	|  0.00036087     	|
on_validation_model_eval           	|  0.004361       	|1              	|  0.004361       	|  0.00027193     	|
on_validation_batch_start          	|  1.2207e-05     	|313            	|  0.0038207      	|  0.00023824     	|
validation_step_end                	|  6.2898e-06     	|313            	|  0.0019687      	|  0.00012276     	|
on_train_start                     	|  0.0013342      	|1              	|  0.0013342      	|  8.3191e-05     	|
on_validation_start                	|  0.00050313     	|1              	|  0.00050313     	|  3.1372e-05     	|
on_validation_end                  	|  0.00019815     	|1              	|  0.00019815     	|  1.2356e-05     	|
teardown                           	|  4.2845e-05     	|2              	|  8.5689e-05     	|  5.343e-06      	|
on_fit_end                         	|  6.6284e-05     	|1              	|  6.6284e-05     	|  4.1331e-06     	|
setup                              	|  2.7671e-05     	|2              	|  5.5341e-05     	|  3.4507e-06     	|
on_before_accelerator_backend_setup	|  2.5631e-05     	|2              	|  5.1262e-05     	|  3.1964e-06     	|
on_configure_sharded_model         	|  2.489e-05      	|2              	|  4.9779e-05     	|  3.1039e-06     	|
on_fit_start                       	|  4.7849e-05     	|1              	|  4.7849e-05     	|  2.9836e-06     	|
on_validation_epoch_end            	|  3.9503e-05     	|1              	|  3.9503e-05     	|  2.4632e-06     	|
configure_callbacks                	|  9.2778e-06     	|2              	|  1.8556e-05     	|  1.157e-06      	|
prepare_data                       	|  9.249e-06      	|2              	|  1.8498e-05     	|  1.1534e-06     	|
on_val_dataloader                  	|  8.9882e-06     	|2              	|  1.7976e-05     	|  1.1209e-06     	|
on_pretrain_routine_end            	|  1.7243e-05     	|1              	|  1.7243e-05     	|  1.0751e-06     	|
configure_sharded_model            	|  8.1426e-06     	|2              	|  1.6285e-05     	|  1.0154e-06     	|
on_validation_epoch_start          	|  1.0388e-05     	|1              	|  1.0388e-05     	|  6.4773e-07     	|
on_train_dataloader                	|  7.5568e-06     	|1              	|  7.5568e-06     	|  4.7119e-07     	|
