VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  425.15         	|  100 %          	|
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run_training_epoch                 	|  5.7831         	|63             	|  364.33         	|  85.694         	|
run_training_batch                 	|  0.23096        	|1000           	|  230.96         	|  54.323         	|
optimizer_step_with_closure_0      	|  0.22915        	|1000           	|  229.15         	|  53.898         	|
training_step_and_backward         	|  0.17032        	|1000           	|  170.32         	|  40.06          	|
model_forward                      	|  0.085669       	|1000           	|  85.669         	|  20.15          	|
training_step                      	|  0.085513       	|1000           	|  85.513         	|  20.113         	|
backward                           	|  0.083347       	|1000           	|  83.347         	|  19.604         	|
run_validate_evaluation            	|  30.333         	|1              	|  30.333         	|  7.1346         	|
get_train_batch                    	|  0.027477       	|1063           	|  29.208         	|  6.8699         	|
fetch_next_train_batch             	|  0.027456       	|1063           	|  29.185         	|  6.8646         	|
evaluation_step_and_end            	|  0.083657       	|313            	|  26.185         	|  6.1589         	|
validation_step                    	|  0.083585       	|313            	|  26.162         	|  6.1535         	|
on_train_batch_end                 	|  0.0014717      	|1000           	|  1.4717         	|  0.34615        	|
zero_grad                          	|  0.0012728      	|1000           	|  1.2728         	|  0.29938        	|
get_validate_batch                 	|  0.003391       	|314            	|  1.0648         	|  0.25044        	|
fetch_next_validate_batch          	|  0.0033743      	|314            	|  1.0595         	|  0.24921        	|
training_batch_to_device           	|  0.00026322     	|1000           	|  0.26322        	|  0.061912       	|
on_train_batch_start               	|  9.0899e-05     	|1000           	|  0.090899       	|  0.02138        	|
evaluation_batch_to_device         	|  0.00023122     	|313            	|  0.072372       	|  0.017023       	|
on_train_end                       	|  0.044528       	|1              	|  0.044528       	|  0.010473       	|
on_pretrain_routine_start          	|  0.031015       	|1              	|  0.031015       	|  0.0072949      	|
on_train_epoch_start               	|  0.0003264      	|63             	|  0.020563       	|  0.0048366      	|
on_train_epoch_end                 	|  0.00032151     	|63             	|  0.020255       	|  0.0047643      	|
on_batch_start                     	|  1.9031e-05     	|1000           	|  0.019031       	|  0.0044763      	|
on_after_backward                  	|  1.5534e-05     	|1000           	|  0.015534       	|  0.0036537      	|
on_batch_end                       	|  1.3933e-05     	|1000           	|  0.013933       	|  0.0032773      	|
on_before_zero_grad                	|  1.3661e-05     	|1000           	|  0.013661       	|  0.0032133      	|
on_before_backward                 	|  1.1453e-05     	|1000           	|  0.011453       	|  0.0026939      	|
configure_optimizers               	|  0.010784       	|1              	|  0.010784       	|  0.0025364      	|
on_before_optimizer_step           	|  1.0598e-05     	|1000           	|  0.010598       	|  0.0024927      	|
on_validation_batch_end            	|  2.3144e-05     	|313            	|  0.0072439      	|  0.0017038      	|
training_step_end                  	|  5.8577e-06     	|1000           	|  0.0058577      	|  0.0013778      	|
on_validation_model_eval           	|  0.0044425      	|1              	|  0.0044425      	|  0.0010449      	|
on_validation_batch_start          	|  1.1704e-05     	|313            	|  0.0036634      	|  0.00086166     	|
validation_step_end                	|  5.5675e-06     	|313            	|  0.0017426      	|  0.00040988     	|
on_train_start                     	|  0.0010688      	|1              	|  0.0010688      	|  0.00025138     	|
on_epoch_end                       	|  1.1009e-05     	|64             	|  0.00070457     	|  0.00016572     	|
on_epoch_start                     	|  1.0591e-05     	|64             	|  0.00067785     	|  0.00015944     	|
on_validation_start                	|  0.00060011     	|1              	|  0.00060011     	|  0.00014115     	|
on_validation_end                  	|  0.00012296     	|1              	|  0.00012296     	|  2.8921e-05     	|
teardown                           	|  3.8279e-05     	|2              	|  7.6558e-05     	|  1.8007e-05     	|
on_fit_start                       	|  6.7998e-05     	|1              	|  6.7998e-05     	|  1.5994e-05     	|
on_fit_end                         	|  5.2605e-05     	|1              	|  5.2605e-05     	|  1.2373e-05     	|
on_before_accelerator_backend_setup	|  2.347e-05      	|2              	|  4.6941e-05     	|  1.1041e-05     	|
setup                              	|  2.3047e-05     	|2              	|  4.6093e-05     	|  1.0841e-05     	|
on_configure_sharded_model         	|  2.1785e-05     	|2              	|  4.3571e-05     	|  1.0248e-05     	|
on_validation_epoch_end            	|  3.8559e-05     	|1              	|  3.8559e-05     	|  9.0693e-06     	|
configure_sharded_model            	|  1.7054e-05     	|2              	|  3.4109e-05     	|  8.0227e-06     	|
on_val_dataloader                  	|  1.2158e-05     	|2              	|  2.4317e-05     	|  5.7195e-06     	|
configure_callbacks                	|  8.5421e-06     	|2              	|  1.7084e-05     	|  4.0184e-06     	|
prepare_data                       	|  7.8855e-06     	|2              	|  1.5771e-05     	|  3.7095e-06     	|
on_pretrain_routine_end            	|  1.1764e-05     	|1              	|  1.1764e-05     	|  2.7671e-06     	|
on_validation_epoch_start          	|  9.3766e-06     	|1              	|  9.3766e-06     	|  2.2054e-06     	|
on_train_dataloader                	|  5.3085e-06     	|1              	|  5.3085e-06     	|  1.2486e-06     	|
