VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  443.49         	|  100 %          	|
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run_training_epoch                 	|  14.528         	|25             	|  363.2          	|  81.896         	|
run_training_batch                 	|  0.3508         	|1000           	|  350.8          	|  79.099         	|
optimizer_step_with_closure_0      	|  0.34823        	|1000           	|  348.23         	|  78.521         	|
training_step_and_backward         	|  0.27036        	|1000           	|  270.36         	|  60.962         	|
model_forward                      	|  0.16012        	|1000           	|  160.12         	|  36.105         	|
training_step                      	|  0.15998        	|1000           	|  159.98         	|  36.074         	|
backward                           	|  0.10891        	|1000           	|  108.91         	|  24.558         	|
run_validate_evaluation            	|  35.957         	|1              	|  35.957         	|  8.1078         	|
evaluation_step_and_end            	|  0.2539         	|139            	|  35.292         	|  7.9578         	|
validation_step                    	|  0.25385        	|139            	|  35.285         	|  7.9561         	|
get_train_batch                    	|  0.004212       	|1025           	|  4.3173         	|  0.97347        	|
fetch_next_train_batch             	|  0.0041949      	|1025           	|  4.2997         	|  0.96952        	|
zero_grad                          	|  0.0013019      	|1000           	|  1.3019         	|  0.29356        	|
on_train_batch_end                 	|  0.0011885      	|1000           	|  1.1885         	|  0.268          	|
get_validate_batch                 	|  0.0024887      	|140            	|  0.34842        	|  0.078562       	|
fetch_next_validate_batch          	|  0.0024741      	|140            	|  0.34638        	|  0.078102       	|
training_batch_to_device           	|  0.00023901     	|1000           	|  0.23901        	|  0.053894       	|
on_train_batch_start               	|  8.973e-05      	|1000           	|  0.08973        	|  0.020233       	|
evaluation_batch_to_device         	|  0.00023985     	|139            	|  0.03334        	|  0.0075175      	|
on_train_end                       	|  0.024022       	|1              	|  0.024022       	|  0.0054166      	|
on_pretrain_routine_start          	|  0.022383       	|1              	|  0.022383       	|  0.005047       	|
on_batch_start                     	|  1.5033e-05     	|1000           	|  0.015033       	|  0.0033897      	|
on_before_zero_grad                	|  1.384e-05      	|1000           	|  0.01384        	|  0.0031206      	|
on_batch_end                       	|  1.3397e-05     	|1000           	|  0.013397       	|  0.0030208      	|
on_after_backward                  	|  1.2102e-05     	|1000           	|  0.012102       	|  0.0027287      	|
on_before_backward                 	|  1.0344e-05     	|1000           	|  0.010344       	|  0.0023323      	|
on_before_optimizer_step           	|  1.0253e-05     	|1000           	|  0.010253       	|  0.002312       	|
configure_optimizers               	|  0.0081808      	|1              	|  0.0081808      	|  0.0018446      	|
on_train_epoch_end                 	|  0.00029523     	|25             	|  0.0073807      	|  0.0016642      	|
on_train_epoch_start               	|  0.00027898     	|25             	|  0.0069746      	|  0.0015727      	|
training_step_end                  	|  5.7953e-06     	|1000           	|  0.0057953      	|  0.0013067      	|
on_validation_model_eval           	|  0.00451        	|1              	|  0.00451        	|  0.0010169      	|
on_validation_batch_end            	|  2.0032e-05     	|139            	|  0.0027845      	|  0.00062785     	|
on_validation_batch_start          	|  1.038e-05      	|139            	|  0.0014428      	|  0.00032533     	|
on_train_start                     	|  0.00070198     	|1              	|  0.00070198     	|  0.00015829     	|
validation_step_end                	|  5.035e-06      	|139            	|  0.00069987     	|  0.00015781     	|
on_validation_start                	|  0.0003246      	|1              	|  0.0003246      	|  7.3191e-05     	|
on_epoch_end                       	|  1.1018e-05     	|26             	|  0.00028646     	|  6.4592e-05     	|
on_epoch_start                     	|  1.0637e-05     	|26             	|  0.00027656     	|  6.236e-05      	|
on_validation_end                  	|  0.00010927     	|1              	|  0.00010927     	|  2.4638e-05     	|
on_before_accelerator_backend_setup	|  1.9818e-05     	|2              	|  3.9635e-05     	|  8.9371e-06     	|
on_configure_sharded_model         	|  1.5248e-05     	|2              	|  3.0497e-05     	|  6.8766e-06     	|
teardown                           	|  1.4858e-05     	|2              	|  2.9716e-05     	|  6.7005e-06     	|
setup                              	|  1.3961e-05     	|2              	|  2.7922e-05     	|  6.296e-06      	|
on_fit_end                         	|  2.2282e-05     	|1              	|  2.2282e-05     	|  5.0242e-06     	|
on_validation_epoch_end            	|  1.8655e-05     	|1              	|  1.8655e-05     	|  4.2064e-06     	|
on_fit_start                       	|  1.6331e-05     	|1              	|  1.6331e-05     	|  3.6824e-06     	|
configure_sharded_model            	|  8.055e-06      	|2              	|  1.611e-05      	|  3.6325e-06     	|
on_val_dataloader                  	|  6.1865e-06     	|2              	|  1.2373e-05     	|  2.7899e-06     	|
prepare_data                       	|  6.091e-06      	|2              	|  1.2182e-05     	|  2.7468e-06     	|
configure_callbacks                	|  5.816e-06      	|2              	|  1.1632e-05     	|  2.6228e-06     	|
on_pretrain_routine_end            	|  9.858e-06      	|1              	|  9.858e-06      	|  2.2228e-06     	|
on_validation_epoch_start          	|  9.4071e-06     	|1              	|  9.4071e-06     	|  2.1211e-06     	|
on_train_dataloader                	|  4.2079e-06     	|1              	|  4.2079e-06     	|  9.4882e-07     	|
