VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  383.34         	|  100 %          	|
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run_training_epoch                 	|  13.329         	|25             	|  333.23         	|  86.929         	|
run_training_batch                 	|  0.28002        	|1000           	|  280.02         	|  73.047         	|
optimizer_step_with_closure_0      	|  0.27673        	|1000           	|  276.73         	|  72.189         	|
training_step_and_backward         	|  0.21436        	|1000           	|  214.36         	|  55.918         	|
model_forward                      	|  0.10653        	|1000           	|  106.53         	|  27.791         	|
backward                           	|  0.10634        	|1000           	|  106.34         	|  27.74          	|
training_step                      	|  0.10633        	|1000           	|  106.33         	|  27.739         	|
run_validate_evaluation            	|  16.241         	|1              	|  16.241         	|  4.2367         	|
evaluation_step_and_end            	|  0.10012        	|139            	|  13.916         	|  3.6303         	|
validation_step                    	|  0.1            	|139            	|  13.9           	|  3.6262         	|
get_train_batch                    	|  0.010237       	|1025           	|  10.493         	|  2.7372         	|
fetch_next_train_batch             	|  0.010211       	|1025           	|  10.466         	|  2.7303         	|
on_train_batch_end                 	|  0.0024556      	|1000           	|  2.4556         	|  0.64058        	|
zero_grad                          	|  0.0014507      	|1000           	|  1.4507         	|  0.37845        	|
get_validate_batch                 	|  0.0045676      	|140            	|  0.63946        	|  0.16681        	|
fetch_next_validate_batch          	|  0.0045422      	|140            	|  0.63591        	|  0.16589        	|
training_batch_to_device           	|  0.00028333     	|1000           	|  0.28333        	|  0.073911       	|
on_train_batch_start               	|  9.4827e-05     	|1000           	|  0.094827       	|  0.024737       	|
on_train_end                       	|  0.042369       	|1              	|  0.042369       	|  0.011053       	|
evaluation_batch_to_device         	|  0.00027779     	|139            	|  0.038613       	|  0.010073       	|
on_after_backward                  	|  2.5578e-05     	|1000           	|  0.025578       	|  0.0066724      	|
on_batch_start                     	|  2.3574e-05     	|1000           	|  0.023574       	|  0.0061497      	|
on_pretrain_routine_start          	|  0.023552       	|1              	|  0.023552       	|  0.0061439      	|
on_train_epoch_end                 	|  0.00088772     	|25             	|  0.022193       	|  0.0057894      	|
on_before_zero_grad                	|  1.7026e-05     	|1000           	|  0.017026       	|  0.0044416      	|
on_batch_end                       	|  1.6116e-05     	|1000           	|  0.016116       	|  0.004204       	|
on_before_backward                 	|  1.383e-05      	|1000           	|  0.01383        	|  0.0036078      	|
on_before_optimizer_step           	|  1.3723e-05     	|1000           	|  0.013723       	|  0.0035798      	|
on_train_epoch_start               	|  0.00043621     	|25             	|  0.010905       	|  0.0028448      	|
configure_optimizers               	|  0.010128       	|1              	|  0.010128       	|  0.002642       	|
training_step_end                  	|  7.4642e-06     	|1000           	|  0.0074642      	|  0.0019472      	|
on_validation_batch_end            	|  3.9312e-05     	|139            	|  0.0054644      	|  0.0014255      	|
on_validation_model_eval           	|  0.0046361      	|1              	|  0.0046361      	|  0.0012094      	|
on_validation_batch_start          	|  1.7635e-05     	|139            	|  0.0024512      	|  0.00063944     	|
validation_step_end                	|  9.3582e-06     	|139            	|  0.0013008      	|  0.00033933     	|
on_train_start                     	|  0.0011546      	|1              	|  0.0011546      	|  0.00030119     	|
on_validation_start                	|  0.00055297     	|1              	|  0.00055297     	|  0.00014425     	|
on_epoch_start                     	|  1.0916e-05     	|26             	|  0.00028382     	|  7.4039e-05     	|
on_epoch_end                       	|  1.0634e-05     	|26             	|  0.00027648     	|  7.2126e-05     	|
on_validation_end                  	|  0.00022363     	|1              	|  0.00022363     	|  5.8338e-05     	|
setup                              	|  2.5984e-05     	|2              	|  5.1968e-05     	|  1.3557e-05     	|
on_configure_sharded_model         	|  2.4787e-05     	|2              	|  4.9574e-05     	|  1.2932e-05     	|
on_before_accelerator_backend_setup	|  2.4772e-05     	|2              	|  4.9544e-05     	|  1.2925e-05     	|
teardown                           	|  2.1529e-05     	|2              	|  4.3059e-05     	|  1.1233e-05     	|
on_fit_start                       	|  4.2699e-05     	|1              	|  4.2699e-05     	|  1.1139e-05     	|
on_validation_epoch_end            	|  3.6836e-05     	|1              	|  3.6836e-05     	|  9.6092e-06     	|
on_val_dataloader                  	|  1.4841e-05     	|2              	|  2.9681e-05     	|  7.7429e-06     	|
on_fit_end                         	|  2.5412e-05     	|1              	|  2.5412e-05     	|  6.6292e-06     	|
configure_sharded_model            	|  9.0562e-06     	|2              	|  1.8112e-05     	|  4.7249e-06     	|
prepare_data                       	|  8.4555e-06     	|2              	|  1.6911e-05     	|  4.4115e-06     	|
on_pretrain_routine_end            	|  1.3595e-05     	|1              	|  1.3595e-05     	|  3.5466e-06     	|
configure_callbacks                	|  5.9307e-06     	|2              	|  1.1861e-05     	|  3.0942e-06     	|
on_validation_epoch_start          	|  1.1418e-05     	|1              	|  1.1418e-05     	|  2.9786e-06     	|
on_train_dataloader                	|  8.7842e-06     	|1              	|  8.7842e-06     	|  2.2915e-06     	|
