VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1391.0         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.663          	|500            	|  1331.5         	|  95.723         	|
run_training_batch                 	|  0.26368        	|1000           	|  263.68         	|  18.956         	|
optimizer_step_with_closure_0      	|  0.2611         	|1000           	|  261.1          	|  18.771         	|
get_train_batch                    	|  0.13746        	|1500           	|  206.19         	|  14.823         	|
fetch_next_train_batch             	|  0.13742        	|1500           	|  206.13         	|  14.819         	|
training_step_and_backward         	|  0.19976        	|1000           	|  199.76         	|  14.361         	|
model_forward                      	|  0.10262        	|1000           	|  102.62         	|  7.3775         	|
training_step                      	|  0.10241        	|1000           	|  102.41         	|  7.3626         	|
backward                           	|  0.095718       	|1000           	|  95.718         	|  6.8813         	|
run_validate_evaluation            	|  30.916         	|1              	|  30.916         	|  2.2226         	|
evaluation_step_and_end            	|  0.085249       	|313            	|  26.683         	|  1.9183         	|
validation_step                    	|  0.085179       	|313            	|  26.661         	|  1.9167         	|
on_train_batch_end                 	|  0.0017537      	|1000           	|  1.7537         	|  0.12607        	|
zero_grad                          	|  0.001387       	|1000           	|  1.387          	|  0.099713       	|
get_validate_batch                 	|  0.0034313      	|314            	|  1.0774         	|  0.077458       	|
fetch_next_validate_batch          	|  0.003413       	|314            	|  1.0717         	|  0.077045       	|
training_batch_to_device           	|  0.00063783     	|1000           	|  0.63783        	|  0.045854       	|
on_train_epoch_start               	|  0.00036942     	|500            	|  0.18471        	|  0.013279       	|
on_train_epoch_end                 	|  0.00030722     	|500            	|  0.15361        	|  0.011043       	|
on_train_batch_start               	|  0.00010969     	|1000           	|  0.10969        	|  0.0078859      	|
evaluation_batch_to_device         	|  0.00024732     	|313            	|  0.07741        	|  0.0055651      	|
on_batch_start                     	|  4.4678e-05     	|1000           	|  0.044678       	|  0.0032119      	|
on_train_end                       	|  0.04334        	|1              	|  0.04334        	|  0.0031158      	|
on_pretrain_routine_start          	|  0.022076       	|1              	|  0.022076       	|  0.0015871      	|
on_before_zero_grad                	|  2.1785e-05     	|1000           	|  0.021785       	|  0.0015662      	|
on_after_backward                  	|  1.9291e-05     	|1000           	|  0.019291       	|  0.0013868      	|
on_batch_end                       	|  1.6599e-05     	|1000           	|  0.016599       	|  0.0011933      	|
on_before_optimizer_step           	|  1.323e-05      	|1000           	|  0.01323        	|  0.00095115     	|
on_before_backward                 	|  1.2291e-05     	|1000           	|  0.012291       	|  0.00088358     	|
configure_optimizers               	|  0.010321       	|1              	|  0.010321       	|  0.000742       	|
training_step_end                  	|  8.4654e-06     	|1000           	|  0.0084654      	|  0.00060859     	|
on_validation_batch_end            	|  2.6715e-05     	|313            	|  0.0083618      	|  0.00060113     	|
on_epoch_end                       	|  1.164e-05      	|501            	|  0.0058317      	|  0.00041924     	|
on_epoch_start                     	|  1.0949e-05     	|501            	|  0.0054857      	|  0.00039437     	|
on_validation_model_eval           	|  0.0040566      	|1              	|  0.0040566      	|  0.00029163     	|
on_validation_batch_start          	|  1.2373e-05     	|313            	|  0.0038728      	|  0.00027842     	|
validation_step_end                	|  6.3851e-06     	|313            	|  0.0019985      	|  0.00014368     	|
on_train_start                     	|  0.0010709      	|1              	|  0.0010709      	|  7.699e-05      	|
on_validation_start                	|  0.00039427     	|1              	|  0.00039427     	|  2.8345e-05     	|
on_validation_end                  	|  0.00016172     	|1              	|  0.00016172     	|  1.1626e-05     	|
setup                              	|  3.2118e-05     	|2              	|  6.4235e-05     	|  4.6179e-06     	|
on_before_accelerator_backend_setup	|  2.5777e-05     	|2              	|  5.1554e-05     	|  3.7063e-06     	|
teardown                           	|  2.2061e-05     	|2              	|  4.4122e-05     	|  3.172e-06      	|
on_configure_sharded_model         	|  2.204e-05      	|2              	|  4.4079e-05     	|  3.1689e-06     	|
on_fit_start                       	|  4.2444e-05     	|1              	|  4.2444e-05     	|  3.0513e-06     	|
on_validation_epoch_end            	|  4.2403e-05     	|1              	|  4.2403e-05     	|  3.0484e-06     	|
on_fit_end                         	|  3.7044e-05     	|1              	|  3.7044e-05     	|  2.6631e-06     	|
prepare_data                       	|  1.2089e-05     	|2              	|  2.4177e-05     	|  1.7381e-06     	|
on_pretrain_routine_end            	|  1.5566e-05     	|1              	|  1.5566e-05     	|  1.1191e-06     	|
on_val_dataloader                  	|  7.5847e-06     	|2              	|  1.5169e-05     	|  1.0905e-06     	|
configure_callbacks                	|  6.9244e-06     	|2              	|  1.3849e-05     	|  9.956e-07      	|
configure_sharded_model            	|  6.4457e-06     	|2              	|  1.2891e-05     	|  9.2677e-07     	|
on_validation_epoch_start          	|  9.248e-06      	|1              	|  9.248e-06      	|  6.6485e-07     	|
on_train_dataloader                	|  5.5879e-06     	|1              	|  5.5879e-06     	|  4.0172e-07     	|
