VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  595.42         	|  100 %          	|
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run_training_epoch                 	|  1.0772         	|500            	|  538.6          	|  90.457         	|
run_training_batch                 	|  0.3745         	|1000           	|  374.5          	|  62.897         	|
optimizer_step_with_closure_0      	|  0.37178        	|1000           	|  371.78         	|  62.439         	|
training_step_and_backward         	|  0.27952        	|1000           	|  279.52         	|  46.944         	|
model_forward                      	|  0.17188        	|1000           	|  171.88         	|  28.867         	|
training_step                      	|  0.17171        	|1000           	|  171.71         	|  28.838         	|
backward                           	|  0.10621        	|1000           	|  106.21         	|  17.839         	|
get_train_batch                    	|  0.030856       	|1500           	|  46.283         	|  7.7732         	|
fetch_next_train_batch             	|  0.030823       	|1500           	|  46.234         	|  7.7649         	|
run_validate_evaluation            	|  12.391         	|1              	|  12.391         	|  2.0811         	|
evaluation_step_and_end            	|  0.24866        	|48             	|  11.935         	|  2.0045         	|
validation_step                    	|  0.2486         	|48             	|  11.933         	|  2.0041         	|
zero_grad                          	|  0.0013908      	|1000           	|  1.3908         	|  0.23358        	|
on_train_batch_end                 	|  0.0013329      	|1000           	|  1.3329         	|  0.22385        	|
training_batch_to_device           	|  0.00060768     	|1000           	|  0.60768        	|  0.10206        	|
get_validate_batch                 	|  0.0040999      	|49             	|  0.20089        	|  0.03374        	|
fetch_next_validate_batch          	|  0.0040845      	|49             	|  0.20014        	|  0.033614       	|
on_train_epoch_start               	|  0.00028038     	|500            	|  0.14019        	|  0.023545       	|
on_train_epoch_end                 	|  0.00026717     	|500            	|  0.13358        	|  0.022435       	|
on_train_batch_start               	|  0.0001071      	|1000           	|  0.1071         	|  0.017987       	|
on_batch_start                     	|  3.7938e-05     	|1000           	|  0.037938       	|  0.0063717      	|
on_train_end                       	|  0.024233       	|1              	|  0.024233       	|  0.0040699      	|
on_pretrain_routine_start          	|  0.022392       	|1              	|  0.022392       	|  0.0037608      	|
on_before_zero_grad                	|  2.1657e-05     	|1000           	|  0.021657       	|  0.0036372      	|
on_batch_end                       	|  1.3929e-05     	|1000           	|  0.013929       	|  0.0023394      	|
on_before_optimizer_step           	|  1.2734e-05     	|1000           	|  0.012734       	|  0.0021386      	|
on_before_backward                 	|  1.1793e-05     	|1000           	|  0.011793       	|  0.0019806      	|
on_after_backward                  	|  1.1452e-05     	|1000           	|  0.011452       	|  0.0019234      	|
evaluation_batch_to_device         	|  0.00023156     	|48             	|  0.011115       	|  0.0018668      	|
configure_optimizers               	|  0.0083571      	|1              	|  0.0083571      	|  0.0014036      	|
training_step_end                  	|  7.9654e-06     	|1000           	|  0.0079654      	|  0.0013378      	|
on_epoch_end                       	|  1.1638e-05     	|501            	|  0.0058304      	|  0.00097921     	|
on_epoch_start                     	|  1.0691e-05     	|501            	|  0.0053562      	|  0.00089957     	|
on_validation_model_eval           	|  0.0040849      	|1              	|  0.0040849      	|  0.00068605     	|
on_validation_batch_end            	|  2.0793e-05     	|48             	|  0.00099805     	|  0.00016762     	|
on_train_start                     	|  0.00073564     	|1              	|  0.00073564     	|  0.00012355     	|
on_validation_batch_start          	|  1.1061e-05     	|48             	|  0.00053095     	|  8.9172e-05     	|
on_validation_start                	|  0.00032415     	|1              	|  0.00032415     	|  5.444e-05      	|
validation_step_end                	|  5.694e-06      	|48             	|  0.00027331     	|  4.5902e-05     	|
on_validation_end                  	|  0.00011047     	|1              	|  0.00011047     	|  1.8553e-05     	|
setup                              	|  2.0258e-05     	|2              	|  4.0516e-05     	|  6.8046e-06     	|
on_before_accelerator_backend_setup	|  2.0213e-05     	|2              	|  4.0426e-05     	|  6.7895e-06     	|
teardown                           	|  1.6776e-05     	|2              	|  3.3553e-05     	|  5.6352e-06     	|
on_configure_sharded_model         	|  1.5429e-05     	|2              	|  3.0858e-05     	|  5.1826e-06     	|
on_fit_end                         	|  2.4937e-05     	|1              	|  2.4937e-05     	|  4.1881e-06     	|
on_validation_epoch_end            	|  1.8324e-05     	|1              	|  1.8324e-05     	|  3.0775e-06     	|
on_fit_start                       	|  1.7012e-05     	|1              	|  1.7012e-05     	|  2.8571e-06     	|
on_val_dataloader                  	|  6.1771e-06     	|2              	|  1.2354e-05     	|  2.0749e-06     	|
prepare_data                       	|  6.1265e-06     	|2              	|  1.2253e-05     	|  2.0579e-06     	|
on_pretrain_routine_end            	|  1.096e-05      	|1              	|  1.096e-05      	|  1.8407e-06     	|
configure_sharded_model            	|  5.3495e-06     	|2              	|  1.0699e-05     	|  1.7969e-06     	|
configure_callbacks                	|  4.9245e-06     	|2              	|  9.8491e-06     	|  1.6541e-06     	|
on_validation_epoch_start          	|  9.257e-06      	|1              	|  9.257e-06      	|  1.5547e-06     	|
on_train_dataloader                	|  4.058e-06      	|1              	|  4.058e-06      	|  6.8154e-07     	|
