VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1320.9         	|  100 %          	|
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run_training_epoch                 	|  2.5053         	|500            	|  1252.6         	|  94.832         	|
run_training_batch                 	|  0.37777        	|1000           	|  377.77         	|  28.599         	|
optimizer_step_with_closure_0      	|  0.37365        	|1000           	|  373.65         	|  28.288         	|
training_step_and_backward         	|  0.26836        	|1000           	|  268.36         	|  20.317         	|
get_train_batch                    	|  0.093136       	|1500           	|  139.7          	|  10.577         	|
fetch_next_train_batch             	|  0.093094       	|1500           	|  139.64         	|  10.572         	|
model_forward                      	|  0.13639        	|1000           	|  136.39         	|  10.326         	|
training_step                      	|  0.13616        	|1000           	|  136.16         	|  10.309         	|
backward                           	|  0.13035        	|1000           	|  130.35         	|  9.8684         	|
run_validate_evaluation            	|  30.427         	|1              	|  30.427         	|  2.3035         	|
evaluation_step_and_end            	|  0.22124        	|125            	|  27.656         	|  2.0937         	|
validation_step                    	|  0.22112        	|125            	|  27.639         	|  2.0925         	|
on_train_batch_end                 	|  0.0025015      	|1000           	|  2.5015         	|  0.18938        	|
zero_grad                          	|  0.0015739      	|1000           	|  1.5739         	|  0.11916        	|
training_batch_to_device           	|  0.00068295     	|1000           	|  0.68295        	|  0.051704       	|
get_validate_batch                 	|  0.0052372      	|126            	|  0.65989        	|  0.049958       	|
fetch_next_validate_batch          	|  0.005211       	|126            	|  0.65659        	|  0.049708       	|
on_train_epoch_end                 	|  0.00034865     	|500            	|  0.17433        	|  0.013198       	|
on_train_epoch_start               	|  0.00034529     	|500            	|  0.17265        	|  0.013071       	|
on_train_batch_start               	|  0.00011323     	|1000           	|  0.11323        	|  0.0085723      	|
on_train_end                       	|  0.047689       	|1              	|  0.047689       	|  0.0036104      	|
on_batch_start                     	|  4.7564e-05     	|1000           	|  0.047564       	|  0.003601       	|
evaluation_batch_to_device         	|  0.00032542     	|125            	|  0.040677       	|  0.0030795      	|
on_after_backward                  	|  2.6584e-05     	|1000           	|  0.026584       	|  0.0020126      	|
on_before_zero_grad                	|  2.4988e-05     	|1000           	|  0.024988       	|  0.0018918      	|
on_pretrain_routine_start          	|  0.022515       	|1              	|  0.022515       	|  0.0017046      	|
on_batch_end                       	|  1.8458e-05     	|1000           	|  0.018458       	|  0.0013974      	|
on_before_optimizer_step           	|  1.7392e-05     	|1000           	|  0.017392       	|  0.0013167      	|
on_before_backward                 	|  1.4058e-05     	|1000           	|  0.014058       	|  0.0010643      	|
configure_optimizers               	|  0.010677       	|1              	|  0.010677       	|  0.00080836     	|
training_step_end                  	|  9.4293e-06     	|1000           	|  0.0094293      	|  0.00071387     	|
on_epoch_end                       	|  1.2082e-05     	|501            	|  0.0060531      	|  0.00045826     	|
on_epoch_start                     	|  1.1845e-05     	|501            	|  0.0059345      	|  0.00044928     	|
on_validation_batch_end            	|  4.6831e-05     	|125            	|  0.0058539      	|  0.00044318     	|
on_validation_model_eval           	|  0.0038239      	|1              	|  0.0038239      	|  0.0002895      	|
on_train_start                     	|  0.002495       	|1              	|  0.002495       	|  0.00018889     	|
on_validation_batch_start          	|  1.8252e-05     	|125            	|  0.0022815      	|  0.00017272     	|
validation_step_end                	|  1.0013e-05     	|125            	|  0.0012517      	|  9.4759e-05     	|
on_validation_start                	|  0.00045962     	|1              	|  0.00045962     	|  3.4797e-05     	|
on_validation_end                  	|  0.0004075      	|1              	|  0.0004075      	|  3.0851e-05     	|
teardown                           	|  4.4474e-05     	|2              	|  8.8949e-05     	|  6.734e-06      	|
on_fit_end                         	|  6.5349e-05     	|1              	|  6.5349e-05     	|  4.9474e-06     	|
on_before_accelerator_backend_setup	|  2.8767e-05     	|2              	|  5.7533e-05     	|  4.3557e-06     	|
setup                              	|  2.6902e-05     	|2              	|  5.3804e-05     	|  4.0734e-06     	|
on_configure_sharded_model         	|  2.4085e-05     	|2              	|  4.817e-05      	|  3.6468e-06     	|
on_fit_start                       	|  4.106e-05      	|1              	|  4.106e-05      	|  3.1085e-06     	|
on_validation_epoch_end            	|  4.0352e-05     	|1              	|  4.0352e-05     	|  3.055e-06      	|
on_val_dataloader                  	|  9.1782e-06     	|2              	|  1.8356e-05     	|  1.3897e-06     	|
prepare_data                       	|  7.6666e-06     	|2              	|  1.5333e-05     	|  1.1608e-06     	|
configure_sharded_model            	|  7.4608e-06     	|2              	|  1.4922e-05     	|  1.1297e-06     	|
on_pretrain_routine_end            	|  1.4888e-05     	|1              	|  1.4888e-05     	|  1.1271e-06     	|
configure_callbacks                	|  7.2485e-06     	|2              	|  1.4497e-05     	|  1.0975e-06     	|
on_validation_epoch_start          	|  9.6746e-06     	|1              	|  9.6746e-06     	|  7.3243e-07     	|
on_train_dataloader                	|  8.1956e-06     	|1              	|  8.1956e-06     	|  6.2047e-07     	|
