VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  443.82         	|  100 %          	|
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run_training_epoch                 	|  5.2437         	|63             	|  330.35         	|  74.435         	|
run_training_batch                 	|  0.30703        	|1000           	|  307.03         	|  69.18          	|
optimizer_step_with_closure_0      	|  0.30434        	|1000           	|  304.34         	|  68.573         	|
training_step_and_backward         	|  0.22823        	|1000           	|  228.23         	|  51.424         	|
model_forward                      	|  0.14115        	|1000           	|  141.15         	|  31.804         	|
training_step                      	|  0.14102        	|1000           	|  141.02         	|  31.773         	|
backward                           	|  0.085733       	|1000           	|  85.733         	|  19.317         	|
run_validate_evaluation            	|  70.209         	|1              	|  70.209         	|  15.819         	|
evaluation_step_and_end            	|  0.21928        	|313            	|  68.635         	|  15.465         	|
validation_step                    	|  0.21923        	|313            	|  68.619         	|  15.461         	|
get_train_batch                    	|  0.0073602      	|1063           	|  7.8239         	|  1.7629         	|
fetch_next_train_batch             	|  0.0073415      	|1063           	|  7.8041         	|  1.7584         	|
zero_grad                          	|  0.0013212      	|1000           	|  1.3212         	|  0.29768        	|
on_train_batch_end                 	|  0.001204       	|1000           	|  1.204          	|  0.27128        	|
get_validate_batch                 	|  0.0017693      	|314            	|  0.55555        	|  0.12517        	|
fetch_next_validate_batch          	|  0.0017555      	|314            	|  0.55124        	|  0.1242         	|
training_batch_to_device           	|  0.00022468     	|1000           	|  0.22468        	|  0.050625       	|
on_train_batch_start               	|  9.1463e-05     	|1000           	|  0.091463       	|  0.020608       	|
evaluation_batch_to_device         	|  0.0002178      	|313            	|  0.06817        	|  0.01536        	|
on_train_end                       	|  0.024552       	|1              	|  0.024552       	|  0.0055319      	|
on_pretrain_routine_start          	|  0.022564       	|1              	|  0.022564       	|  0.0050841      	|
on_train_epoch_start               	|  0.00029041     	|63             	|  0.018296       	|  0.0041223      	|
on_train_epoch_end                 	|  0.00028927     	|63             	|  0.018224       	|  0.0041062      	|
on_batch_start                     	|  1.5612e-05     	|1000           	|  0.015612       	|  0.0035176      	|
on_before_zero_grad                	|  1.3405e-05     	|1000           	|  0.013405       	|  0.0030203      	|
on_batch_end                       	|  1.3191e-05     	|1000           	|  0.013191       	|  0.0029721      	|
on_after_backward                  	|  1.1527e-05     	|1000           	|  0.011527       	|  0.0025972      	|
on_before_optimizer_step           	|  1.0709e-05     	|1000           	|  0.010709       	|  0.0024128      	|
on_before_backward                 	|  1.0323e-05     	|1000           	|  0.010323       	|  0.002326       	|
configure_optimizers               	|  0.0080376      	|1              	|  0.0080376      	|  0.001811       	|
training_step_end                  	|  5.9044e-06     	|1000           	|  0.0059044      	|  0.0013304      	|
on_validation_batch_end            	|  1.8737e-05     	|313            	|  0.0058648      	|  0.0013214      	|
on_validation_model_eval           	|  0.0040002      	|1              	|  0.0040002      	|  0.00090131     	|
on_validation_batch_start          	|  1.0079e-05     	|313            	|  0.0031547      	|  0.00071081     	|
validation_step_end                	|  4.9087e-06     	|313            	|  0.0015364      	|  0.00034618     	|
on_train_start                     	|  0.0007283      	|1              	|  0.0007283      	|  0.0001641      	|
on_epoch_end                       	|  1.0785e-05     	|64             	|  0.00069024     	|  0.00015552     	|
on_epoch_start                     	|  1.0535e-05     	|64             	|  0.00067425     	|  0.00015192     	|
on_validation_start                	|  0.00032713     	|1              	|  0.00032713     	|  7.3709e-05     	|
on_validation_end                  	|  0.00010936     	|1              	|  0.00010936     	|  2.4642e-05     	|
on_before_accelerator_backend_setup	|  1.8158e-05     	|2              	|  3.6317e-05     	|  8.1828e-06     	|
on_validation_epoch_end            	|  3.2481e-05     	|1              	|  3.2481e-05     	|  7.3185e-06     	|
teardown                           	|  1.5173e-05     	|2              	|  3.0347e-05     	|  6.8377e-06     	|
setup                              	|  1.3631e-05     	|2              	|  2.7262e-05     	|  6.1426e-06     	|
on_configure_sharded_model         	|  1.338e-05      	|2              	|  2.676e-05      	|  6.0295e-06     	|
on_fit_end                         	|  2.135e-05      	|1              	|  2.135e-05      	|  4.8105e-06     	|
on_fit_start                       	|  1.6441e-05     	|1              	|  1.6441e-05     	|  3.7044e-06     	|
on_val_dataloader                  	|  5.781e-06      	|2              	|  1.1562e-05     	|  2.6051e-06     	|
prepare_data                       	|  5.5205e-06     	|2              	|  1.1041e-05     	|  2.4877e-06     	|
on_pretrain_routine_end            	|  1.067e-05      	|1              	|  1.067e-05      	|  2.4041e-06     	|
configure_sharded_model            	|  4.9599e-06     	|2              	|  9.9199e-06     	|  2.2351e-06     	|
on_validation_epoch_start          	|  9.9191e-06     	|1              	|  9.9191e-06     	|  2.2349e-06     	|
configure_callbacks                	|  4.814e-06      	|2              	|  9.628e-06      	|  2.1694e-06     	|
on_train_dataloader                	|  4.0079e-06     	|1              	|  4.0079e-06     	|  9.0306e-07     	|
