VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  523.66         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.6627         	|167            	|  444.67         	|  84.916         	|
run_training_batch                 	|  0.38576        	|1000           	|  385.76         	|  73.667         	|
optimizer_step_with_closure_0      	|  0.3831         	|1000           	|  383.1          	|  73.159         	|
training_step_and_backward         	|  0.30345        	|1000           	|  303.45         	|  57.948         	|
model_forward                      	|  0.17526        	|1000           	|  175.26         	|  33.468         	|
training_step                      	|  0.17511        	|1000           	|  175.11         	|  33.439         	|
backward                           	|  0.12685        	|1000           	|  126.85         	|  24.225         	|
run_validate_evaluation            	|  34.844         	|1              	|  34.844         	|  6.654          	|
evaluation_step_and_end            	|  0.27383        	|125            	|  34.229         	|  6.5365         	|
validation_step                    	|  0.27378        	|125            	|  34.222         	|  6.5352         	|
get_train_batch                    	|  0.015118       	|1167           	|  17.643         	|  3.3691         	|
fetch_next_train_batch             	|  0.015095       	|1167           	|  17.616         	|  3.3639         	|
zero_grad                          	|  0.0013144      	|1000           	|  1.3144         	|  0.251          	|
on_train_batch_end                 	|  0.0012564      	|1000           	|  1.2564         	|  0.23992        	|
get_validate_batch                 	|  0.0026799      	|126            	|  0.33767        	|  0.064483       	|
fetch_next_validate_batch          	|  0.0026654      	|126            	|  0.33585        	|  0.064135       	|
training_batch_to_device           	|  0.00032042     	|1000           	|  0.32042        	|  0.061189       	|
on_train_batch_start               	|  9.6666e-05     	|1000           	|  0.096666       	|  0.01846        	|
on_train_epoch_start               	|  0.00027793     	|167            	|  0.046414       	|  0.0088634      	|
on_train_epoch_end                 	|  0.00026183     	|167            	|  0.043726       	|  0.0083501      	|
evaluation_batch_to_device         	|  0.00022076     	|125            	|  0.027595       	|  0.0052697      	|
on_train_end                       	|  0.024918       	|1              	|  0.024918       	|  0.0047585      	|
on_pretrain_routine_start          	|  0.022181       	|1              	|  0.022181       	|  0.0042357      	|
on_batch_start                     	|  2.1494e-05     	|1000           	|  0.021494       	|  0.0041046      	|
on_before_zero_grad                	|  1.5432e-05     	|1000           	|  0.015432       	|  0.0029469      	|
on_batch_end                       	|  1.5019e-05     	|1000           	|  0.015019       	|  0.0028681      	|
on_after_backward                  	|  1.1779e-05     	|1000           	|  0.011779       	|  0.0022495      	|
on_before_optimizer_step           	|  1.1257e-05     	|1000           	|  0.011257       	|  0.0021498      	|
on_before_backward                 	|  1.0629e-05     	|1000           	|  0.010629       	|  0.0020297      	|
configure_optimizers               	|  0.0076209      	|1              	|  0.0076209      	|  0.0014553      	|
training_step_end                  	|  6.4861e-06     	|1000           	|  0.0064861      	|  0.0012386      	|
on_validation_model_eval           	|  0.0041378      	|1              	|  0.0041378      	|  0.00079017     	|
on_validation_batch_end            	|  2.2394e-05     	|125            	|  0.0027992      	|  0.00053455     	|
on_epoch_start                     	|  1.0545e-05     	|168            	|  0.0017715      	|  0.0003383      	|
on_epoch_end                       	|  1.0487e-05     	|168            	|  0.0017618      	|  0.00033645     	|
on_validation_batch_start          	|  1.0426e-05     	|125            	|  0.0013032      	|  0.00024887     	|
on_train_start                     	|  0.00071794     	|1              	|  0.00071794     	|  0.0001371      	|
validation_step_end                	|  5.5782e-06     	|125            	|  0.00069727     	|  0.00013315     	|
on_validation_start                	|  0.00030081     	|1              	|  0.00030081     	|  5.7445e-05     	|
on_validation_end                  	|  0.00011267     	|1              	|  0.00011267     	|  2.1516e-05     	|
on_before_accelerator_backend_setup	|  1.879e-05      	|2              	|  3.758e-05      	|  7.1765e-06     	|
teardown                           	|  1.5008e-05     	|2              	|  3.0017e-05     	|  5.7322e-06     	|
setup                              	|  1.4488e-05     	|2              	|  2.8975e-05     	|  5.5332e-06     	|
on_configure_sharded_model         	|  1.349e-05      	|2              	|  2.6981e-05     	|  5.1524e-06     	|
on_validation_epoch_end            	|  2.3755e-05     	|1              	|  2.3755e-05     	|  4.5364e-06     	|
on_fit_end                         	|  2.105e-05      	|1              	|  2.105e-05      	|  4.0198e-06     	|
on_fit_start                       	|  1.6661e-05     	|1              	|  1.6661e-05     	|  3.1817e-06     	|
prepare_data                       	|  6.0465e-06     	|2              	|  1.2093e-05     	|  2.3093e-06     	|
on_val_dataloader                  	|  5.901e-06      	|2              	|  1.1802e-05     	|  2.2538e-06     	|
on_validation_epoch_start          	|  1.1642e-05     	|1              	|  1.1642e-05     	|  2.2232e-06     	|
on_pretrain_routine_end            	|  1.0229e-05     	|1              	|  1.0229e-05     	|  1.9534e-06     	|
configure_sharded_model            	|  5.014e-06      	|2              	|  1.0028e-05     	|  1.915e-06      	|
configure_callbacks                	|  4.999e-06      	|2              	|  9.9981e-06     	|  1.9093e-06     	|
on_train_dataloader                	|  4.3979e-06     	|1              	|  4.3979e-06     	|  8.3985e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1679.2         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.1786         	|167            	|  1532.8         	|  91.282         	|
run_training_batch                 	|  0.18562        	|8000           	|  1485.0         	|  88.433         	|
training_step_and_backward         	|  0.17546        	|8000           	|  1403.7         	|  83.594         	|
model_forward                      	|  0.093763       	|8000           	|  750.1          	|  44.67          	|
training_step                      	|  0.093627       	|8000           	|  749.02         	|  44.605         	|
backward                           	|  0.081517       	|8000           	|  652.14         	|  38.836         	|
optimizer_step_with_closure_0      	|  0.23399        	|1000           	|  233.99         	|  13.935         	|
run_validate_evaluation            	|  101.32         	|1              	|  101.32         	|  6.0338         	|
evaluation_step_and_end            	|  0.099322       	|1000           	|  99.322         	|  5.9148         	|
validation_step                    	|  0.099272       	|1000           	|  99.272         	|  5.9118         	|
get_train_batch                    	|  0.0034149      	|8167           	|  27.889         	|  1.6609         	|
fetch_next_train_batch             	|  0.0033976      	|8167           	|  27.749         	|  1.6525         	|
on_train_batch_end                 	|  0.0010859      	|8000           	|  8.6869         	|  0.51732        	|
training_batch_to_device           	|  0.00021752     	|8000           	|  1.7402         	|  0.10363        	|
get_validate_batch                 	|  0.0014554      	|1001           	|  1.4569         	|  0.086759       	|
fetch_next_validate_batch          	|  0.0014421      	|1001           	|  1.4436         	|  0.085968       	|
zero_grad                          	|  0.0013274      	|1000           	|  1.3274         	|  0.079046       	|
on_train_batch_start               	|  9.1396e-05     	|8000           	|  0.73117        	|  0.043542       	|
evaluation_batch_to_device         	|  0.00020943     	|1000           	|  0.20943        	|  0.012472       	|
on_batch_start                     	|  1.5538e-05     	|8000           	|  0.1243         	|  0.0074025      	|
on_batch_end                       	|  1.3405e-05     	|8000           	|  0.10724        	|  0.0063863      	|
on_before_backward                 	|  1.3289e-05     	|8000           	|  0.10631        	|  0.0063311      	|
on_after_backward                  	|  1.2515e-05     	|8000           	|  0.10012        	|  0.0059625      	|
on_train_epoch_start               	|  0.00028473     	|167            	|  0.04755        	|  0.0028317      	|
training_step_end                  	|  5.8116e-06     	|8000           	|  0.046493       	|  0.0027687      	|
on_train_epoch_end                 	|  0.00025196     	|167            	|  0.042077       	|  0.0025058      	|
on_train_end                       	|  0.026266       	|1              	|  0.026266       	|  0.0015642      	|
on_pretrain_routine_start          	|  0.022704       	|1              	|  0.022704       	|  0.001352       	|
on_validation_batch_end            	|  1.9086e-05     	|1000           	|  0.019086       	|  0.0011366      	|
on_before_zero_grad                	|  1.6128e-05     	|1000           	|  0.016128       	|  0.00096045     	|
on_before_optimizer_step           	|  1.3002e-05     	|1000           	|  0.013002       	|  0.0007743      	|
on_validation_batch_start          	|  1.0175e-05     	|1000           	|  0.010175       	|  0.00060596     	|
configure_optimizers               	|  0.0088399      	|1              	|  0.0088399      	|  0.00052644     	|
validation_step_end                	|  4.6329e-06     	|1000           	|  0.0046329      	|  0.0002759      	|
on_validation_model_eval           	|  0.0039999      	|1              	|  0.0039999      	|  0.0002382      	|
on_epoch_end                       	|  1.1637e-05     	|168            	|  0.001955       	|  0.00011642     	|
on_epoch_start                     	|  1.0772e-05     	|168            	|  0.0018098      	|  0.00010778     	|
on_train_start                     	|  0.0007189      	|1              	|  0.0007189      	|  4.2812e-05     	|
on_validation_start                	|  0.00031871     	|1              	|  0.00031871     	|  1.898e-05      	|
on_validation_end                  	|  0.0001154      	|1              	|  0.0001154      	|  6.872e-06      	|
on_before_accelerator_backend_setup	|  2.0063e-05     	|2              	|  4.0125e-05     	|  2.3895e-06     	|
teardown                           	|  1.6626e-05     	|2              	|  3.3252e-05     	|  1.9802e-06     	|
setup                              	|  1.3996e-05     	|2              	|  2.7992e-05     	|  1.667e-06      	|
on_fit_end                         	|  2.642e-05      	|1              	|  2.642e-05      	|  1.5734e-06     	|
on_configure_sharded_model         	|  1.309e-05      	|2              	|  2.6179e-05     	|  1.559e-06      	|
on_fit_start                       	|  1.9396e-05     	|1              	|  1.9396e-05     	|  1.1551e-06     	|
on_validation_epoch_end            	|  1.8735e-05     	|1              	|  1.8735e-05     	|  1.1157e-06     	|
on_pretrain_routine_end            	|  1.3696e-05     	|1              	|  1.3696e-05     	|  8.1562e-07     	|
prepare_data                       	|  6.2621e-06     	|2              	|  1.2524e-05     	|  7.4584e-07     	|
on_val_dataloader                  	|  6.1966e-06     	|2              	|  1.2393e-05     	|  7.3803e-07     	|
configure_callbacks                	|  5.7511e-06     	|2              	|  1.1502e-05     	|  6.8498e-07     	|
configure_sharded_model            	|  5.385e-06      	|2              	|  1.077e-05      	|  6.4138e-07     	|
on_validation_epoch_start          	|  1.036e-05      	|1              	|  1.036e-05      	|  6.1696e-07     	|
on_train_dataloader                	|  4.1879e-06     	|1              	|  4.1879e-06     	|  2.494e-07      	|
