VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1693.0         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.2729         	|167            	|  1548.6         	|  91.469         	|
run_training_batch                 	|  0.18756        	|8000           	|  1500.5         	|  88.627         	|
training_step_and_backward         	|  0.17736        	|8000           	|  1418.9         	|  83.81          	|
model_forward                      	|  0.094104       	|8000           	|  752.83         	|  44.467         	|
training_step                      	|  0.093969       	|8000           	|  751.76         	|  44.404         	|
backward                           	|  0.083075       	|8000           	|  664.6          	|  39.256         	|
optimizer_step_with_closure_0      	|  0.23655        	|1000           	|  236.55         	|  13.973         	|
run_validate_evaluation            	|  101.71         	|1              	|  101.71         	|  6.0075         	|
evaluation_step_and_end            	|  0.099704       	|1000           	|  99.704         	|  5.8892         	|
validation_step                    	|  0.099655       	|1000           	|  99.655         	|  5.8863         	|
get_train_batch                    	|  0.0034737      	|8167           	|  28.369         	|  1.6757         	|
fetch_next_train_batch             	|  0.003456       	|8167           	|  28.225         	|  1.6672         	|
on_train_batch_end                 	|  0.0010768      	|8000           	|  8.6148         	|  0.50885        	|
training_batch_to_device           	|  0.00021857     	|8000           	|  1.7485         	|  0.10328        	|
get_validate_batch                 	|  0.0014654      	|1001           	|  1.4669         	|  0.086643       	|
fetch_next_validate_batch          	|  0.0014513      	|1001           	|  1.4528         	|  0.085809       	|
zero_grad                          	|  0.0013169      	|1000           	|  1.3169         	|  0.077784       	|
on_train_batch_start               	|  9.0543e-05     	|8000           	|  0.72435        	|  0.042785       	|
evaluation_batch_to_device         	|  0.00020883     	|1000           	|  0.20883        	|  0.012335       	|
on_batch_start                     	|  1.6239e-05     	|8000           	|  0.12991        	|  0.0076735      	|
on_batch_end                       	|  1.3911e-05     	|8000           	|  0.11129        	|  0.0065735      	|
on_before_backward                 	|  1.2955e-05     	|8000           	|  0.10364        	|  0.0061217      	|
on_after_backward                  	|  1.1585e-05     	|8000           	|  0.092684       	|  0.0054745      	|
training_step_end                  	|  6.0013e-06     	|8000           	|  0.04801        	|  0.0028358      	|
on_train_epoch_start               	|  0.0002763      	|167            	|  0.046142       	|  0.0027255      	|
on_train_epoch_end                 	|  0.00026131     	|167            	|  0.043639       	|  0.0025776      	|
on_train_end                       	|  0.025091       	|1              	|  0.025091       	|  0.001482       	|
on_pretrain_routine_start          	|  0.022795       	|1              	|  0.022795       	|  0.0013464      	|
on_validation_batch_end            	|  1.9833e-05     	|1000           	|  0.019833       	|  0.0011715      	|
on_before_zero_grad                	|  1.5954e-05     	|1000           	|  0.015954       	|  0.00094233     	|
on_before_optimizer_step           	|  1.3144e-05     	|1000           	|  0.013144       	|  0.00077637     	|
on_validation_batch_start          	|  9.938e-06      	|1000           	|  0.009938       	|  0.000587       	|
configure_optimizers               	|  0.008232       	|1              	|  0.008232       	|  0.00048624     	|
validation_step_end                	|  5.0256e-06     	|1000           	|  0.0050256      	|  0.00029685     	|
on_validation_model_eval           	|  0.0040189      	|1              	|  0.0040189      	|  0.00023738     	|
on_epoch_end                       	|  1.1749e-05     	|168            	|  0.0019738      	|  0.00011659     	|
on_epoch_start                     	|  1.0995e-05     	|168            	|  0.0018471      	|  0.0001091      	|
on_train_start                     	|  0.00074366     	|1              	|  0.00074366     	|  4.3926e-05     	|
on_validation_start                	|  0.00029766     	|1              	|  0.00029766     	|  1.7582e-05     	|
on_validation_end                  	|  0.00011116     	|1              	|  0.00011116     	|  6.5657e-06     	|
on_before_accelerator_backend_setup	|  1.8764e-05     	|2              	|  3.7529e-05     	|  2.2167e-06     	|
teardown                           	|  1.4989e-05     	|2              	|  2.9977e-05     	|  1.7707e-06     	|
on_configure_sharded_model         	|  1.3901e-05     	|2              	|  2.7803e-05     	|  1.6422e-06     	|
setup                              	|  1.3681e-05     	|2              	|  2.7361e-05     	|  1.6161e-06     	|
on_fit_end                         	|  2.165e-05      	|1              	|  2.165e-05      	|  1.2788e-06     	|
on_validation_epoch_end            	|  1.8295e-05     	|1              	|  1.8295e-05     	|  1.0806e-06     	|
on_fit_start                       	|  1.6451e-05     	|1              	|  1.6451e-05     	|  9.717e-07      	|
prepare_data                       	|  6.4265e-06     	|2              	|  1.2853e-05     	|  7.5918e-07     	|
configure_callbacks                	|  6.2765e-06     	|2              	|  1.2553e-05     	|  7.4147e-07     	|
on_val_dataloader                  	|  5.4952e-06     	|2              	|  1.099e-05      	|  6.4916e-07     	|
on_pretrain_routine_end            	|  9.9591e-06     	|1              	|  9.9591e-06     	|  5.8825e-07     	|
configure_sharded_model            	|  4.844e-06      	|2              	|  9.6881e-06     	|  5.7224e-07     	|
on_validation_epoch_start          	|  9.2781e-06     	|1              	|  9.2781e-06     	|  5.4803e-07     	|
on_train_dataloader                	|  4.499e-06      	|1              	|  4.499e-06      	|  2.6574e-07     	|
