VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  478.09         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  6.4934         	|63             	|  409.08         	|  85.566         	|
run_training_batch                 	|  0.27564        	|1000           	|  275.64         	|  57.653         	|
optimizer_step_with_closure_0      	|  0.2712         	|1000           	|  271.2          	|  56.726         	|
training_step_and_backward         	|  0.20469        	|1000           	|  204.69         	|  42.814         	|
model_forward                      	|  0.1087         	|1000           	|  108.7          	|  22.736         	|
training_step                      	|  0.1085         	|1000           	|  108.5          	|  22.695         	|
backward                           	|  0.094373       	|1000           	|  94.373         	|  19.739         	|
run_validate_evaluation            	|  30.572         	|1              	|  30.572         	|  6.3945         	|
get_train_batch                    	|  0.025597       	|1063           	|  27.21          	|  5.6913         	|
fetch_next_train_batch             	|  0.025572       	|1063           	|  27.183         	|  5.6858         	|
evaluation_step_and_end            	|  0.084251       	|313            	|  26.37          	|  5.5158         	|
validation_step                    	|  0.084175       	|313            	|  26.347         	|  5.5108         	|
on_train_batch_end                 	|  0.002358       	|1000           	|  2.358          	|  0.49321        	|
zero_grad                          	|  0.0015831      	|1000           	|  1.5831         	|  0.33114        	|
get_validate_batch                 	|  0.003426       	|314            	|  1.0758         	|  0.22501        	|
fetch_next_validate_batch          	|  0.0034077      	|314            	|  1.07           	|  0.22381        	|
training_batch_to_device           	|  0.00026122     	|1000           	|  0.26122        	|  0.054638       	|
on_train_batch_start               	|  9.859e-05      	|1000           	|  0.09859        	|  0.020621       	|
evaluation_batch_to_device         	|  0.00022342     	|313            	|  0.069929       	|  0.014627       	|
on_train_end                       	|  0.061331       	|1              	|  0.061331       	|  0.012828       	|
on_after_backward                  	|  2.6034e-05     	|1000           	|  0.026034       	|  0.0054454      	|
on_before_backward                 	|  2.5521e-05     	|1000           	|  0.025521       	|  0.0053381      	|
on_train_epoch_end                 	|  0.00037476     	|63             	|  0.02361        	|  0.0049383      	|
on_pretrain_routine_start          	|  0.023243       	|1              	|  0.023243       	|  0.0048616      	|
on_train_epoch_start               	|  0.00035548     	|63             	|  0.022395       	|  0.0046843      	|
on_batch_start                     	|  2.1396e-05     	|1000           	|  0.021396       	|  0.0044753      	|
on_before_zero_grad                	|  1.9235e-05     	|1000           	|  0.019235       	|  0.0040233      	|
on_batch_end                       	|  1.5431e-05     	|1000           	|  0.015431       	|  0.0032276      	|
on_before_optimizer_step           	|  1.2941e-05     	|1000           	|  0.012941       	|  0.0027068      	|
configure_optimizers               	|  0.010635       	|1              	|  0.010635       	|  0.0022245      	|
on_validation_batch_end            	|  2.8667e-05     	|313            	|  0.0089728      	|  0.0018768      	|
training_step_end                  	|  7.0088e-06     	|1000           	|  0.0070088      	|  0.001466       	|
on_validation_model_eval           	|  0.0042846      	|1              	|  0.0042846      	|  0.00089618     	|
on_validation_batch_start          	|  1.2806e-05     	|313            	|  0.0040083      	|  0.00083839     	|
validation_step_end                	|  6.5365e-06     	|313            	|  0.0020459      	|  0.00042793     	|
on_train_start                     	|  0.0012761      	|1              	|  0.0012761      	|  0.00026692     	|
on_epoch_end                       	|  1.194e-05      	|64             	|  0.00076415     	|  0.00015983     	|
on_epoch_start                     	|  1.1083e-05     	|64             	|  0.00070933     	|  0.00014837     	|
on_validation_start                	|  0.00064096     	|1              	|  0.00064096     	|  0.00013407     	|
on_validation_end                  	|  0.00013781     	|1              	|  0.00013781     	|  2.8826e-05     	|
teardown                           	|  4.6012e-05     	|2              	|  9.2024e-05     	|  1.9248e-05     	|
setup                              	|  3.2515e-05     	|2              	|  6.5031e-05     	|  1.3602e-05     	|
on_configure_sharded_model         	|  2.3595e-05     	|2              	|  4.719e-05      	|  9.8705e-06     	|
on_before_accelerator_backend_setup	|  2.2965e-05     	|2              	|  4.5931e-05     	|  9.6071e-06     	|
on_fit_start                       	|  4.3392e-05     	|1              	|  4.3392e-05     	|  9.0761e-06     	|
on_validation_epoch_end            	|  3.5377e-05     	|1              	|  3.5377e-05     	|  7.3997e-06     	|
on_fit_end                         	|  3.2738e-05     	|1              	|  3.2738e-05     	|  6.8476e-06     	|
on_val_dataloader                  	|  1.4853e-05     	|2              	|  2.9705e-05     	|  6.2133e-06     	|
on_pretrain_routine_end            	|  2.0828e-05     	|1              	|  2.0828e-05     	|  4.3565e-06     	|
prepare_data                       	|  9.235e-06      	|2              	|  1.847e-05      	|  3.8633e-06     	|
configure_sharded_model            	|  7.2606e-06     	|2              	|  1.4521e-05     	|  3.0373e-06     	|
configure_callbacks                	|  6.8499e-06     	|2              	|  1.37e-05       	|  2.8655e-06     	|
on_validation_epoch_start          	|  1.0824e-05     	|1              	|  1.0824e-05     	|  2.264e-06      	|
on_train_dataloader                	|  9.0506e-06     	|1              	|  9.0506e-06     	|  1.8931e-06     	|
