VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  359.35         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  15.545         	|21             	|  326.45         	|  90.845         	|
run_training_batch                 	|  0.31182        	|1000           	|  311.82         	|  86.773         	|
optimizer_step_with_closure_0      	|  0.3089         	|1000           	|  308.9          	|  85.962         	|
training_step_and_backward         	|  0.23673        	|1000           	|  236.73         	|  65.878         	|
backward                           	|  0.11974        	|1000           	|  119.74         	|  33.321         	|
model_forward                      	|  0.11543        	|1000           	|  115.43         	|  32.123         	|
training_step                      	|  0.11523        	|1000           	|  115.23         	|  32.067         	|
run_validate_evaluation            	|  13.528         	|1              	|  13.528         	|  3.7646         	|
evaluation_step_and_end            	|  0.10097        	|125            	|  12.622         	|  3.5124         	|
validation_step                    	|  0.10087        	|125            	|  12.609         	|  3.5089         	|
get_train_batch                    	|  0.0046721      	|1021           	|  4.7702         	|  1.3275         	|
fetch_next_train_batch             	|  0.0046505      	|1021           	|  4.7482         	|  1.3213         	|
on_train_batch_end                 	|  0.0019312      	|1000           	|  1.9312         	|  0.53742        	|
zero_grad                          	|  0.0015294      	|1000           	|  1.5294         	|  0.42561        	|
get_validate_batch                 	|  0.0033628      	|126            	|  0.42371        	|  0.11791        	|
fetch_next_validate_batch          	|  0.0033413      	|126            	|  0.42101        	|  0.11716        	|
training_batch_to_device           	|  0.00030693     	|1000           	|  0.30693        	|  0.085412       	|
on_train_batch_start               	|  0.00010882     	|1000           	|  0.10882        	|  0.030282       	|
evaluation_batch_to_device         	|  0.00028868     	|125            	|  0.036085       	|  0.010042       	|
on_pretrain_routine_start          	|  0.025536       	|1              	|  0.025536       	|  0.0071061      	|
on_train_end                       	|  0.024265       	|1              	|  0.024265       	|  0.0067525      	|
on_after_backward                  	|  2.2971e-05     	|1000           	|  0.022971       	|  0.0063926      	|
on_batch_start                     	|  1.9216e-05     	|1000           	|  0.019216       	|  0.0053475      	|
on_before_zero_grad                	|  1.4685e-05     	|1000           	|  0.014685       	|  0.0040866      	|
on_batch_end                       	|  1.4607e-05     	|1000           	|  0.014607       	|  0.004065       	|
on_before_optimizer_step           	|  1.19e-05       	|1000           	|  0.0119         	|  0.0033115      	|
on_before_backward                 	|  1.1826e-05     	|1000           	|  0.011826       	|  0.0032911      	|
on_train_epoch_end                 	|  0.00046492     	|21             	|  0.0097632      	|  0.002717       	|
on_train_epoch_start               	|  0.00043467     	|21             	|  0.0091281      	|  0.0025402      	|
configure_optimizers               	|  0.0090731      	|1              	|  0.0090731      	|  0.0025249      	|
training_step_end                  	|  7.7543e-06     	|1000           	|  0.0077543      	|  0.0021579      	|
on_validation_model_eval           	|  0.005014       	|1              	|  0.005014       	|  0.0013953      	|
on_validation_batch_end            	|  3.6622e-05     	|125            	|  0.0045778      	|  0.0012739      	|
on_validation_batch_start          	|  1.6449e-05     	|125            	|  0.0020561      	|  0.00057218     	|
on_train_start                     	|  0.0014247      	|1              	|  0.0014247      	|  0.00039647     	|
validation_step_end                	|  9.509e-06      	|125            	|  0.0011886      	|  0.00033077     	|
on_validation_start                	|  0.00040935     	|1              	|  0.00040935     	|  0.00011391     	|
on_epoch_end                       	|  1.2521e-05     	|22             	|  0.00027545     	|  7.6654e-05     	|
on_epoch_start                     	|  1.1281e-05     	|22             	|  0.00024819     	|  6.9067e-05     	|
on_validation_end                  	|  0.00018034     	|1              	|  0.00018034     	|  5.0187e-05     	|
setup                              	|  2.9008e-05     	|2              	|  5.8016e-05     	|  1.6145e-05     	|
on_before_accelerator_backend_setup	|  2.2192e-05     	|2              	|  4.4384e-05     	|  1.2351e-05     	|
on_configure_sharded_model         	|  2.0923e-05     	|2              	|  4.1847e-05     	|  1.1645e-05     	|
on_validation_epoch_end            	|  3.888e-05      	|1              	|  3.888e-05      	|  1.082e-05      	|
teardown                           	|  1.8059e-05     	|2              	|  3.6118e-05     	|  1.0051e-05     	|
on_fit_end                         	|  2.6261e-05     	|1              	|  2.6261e-05     	|  7.308e-06      	|
on_pretrain_routine_end            	|  2.18e-05       	|1              	|  2.18e-05       	|  6.0666e-06     	|
on_validation_epoch_start          	|  1.9674e-05     	|1              	|  1.9674e-05     	|  5.475e-06      	|
on_fit_start                       	|  1.7835e-05     	|1              	|  1.7835e-05     	|  4.9632e-06     	|
on_val_dataloader                  	|  8.1185e-06     	|2              	|  1.6237e-05     	|  4.5185e-06     	|
configure_sharded_model            	|  7.7375e-06     	|2              	|  1.5475e-05     	|  4.3064e-06     	|
prepare_data                       	|  6.8685e-06     	|2              	|  1.3737e-05     	|  3.8228e-06     	|
configure_callbacks                	|  6.513e-06      	|2              	|  1.3026e-05     	|  3.6249e-06     	|
on_train_dataloader                	|  7.265e-06      	|1              	|  7.265e-06      	|  2.0217e-06     	|
