VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  453.58         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.899         	|25             	|  372.48         	|  82.12          	|
run_training_batch                 	|  0.35995        	|1000           	|  359.95         	|  79.357         	|
optimizer_step_with_closure_0      	|  0.35733        	|1000           	|  357.33         	|  78.779         	|
training_step_and_backward         	|  0.27973        	|1000           	|  279.73         	|  61.672         	|
model_forward                      	|  0.16475        	|1000           	|  164.75         	|  36.322         	|
training_step                      	|  0.16461        	|1000           	|  164.61         	|  36.292         	|
backward                           	|  0.11369        	|1000           	|  113.69         	|  25.065         	|
run_validate_evaluation            	|  35.937         	|1              	|  35.937         	|  7.9229         	|
evaluation_step_and_end            	|  0.25389        	|139            	|  35.29          	|  7.7804         	|
validation_step                    	|  0.25383        	|139            	|  35.283         	|  7.7788         	|
get_train_batch                    	|  0.0041474      	|1025           	|  4.2511         	|  0.93723        	|
fetch_next_train_batch             	|  0.0041297      	|1025           	|  4.233          	|  0.93323        	|
zero_grad                          	|  0.0012658      	|1000           	|  1.2658         	|  0.27908        	|
on_train_batch_end                 	|  0.0011879      	|1000           	|  1.1879         	|  0.26189        	|
get_validate_batch                 	|  0.0023587      	|140            	|  0.33021        	|  0.072801       	|
fetch_next_validate_batch          	|  0.0023442      	|140            	|  0.32819        	|  0.072355       	|
training_batch_to_device           	|  0.00023552     	|1000           	|  0.23552        	|  0.051924       	|
on_train_batch_start               	|  9.2233e-05     	|1000           	|  0.092233       	|  0.020334       	|
evaluation_batch_to_device         	|  0.00023014     	|139            	|  0.03199        	|  0.0070528      	|
on_pretrain_routine_start          	|  0.024238       	|1              	|  0.024238       	|  0.0053438      	|
on_train_end                       	|  0.023755       	|1              	|  0.023755       	|  0.0052373      	|
on_batch_start                     	|  1.5447e-05     	|1000           	|  0.015447       	|  0.0034056      	|
on_before_zero_grad                	|  1.3568e-05     	|1000           	|  0.013568       	|  0.0029913      	|
on_batch_end                       	|  1.3135e-05     	|1000           	|  0.013135       	|  0.0028959      	|
on_after_backward                  	|  1.1663e-05     	|1000           	|  0.011663       	|  0.0025713      	|
on_before_backward                 	|  1.0585e-05     	|1000           	|  0.010585       	|  0.0023336      	|
on_before_optimizer_step           	|  1.0454e-05     	|1000           	|  0.010454       	|  0.0023047      	|
configure_optimizers               	|  0.0089094      	|1              	|  0.0089094      	|  0.0019642      	|
on_train_epoch_end                 	|  0.00028272     	|25             	|  0.0070679      	|  0.0015582      	|
on_train_epoch_start               	|  0.00028078     	|25             	|  0.0070194      	|  0.0015476      	|
training_step_end                  	|  5.8657e-06     	|1000           	|  0.0058657      	|  0.0012932      	|
on_validation_model_eval           	|  0.0046258      	|1              	|  0.0046258      	|  0.0010198      	|
on_validation_batch_end            	|  1.9955e-05     	|139            	|  0.0027737      	|  0.00061151     	|
on_validation_batch_start          	|  1.0452e-05     	|139            	|  0.0014528      	|  0.00032029     	|
validation_step_end                	|  4.9308e-06     	|139            	|  0.00068538     	|  0.0001511      	|
on_train_start                     	|  0.00067014     	|1              	|  0.00067014     	|  0.00014775     	|
on_validation_start                	|  0.00033843     	|1              	|  0.00033843     	|  7.4614e-05     	|
on_epoch_start                     	|  1.0614e-05     	|26             	|  0.00027598     	|  6.0844e-05     	|
on_epoch_end                       	|  1.0491e-05     	|26             	|  0.00027278     	|  6.0139e-05     	|
on_validation_end                  	|  0.00011353     	|1              	|  0.00011353     	|  2.503e-05      	|
on_before_accelerator_backend_setup	|  1.895e-05      	|2              	|  3.7901e-05     	|  8.3559e-06     	|
teardown                           	|  1.5484e-05     	|2              	|  3.0968e-05     	|  6.8274e-06     	|
setup                              	|  1.3376e-05     	|2              	|  2.6751e-05     	|  5.8977e-06     	|
on_configure_sharded_model         	|  1.3165e-05     	|2              	|  2.6329e-05     	|  5.8047e-06     	|
on_fit_end                         	|  2.0688e-05     	|1              	|  2.0688e-05     	|  4.561e-06      	|
on_validation_epoch_end            	|  1.7723e-05     	|1              	|  1.7723e-05     	|  3.9073e-06     	|
on_fit_start                       	|  1.7613e-05     	|1              	|  1.7613e-05     	|  3.8831e-06     	|
on_val_dataloader                  	|  6.7875e-06     	|2              	|  1.3575e-05     	|  2.9928e-06     	|
prepare_data                       	|  6.0016e-06     	|2              	|  1.2003e-05     	|  2.6463e-06     	|
configure_sharded_model            	|  5.515e-06      	|2              	|  1.103e-05      	|  2.4318e-06     	|
on_pretrain_routine_end            	|  1.067e-05      	|1              	|  1.067e-05      	|  2.3524e-06     	|
configure_callbacks                	|  5.32e-06       	|2              	|  1.064e-05      	|  2.3458e-06     	|
on_validation_epoch_start          	|  9.9579e-06     	|1              	|  9.9579e-06     	|  2.1954e-06     	|
on_train_dataloader                	|  4.438e-06      	|1              	|  4.438e-06      	|  9.7843e-07     	|
