VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  449.2          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  6.5224         	|63             	|  410.91         	|  91.477         	|
run_training_batch                 	|  0.27289        	|1000           	|  272.89         	|  60.751         	|
optimizer_step_with_closure_0      	|  0.26958        	|1000           	|  269.58         	|  60.013         	|
training_step_and_backward         	|  0.20645        	|1000           	|  206.45         	|  45.959         	|
model_forward                      	|  0.10296        	|1000           	|  102.96         	|  22.921         	|
training_step                      	|  0.10277        	|1000           	|  102.77         	|  22.879         	|
backward                           	|  0.102          	|1000           	|  102.0          	|  22.708         	|
get_train_batch                    	|  0.030643       	|1063           	|  32.574         	|  7.2516         	|
fetch_next_train_batch             	|  0.030618       	|1063           	|  32.547         	|  7.2456         	|
run_validate_evaluation            	|  8.0991         	|1              	|  8.0991         	|  1.803          	|
evaluation_step_and_end            	|  0.10184        	|48             	|  4.8882         	|  1.0882         	|
validation_step                    	|  0.10173        	|48             	|  4.8828         	|  1.087          	|
on_train_batch_end                 	|  0.0021545      	|1000           	|  2.1545         	|  0.47963        	|
zero_grad                          	|  0.0014487      	|1000           	|  1.4487         	|  0.32251        	|
get_validate_batch                 	|  0.017071       	|49             	|  0.83646        	|  0.18621        	|
fetch_next_validate_batch          	|  0.017047       	|49             	|  0.83528        	|  0.18595        	|
training_batch_to_device           	|  0.00024821     	|1000           	|  0.24821        	|  0.055256       	|
on_train_end                       	|  0.11183        	|1              	|  0.11183        	|  0.024895       	|
on_train_batch_start               	|  9.4969e-05     	|1000           	|  0.094969       	|  0.021142       	|
on_pretrain_routine_start          	|  0.041037       	|1              	|  0.041037       	|  0.0091357      	|
on_after_backward                  	|  2.4963e-05     	|1000           	|  0.024963       	|  0.0055572      	|
on_train_epoch_end                 	|  0.00034104     	|63             	|  0.021486       	|  0.0047831      	|
on_before_zero_grad                	|  2.094e-05      	|1000           	|  0.02094        	|  0.0046617      	|
on_train_epoch_start               	|  0.00033004     	|63             	|  0.020792       	|  0.0046288      	|
on_batch_start                     	|  2.0749e-05     	|1000           	|  0.020749       	|  0.0046192      	|
configure_optimizers               	|  0.019196       	|1              	|  0.019196       	|  0.0042734      	|
on_batch_end                       	|  1.6201e-05     	|1000           	|  0.016201       	|  0.0036067      	|
on_before_optimizer_step           	|  1.3047e-05     	|1000           	|  0.013047       	|  0.0029046      	|
on_before_backward                 	|  1.2529e-05     	|1000           	|  0.012529       	|  0.0027891      	|
evaluation_batch_to_device         	|  0.00026006     	|48             	|  0.012483       	|  0.0027789      	|
training_step_end                  	|  7.0111e-06     	|1000           	|  0.0070111      	|  0.0015608      	|
on_validation_model_eval           	|  0.0041288      	|1              	|  0.0041288      	|  0.00091914     	|
on_validation_batch_end            	|  4.0907e-05     	|48             	|  0.0019635      	|  0.00043712     	|
on_train_start                     	|  0.0010599      	|1              	|  0.0010599      	|  0.00023596     	|
on_validation_batch_start          	|  1.6923e-05     	|48             	|  0.00081232     	|  0.00018084     	|
on_epoch_start                     	|  1.2244e-05     	|64             	|  0.00078361     	|  0.00017445     	|
on_epoch_end                       	|  1.1304e-05     	|64             	|  0.00072346     	|  0.00016106     	|
on_validation_start                	|  0.00049935     	|1              	|  0.00049935     	|  0.00011116     	|
validation_step_end                	|  8.6537e-06     	|48             	|  0.00041538     	|  9.2471e-05     	|
on_validation_end                  	|  0.00017627     	|1              	|  0.00017627     	|  3.924e-05      	|
on_fit_end                         	|  5.5745e-05     	|1              	|  5.5745e-05     	|  1.241e-05      	|
teardown                           	|  2.699e-05      	|2              	|  5.3979e-05     	|  1.2017e-05     	|
on_before_accelerator_backend_setup	|  2.5846e-05     	|2              	|  5.1692e-05     	|  1.1508e-05     	|
on_fit_start                       	|  4.6251e-05     	|1              	|  4.6251e-05     	|  1.0296e-05     	|
on_configure_sharded_model         	|  2.1738e-05     	|2              	|  4.3476e-05     	|  9.6786e-06     	|
setup                              	|  1.9741e-05     	|2              	|  3.9482e-05     	|  8.7896e-06     	|
on_validation_epoch_end            	|  3.0639e-05     	|1              	|  3.0639e-05     	|  6.8208e-06     	|
configure_callbacks                	|  8.3297e-06     	|2              	|  1.6659e-05     	|  3.7087e-06     	|
on_val_dataloader                  	|  8.2338e-06     	|2              	|  1.6468e-05     	|  3.666e-06      	|
on_pretrain_routine_end            	|  1.505e-05      	|1              	|  1.505e-05      	|  3.3505e-06     	|
prepare_data                       	|  7.106e-06      	|2              	|  1.4212e-05     	|  3.1639e-06     	|
configure_sharded_model            	|  6.2883e-06     	|2              	|  1.2577e-05     	|  2.7998e-06     	|
on_validation_epoch_start          	|  1.1491e-05     	|1              	|  1.1491e-05     	|  2.558e-06      	|
on_train_dataloader                	|  6.5528e-06     	|1              	|  6.5528e-06     	|  1.4588e-06     	|
