VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1867.0         	|  100 %          	|
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run_training_epoch                 	|  26.761         	|63             	|  1685.9         	|  90.302         	|
run_training_batch                 	|  0.2064         	|8000           	|  1651.2         	|  88.443         	|
training_step_and_backward         	|  0.19521        	|8000           	|  1561.7         	|  83.648         	|
model_forward                      	|  0.10927        	|8000           	|  874.13         	|  46.821         	|
training_step                      	|  0.10913        	|8000           	|  873.06         	|  46.764         	|
backward                           	|  0.085759       	|8000           	|  686.07         	|  36.748         	|
optimizer_step_with_closure_0      	|  0.25465        	|1000           	|  254.65         	|  13.64          	|
run_validate_evaluation            	|  138.08         	|1              	|  138.08         	|  7.3959         	|
evaluation_step_and_end            	|  0.13608        	|1000           	|  136.08         	|  7.2889         	|
validation_step                    	|  0.13603        	|1000           	|  136.03         	|  7.286          	|
get_train_batch                    	|  0.0022392      	|8063           	|  18.055         	|  0.96708        	|
fetch_next_train_batch             	|  0.0022224      	|8063           	|  17.919         	|  0.9598         	|
on_train_batch_end                 	|  0.0010805      	|8000           	|  8.6438         	|  0.46299        	|
training_batch_to_device           	|  0.00021315     	|8000           	|  1.7052         	|  0.091336       	|
get_validate_batch                 	|  0.0014631      	|1001           	|  1.4645         	|  0.078445       	|
fetch_next_validate_batch          	|  0.0014492      	|1001           	|  1.4506         	|  0.0777         	|
zero_grad                          	|  0.0013298      	|1000           	|  1.3298         	|  0.071225       	|
on_train_batch_start               	|  8.8919e-05     	|8000           	|  0.71135        	|  0.038102       	|
evaluation_batch_to_device         	|  0.00020589     	|1000           	|  0.20589        	|  0.011028       	|
on_batch_start                     	|  1.4758e-05     	|8000           	|  0.11807        	|  0.0063239      	|
on_batch_end                       	|  1.3434e-05     	|8000           	|  0.10747        	|  0.0057566      	|
on_before_backward                 	|  1.3252e-05     	|8000           	|  0.10602        	|  0.0056787      	|
on_after_backward                  	|  1.257e-05      	|8000           	|  0.10056        	|  0.0053861      	|
training_step_end                  	|  5.64e-06       	|8000           	|  0.04512        	|  0.0024168      	|
on_train_end                       	|  0.025535       	|1              	|  0.025535       	|  0.0013677      	|
on_pretrain_routine_start          	|  0.024244       	|1              	|  0.024244       	|  0.0012986      	|
on_validation_batch_end            	|  1.9305e-05     	|1000           	|  0.019305       	|  0.001034       	|
on_train_epoch_start               	|  0.00029591     	|63             	|  0.018642       	|  0.00099854     	|
on_train_epoch_end                 	|  0.00027363     	|63             	|  0.017238       	|  0.00092334     	|
on_before_zero_grad                	|  1.4573e-05     	|1000           	|  0.014573       	|  0.00078056     	|
on_before_optimizer_step           	|  1.1674e-05     	|1000           	|  0.011674       	|  0.0006253      	|
on_validation_batch_start          	|  9.9905e-06     	|1000           	|  0.0099905      	|  0.00053512     	|
configure_optimizers               	|  0.0079441      	|1              	|  0.0079441      	|  0.00042551     	|
validation_step_end                	|  4.9152e-06     	|1000           	|  0.0049152      	|  0.00026327     	|
on_validation_model_eval           	|  0.0040394      	|1              	|  0.0040394      	|  0.00021636     	|
on_train_start                     	|  0.00075053     	|1              	|  0.00075053     	|  4.0201e-05     	|
on_epoch_end                       	|  1.1158e-05     	|64             	|  0.0007141      	|  3.8249e-05     	|
on_epoch_start                     	|  1.0671e-05     	|64             	|  0.00068294     	|  3.658e-05      	|
on_validation_start                	|  0.00031933     	|1              	|  0.00031933     	|  1.7104e-05     	|
on_validation_end                  	|  0.00011482     	|1              	|  0.00011482     	|  6.1503e-06     	|
setup                              	|  2.2502e-05     	|2              	|  4.5004e-05     	|  2.4105e-06     	|
on_before_accelerator_backend_setup	|  1.9256e-05     	|2              	|  3.8512e-05     	|  2.0628e-06     	|
on_configure_sharded_model         	|  1.7062e-05     	|2              	|  3.4124e-05     	|  1.8278e-06     	|
teardown                           	|  1.6912e-05     	|2              	|  3.3823e-05     	|  1.8117e-06     	|
on_fit_end                         	|  2.3555e-05     	|1              	|  2.3555e-05     	|  1.2617e-06     	|
on_validation_epoch_end            	|  1.8104e-05     	|1              	|  1.8104e-05     	|  9.697e-07      	|
on_fit_start                       	|  1.6581e-05     	|1              	|  1.6581e-05     	|  8.8813e-07     	|
prepare_data                       	|  6.442e-06      	|2              	|  1.2884e-05     	|  6.901e-07      	|
on_val_dataloader                  	|  6.3065e-06     	|2              	|  1.2613e-05     	|  6.7558e-07     	|
configure_sharded_model            	|  5.9955e-06     	|2              	|  1.1991e-05     	|  6.4227e-07     	|
configure_callbacks                	|  5.4401e-06     	|2              	|  1.088e-05      	|  5.8277e-07     	|
on_validation_epoch_start          	|  9.899e-06      	|1              	|  9.899e-06      	|  5.3022e-07     	|
on_pretrain_routine_end            	|  9.6872e-06     	|1              	|  9.6872e-06     	|  5.1887e-07     	|
on_train_dataloader                	|  4.268e-06      	|1              	|  4.268e-06      	|  2.2861e-07     	|
