VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1603.9         	|  100 %          	|
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run_training_epoch                 	|  24.18          	|63             	|  1523.4         	|  94.978         	|
run_training_batch                 	|  0.18603        	|8000           	|  1488.3         	|  92.789         	|
training_step_and_backward         	|  0.17588        	|8000           	|  1407.1         	|  87.727         	|
model_forward                      	|  0.092479       	|8000           	|  739.83         	|  46.127         	|
training_step                      	|  0.092347       	|8000           	|  738.78         	|  46.061         	|
backward                           	|  0.083225       	|8000           	|  665.8          	|  41.511         	|
optimizer_step_with_closure_0      	|  0.23414        	|1000           	|  234.14         	|  14.598         	|
run_validate_evaluation            	|  37.311         	|1              	|  37.311         	|  2.3263         	|
evaluation_step_and_end            	|  0.096693       	|377            	|  36.453         	|  2.2728         	|
validation_step                    	|  0.096644       	|377            	|  36.435         	|  2.2716         	|
get_train_batch                    	|  0.0022817      	|8063           	|  18.397         	|  1.147          	|
fetch_next_train_batch             	|  0.0022649      	|8063           	|  18.262         	|  1.1386         	|
on_train_batch_end                 	|  0.0010722      	|8000           	|  8.5777         	|  0.5348         	|
training_batch_to_device           	|  0.000211       	|8000           	|  1.688          	|  0.10524        	|
zero_grad                          	|  0.0012889      	|1000           	|  1.2889         	|  0.08036        	|
on_train_batch_start               	|  8.8272e-05     	|8000           	|  0.70617        	|  0.044028       	|
get_validate_batch                 	|  0.0016175      	|378            	|  0.61142        	|  0.038121       	|
fetch_next_validate_batch          	|  0.0016037      	|378            	|  0.60621        	|  0.037796       	|
on_batch_start                     	|  1.4223e-05     	|8000           	|  0.11378        	|  0.0070941      	|
on_before_backward                 	|  1.3751e-05     	|8000           	|  0.11001        	|  0.0068588      	|
on_batch_end                       	|  1.3214e-05     	|8000           	|  0.10571        	|  0.0065909      	|
on_after_backward                  	|  1.1218e-05     	|8000           	|  0.089748       	|  0.0055956      	|
evaluation_batch_to_device         	|  0.00021095     	|377            	|  0.07953        	|  0.0049585      	|
training_step_end                  	|  5.7912e-06     	|8000           	|  0.04633        	|  0.0028886      	|
on_train_end                       	|  0.025257       	|1              	|  0.025257       	|  0.0015747      	|
on_pretrain_routine_start          	|  0.022855       	|1              	|  0.022855       	|  0.001425       	|
on_train_epoch_start               	|  0.00029453     	|63             	|  0.018555       	|  0.0011569      	|
on_train_epoch_end                 	|  0.00028869     	|63             	|  0.018187       	|  0.0011339      	|
on_before_zero_grad                	|  1.4838e-05     	|1000           	|  0.014838       	|  0.00092513     	|
on_before_optimizer_step           	|  1.1914e-05     	|1000           	|  0.011914       	|  0.00074279     	|
configure_optimizers               	|  0.0082792      	|1              	|  0.0082792      	|  0.00051619     	|
on_validation_batch_end            	|  1.843e-05      	|377            	|  0.006948       	|  0.00043319     	|
on_validation_model_eval           	|  0.0045384      	|1              	|  0.0045384      	|  0.00028296     	|
on_validation_batch_start          	|  9.7535e-06     	|377            	|  0.0036771      	|  0.00022926     	|
validation_step_end                	|  4.8598e-06     	|377            	|  0.0018322      	|  0.00011423     	|
on_train_start                     	|  0.00072623     	|1              	|  0.00072623     	|  4.5279e-05     	|
on_epoch_start                     	|  1.0416e-05     	|64             	|  0.00066663     	|  4.1563e-05     	|
on_epoch_end                       	|  9.9992e-06     	|64             	|  0.00063995     	|  3.9899e-05     	|
on_validation_start                	|  0.00032601     	|1              	|  0.00032601     	|  2.0326e-05     	|
on_validation_end                  	|  0.00012481     	|1              	|  0.00012481     	|  7.7818e-06     	|
on_before_accelerator_backend_setup	|  2.0964e-05     	|2              	|  4.1929e-05     	|  2.6142e-06     	|
teardown                           	|  1.6215e-05     	|2              	|  3.2431e-05     	|  2.022e-06      	|
setup                              	|  1.3851e-05     	|2              	|  2.7702e-05     	|  1.7272e-06     	|
on_configure_sharded_model         	|  1.3605e-05     	|2              	|  2.7211e-05     	|  1.6965e-06     	|
on_fit_end                         	|  2.0679e-05     	|1              	|  2.0679e-05     	|  1.2893e-06     	|
on_validation_epoch_end            	|  1.8325e-05     	|1              	|  1.8325e-05     	|  1.1425e-06     	|
on_fit_start                       	|  1.623e-05      	|1              	|  1.623e-05      	|  1.0119e-06     	|
prepare_data                       	|  6.1465e-06     	|2              	|  1.2293e-05     	|  7.6644e-07     	|
on_val_dataloader                  	|  5.8815e-06     	|2              	|  1.1763e-05     	|  7.334e-07      	|
configure_callbacks                	|  5.4146e-06     	|2              	|  1.0829e-05     	|  6.7517e-07     	|
on_pretrain_routine_end            	|  9.9689e-06     	|1              	|  9.9689e-06     	|  6.2154e-07     	|
on_validation_epoch_start          	|  9.838e-06      	|1              	|  9.838e-06      	|  6.1338e-07     	|
configure_sharded_model            	|  4.8139e-06     	|2              	|  9.6278e-06     	|  6.0027e-07     	|
on_train_dataloader                	|  5.1791e-06     	|1              	|  5.1791e-06     	|  3.229e-07      	|
