VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1917.6         	|  100 %          	|
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run_training_epoch                 	|  3.4717         	|500            	|  1735.9         	|  90.521         	|
run_training_batch                 	|  0.20602        	|8000           	|  1648.1         	|  85.946         	|
training_step_and_backward         	|  0.19428        	|8000           	|  1554.2         	|  81.049         	|
model_forward                      	|  0.11112        	|8000           	|  888.93         	|  46.356         	|
training_step                      	|  0.11098        	|8000           	|  887.84         	|  46.299         	|
backward                           	|  0.082971       	|8000           	|  663.77         	|  34.614         	|
optimizer_step_with_closure_0      	|  0.25153        	|1000           	|  251.53         	|  13.116         	|
run_validate_evaluation            	|  137.89         	|1              	|  137.89         	|  7.1908         	|
evaluation_step_and_end            	|  0.13596        	|1000           	|  135.96         	|  7.09           	|
validation_step                    	|  0.13591        	|1000           	|  135.91         	|  7.0873         	|
get_train_batch                    	|  0.006806       	|8500           	|  57.851         	|  3.0168         	|
fetch_next_train_batch             	|  0.006787       	|8500           	|  57.689         	|  3.0083         	|
on_train_batch_end                 	|  0.0011103      	|8000           	|  8.8821         	|  0.46318        	|
training_batch_to_device           	|  0.0002336      	|8000           	|  1.8688         	|  0.097453       	|
get_validate_batch                 	|  0.0013985      	|1001           	|  1.3999         	|  0.073          	|
fetch_next_validate_batch          	|  0.0013847      	|1001           	|  1.3861         	|  0.072282       	|
zero_grad                          	|  0.0013853      	|1000           	|  1.3853         	|  0.072242       	|
on_train_batch_start               	|  9.188e-05      	|8000           	|  0.73504        	|  0.038331       	|
evaluation_batch_to_device         	|  0.00020584     	|1000           	|  0.20584        	|  0.010734       	|
on_train_epoch_start               	|  0.00029247     	|500            	|  0.14623        	|  0.0076257      	|
on_batch_start                     	|  1.7682e-05     	|8000           	|  0.14146        	|  0.0073767      	|
on_train_epoch_end                 	|  0.00026491     	|500            	|  0.13245        	|  0.0069071      	|
on_batch_end                       	|  1.3291e-05     	|8000           	|  0.10633        	|  0.0055449      	|
on_before_backward                 	|  1.2842e-05     	|8000           	|  0.10273        	|  0.0053573      	|
on_after_backward                  	|  1.1353e-05     	|8000           	|  0.090828       	|  0.0047364      	|
training_step_end                  	|  6.4173e-06     	|8000           	|  0.051338       	|  0.0026772      	|
on_train_end                       	|  0.024552       	|1              	|  0.024552       	|  0.0012803      	|
on_pretrain_routine_start          	|  0.023021       	|1              	|  0.023021       	|  0.0012005      	|
on_before_zero_grad                	|  2.0637e-05     	|1000           	|  0.020637       	|  0.0010762      	|
on_validation_batch_end            	|  1.9185e-05     	|1000           	|  0.019185       	|  0.0010004      	|
on_before_optimizer_step           	|  1.6153e-05     	|1000           	|  0.016153       	|  0.00084233     	|
on_validation_batch_start          	|  1.0176e-05     	|1000           	|  0.010176       	|  0.00053064     	|
configure_optimizers               	|  0.0076132      	|1              	|  0.0076132      	|  0.00039701     	|
on_epoch_start                     	|  1.0771e-05     	|501            	|  0.0053964      	|  0.00028141     	|
on_epoch_end                       	|  1.0364e-05     	|501            	|  0.0051926      	|  0.00027078     	|
validation_step_end                	|  4.9406e-06     	|1000           	|  0.0049406      	|  0.00025764     	|
on_validation_model_eval           	|  0.0044717      	|1              	|  0.0044717      	|  0.00023319     	|
on_train_start                     	|  0.0007423      	|1              	|  0.0007423      	|  3.8709e-05     	|
on_validation_start                	|  0.00031935     	|1              	|  0.00031935     	|  1.6653e-05     	|
on_validation_end                  	|  0.00011219     	|1              	|  0.00011219     	|  5.8504e-06     	|
setup                              	|  2.2647e-05     	|2              	|  4.5294e-05     	|  2.362e-06      	|
on_before_accelerator_backend_setup	|  1.8144e-05     	|2              	|  3.6288e-05     	|  1.8923e-06     	|
on_configure_sharded_model         	|  1.6762e-05     	|2              	|  3.3524e-05     	|  1.7482e-06     	|
teardown                           	|  1.4998e-05     	|2              	|  2.9996e-05     	|  1.5642e-06     	|
on_fit_end                         	|  2.5017e-05     	|1              	|  2.5017e-05     	|  1.3046e-06     	|
on_validation_epoch_end            	|  1.8305e-05     	|1              	|  1.8305e-05     	|  9.5457e-07     	|
on_fit_start                       	|  1.6721e-05     	|1              	|  1.6721e-05     	|  8.7196e-07     	|
configure_sharded_model            	|  6.0361e-06     	|2              	|  1.2072e-05     	|  6.2953e-07     	|
on_val_dataloader                  	|  5.861e-06      	|2              	|  1.1722e-05     	|  6.1128e-07     	|
prepare_data                       	|  5.836e-06      	|2              	|  1.1672e-05     	|  6.0866e-07     	|
configure_callbacks                	|  5.2046e-06     	|2              	|  1.0409e-05     	|  5.4281e-07     	|
on_pretrain_routine_end            	|  9.087e-06      	|1              	|  9.087e-06      	|  4.7387e-07     	|
on_validation_epoch_start          	|  8.8869e-06     	|1              	|  8.8869e-06     	|  4.6343e-07     	|
on_train_dataloader                	|  3.937e-06      	|1              	|  3.937e-06      	|  2.0531e-07     	|
