VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  401.87         	|  100 %          	|
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run_training_epoch                 	|  14.077         	|25             	|  351.94         	|  87.575         	|
run_training_batch                 	|  0.29           	|1000           	|  290.0          	|  72.162         	|
optimizer_step_with_closure_0      	|  0.28558        	|1000           	|  285.58         	|  71.063         	|
training_step_and_backward         	|  0.22079        	|1000           	|  220.79         	|  54.94          	|
backward                           	|  0.1143         	|1000           	|  114.3          	|  28.442         	|
model_forward                      	|  0.10495        	|1000           	|  104.95         	|  26.116         	|
training_step                      	|  0.10476        	|1000           	|  104.76         	|  26.068         	|
run_validate_evaluation            	|  17.241         	|1              	|  17.241         	|  4.2901         	|
get_train_batch                    	|  0.014351       	|1025           	|  14.709         	|  3.6602         	|
fetch_next_train_batch             	|  0.014328       	|1025           	|  14.686         	|  3.6544         	|
evaluation_step_and_end            	|  0.099218       	|139            	|  13.791         	|  3.4318         	|
validation_step                    	|  0.099107       	|139            	|  13.776         	|  3.428          	|
on_train_batch_end                 	|  0.0022958      	|1000           	|  2.2958         	|  0.57128        	|
zero_grad                          	|  0.0014989      	|1000           	|  1.4989         	|  0.37299        	|
get_validate_batch                 	|  0.0069793      	|140            	|  0.9771         	|  0.24314        	|
fetch_next_validate_batch          	|  0.0069554      	|140            	|  0.97376        	|  0.24231        	|
training_batch_to_device           	|  0.00026602     	|1000           	|  0.26602        	|  0.066195       	|
on_train_batch_start               	|  9.2502e-05     	|1000           	|  0.092502       	|  0.023018       	|
on_train_end                       	|  0.042124       	|1              	|  0.042124       	|  0.010482       	|
evaluation_batch_to_device         	|  0.00026158     	|139            	|  0.036359       	|  0.0090476      	|
on_after_backward                  	|  2.5358e-05     	|1000           	|  0.025358       	|  0.00631        	|
on_pretrain_routine_start          	|  0.022782       	|1              	|  0.022782       	|  0.0056691      	|
on_batch_start                     	|  1.9681e-05     	|1000           	|  0.019681       	|  0.0048973      	|
on_before_zero_grad                	|  1.7145e-05     	|1000           	|  0.017145       	|  0.0042662      	|
on_batch_end                       	|  1.6858e-05     	|1000           	|  0.016858       	|  0.0041949      	|
on_before_optimizer_step           	|  1.3348e-05     	|1000           	|  0.013348       	|  0.0033214      	|
on_before_backward                 	|  1.2777e-05     	|1000           	|  0.012777       	|  0.0031793      	|
configure_optimizers               	|  0.010149       	|1              	|  0.010149       	|  0.0025254      	|
on_train_epoch_start               	|  0.00036768     	|25             	|  0.009192       	|  0.0022873      	|
on_train_epoch_end                 	|  0.00034944     	|25             	|  0.008736       	|  0.0021738      	|
training_step_end                  	|  7.0245e-06     	|1000           	|  0.0070245      	|  0.0017479      	|
on_validation_batch_end            	|  3.9765e-05     	|139            	|  0.0055273      	|  0.0013754      	|
on_validation_model_eval           	|  0.0049276      	|1              	|  0.0049276      	|  0.0012262      	|
on_validation_batch_start          	|  1.5573e-05     	|139            	|  0.0021646      	|  0.00053863     	|
validation_step_end                	|  8.809e-06      	|139            	|  0.0012245      	|  0.00030469     	|
on_train_start                     	|  0.0011101      	|1              	|  0.0011101      	|  0.00027624     	|
on_validation_start                	|  0.00061683     	|1              	|  0.00061683     	|  0.00015349     	|
on_epoch_end                       	|  1.1406e-05     	|26             	|  0.00029656     	|  7.3796e-05     	|
on_epoch_start                     	|  1.1106e-05     	|26             	|  0.00028876     	|  7.1854e-05     	|
on_validation_end                  	|  0.00021996     	|1              	|  0.00021996     	|  5.4734e-05     	|
teardown                           	|  2.5964e-05     	|2              	|  5.1929e-05     	|  1.2922e-05     	|
setup                              	|  2.4987e-05     	|2              	|  4.9975e-05     	|  1.2436e-05     	|
on_configure_sharded_model         	|  2.4496e-05     	|2              	|  4.8991e-05     	|  1.2191e-05     	|
on_fit_start                       	|  4.5501e-05     	|1              	|  4.5501e-05     	|  1.1322e-05     	|
on_before_accelerator_backend_setup	|  1.9561e-05     	|2              	|  3.9121e-05     	|  9.7348e-06     	|
on_validation_epoch_end            	|  3.577e-05      	|1              	|  3.577e-05      	|  8.901e-06      	|
on_fit_end                         	|  2.7835e-05     	|1              	|  2.7835e-05     	|  6.9265e-06     	|
on_val_dataloader                  	|  1.3325e-05     	|2              	|  2.6651e-05     	|  6.6317e-06     	|
configure_sharded_model            	|  9.2424e-06     	|2              	|  1.8485e-05     	|  4.5997e-06     	|
on_pretrain_routine_end            	|  1.5832e-05     	|1              	|  1.5832e-05     	|  3.9397e-06     	|
prepare_data                       	|  6.1356e-06     	|2              	|  1.2271e-05     	|  3.0535e-06     	|
on_validation_epoch_start          	|  1.2049e-05     	|1              	|  1.2049e-05     	|  2.9983e-06     	|
configure_callbacks                	|  5.763e-06      	|2              	|  1.1526e-05     	|  2.8681e-06     	|
on_train_dataloader                	|  7.5437e-06     	|1              	|  7.5437e-06     	|  1.8772e-06     	|
