VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1351.9         	|  100 %          	|
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run_training_epoch                 	|  2.5894         	|500            	|  1294.7         	|  95.766         	|
run_training_batch                 	|  0.24623        	|1000           	|  246.23         	|  18.213         	|
optimizer_step_with_closure_0      	|  0.24407        	|1000           	|  244.07         	|  18.054         	|
get_train_batch                    	|  0.14194        	|1500           	|  212.9          	|  15.748         	|
fetch_next_train_batch             	|  0.1419         	|1500           	|  212.84         	|  15.744         	|
training_step_and_backward         	|  0.1825         	|1000           	|  182.5          	|  13.499         	|
model_forward                      	|  0.096659       	|1000           	|  96.659         	|  7.1498         	|
training_step                      	|  0.096454       	|1000           	|  96.454         	|  7.1346         	|
backward                           	|  0.084371       	|1000           	|  84.371         	|  6.2409         	|
run_validate_evaluation            	|  30.477         	|1              	|  30.477         	|  2.2544         	|
evaluation_step_and_end            	|  0.083691       	|313            	|  26.195         	|  1.9376         	|
validation_step                    	|  0.083628       	|313            	|  26.176         	|  1.9362         	|
on_train_batch_end                 	|  0.0017036      	|1000           	|  1.7036         	|  0.12601        	|
zero_grad                          	|  0.0014316      	|1000           	|  1.4316         	|  0.10589        	|
get_validate_batch                 	|  0.0035915      	|314            	|  1.1277         	|  0.083417       	|
fetch_next_validate_batch          	|  0.003575       	|314            	|  1.1226         	|  0.083035       	|
training_batch_to_device           	|  0.00069127     	|1000           	|  0.69127        	|  0.051133       	|
on_train_epoch_start               	|  0.00033182     	|500            	|  0.16591        	|  0.012272       	|
on_train_epoch_end                 	|  0.00030885     	|500            	|  0.15443        	|  0.011423       	|
on_train_batch_start               	|  0.00011031     	|1000           	|  0.11031        	|  0.0081599      	|
evaluation_batch_to_device         	|  0.00022374     	|313            	|  0.07003        	|  0.00518        	|
on_batch_start                     	|  4.5319e-05     	|1000           	|  0.045319       	|  0.0033522      	|
on_train_end                       	|  0.042569       	|1              	|  0.042569       	|  0.0031488      	|
on_before_zero_grad                	|  2.2187e-05     	|1000           	|  0.022187       	|  0.0016411      	|
on_pretrain_routine_start          	|  0.021547       	|1              	|  0.021547       	|  0.0015938      	|
on_after_backward                  	|  1.8091e-05     	|1000           	|  0.018091       	|  0.0013381      	|
on_batch_end                       	|  1.7759e-05     	|1000           	|  0.017759       	|  0.0013136      	|
on_before_optimizer_step           	|  1.2746e-05     	|1000           	|  0.012746       	|  0.00094282     	|
on_before_backward                 	|  1.2456e-05     	|1000           	|  0.012456       	|  0.00092133     	|
configure_optimizers               	|  0.0081503      	|1              	|  0.0081503      	|  0.00060287     	|
training_step_end                  	|  7.8142e-06     	|1000           	|  0.0078142      	|  0.00057801     	|
on_validation_batch_end            	|  2.2053e-05     	|313            	|  0.0069024      	|  0.00051057     	|
on_epoch_end                       	|  1.0825e-05     	|501            	|  0.0054231      	|  0.00040114     	|
on_epoch_start                     	|  1.0641e-05     	|501            	|  0.0053309      	|  0.00039432     	|
on_validation_model_eval           	|  0.0038346      	|1              	|  0.0038346      	|  0.00028364     	|
on_validation_batch_start          	|  1.1242e-05     	|313            	|  0.0035186      	|  0.00026027     	|
validation_step_end                	|  5.4655e-06     	|313            	|  0.0017107      	|  0.00012654     	|
on_train_start                     	|  0.00070202     	|1              	|  0.00070202     	|  5.1928e-05     	|
on_validation_start                	|  0.00046836     	|1              	|  0.00046836     	|  3.4644e-05     	|
on_validation_end                  	|  0.00015353     	|1              	|  0.00015353     	|  1.1357e-05     	|
on_fit_end                         	|  8.1269e-05     	|1              	|  8.1269e-05     	|  6.0114e-06     	|
on_before_accelerator_backend_setup	|  2.4686e-05     	|2              	|  4.9371e-05     	|  3.652e-06      	|
teardown                           	|  2.4301e-05     	|2              	|  4.8602e-05     	|  3.5951e-06     	|
setup                              	|  2.3839e-05     	|2              	|  4.7678e-05     	|  3.5267e-06     	|
on_configure_sharded_model         	|  2.0941e-05     	|2              	|  4.1882e-05     	|  3.098e-06      	|
on_validation_epoch_end            	|  3.6383e-05     	|1              	|  3.6383e-05     	|  2.6912e-06     	|
configure_callbacks                	|  1.0854e-05     	|2              	|  2.1707e-05     	|  1.6057e-06     	|
on_fit_start                       	|  2.066e-05      	|1              	|  2.066e-05      	|  1.5282e-06     	|
prepare_data                       	|  8.0001e-06     	|2              	|  1.6e-05        	|  1.1835e-06     	|
on_val_dataloader                  	|  7.1526e-06     	|2              	|  1.4305e-05     	|  1.0581e-06     	|
configure_sharded_model            	|  5.9726e-06     	|2              	|  1.1945e-05     	|  8.8357e-07     	|
on_pretrain_routine_end            	|  1.1586e-05     	|1              	|  1.1586e-05     	|  8.5698e-07     	|
on_validation_epoch_start          	|  9.7305e-06     	|1              	|  9.7305e-06     	|  7.1976e-07     	|
on_train_dataloader                	|  5.3607e-06     	|1              	|  5.3607e-06     	|  3.9653e-07     	|
