VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  743.07         	|  100 %          	|
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run_training_epoch                 	|  3.4536         	|200            	|  690.73         	|  92.956         	|
run_training_batch                 	|  0.30323        	|1000           	|  303.23         	|  40.808         	|
optimizer_step_with_closure_0      	|  0.29947        	|1000           	|  299.47         	|  40.302         	|
training_step_and_backward         	|  0.23327        	|1000           	|  233.27         	|  31.393         	|
model_forward                      	|  0.11706        	|1000           	|  117.06         	|  15.753         	|
training_step                      	|  0.11683        	|1000           	|  116.83         	|  15.723         	|
backward                           	|  0.1146         	|1000           	|  114.6          	|  15.423         	|
get_train_batch                    	|  0.061177       	|1200           	|  73.412         	|  9.8795         	|
fetch_next_train_batch             	|  0.061144       	|1200           	|  73.373         	|  9.8743         	|
run_validate_evaluation            	|  18.882         	|1              	|  18.882         	|  2.5411         	|
evaluation_step_and_end            	|  0.11554        	|139            	|  16.06          	|  2.1613         	|
validation_step                    	|  0.11541        	|139            	|  16.043         	|  2.159          	|
on_train_batch_end                 	|  0.0023748      	|1000           	|  2.3748         	|  0.31959        	|
zero_grad                          	|  0.0015697      	|1000           	|  1.5697         	|  0.21125        	|
get_validate_batch                 	|  0.005448       	|140            	|  0.76272        	|  0.10264        	|
fetch_next_validate_batch          	|  0.0054208      	|140            	|  0.75891        	|  0.10213        	|
training_batch_to_device           	|  0.0004151      	|1000           	|  0.4151         	|  0.055863       	|
on_train_batch_start               	|  0.00010767     	|1000           	|  0.10767        	|  0.01449        	|
on_train_end                       	|  0.07219        	|1              	|  0.07219        	|  0.0097151      	|
configure_optimizers               	|  0.070302       	|1              	|  0.070302       	|  0.009461       	|
on_train_epoch_end                 	|  0.00032925     	|200            	|  0.065849       	|  0.0088617      	|
on_train_epoch_start               	|  0.0003131      	|200            	|  0.062619       	|  0.0084271      	|
evaluation_batch_to_device         	|  0.00029181     	|139            	|  0.040562       	|  0.0054587      	|
on_batch_start                     	|  3.2312e-05     	|1000           	|  0.032312       	|  0.0043484      	|
on_after_backward                  	|  3.098e-05      	|1000           	|  0.03098        	|  0.0041692      	|
on_pretrain_routine_start          	|  0.024921       	|1              	|  0.024921       	|  0.0033537      	|
on_before_zero_grad                	|  2.1499e-05     	|1000           	|  0.021499       	|  0.0028933      	|
on_batch_end                       	|  1.6726e-05     	|1000           	|  0.016726       	|  0.002251       	|
on_before_optimizer_step           	|  1.5795e-05     	|1000           	|  0.015795       	|  0.0021257      	|
on_before_backward                 	|  1.3725e-05     	|1000           	|  0.013725       	|  0.001847       	|
training_step_end                  	|  9.0373e-06     	|1000           	|  0.0090373      	|  0.0012162      	|
on_validation_batch_end            	|  4.2785e-05     	|139            	|  0.0059472      	|  0.00080035     	|
on_validation_model_eval           	|  0.0043466      	|1              	|  0.0043466      	|  0.00058495     	|
on_validation_batch_start          	|  1.8169e-05     	|139            	|  0.0025254      	|  0.00033986     	|
on_epoch_start                     	|  1.2025e-05     	|201            	|  0.0024171      	|  0.00032528     	|
on_epoch_end                       	|  1.1784e-05     	|201            	|  0.0023686      	|  0.00031876     	|
validation_step_end                	|  1.0277e-05     	|139            	|  0.0014285      	|  0.00019224     	|
on_train_start                     	|  0.0010761      	|1              	|  0.0010761      	|  0.00014482     	|
on_validation_start                	|  0.00058884     	|1              	|  0.00058884     	|  7.9243e-05     	|
on_validation_end                  	|  0.00022565     	|1              	|  0.00022565     	|  3.0367e-05     	|
on_before_accelerator_backend_setup	|  3.3754e-05     	|2              	|  6.7508e-05     	|  9.085e-06      	|
on_fit_end                         	|  6.4408e-05     	|1              	|  6.4408e-05     	|  8.6679e-06     	|
on_configure_sharded_model         	|  2.6765e-05     	|2              	|  5.3531e-05     	|  7.204e-06      	|
on_fit_start                       	|  4.9021e-05     	|1              	|  4.9021e-05     	|  6.5971e-06     	|
setup                              	|  2.3708e-05     	|2              	|  4.7415e-05     	|  6.381e-06      	|
teardown                           	|  2.185e-05      	|2              	|  4.37e-05       	|  5.8809e-06     	|
on_validation_epoch_end            	|  3.6001e-05     	|1              	|  3.6001e-05     	|  4.8449e-06     	|
prepare_data                       	|  1.0798e-05     	|2              	|  2.1596e-05     	|  2.9062e-06     	|
configure_callbacks                	|  1.0318e-05     	|2              	|  2.0636e-05     	|  2.7772e-06     	|
configure_sharded_model            	|  1.0115e-05     	|2              	|  2.023e-05      	|  2.7225e-06     	|
on_val_dataloader                  	|  8.9146e-06     	|2              	|  1.7829e-05     	|  2.3994e-06     	|
on_pretrain_routine_end            	|  1.75e-05       	|1              	|  1.75e-05       	|  2.355e-06      	|
on_validation_epoch_start          	|  1.267e-05      	|1              	|  1.267e-05      	|  1.705e-06      	|
on_train_dataloader                	|  8.8476e-06     	|1              	|  8.8476e-06     	|  1.1907e-06     	|
