VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  764.28         	|  100 %          	|
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run_training_epoch                 	|  3.5392         	|200            	|  707.84         	|  92.615         	|
run_training_batch                 	|  0.30599        	|1000           	|  305.99         	|  40.037         	|
optimizer_step_with_closure_0      	|  0.30229        	|1000           	|  302.29         	|  39.552         	|
training_step_and_backward         	|  0.23435        	|1000           	|  234.35         	|  30.663         	|
model_forward                      	|  0.11812        	|1000           	|  118.12         	|  15.456         	|
training_step                      	|  0.11789        	|1000           	|  117.89         	|  15.425         	|
backward                           	|  0.1146         	|1000           	|  114.6          	|  14.995         	|
get_train_batch                    	|  0.058477       	|1200           	|  70.172         	|  9.1815         	|
fetch_next_train_batch             	|  0.058443       	|1200           	|  70.131         	|  9.1761         	|
run_validate_evaluation            	|  16.476         	|1              	|  16.476         	|  2.1558         	|
evaluation_step_and_end            	|  0.099511       	|139            	|  13.832         	|  1.8098         	|
validation_step                    	|  0.099396       	|139            	|  13.816         	|  1.8077         	|
on_train_batch_end                 	|  0.0027395      	|1000           	|  2.7395         	|  0.35845        	|
zero_grad                          	|  0.0015747      	|1000           	|  1.5747         	|  0.20604        	|
get_validate_batch                 	|  0.0054043      	|140            	|  0.7566         	|  0.098995       	|
fetch_next_validate_batch          	|  0.0053794      	|140            	|  0.75312        	|  0.09854        	|
training_batch_to_device           	|  0.00049421     	|1000           	|  0.49421        	|  0.064663       	|
on_train_batch_start               	|  0.00010769     	|1000           	|  0.10769        	|  0.01409        	|
on_train_epoch_end                 	|  0.00042795     	|200            	|  0.085589       	|  0.011199       	|
on_train_epoch_start               	|  0.00039993     	|200            	|  0.079986       	|  0.010466       	|
on_train_end                       	|  0.062129       	|1              	|  0.062129       	|  0.0081291      	|
evaluation_batch_to_device         	|  0.00031711     	|139            	|  0.044078       	|  0.0057673      	|
on_batch_start                     	|  3.3352e-05     	|1000           	|  0.033352       	|  0.0043638      	|
on_after_backward                  	|  3.0383e-05     	|1000           	|  0.030383       	|  0.0039754      	|
configure_optimizers               	|  0.023176       	|1              	|  0.023176       	|  0.0030323      	|
on_pretrain_routine_start          	|  0.023047       	|1              	|  0.023047       	|  0.0030155      	|
on_before_zero_grad                	|  2.1679e-05     	|1000           	|  0.021679       	|  0.0028366      	|
on_batch_end                       	|  1.7388e-05     	|1000           	|  0.017388       	|  0.0022751      	|
on_before_optimizer_step           	|  1.559e-05      	|1000           	|  0.01559        	|  0.0020398      	|
on_before_backward                 	|  1.4813e-05     	|1000           	|  0.014813       	|  0.0019382      	|
training_step_end                  	|  8.7103e-06     	|1000           	|  0.0087103      	|  0.0011397      	|
on_validation_batch_end            	|  4.4352e-05     	|139            	|  0.006165       	|  0.00080664     	|
on_validation_model_eval           	|  0.0047463      	|1              	|  0.0047463      	|  0.00062102     	|
on_epoch_start                     	|  1.374e-05      	|201            	|  0.0027617      	|  0.00036135     	|
on_epoch_end                       	|  1.2278e-05     	|201            	|  0.0024678      	|  0.00032289     	|
on_validation_batch_start          	|  1.7478e-05     	|139            	|  0.0024294      	|  0.00031787     	|
validation_step_end                	|  9.2448e-06     	|139            	|  0.001285       	|  0.00016814     	|
on_train_start                     	|  0.0010508      	|1              	|  0.0010508      	|  0.00013748     	|
on_validation_start                	|  0.00065436     	|1              	|  0.00065436     	|  8.5618e-05     	|
on_validation_end                  	|  0.00030833     	|1              	|  0.00030833     	|  4.0342e-05     	|
teardown                           	|  3.6009e-05     	|2              	|  7.2017e-05     	|  9.4229e-06     	|
on_configure_sharded_model         	|  3.2665e-05     	|2              	|  6.533e-05      	|  8.548e-06      	|
on_before_accelerator_backend_setup	|  3.0367e-05     	|2              	|  6.0733e-05     	|  7.9465e-06     	|
setup                              	|  2.8707e-05     	|2              	|  5.7414e-05     	|  7.5122e-06     	|
on_validation_epoch_end            	|  4.516e-05      	|1              	|  4.516e-05      	|  5.9088e-06     	|
on_fit_end                         	|  4.2701e-05     	|1              	|  4.2701e-05     	|  5.5871e-06     	|
on_fit_start                       	|  4.1716e-05     	|1              	|  4.1716e-05     	|  5.4582e-06     	|
configure_sharded_model            	|  1.2513e-05     	|2              	|  2.5027e-05     	|  3.2745e-06     	|
on_val_dataloader                  	|  1.2311e-05     	|2              	|  2.4622e-05     	|  3.2216e-06     	|
configure_callbacks                	|  9.5377e-06     	|2              	|  1.9075e-05     	|  2.4959e-06     	|
prepare_data                       	|  7.4916e-06     	|2              	|  1.4983e-05     	|  1.9604e-06     	|
on_pretrain_routine_end            	|  1.4065e-05     	|1              	|  1.4065e-05     	|  1.8403e-06     	|
on_validation_epoch_start          	|  1.1377e-05     	|1              	|  1.1377e-05     	|  1.4886e-06     	|
on_train_dataloader                	|  6.8322e-06     	|1              	|  6.8322e-06     	|  8.9394e-07     	|
