VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  424.29         	|  100 %          	|
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run_training_epoch                 	|  5.7909         	|63             	|  364.83         	|  85.985         	|
run_training_batch                 	|  0.23139        	|1000           	|  231.39         	|  54.535         	|
optimizer_step_with_closure_0      	|  0.22957        	|1000           	|  229.57         	|  54.107         	|
training_step_and_backward         	|  0.17074        	|1000           	|  170.74         	|  40.24          	|
model_forward                      	|  0.085588       	|1000           	|  85.588         	|  20.172         	|
training_step                      	|  0.085429       	|1000           	|  85.429         	|  20.135         	|
backward                           	|  0.083862       	|1000           	|  83.862         	|  19.765         	|
get_train_batch                    	|  0.028454       	|1063           	|  30.246         	|  7.1286         	|
fetch_next_train_batch             	|  0.028432       	|1063           	|  30.224         	|  7.1233         	|
run_validate_evaluation            	|  30.215         	|1              	|  30.215         	|  7.1214         	|
evaluation_step_and_end            	|  0.083795       	|313            	|  26.228         	|  6.1815         	|
validation_step                    	|  0.083731       	|313            	|  26.208         	|  6.1768         	|
on_train_batch_end                 	|  0.0014748      	|1000           	|  1.4748         	|  0.3476         	|
zero_grad                          	|  0.00126        	|1000           	|  1.26           	|  0.29697        	|
get_validate_batch                 	|  0.0028196      	|314            	|  0.88534        	|  0.20866        	|
fetch_next_validate_batch          	|  0.0028029      	|314            	|  0.8801         	|  0.20743        	|
training_batch_to_device           	|  0.00022169     	|1000           	|  0.22169        	|  0.05225        	|
on_train_batch_start               	|  9.048e-05      	|1000           	|  0.09048        	|  0.021325       	|
evaluation_batch_to_device         	|  0.0001851      	|313            	|  0.057937       	|  0.013655       	|
on_train_end                       	|  0.044304       	|1              	|  0.044304       	|  0.010442       	|
on_train_epoch_start               	|  0.00035059     	|63             	|  0.022087       	|  0.0052056      	|
on_pretrain_routine_start          	|  0.021601       	|1              	|  0.021601       	|  0.005091       	|
on_train_epoch_end                 	|  0.00032282     	|63             	|  0.020338       	|  0.0047934      	|
on_batch_start                     	|  1.9362e-05     	|1000           	|  0.019362       	|  0.0045633      	|
on_after_backward                  	|  1.5565e-05     	|1000           	|  0.015565       	|  0.0036684      	|
on_batch_end                       	|  1.4043e-05     	|1000           	|  0.014043       	|  0.0033097      	|
on_before_zero_grad                	|  1.3082e-05     	|1000           	|  0.013082       	|  0.0030831      	|
on_before_optimizer_step           	|  1.0957e-05     	|1000           	|  0.010957       	|  0.0025824      	|
on_before_backward                 	|  1.0939e-05     	|1000           	|  0.010939       	|  0.0025782      	|
configure_optimizers               	|  0.010831       	|1              	|  0.010831       	|  0.0025527      	|
on_validation_batch_end            	|  2.2142e-05     	|313            	|  0.0069303      	|  0.0016334      	|
training_step_end                  	|  5.9609e-06     	|1000           	|  0.0059609      	|  0.0014049      	|
on_validation_model_eval           	|  0.0038543      	|1              	|  0.0038543      	|  0.0009084      	|
on_validation_batch_start          	|  1.1989e-05     	|313            	|  0.0037527      	|  0.00088446     	|
validation_step_end                	|  5.7362e-06     	|313            	|  0.0017954      	|  0.00042316     	|
on_train_start                     	|  0.0012841      	|1              	|  0.0012841      	|  0.00030263     	|
on_epoch_end                       	|  1.1658e-05     	|64             	|  0.00074611     	|  0.00017585     	|
on_epoch_start                     	|  1.0578e-05     	|64             	|  0.00067702     	|  0.00015956     	|
on_validation_start                	|  0.0005989      	|1              	|  0.0005989      	|  0.00014115     	|
on_validation_end                  	|  0.00013894     	|1              	|  0.00013894     	|  3.2745e-05     	|
on_fit_start                       	|  6.1924e-05     	|1              	|  6.1924e-05     	|  1.4595e-05     	|
on_before_accelerator_backend_setup	|  2.664e-05      	|2              	|  5.3281e-05     	|  1.2558e-05     	|
setup                              	|  2.1467e-05     	|2              	|  4.2934e-05     	|  1.0119e-05     	|
on_configure_sharded_model         	|  2.1332e-05     	|2              	|  4.2664e-05     	|  1.0055e-05     	|
teardown                           	|  2.1191e-05     	|2              	|  4.2383e-05     	|  9.989e-06      	|
on_validation_epoch_end            	|  3.4519e-05     	|1              	|  3.4519e-05     	|  8.1356e-06     	|
on_fit_end                         	|  2.8078e-05     	|1              	|  2.8078e-05     	|  6.6175e-06     	|
on_val_dataloader                  	|  1.1116e-05     	|2              	|  2.2233e-05     	|  5.2399e-06     	|
prepare_data                       	|  1.0134e-05     	|2              	|  2.0267e-05     	|  4.7768e-06     	|
configure_callbacks                	|  7.2047e-06     	|2              	|  1.4409e-05     	|  3.3961e-06     	|
on_pretrain_routine_end            	|  1.3363e-05     	|1              	|  1.3363e-05     	|  3.1494e-06     	|
configure_sharded_model            	|  6.1113e-06     	|2              	|  1.2223e-05     	|  2.8807e-06     	|
on_validation_epoch_start          	|  1.1716e-05     	|1              	|  1.1716e-05     	|  2.7613e-06     	|
on_train_dataloader                	|  6.6441e-06     	|1              	|  6.6441e-06     	|  1.5659e-06     	|
