VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  475.08         	|  100 %          	|
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run_training_epoch                 	|  6.7188         	|63             	|  423.28         	|  89.098         	|
run_training_batch                 	|  0.28697        	|1000           	|  286.97         	|  60.404         	|
optimizer_step_with_closure_0      	|  0.28368        	|1000           	|  283.68         	|  59.712         	|
training_step_and_backward         	|  0.21845        	|1000           	|  218.45         	|  45.983         	|
backward                           	|  0.10861        	|1000           	|  108.61         	|  22.862         	|
model_forward                      	|  0.10831        	|1000           	|  108.31         	|  22.798         	|
training_step                      	|  0.10811        	|1000           	|  108.11         	|  22.755         	|
get_train_batch                    	|  0.025223       	|1063           	|  26.812         	|  5.6437         	|
fetch_next_train_batch             	|  0.025198       	|1063           	|  26.785         	|  5.6381         	|
run_validate_evaluation            	|  8.3242         	|1              	|  8.3242         	|  1.7522         	|
evaluation_step_and_end            	|  0.10651        	|48             	|  5.1127         	|  1.0762         	|
validation_step                    	|  0.10641        	|48             	|  5.1075         	|  1.0751         	|
on_train_batch_end                 	|  0.0025114      	|1000           	|  2.5114         	|  0.52864        	|
zero_grad                          	|  0.001503       	|1000           	|  1.503          	|  0.31638        	|
get_validate_batch                 	|  0.013943       	|49             	|  0.68321        	|  0.14381        	|
fetch_next_validate_batch          	|  0.013918       	|49             	|  0.682          	|  0.14356        	|
training_batch_to_device           	|  0.00036227     	|1000           	|  0.36227        	|  0.076254       	|
on_train_batch_start               	|  9.8333e-05     	|1000           	|  0.098333       	|  0.020698       	|
on_train_end                       	|  0.077758       	|1              	|  0.077758       	|  0.016367       	|
configure_optimizers               	|  0.029305       	|1              	|  0.029305       	|  0.0061684      	|
on_train_epoch_end                 	|  0.0004551      	|63             	|  0.028671       	|  0.0060351      	|
on_after_backward                  	|  2.5734e-05     	|1000           	|  0.025734       	|  0.0054168      	|
on_train_epoch_start               	|  0.00040415     	|63             	|  0.025461       	|  0.0053594      	|
on_pretrain_routine_start          	|  0.025409       	|1              	|  0.025409       	|  0.0053484      	|
on_batch_start                     	|  2.2641e-05     	|1000           	|  0.022641       	|  0.0047658      	|
on_before_zero_grad                	|  1.8297e-05     	|1000           	|  0.018297       	|  0.0038514      	|
on_batch_end                       	|  1.6705e-05     	|1000           	|  0.016705       	|  0.0035163      	|
evaluation_batch_to_device         	|  0.00030913     	|48             	|  0.014838       	|  0.0031233      	|
on_before_backward                 	|  1.3027e-05     	|1000           	|  0.013027       	|  0.0027421      	|
on_before_optimizer_step           	|  1.2994e-05     	|1000           	|  0.012994       	|  0.0027352      	|
training_step_end                  	|  7.1845e-06     	|1000           	|  0.0071845      	|  0.0015123      	|
on_validation_model_eval           	|  0.0067012      	|1              	|  0.0067012      	|  0.0014105      	|
on_validation_batch_end            	|  4.2805e-05     	|48             	|  0.0020547      	|  0.00043249     	|
on_train_start                     	|  0.001252       	|1              	|  0.001252       	|  0.00026355     	|
on_validation_batch_start          	|  1.8232e-05     	|48             	|  0.00087516     	|  0.00018421     	|
on_validation_start                	|  0.00077104     	|1              	|  0.00077104     	|  0.0001623      	|
on_epoch_start                     	|  1.144e-05      	|64             	|  0.00073217     	|  0.00015412     	|
on_epoch_end                       	|  1.1373e-05     	|64             	|  0.00072788     	|  0.00015321     	|
validation_step_end                	|  9.1977e-06     	|48             	|  0.00044149     	|  9.293e-05      	|
on_validation_end                  	|  0.00015468     	|1              	|  0.00015468     	|  3.2559e-05     	|
teardown                           	|  3.5673e-05     	|2              	|  7.1347e-05     	|  1.5018e-05     	|
on_before_accelerator_backend_setup	|  3.1969e-05     	|2              	|  6.3937e-05     	|  1.3458e-05     	|
on_configure_sharded_model         	|  2.7286e-05     	|2              	|  5.4572e-05     	|  1.1487e-05     	|
on_fit_start                       	|  4.7257e-05     	|1              	|  4.7257e-05     	|  9.9473e-06     	|
setup                              	|  2.2242e-05     	|2              	|  4.4484e-05     	|  9.3635e-06     	|
on_validation_epoch_end            	|  3.32e-05       	|1              	|  3.32e-05       	|  6.9883e-06     	|
on_val_dataloader                  	|  1.5142e-05     	|2              	|  3.0285e-05     	|  6.3747e-06     	|
on_fit_end                         	|  2.9303e-05     	|1              	|  2.9303e-05     	|  6.1681e-06     	|
on_pretrain_routine_end            	|  2.1491e-05     	|1              	|  2.1491e-05     	|  4.5237e-06     	|
on_validation_epoch_start          	|  1.8202e-05     	|1              	|  1.8202e-05     	|  3.8313e-06     	|
prepare_data                       	|  8.3419e-06     	|2              	|  1.6684e-05     	|  3.5118e-06     	|
configure_callbacks                	|  7.7495e-06     	|2              	|  1.5499e-05     	|  3.2624e-06     	|
configure_sharded_model            	|  7.6098e-06     	|2              	|  1.522e-05      	|  3.2036e-06     	|
on_train_dataloader                	|  9.4566e-06     	|1              	|  9.4566e-06     	|  1.9906e-06     	|
