VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  456.43         	|  100 %          	|
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run_training_epoch                 	|  6.5856         	|63             	|  414.9          	|  90.901         	|
run_training_batch                 	|  0.27433        	|1000           	|  274.33         	|  60.104         	|
optimizer_step_with_closure_0      	|  0.27097        	|1000           	|  270.97         	|  59.367         	|
training_step_and_backward         	|  0.20751        	|1000           	|  207.51         	|  45.464         	|
model_forward                      	|  0.10474        	|1000           	|  104.74         	|  22.948         	|
training_step                      	|  0.10455        	|1000           	|  104.55         	|  22.907         	|
backward                           	|  0.10126        	|1000           	|  101.26         	|  22.185         	|
get_train_batch                    	|  0.030253       	|1063           	|  32.159         	|  7.0457         	|
fetch_next_train_batch             	|  0.03023        	|1063           	|  32.134         	|  7.0405         	|
run_validate_evaluation            	|  7.9542         	|1              	|  7.9542         	|  1.7427         	|
evaluation_step_and_end            	|  0.10208        	|48             	|  4.8999         	|  1.0735         	|
validation_step                    	|  0.10197        	|48             	|  4.8945         	|  1.0724         	|
on_train_batch_end                 	|  0.0022037      	|1000           	|  2.2037         	|  0.48281        	|
zero_grad                          	|  0.0014704      	|1000           	|  1.4704         	|  0.32216        	|
get_validate_batch                 	|  0.017388       	|49             	|  0.85201        	|  0.18667        	|
fetch_next_validate_batch          	|  0.017365       	|49             	|  0.8509         	|  0.18643        	|
training_batch_to_device           	|  0.0002498      	|1000           	|  0.2498         	|  0.054729       	|
on_train_batch_start               	|  9.3861e-05     	|1000           	|  0.093861       	|  0.020564       	|
on_train_end                       	|  0.067825       	|1              	|  0.067825       	|  0.01486        	|
on_pretrain_routine_start          	|  0.027182       	|1              	|  0.027182       	|  0.0059554      	|
on_after_backward                  	|  2.667e-05      	|1000           	|  0.02667        	|  0.0058432      	|
on_train_epoch_end                 	|  0.00034939     	|63             	|  0.022012       	|  0.0048226      	|
configure_optimizers               	|  0.021772       	|1              	|  0.021772       	|  0.00477        	|
on_train_epoch_start               	|  0.00034003     	|63             	|  0.021422       	|  0.0046934      	|
on_batch_start                     	|  2.0837e-05     	|1000           	|  0.020837       	|  0.0045653      	|
on_before_zero_grad                	|  1.7921e-05     	|1000           	|  0.017921       	|  0.0039263      	|
on_batch_end                       	|  1.6911e-05     	|1000           	|  0.016911       	|  0.003705       	|
on_before_backward                 	|  1.3533e-05     	|1000           	|  0.013533       	|  0.002965       	|
on_before_optimizer_step           	|  1.3324e-05     	|1000           	|  0.013324       	|  0.0029193      	|
evaluation_batch_to_device         	|  0.00027462     	|48             	|  0.013182       	|  0.0028881      	|
training_step_end                  	|  6.8429e-06     	|1000           	|  0.0068429      	|  0.0014992      	|
on_validation_model_eval           	|  0.0038953      	|1              	|  0.0038953      	|  0.00085344     	|
on_validation_batch_end            	|  4.4892e-05     	|48             	|  0.0021548      	|  0.0004721      	|
on_train_start                     	|  0.0012833      	|1              	|  0.0012833      	|  0.00028116     	|
on_validation_batch_start          	|  1.6684e-05     	|48             	|  0.00080083     	|  0.00017546     	|
on_epoch_end                       	|  1.2439e-05     	|64             	|  0.00079607     	|  0.00017441     	|
on_epoch_start                     	|  1.0632e-05     	|64             	|  0.00068044     	|  0.00014908     	|
on_validation_start                	|  0.00054935     	|1              	|  0.00054935     	|  0.00012036     	|
validation_step_end                	|  9.4633e-06     	|48             	|  0.00045424     	|  9.9521e-05     	|
on_validation_end                  	|  0.00031828     	|1              	|  0.00031828     	|  6.9733e-05     	|
on_fit_end                         	|  6.4062e-05     	|1              	|  6.4062e-05     	|  1.4036e-05     	|
on_before_accelerator_backend_setup	|  2.6894e-05     	|2              	|  5.3788e-05     	|  1.1785e-05     	|
on_configure_sharded_model         	|  2.4074e-05     	|2              	|  4.8148e-05     	|  1.0549e-05     	|
on_fit_start                       	|  4.7859e-05     	|1              	|  4.7859e-05     	|  1.0486e-05     	|
teardown                           	|  2.2987e-05     	|2              	|  4.5974e-05     	|  1.0073e-05     	|
setup                              	|  2.2234e-05     	|2              	|  4.4469e-05     	|  9.7428e-06     	|
on_validation_epoch_end            	|  2.8692e-05     	|1              	|  2.8692e-05     	|  6.2863e-06     	|
prepare_data                       	|  9.7761e-06     	|2              	|  1.9552e-05     	|  4.2838e-06     	|
on_val_dataloader                  	|  9.3644e-06     	|2              	|  1.8729e-05     	|  4.1034e-06     	|
configure_callbacks                	|  9.0813e-06     	|2              	|  1.8163e-05     	|  3.9793e-06     	|
on_pretrain_routine_end            	|  1.565e-05      	|1              	|  1.565e-05      	|  3.4288e-06     	|
configure_sharded_model            	|  6.9924e-06     	|2              	|  1.3985e-05     	|  3.064e-06      	|
on_validation_epoch_start          	|  1.0794e-05     	|1              	|  1.0794e-05     	|  2.3649e-06     	|
on_train_dataloader                	|  9.8515e-06     	|1              	|  9.8515e-06     	|  2.1584e-06     	|
