VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1887.6         	|  100 %          	|
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run_training_epoch                 	|  3.4119         	|500            	|  1705.9         	|  90.378         	|
run_training_batch                 	|  0.2023         	|8000           	|  1618.4         	|  85.741         	|
training_step_and_backward         	|  0.19082        	|8000           	|  1526.6         	|  80.876         	|
model_forward                      	|  0.1077         	|8000           	|  861.58         	|  45.645         	|
training_step                      	|  0.10756        	|8000           	|  860.5          	|  45.588         	|
backward                           	|  0.082938       	|8000           	|  663.51         	|  35.152         	|
optimizer_step_with_closure_0      	|  0.24809        	|1000           	|  248.09         	|  13.143         	|
run_validate_evaluation            	|  137.72         	|1              	|  137.72         	|  7.2964         	|
evaluation_step_and_end            	|  0.13572        	|1000           	|  135.72         	|  7.1902         	|
validation_step                    	|  0.13567        	|1000           	|  135.67         	|  7.1875         	|
get_train_batch                    	|  0.0068044      	|8500           	|  57.837         	|  3.0642         	|
fetch_next_train_batch             	|  0.0067847      	|8500           	|  57.67          	|  3.0553         	|
on_train_batch_end                 	|  0.0011012      	|8000           	|  8.8094         	|  0.46671        	|
training_batch_to_device           	|  0.00023426     	|8000           	|  1.8741         	|  0.099286       	|
get_validate_batch                 	|  0.001461       	|1001           	|  1.4624         	|  0.077479       	|
fetch_next_validate_batch          	|  0.0014472      	|1001           	|  1.4487         	|  0.076748       	|
zero_grad                          	|  0.0013338      	|1000           	|  1.3338         	|  0.070662       	|
on_train_batch_start               	|  9.1513e-05     	|8000           	|  0.7321         	|  0.038786       	|
evaluation_batch_to_device         	|  0.00021109     	|1000           	|  0.21109        	|  0.011183       	|
on_train_epoch_start               	|  0.00028539     	|500            	|  0.1427         	|  0.0075599      	|
on_train_epoch_end                 	|  0.00027066     	|500            	|  0.13533        	|  0.0071697      	|
on_batch_start                     	|  1.6884e-05     	|8000           	|  0.13507        	|  0.0071558      	|
on_batch_end                       	|  1.3329e-05     	|8000           	|  0.10663        	|  0.0056492      	|
on_before_backward                 	|  1.2927e-05     	|8000           	|  0.10342        	|  0.005479       	|
on_after_backward                  	|  1.2084e-05     	|8000           	|  0.096675       	|  0.0051217      	|
training_step_end                  	|  6.3426e-06     	|8000           	|  0.050741       	|  0.0026882      	|
on_train_end                       	|  0.024149       	|1              	|  0.024149       	|  0.0012794      	|
on_pretrain_routine_start          	|  0.024145       	|1              	|  0.024145       	|  0.0012792      	|
on_before_zero_grad                	|  2.1157e-05     	|1000           	|  0.021157       	|  0.0011209      	|
on_validation_batch_end            	|  1.9159e-05     	|1000           	|  0.019159       	|  0.001015       	|
on_before_optimizer_step           	|  1.6624e-05     	|1000           	|  0.016624       	|  0.00088072     	|
on_validation_batch_start          	|  9.8182e-06     	|1000           	|  0.0098182      	|  0.00052016     	|
configure_optimizers               	|  0.0088647      	|1              	|  0.0088647      	|  0.00046964     	|
on_epoch_end                       	|  1.0711e-05     	|501            	|  0.0053663      	|  0.0002843      	|
on_epoch_start                     	|  1.0658e-05     	|501            	|  0.0053398      	|  0.00028289     	|
validation_step_end                	|  4.7732e-06     	|1000           	|  0.0047732      	|  0.00025288     	|
on_validation_model_eval           	|  0.0044191      	|1              	|  0.0044191      	|  0.00023412     	|
on_train_start                     	|  0.00070819     	|1              	|  0.00070819     	|  3.7519e-05     	|
on_validation_start                	|  0.00031949     	|1              	|  0.00031949     	|  1.6926e-05     	|
on_validation_end                  	|  0.00011949     	|1              	|  0.00011949     	|  6.3306e-06     	|
setup                              	|  2.2928e-05     	|2              	|  4.5856e-05     	|  2.4294e-06     	|
on_before_accelerator_backend_setup	|  2.0038e-05     	|2              	|  4.0075e-05     	|  2.1231e-06     	|
on_configure_sharded_model         	|  1.7312e-05     	|2              	|  3.4625e-05     	|  1.8344e-06     	|
teardown                           	|  1.6696e-05     	|2              	|  3.3393e-05     	|  1.7691e-06     	|
on_fit_end                         	|  2.5007e-05     	|1              	|  2.5007e-05     	|  1.3248e-06     	|
on_fit_start                       	|  1.8585e-05     	|1              	|  1.8585e-05     	|  9.846e-07      	|
on_validation_epoch_end            	|  1.7613e-05     	|1              	|  1.7613e-05     	|  9.3312e-07     	|
prepare_data                       	|  6.3864e-06     	|2              	|  1.2773e-05     	|  6.7669e-07     	|
configure_callbacks                	|  6.061e-06      	|2              	|  1.2122e-05     	|  6.4221e-07     	|
configure_sharded_model            	|  5.7615e-06     	|2              	|  1.1523e-05     	|  6.1047e-07     	|
on_val_dataloader                  	|  5.741e-06      	|2              	|  1.1482e-05     	|  6.083e-07      	|
on_validation_epoch_start          	|  1.0429e-05     	|1              	|  1.0429e-05     	|  5.5252e-07     	|
on_pretrain_routine_end            	|  1.0239e-05     	|1              	|  1.0239e-05     	|  5.4245e-07     	|
on_train_dataloader                	|  4.248e-06      	|1              	|  4.248e-06      	|  2.2505e-07     	|
