VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  565.01         	|  100 %          	|
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run_training_epoch                 	|  7.9208         	|63             	|  499.01         	|  88.319         	|
run_training_batch                 	|  0.37526        	|1000           	|  375.26         	|  66.416         	|
optimizer_step_with_closure_0      	|  0.37105        	|1000           	|  371.05         	|  65.671         	|
training_step_and_backward         	|  0.26748        	|1000           	|  267.48         	|  47.341         	|
model_forward                      	|  0.13549        	|1000           	|  135.49         	|  23.98          	|
training_step                      	|  0.1353         	|1000           	|  135.3          	|  23.946         	|
backward                           	|  0.13049        	|1000           	|  130.49         	|  23.094         	|
run_validate_evaluation            	|  30.37          	|1              	|  30.37          	|  5.3751         	|
evaluation_step_and_end            	|  0.22092        	|125            	|  27.616         	|  4.8876         	|
validation_step                    	|  0.2208         	|125            	|  27.6           	|  4.8848         	|
get_train_batch                    	|  0.025625       	|1063           	|  27.24          	|  4.8211         	|
fetch_next_train_batch             	|  0.025601       	|1063           	|  27.214         	|  4.8165         	|
on_train_batch_end                 	|  0.0023516      	|1000           	|  2.3516         	|  0.41621        	|
zero_grad                          	|  0.0014685      	|1000           	|  1.4685         	|  0.2599         	|
get_validate_batch                 	|  0.0065107      	|126            	|  0.82035        	|  0.14519        	|
fetch_next_validate_batch          	|  0.006485       	|126            	|  0.81711        	|  0.14462        	|
training_batch_to_device           	|  0.00032187     	|1000           	|  0.32187        	|  0.056967       	|
on_train_batch_start               	|  9.7809e-05     	|1000           	|  0.097809       	|  0.017311       	|
on_train_end                       	|  0.046781       	|1              	|  0.046781       	|  0.0082796      	|
evaluation_batch_to_device         	|  0.00029561     	|125            	|  0.036951       	|  0.0065399      	|
on_pretrain_routine_start          	|  0.027432       	|1              	|  0.027432       	|  0.0048551      	|
on_after_backward                  	|  2.5916e-05     	|1000           	|  0.025916       	|  0.0045868      	|
on_train_epoch_end                 	|  0.00040631     	|63             	|  0.025598       	|  0.0045305      	|
on_train_epoch_start               	|  0.00039641     	|63             	|  0.024974       	|  0.0044201      	|
on_batch_start                     	|  2.2465e-05     	|1000           	|  0.022465       	|  0.0039761      	|
on_before_zero_grad                	|  1.7428e-05     	|1000           	|  0.017428       	|  0.0030845      	|
on_batch_end                       	|  1.6736e-05     	|1000           	|  0.016736       	|  0.002962       	|
on_before_optimizer_step           	|  1.3717e-05     	|1000           	|  0.013717       	|  0.0024277      	|
on_before_backward                 	|  1.2924e-05     	|1000           	|  0.012924       	|  0.0022874      	|
configure_optimizers               	|  0.010943       	|1              	|  0.010943       	|  0.0019367      	|
training_step_end                  	|  6.9156e-06     	|1000           	|  0.0069156      	|  0.001224       	|
on_validation_batch_end            	|  4.4987e-05     	|125            	|  0.0056233      	|  0.00099526     	|
on_validation_model_eval           	|  0.0040969      	|1              	|  0.0040969      	|  0.00072511     	|
on_validation_batch_start          	|  1.8338e-05     	|125            	|  0.0022922      	|  0.0004057      	|
on_train_start                     	|  0.0020328      	|1              	|  0.0020328      	|  0.00035978     	|
validation_step_end                	|  9.7436e-06     	|125            	|  0.001218       	|  0.00021556     	|
on_epoch_end                       	|  1.2517e-05     	|64             	|  0.00080108     	|  0.00014178     	|
on_epoch_start                     	|  1.1124e-05     	|64             	|  0.00071193     	|  0.000126       	|
on_validation_start                	|  0.00045943     	|1              	|  0.00045943     	|  8.1314e-05     	|
on_validation_end                  	|  0.00022897     	|1              	|  0.00022897     	|  4.0525e-05     	|
setup                              	|  3.3014e-05     	|2              	|  6.6027e-05     	|  1.1686e-05     	|
on_configure_sharded_model         	|  3.1234e-05     	|2              	|  6.2468e-05     	|  1.1056e-05     	|
on_before_accelerator_backend_setup	|  2.9683e-05     	|2              	|  5.9366e-05     	|  1.0507e-05     	|
on_fit_start                       	|  4.405e-05      	|1              	|  4.405e-05      	|  7.7963e-06     	|
teardown                           	|  2.1422e-05     	|2              	|  4.2845e-05     	|  7.583e-06      	|
on_validation_epoch_end            	|  3.2052e-05     	|1              	|  3.2052e-05     	|  5.6729e-06     	|
on_fit_end                         	|  2.4786e-05     	|1              	|  2.4786e-05     	|  4.3869e-06     	|
configure_sharded_model            	|  1.076e-05      	|2              	|  2.1519e-05     	|  3.8086e-06     	|
configure_callbacks                	|  1.0704e-05     	|2              	|  2.1407e-05     	|  3.7888e-06     	|
prepare_data                       	|  9.6252e-06     	|2              	|  1.925e-05      	|  3.4071e-06     	|
on_val_dataloader                  	|  8.7423e-06     	|2              	|  1.7485e-05     	|  3.0946e-06     	|
on_pretrain_routine_end            	|  1.3638e-05     	|1              	|  1.3638e-05     	|  2.4138e-06     	|
on_validation_epoch_start          	|  1.0112e-05     	|1              	|  1.0112e-05     	|  1.7898e-06     	|
on_train_dataloader                	|  5.7183e-06     	|1              	|  5.7183e-06     	|  1.0121e-06     	|
