VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  447.55         	|  100 %          	|
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run_training_epoch                 	|  6.5101         	|63             	|  410.14         	|  91.64          	|
run_training_batch                 	|  0.2721         	|1000           	|  272.1          	|  60.797         	|
optimizer_step_with_closure_0      	|  0.26882        	|1000           	|  268.82         	|  60.066         	|
training_step_and_backward         	|  0.20635        	|1000           	|  206.35         	|  46.106         	|
backward                           	|  0.10273        	|1000           	|  102.73         	|  22.953         	|
model_forward                      	|  0.10211        	|1000           	|  102.11         	|  22.816         	|
training_step                      	|  0.10192        	|1000           	|  101.92         	|  22.773         	|
get_train_batch                    	|  0.030322       	|1063           	|  32.233         	|  7.202          	|
fetch_next_train_batch             	|  0.030299       	|1063           	|  32.207         	|  7.1964         	|
run_validate_evaluation            	|  7.9809         	|1              	|  7.9809         	|  1.7833         	|
evaluation_step_and_end            	|  0.10122        	|48             	|  4.8588         	|  1.0856         	|
validation_step                    	|  0.10112        	|48             	|  4.8535         	|  1.0845         	|
on_train_batch_end                 	|  0.0020846      	|1000           	|  2.0846         	|  0.46577        	|
zero_grad                          	|  0.0014772      	|1000           	|  1.4772         	|  0.33006        	|
get_validate_batch                 	|  0.015176       	|49             	|  0.74364        	|  0.16616        	|
fetch_next_validate_batch          	|  0.015153       	|49             	|  0.74247        	|  0.1659         	|
training_batch_to_device           	|  0.00024529     	|1000           	|  0.24529        	|  0.054807       	|
on_train_batch_start               	|  9.3677e-05     	|1000           	|  0.093677       	|  0.020931       	|
on_train_end                       	|  0.059045       	|1              	|  0.059045       	|  0.013193       	|
on_after_backward                  	|  2.5281e-05     	|1000           	|  0.025281       	|  0.0056488      	|
on_train_epoch_end                 	|  0.00037491     	|63             	|  0.023619       	|  0.0052775      	|
on_pretrain_routine_start          	|  0.021895       	|1              	|  0.021895       	|  0.0048922      	|
on_train_epoch_start               	|  0.00034561     	|63             	|  0.021774       	|  0.0048651      	|
on_batch_start                     	|  2.1631e-05     	|1000           	|  0.021631       	|  0.0048332      	|
configure_optimizers               	|  0.020145       	|1              	|  0.020145       	|  0.0045012      	|
on_before_zero_grad                	|  1.8244e-05     	|1000           	|  0.018244       	|  0.0040765      	|
on_batch_end                       	|  1.5851e-05     	|1000           	|  0.015851       	|  0.0035418      	|
evaluation_batch_to_device         	|  0.00028333     	|48             	|  0.0136         	|  0.0030387      	|
on_before_optimizer_step           	|  1.3328e-05     	|1000           	|  0.013328       	|  0.0029781      	|
on_before_backward                 	|  1.3123e-05     	|1000           	|  0.013123       	|  0.0029322      	|
training_step_end                  	|  7.5076e-06     	|1000           	|  0.0075076      	|  0.0016775      	|
on_validation_model_eval           	|  0.0038746      	|1              	|  0.0038746      	|  0.00086573     	|
on_validation_batch_end            	|  3.967e-05      	|48             	|  0.0019042      	|  0.00042546     	|
on_train_start                     	|  0.0015922      	|1              	|  0.0015922      	|  0.00035575     	|
on_validation_batch_start          	|  1.7453e-05     	|48             	|  0.00083777     	|  0.00018719     	|
on_epoch_start                     	|  1.2218e-05     	|64             	|  0.00078198     	|  0.00017472     	|
on_epoch_end                       	|  1.1713e-05     	|64             	|  0.00074964     	|  0.0001675      	|
on_validation_start                	|  0.00050808     	|1              	|  0.00050808     	|  0.00011352     	|
validation_step_end                	|  9.509e-06      	|48             	|  0.00045643     	|  0.00010199     	|
on_validation_end                  	|  0.00016159     	|1              	|  0.00016159     	|  3.6106e-05     	|
on_fit_end                         	|  0.00014801     	|1              	|  0.00014801     	|  3.307e-05      	|
on_configure_sharded_model         	|  2.565e-05      	|2              	|  5.1301e-05     	|  1.1463e-05     	|
on_before_accelerator_backend_setup	|  2.5605e-05     	|2              	|  5.121e-05      	|  1.1442e-05     	|
setup                              	|  2.2428e-05     	|2              	|  4.4856e-05     	|  1.0023e-05     	|
teardown                           	|  2.1812e-05     	|2              	|  4.3623e-05     	|  9.7471e-06     	|
on_validation_epoch_end            	|  3.0389e-05     	|1              	|  3.0389e-05     	|  6.7901e-06     	|
configure_callbacks                	|  1.2811e-05     	|2              	|  2.5623e-05     	|  5.7251e-06     	|
on_fit_start                       	|  2.0344e-05     	|1              	|  2.0344e-05     	|  4.5456e-06     	|
prepare_data                       	|  1.0103e-05     	|2              	|  2.0206e-05     	|  4.5148e-06     	|
on_val_dataloader                  	|  8.9994e-06     	|2              	|  1.7999e-05     	|  4.0216e-06     	|
configure_sharded_model            	|  7.1935e-06     	|2              	|  1.4387e-05     	|  3.2146e-06     	|
on_pretrain_routine_end            	|  1.1576e-05     	|1              	|  1.1576e-05     	|  2.5866e-06     	|
on_validation_epoch_start          	|  1.1329e-05     	|1              	|  1.1329e-05     	|  2.5313e-06     	|
on_train_dataloader                	|  5.8338e-06     	|1              	|  5.8338e-06     	|  1.3035e-06     	|
