VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  589.14         	|  100 %          	|
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run_training_epoch                 	|  8.1847         	|63             	|  515.63         	|  87.524         	|
run_training_batch                 	|  0.37853        	|1000           	|  378.53         	|  64.252         	|
optimizer_step_with_closure_0      	|  0.37597        	|1000           	|  375.97         	|  63.817         	|
training_step_and_backward         	|  0.26755        	|1000           	|  267.55         	|  45.414         	|
model_forward                      	|  0.13746        	|1000           	|  137.46         	|  23.333         	|
training_step                      	|  0.13728        	|1000           	|  137.28         	|  23.302         	|
backward                           	|  0.1285         	|1000           	|  128.5          	|  21.811         	|
get_train_batch                    	|  0.029731       	|1063           	|  31.604         	|  5.3644         	|
fetch_next_train_batch             	|  0.029707       	|1063           	|  31.578         	|  5.3601         	|
run_validate_evaluation            	|  30.829         	|1              	|  30.829         	|  5.2329         	|
evaluation_step_and_end            	|  0.22078        	|125            	|  27.597         	|  4.6843         	|
validation_step                    	|  0.22067        	|125            	|  27.584         	|  4.682          	|
on_train_batch_end                 	|  0.0018107      	|1000           	|  1.8107         	|  0.30735        	|
zero_grad                          	|  0.0015624      	|1000           	|  1.5624         	|  0.26519        	|
get_validate_batch                 	|  0.0066677      	|126            	|  0.84013        	|  0.1426         	|
fetch_next_validate_batch          	|  0.0066425      	|126            	|  0.83696        	|  0.14207        	|
training_batch_to_device           	|  0.0002527      	|1000           	|  0.2527         	|  0.042893       	|
on_train_batch_start               	|  9.4179e-05     	|1000           	|  0.094179       	|  0.015986       	|
on_train_end                       	|  0.044249       	|1              	|  0.044249       	|  0.0075108      	|
evaluation_batch_to_device         	|  0.00029155     	|125            	|  0.036444       	|  0.006186       	|
on_train_epoch_end                 	|  0.00036563     	|63             	|  0.023034       	|  0.0039099      	|
on_pretrain_routine_start          	|  0.02193        	|1              	|  0.02193        	|  0.0037224      	|
on_train_epoch_start               	|  0.0003322      	|63             	|  0.020928       	|  0.0035524      	|
on_batch_start                     	|  2.0362e-05     	|1000           	|  0.020362       	|  0.0034562      	|
on_after_backward                  	|  1.9985e-05     	|1000           	|  0.019985       	|  0.0033923      	|
on_before_zero_grad                	|  1.5822e-05     	|1000           	|  0.015822       	|  0.0026857      	|
on_batch_end                       	|  1.5179e-05     	|1000           	|  0.015179       	|  0.0025764      	|
on_before_backward                 	|  1.266e-05      	|1000           	|  0.01266        	|  0.0021489      	|
on_before_optimizer_step           	|  1.252e-05      	|1000           	|  0.01252        	|  0.0021252      	|
configure_optimizers               	|  0.010935       	|1              	|  0.010935       	|  0.0018562      	|
training_step_end                  	|  6.7648e-06     	|1000           	|  0.0067648      	|  0.0011483      	|
on_validation_batch_end            	|  4.136e-05      	|125            	|  0.00517        	|  0.00087755     	|
on_validation_model_eval           	|  0.0043641      	|1              	|  0.0043641      	|  0.00074076     	|
on_train_start                     	|  0.0021511      	|1              	|  0.0021511      	|  0.00036512     	|
on_validation_batch_start          	|  1.5563e-05     	|125            	|  0.0019453      	|  0.0003302      	|
validation_step_end                	|  8.9478e-06     	|125            	|  0.0011185      	|  0.00018985     	|
on_epoch_end                       	|  1.1142e-05     	|64             	|  0.00071307     	|  0.00012104     	|
on_epoch_start                     	|  1.1042e-05     	|64             	|  0.00070669     	|  0.00011995     	|
on_validation_start                	|  0.00065999     	|1              	|  0.00065999     	|  0.00011203     	|
on_validation_end                  	|  0.00017849     	|1              	|  0.00017849     	|  3.0297e-05     	|
on_before_accelerator_backend_setup	|  3.054e-05      	|2              	|  6.108e-05      	|  1.0368e-05     	|
teardown                           	|  2.6705e-05     	|2              	|  5.3409e-05     	|  9.0657e-06     	|
on_configure_sharded_model         	|  2.5466e-05     	|2              	|  5.0932e-05     	|  8.6452e-06     	|
setup                              	|  2.3742e-05     	|2              	|  4.7484e-05     	|  8.06e-06       	|
on_fit_start                       	|  4.3089e-05     	|1              	|  4.3089e-05     	|  7.3139e-06     	|
on_fit_end                         	|  3.5493e-05     	|1              	|  3.5493e-05     	|  6.0245e-06     	|
on_validation_epoch_end            	|  3.1069e-05     	|1              	|  3.1069e-05     	|  5.2736e-06     	|
on_val_dataloader                  	|  1.3231e-05     	|2              	|  2.6463e-05     	|  4.4918e-06     	|
configure_sharded_model            	|  7.8892e-06     	|2              	|  1.5778e-05     	|  2.6782e-06     	|
configure_callbacks                	|  7.6862e-06     	|2              	|  1.5372e-05     	|  2.6093e-06     	|
on_validation_epoch_start          	|  1.4e-05        	|1              	|  1.4e-05        	|  2.3763e-06     	|
prepare_data                       	|  6.7418e-06     	|2              	|  1.3484e-05     	|  2.2887e-06     	|
on_pretrain_routine_end            	|  1.1692e-05     	|1              	|  1.1692e-05     	|  1.9846e-06     	|
on_train_dataloader                	|  6.4205e-06     	|1              	|  6.4205e-06     	|  1.0898e-06     	|
