VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  766.45         	|  100 %          	|
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run_training_epoch                 	|  3.5684         	|200            	|  713.68         	|  93.115         	|
run_training_batch                 	|  0.31211        	|1000           	|  312.11         	|  40.721         	|
optimizer_step_with_closure_0      	|  0.30751        	|1000           	|  307.51         	|  40.121         	|
training_step_and_backward         	|  0.23847        	|1000           	|  238.47         	|  31.113         	|
backward                           	|  0.11926        	|1000           	|  119.26         	|  15.56          	|
model_forward                      	|  0.11751        	|1000           	|  117.51         	|  15.332         	|
training_step                      	|  0.11729        	|1000           	|  117.29         	|  15.302         	|
get_train_batch                    	|  0.061121       	|1200           	|  73.345         	|  9.5695         	|
fetch_next_train_batch             	|  0.061088       	|1200           	|  73.305         	|  9.5642         	|
run_validate_evaluation            	|  18.142         	|1              	|  18.142         	|  2.367          	|
evaluation_step_and_end            	|  0.10551        	|139            	|  14.667         	|  1.9136         	|
validation_step                    	|  0.1054         	|139            	|  14.65          	|  1.9114         	|
on_train_batch_end                 	|  0.0024527      	|1000           	|  2.4527         	|  0.32           	|
zero_grad                          	|  0.0016602      	|1000           	|  1.6602         	|  0.21661        	|
get_validate_batch                 	|  0.0063672      	|140            	|  0.89141        	|  0.1163         	|
fetch_next_validate_batch          	|  0.0063415      	|140            	|  0.88781        	|  0.11583        	|
training_batch_to_device           	|  0.00049654     	|1000           	|  0.49654        	|  0.064785       	|
on_train_end                       	|  0.13208        	|1              	|  0.13208        	|  0.017233       	|
on_train_batch_start               	|  0.00010848     	|1000           	|  0.10848        	|  0.014154       	|
on_train_epoch_start               	|  0.00033448     	|200            	|  0.066895       	|  0.0087279      	|
on_train_epoch_end                 	|  0.00033067     	|200            	|  0.066134       	|  0.0086286      	|
evaluation_batch_to_device         	|  0.00030933     	|139            	|  0.042997       	|  0.0056099      	|
on_batch_start                     	|  3.4316e-05     	|1000           	|  0.034316       	|  0.0044773      	|
on_after_backward                  	|  3.0815e-05     	|1000           	|  0.030815       	|  0.0040206      	|
on_pretrain_routine_start          	|  0.022629       	|1              	|  0.022629       	|  0.0029524      	|
configure_optimizers               	|  0.022156       	|1              	|  0.022156       	|  0.0028907      	|
on_before_zero_grad                	|  2.1668e-05     	|1000           	|  0.021668       	|  0.0028271      	|
on_batch_end                       	|  1.8565e-05     	|1000           	|  0.018565       	|  0.0024222      	|
on_before_optimizer_step           	|  1.6321e-05     	|1000           	|  0.016321       	|  0.0021294      	|
on_before_backward                 	|  1.5633e-05     	|1000           	|  0.015633       	|  0.0020397      	|
training_step_end                  	|  9.3291e-06     	|1000           	|  0.0093291      	|  0.0012172      	|
on_validation_batch_end            	|  4.2344e-05     	|139            	|  0.0058859      	|  0.00076794     	|
on_validation_model_eval           	|  0.0040346      	|1              	|  0.0040346      	|  0.00052641     	|
on_validation_batch_start          	|  1.7692e-05     	|139            	|  0.0024592      	|  0.00032086     	|
on_epoch_end                       	|  1.2135e-05     	|201            	|  0.0024392      	|  0.00031824     	|
on_epoch_start                     	|  1.168e-05      	|201            	|  0.0023476      	|  0.0003063      	|
validation_step_end                	|  9.3296e-06     	|139            	|  0.0012968      	|  0.0001692      	|
on_train_start                     	|  0.0011071      	|1              	|  0.0011071      	|  0.00014445     	|
on_validation_start                	|  0.00043647     	|1              	|  0.00043647     	|  5.6947e-05     	|
on_validation_end                  	|  0.0001901      	|1              	|  0.0001901      	|  2.4803e-05     	|
teardown                           	|  3.3696e-05     	|2              	|  6.7392e-05     	|  8.7928e-06     	|
on_validation_epoch_end            	|  6.1387e-05     	|1              	|  6.1387e-05     	|  8.0093e-06     	|
on_configure_sharded_model         	|  2.6713e-05     	|2              	|  5.3426e-05     	|  6.9706e-06     	|
on_before_accelerator_backend_setup	|  2.4548e-05     	|2              	|  4.9096e-05     	|  6.4056e-06     	|
setup                              	|  2.355e-05      	|2              	|  4.7101e-05     	|  6.1453e-06     	|
on_fit_start                       	|  4.2943e-05     	|1              	|  4.2943e-05     	|  5.6029e-06     	|
on_fit_end                         	|  3.7219e-05     	|1              	|  3.7219e-05     	|  4.8561e-06     	|
configure_sharded_model            	|  9.8459e-06     	|2              	|  1.9692e-05     	|  2.5692e-06     	|
on_val_dataloader                  	|  8.2552e-06     	|2              	|  1.651e-05      	|  2.1542e-06     	|
configure_callbacks                	|  7.7551e-06     	|2              	|  1.551e-05      	|  2.0236e-06     	|
on_pretrain_routine_end            	|  1.4964e-05     	|1              	|  1.4964e-05     	|  1.9524e-06     	|
prepare_data                       	|  6.6273e-06     	|2              	|  1.3255e-05     	|  1.7293e-06     	|
on_validation_epoch_start          	|  1.0869e-05     	|1              	|  1.0869e-05     	|  1.418e-06      	|
on_train_dataloader                	|  6.6571e-06     	|1              	|  6.6571e-06     	|  8.6856e-07     	|
