VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1460.1         	|  100 %          	|
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run_training_epoch                 	|  2.7959         	|500            	|  1398.0         	|  95.747         	|
run_training_batch                 	|  0.38891        	|1000           	|  388.91         	|  26.637         	|
optimizer_step_with_closure_0      	|  0.38537        	|1000           	|  385.37         	|  26.394         	|
training_step_and_backward         	|  0.28095        	|1000           	|  280.95         	|  19.242         	|
get_train_batch                    	|  0.10823        	|1500           	|  162.34         	|  11.119         	|
fetch_next_train_batch             	|  0.10819        	|1500           	|  162.28         	|  11.115         	|
model_forward                      	|  0.15062        	|1000           	|  150.62         	|  10.316         	|
training_step                      	|  0.1504         	|1000           	|  150.4          	|  10.301         	|
backward                           	|  0.12876        	|1000           	|  128.76         	|  8.8186         	|
run_validate_evaluation            	|  30.901         	|1              	|  30.901         	|  2.1164         	|
evaluation_step_and_end            	|  0.22232        	|125            	|  27.79          	|  1.9033         	|
validation_step                    	|  0.2222         	|125            	|  27.776         	|  1.9024         	|
on_train_batch_end                 	|  0.002362       	|1000           	|  2.362          	|  0.16178        	|
zero_grad                          	|  0.0015278      	|1000           	|  1.5278         	|  0.10464        	|
get_validate_batch                 	|  0.0052161      	|126            	|  0.65723        	|  0.045014       	|
fetch_next_validate_batch          	|  0.0051918      	|126            	|  0.65417        	|  0.044804       	|
training_batch_to_device           	|  0.00062682     	|1000           	|  0.62682        	|  0.042931       	|
on_train_epoch_end                 	|  0.00036948     	|500            	|  0.18474        	|  0.012653       	|
on_train_epoch_start               	|  0.00034629     	|500            	|  0.17314        	|  0.011859       	|
on_train_batch_start               	|  0.00011083     	|1000           	|  0.11083        	|  0.0075909      	|
on_train_end                       	|  0.0613         	|1              	|  0.0613         	|  0.0041984      	|
on_batch_start                     	|  4.36e-05       	|1000           	|  0.0436         	|  0.0029861      	|
evaluation_batch_to_device         	|  0.0002794      	|125            	|  0.034925       	|  0.002392       	|
on_after_backward                  	|  2.536e-05      	|1000           	|  0.02536        	|  0.0017369      	|
on_pretrain_routine_start          	|  0.024002       	|1              	|  0.024002       	|  0.0016439      	|
on_before_zero_grad                	|  2.1534e-05     	|1000           	|  0.021534       	|  0.0014749      	|
on_before_backward                 	|  1.7228e-05     	|1000           	|  0.017228       	|  0.00118        	|
on_batch_end                       	|  1.6486e-05     	|1000           	|  0.016486       	|  0.0011292      	|
on_before_optimizer_step           	|  1.5819e-05     	|1000           	|  0.015819       	|  0.0010835      	|
configure_optimizers               	|  0.01111        	|1              	|  0.01111        	|  0.00076095     	|
training_step_end                  	|  8.9009e-06     	|1000           	|  0.0089009      	|  0.00060963     	|
on_epoch_end                       	|  1.1739e-05     	|501            	|  0.0058814      	|  0.00040282     	|
on_epoch_start                     	|  1.1613e-05     	|501            	|  0.0058183      	|  0.00039849     	|
on_validation_batch_end            	|  4.1374e-05     	|125            	|  0.0051717      	|  0.00035421     	|
on_validation_model_eval           	|  0.0039103      	|1              	|  0.0039103      	|  0.00026782     	|
on_train_start                     	|  0.0025852      	|1              	|  0.0025852      	|  0.00017706     	|
on_validation_batch_start          	|  1.6996e-05     	|125            	|  0.0021244      	|  0.0001455      	|
validation_step_end                	|  8.8048e-06     	|125            	|  0.0011006      	|  7.538e-05      	|
on_validation_start                	|  0.00038897     	|1              	|  0.00038897     	|  2.6641e-05     	|
on_validation_end                  	|  0.00018872     	|1              	|  0.00018872     	|  1.2925e-05     	|
setup                              	|  3.1938e-05     	|2              	|  6.3876e-05     	|  4.3749e-06     	|
on_before_accelerator_backend_setup	|  2.892e-05      	|2              	|  5.7841e-05     	|  3.9615e-06     	|
on_configure_sharded_model         	|  2.6612e-05     	|2              	|  5.3223e-05     	|  3.6453e-06     	|
on_fit_start                       	|  5.0401e-05     	|1              	|  5.0401e-05     	|  3.452e-06      	|
teardown                           	|  2.3694e-05     	|2              	|  4.7388e-05     	|  3.2456e-06     	|
on_fit_end                         	|  3.4375e-05     	|1              	|  3.4375e-05     	|  2.3544e-06     	|
on_validation_epoch_end            	|  3.1462e-05     	|1              	|  3.1462e-05     	|  2.1548e-06     	|
configure_sharded_model            	|  9.2071e-06     	|2              	|  1.8414e-05     	|  1.2612e-06     	|
prepare_data                       	|  8.5346e-06     	|2              	|  1.7069e-05     	|  1.1691e-06     	|
on_val_dataloader                  	|  8.5169e-06     	|2              	|  1.7034e-05     	|  1.1667e-06     	|
configure_callbacks                	|  8.2254e-06     	|2              	|  1.6451e-05     	|  1.1267e-06     	|
on_pretrain_routine_end            	|  1.6063e-05     	|1              	|  1.6063e-05     	|  1.1002e-06     	|
on_validation_epoch_start          	|  9.6057e-06     	|1              	|  9.6057e-06     	|  6.5789e-07     	|
on_train_dataloader                	|  8.0671e-06     	|1              	|  8.0671e-06     	|  5.5252e-07     	|
