VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  553.85         	|  100 %          	|
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run_training_epoch                 	|  0.99612        	|500            	|  498.06         	|  89.926         	|
run_training_batch                 	|  0.34381        	|1000           	|  343.81         	|  62.077         	|
optimizer_step_with_closure_0      	|  0.34109        	|1000           	|  341.09         	|  61.585         	|
training_step_and_backward         	|  0.25525        	|1000           	|  255.25         	|  46.086         	|
model_forward                      	|  0.15834        	|1000           	|  158.34         	|  28.59          	|
training_step                      	|  0.15818        	|1000           	|  158.18         	|  28.559         	|
backward                           	|  0.0955         	|1000           	|  95.5           	|  17.243         	|
get_train_batch                    	|  0.029608       	|1500           	|  44.412         	|  8.0188         	|
fetch_next_train_batch             	|  0.029574       	|1500           	|  44.361         	|  8.0095         	|
run_validate_evaluation            	|  12.363         	|1              	|  12.363         	|  2.2322         	|
evaluation_step_and_end            	|  0.24816        	|48             	|  11.912         	|  2.1507         	|
validation_step                    	|  0.2481         	|48             	|  11.909         	|  2.1502         	|
zero_grad                          	|  0.0013749      	|1000           	|  1.3749         	|  0.24824        	|
on_train_batch_end                 	|  0.0013287      	|1000           	|  1.3287         	|  0.23991        	|
training_batch_to_device           	|  0.00059832     	|1000           	|  0.59832        	|  0.10803        	|
get_validate_batch                 	|  0.004322       	|49             	|  0.21178        	|  0.038237       	|
fetch_next_validate_batch          	|  0.0043066      	|49             	|  0.21102        	|  0.038101       	|
on_train_epoch_start               	|  0.00028377     	|500            	|  0.14188        	|  0.025618       	|
on_train_epoch_end                 	|  0.00026981     	|500            	|  0.1349         	|  0.024357       	|
on_train_batch_start               	|  0.00010621     	|1000           	|  0.10621        	|  0.019176       	|
on_batch_start                     	|  3.6198e-05     	|1000           	|  0.036198       	|  0.0065357      	|
on_train_end                       	|  0.023714       	|1              	|  0.023714       	|  0.0042817      	|
on_pretrain_routine_start          	|  0.022805       	|1              	|  0.022805       	|  0.0041175      	|
on_before_zero_grad                	|  2.1375e-05     	|1000           	|  0.021375       	|  0.0038593      	|
on_batch_end                       	|  1.3653e-05     	|1000           	|  0.013653       	|  0.002465       	|
on_before_optimizer_step           	|  1.2543e-05     	|1000           	|  0.012543       	|  0.0022646      	|
on_before_backward                 	|  1.1804e-05     	|1000           	|  0.011804       	|  0.0021312      	|
on_after_backward                  	|  1.1419e-05     	|1000           	|  0.011419       	|  0.0020617      	|
evaluation_batch_to_device         	|  0.00021489     	|48             	|  0.010315       	|  0.0018624      	|
configure_optimizers               	|  0.008433       	|1              	|  0.008433       	|  0.0015226      	|
training_step_end                  	|  7.5968e-06     	|1000           	|  0.0075968      	|  0.0013716      	|
on_epoch_end                       	|  1.0459e-05     	|501            	|  0.00524        	|  0.00094609     	|
on_epoch_start                     	|  1.0425e-05     	|501            	|  0.0052227      	|  0.00094298     	|
on_validation_model_eval           	|  0.0044801      	|1              	|  0.0044801      	|  0.00080889     	|
on_validation_batch_end            	|  2.3261e-05     	|48             	|  0.0011165      	|  0.00020159     	|
on_train_start                     	|  0.00071136     	|1              	|  0.00071136     	|  0.00012844     	|
on_validation_batch_start          	|  1.1393e-05     	|48             	|  0.00054688     	|  9.874e-05      	|
on_validation_start                	|  0.00032978     	|1              	|  0.00032978     	|  5.9542e-05     	|
validation_step_end                	|  5.3847e-06     	|48             	|  0.00025846     	|  4.6666e-05     	|
on_validation_end                  	|  0.00011525     	|1              	|  0.00011525     	|  2.0808e-05     	|
on_before_accelerator_backend_setup	|  1.8916e-05     	|2              	|  3.7832e-05     	|  6.8307e-06     	|
teardown                           	|  1.573e-05      	|2              	|  3.1459e-05     	|  5.68e-06       	|
on_configure_sharded_model         	|  1.3786e-05     	|2              	|  2.7572e-05     	|  4.9782e-06     	|
setup                              	|  1.2698e-05     	|2              	|  2.5397e-05     	|  4.5855e-06     	|
on_fit_end                         	|  2.4456e-05     	|1              	|  2.4456e-05     	|  4.4156e-06     	|
on_validation_epoch_end            	|  1.7733e-05     	|1              	|  1.7733e-05     	|  3.2018e-06     	|
on_fit_start                       	|  1.614e-05      	|1              	|  1.614e-05      	|  2.9141e-06     	|
prepare_data                       	|  6.096e-06      	|2              	|  1.2192e-05     	|  2.2013e-06     	|
on_val_dataloader                  	|  6.011e-06      	|2              	|  1.2022e-05     	|  2.1706e-06     	|
on_pretrain_routine_end            	|  1.047e-05      	|1              	|  1.047e-05      	|  1.8904e-06     	|
configure_sharded_model            	|  4.9939e-06     	|2              	|  9.9879e-06     	|  1.8033e-06     	|
configure_callbacks                	|  4.7691e-06     	|2              	|  9.5381e-06     	|  1.7221e-06     	|
on_validation_epoch_start          	|  9.228e-06      	|1              	|  9.228e-06      	|  1.6661e-06     	|
on_train_dataloader                	|  3.997e-06      	|1              	|  3.997e-06      	|  7.2167e-07     	|
