VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1492.1         	|  100 %          	|
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run_training_epoch                 	|  2.851          	|500            	|  1425.5         	|  95.537         	|
run_training_batch                 	|  0.38957        	|1000           	|  389.57         	|  26.109         	|
optimizer_step_with_closure_0      	|  0.38657        	|1000           	|  386.57         	|  25.908         	|
training_step_and_backward         	|  0.27586        	|1000           	|  275.86         	|  18.488         	|
get_train_batch                    	|  0.14234        	|1500           	|  213.51         	|  14.31          	|
fetch_next_train_batch             	|  0.1423         	|1500           	|  213.45         	|  14.306         	|
model_forward                      	|  0.14743        	|1000           	|  147.43         	|  9.8808         	|
training_step                      	|  0.1472         	|1000           	|  147.2          	|  9.8652         	|
backward                           	|  0.12666        	|1000           	|  126.66         	|  8.4885         	|
run_validate_evaluation            	|  30.787         	|1              	|  30.787         	|  2.0634         	|
evaluation_step_and_end            	|  0.2198         	|125            	|  27.476         	|  1.8414         	|
validation_step                    	|  0.2197         	|125            	|  27.463         	|  1.8406         	|
on_train_batch_end                 	|  0.0021245      	|1000           	|  2.1245         	|  0.14238        	|
zero_grad                          	|  0.0017327      	|1000           	|  1.7327         	|  0.11612        	|
get_validate_batch                 	|  0.0061825      	|126            	|  0.77899        	|  0.052209       	|
fetch_next_validate_batch          	|  0.0061598      	|126            	|  0.77614        	|  0.052017       	|
training_batch_to_device           	|  0.00071467     	|1000           	|  0.71467        	|  0.047898       	|
on_train_epoch_end                 	|  0.00034502     	|500            	|  0.17251        	|  0.011562       	|
on_train_epoch_start               	|  0.00032285     	|500            	|  0.16142        	|  0.010819       	|
on_train_batch_start               	|  0.00011378     	|1000           	|  0.11378        	|  0.0076255      	|
on_batch_start                     	|  4.8809e-05     	|1000           	|  0.048809       	|  0.0032712      	|
on_train_end                       	|  0.041008       	|1              	|  0.041008       	|  0.0027484      	|
evaluation_batch_to_device         	|  0.00026039     	|125            	|  0.032549       	|  0.0021814      	|
on_before_zero_grad                	|  2.4886e-05     	|1000           	|  0.024886       	|  0.0016679      	|
on_after_backward                  	|  2.4328e-05     	|1000           	|  0.024328       	|  0.0016305      	|
on_pretrain_routine_start          	|  0.021805       	|1              	|  0.021805       	|  0.0014614      	|
on_batch_end                       	|  1.6929e-05     	|1000           	|  0.016929       	|  0.0011346      	|
on_before_optimizer_step           	|  1.5864e-05     	|1000           	|  0.015864       	|  0.0010632      	|
on_before_backward                 	|  1.5077e-05     	|1000           	|  0.015077       	|  0.0010105      	|
configure_optimizers               	|  0.010805       	|1              	|  0.010805       	|  0.00072416     	|
training_step_end                  	|  8.4476e-06     	|1000           	|  0.0084476      	|  0.00056616     	|
on_epoch_end                       	|  1.1585e-05     	|501            	|  0.005804       	|  0.00038899     	|
on_epoch_start                     	|  1.1275e-05     	|501            	|  0.0056485      	|  0.00037857     	|
on_validation_batch_end            	|  3.8686e-05     	|125            	|  0.0048357      	|  0.00032409     	|
on_validation_model_eval           	|  0.0036973      	|1              	|  0.0036973      	|  0.00024779     	|
on_train_start                     	|  0.0027771      	|1              	|  0.0027771      	|  0.00018612     	|
on_validation_batch_start          	|  1.6157e-05     	|125            	|  0.0020197      	|  0.00013536     	|
validation_step_end                	|  8.3799e-06     	|125            	|  0.0010475      	|  7.0204e-05     	|
on_validation_start                	|  0.0004993      	|1              	|  0.0004993      	|  3.3464e-05     	|
on_validation_end                  	|  0.00017123     	|1              	|  0.00017123     	|  1.1476e-05     	|
on_fit_end                         	|  6.5988e-05     	|1              	|  6.5988e-05     	|  4.4226e-06     	|
setup                              	|  2.7146e-05     	|2              	|  5.4292e-05     	|  3.6387e-06     	|
on_before_accelerator_backend_setup	|  2.6184e-05     	|2              	|  5.2368e-05     	|  3.5098e-06     	|
on_configure_sharded_model         	|  2.4553e-05     	|2              	|  4.9107e-05     	|  3.2912e-06     	|
on_fit_start                       	|  4.6581e-05     	|1              	|  4.6581e-05     	|  3.1219e-06     	|
teardown                           	|  2.2853e-05     	|2              	|  4.5706e-05     	|  3.0632e-06     	|
on_validation_epoch_end            	|  3.1061e-05     	|1              	|  3.1061e-05     	|  2.0818e-06     	|
on_val_dataloader                  	|  8.0662e-06     	|2              	|  1.6132e-05     	|  1.0812e-06     	|
configure_callbacks                	|  7.6825e-06     	|2              	|  1.5365e-05     	|  1.0298e-06     	|
configure_sharded_model            	|  7.4701e-06     	|2              	|  1.494e-05      	|  1.0013e-06     	|
prepare_data                       	|  7.1786e-06     	|2              	|  1.4357e-05     	|  9.6223e-07     	|
on_pretrain_routine_end            	|  1.3735e-05     	|1              	|  1.3735e-05     	|  9.2054e-07     	|
on_validation_epoch_start          	|  9.7044e-06     	|1              	|  9.7044e-06     	|  6.5039e-07     	|
on_train_dataloader                	|  5.4855e-06     	|1              	|  5.4855e-06     	|  3.6764e-07     	|
