VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  503.51         	|  100 %          	|
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run_training_epoch                 	|  7.1847         	|63             	|  452.64         	|  89.897         	|
run_training_batch                 	|  0.31673        	|1000           	|  316.73         	|  62.905         	|
optimizer_step_with_closure_0      	|  0.31263        	|1000           	|  312.63         	|  62.091         	|
training_step_and_backward         	|  0.23813        	|1000           	|  238.13         	|  47.295         	|
model_forward                      	|  0.12003        	|1000           	|  120.03         	|  23.84          	|
training_step                      	|  0.11981        	|1000           	|  119.81         	|  23.794         	|
backward                           	|  0.11623        	|1000           	|  116.23         	|  23.084         	|
get_train_batch                    	|  0.026557       	|1063           	|  28.23          	|  5.6067         	|
fetch_next_train_batch             	|  0.02653        	|1063           	|  28.201         	|  5.6009         	|
run_validate_evaluation            	|  7.3281         	|1              	|  7.3281         	|  1.4554         	|
evaluation_step_and_end            	|  0.10188        	|48             	|  4.8904         	|  0.97126        	|
validation_step                    	|  0.10176        	|48             	|  4.8847         	|  0.97013        	|
on_train_batch_end                 	|  0.0026712      	|1000           	|  2.6712         	|  0.53052        	|
zero_grad                          	|  0.0018271      	|1000           	|  1.8271         	|  0.36288        	|
get_validate_batch                 	|  0.012498       	|49             	|  0.61242        	|  0.12163        	|
fetch_next_validate_batch          	|  0.012474       	|49             	|  0.61121        	|  0.12139        	|
training_batch_to_device           	|  0.00030193     	|1000           	|  0.30193        	|  0.059965       	|
on_train_batch_start               	|  0.00010979     	|1000           	|  0.10979        	|  0.021806       	|
on_train_end                       	|  0.07247        	|1              	|  0.07247        	|  0.014393       	|
configure_optimizers               	|  0.037314       	|1              	|  0.037314       	|  0.0074109      	|
on_after_backward                  	|  3.129e-05      	|1000           	|  0.03129        	|  0.0062145      	|
on_train_epoch_start               	|  0.00041651     	|63             	|  0.02624        	|  0.0052115      	|
on_train_epoch_end                 	|  0.00041347     	|63             	|  0.026049       	|  0.0051735      	|
on_batch_start                     	|  2.535e-05      	|1000           	|  0.02535        	|  0.0050348      	|
on_pretrain_routine_start          	|  0.024875       	|1              	|  0.024875       	|  0.0049403      	|
on_before_zero_grad                	|  2.2016e-05     	|1000           	|  0.022016       	|  0.0043724      	|
on_batch_end                       	|  1.7722e-05     	|1000           	|  0.017722       	|  0.0035197      	|
on_before_backward                 	|  1.6027e-05     	|1000           	|  0.016027       	|  0.0031831      	|
on_before_optimizer_step           	|  1.4991e-05     	|1000           	|  0.014991       	|  0.0029773      	|
evaluation_batch_to_device         	|  0.00029382     	|48             	|  0.014103       	|  0.002801       	|
training_step_end                  	|  8.8327e-06     	|1000           	|  0.0088327      	|  0.0017542      	|
on_validation_model_eval           	|  0.0048296      	|1              	|  0.0048296      	|  0.0009592      	|
on_validation_batch_end            	|  4.4357e-05     	|48             	|  0.0021291      	|  0.00042286     	|
on_train_start                     	|  0.0011799      	|1              	|  0.0011799      	|  0.00023434     	|
on_epoch_end                       	|  1.6623e-05     	|64             	|  0.0010639      	|  0.00021129     	|
on_epoch_start                     	|  1.3761e-05     	|64             	|  0.0008807      	|  0.00017491     	|
on_validation_batch_start          	|  1.8165e-05     	|48             	|  0.00087192     	|  0.00017317     	|
on_validation_start                	|  0.00064537     	|1              	|  0.00064537     	|  0.00012818     	|
validation_step_end                	|  9.7809e-06     	|48             	|  0.00046949     	|  9.3243e-05     	|
on_validation_end                  	|  0.00020869     	|1              	|  0.00020869     	|  4.1447e-05     	|
on_fit_end                         	|  0.0001086      	|1              	|  0.0001086      	|  2.1569e-05     	|
on_before_accelerator_backend_setup	|  4.9258e-05     	|2              	|  9.8515e-05     	|  1.9566e-05     	|
setup                              	|  3.556e-05      	|2              	|  7.112e-05      	|  1.4125e-05     	|
on_configure_sharded_model         	|  3.4081e-05     	|2              	|  6.8162e-05     	|  1.3537e-05     	|
on_fit_start                       	|  5.8845e-05     	|1              	|  5.8845e-05     	|  1.1687e-05     	|
teardown                           	|  2.2715e-05     	|2              	|  4.543e-05      	|  9.0227e-06     	|
on_validation_epoch_end            	|  3.735e-05      	|1              	|  3.735e-05      	|  7.4179e-06     	|
configure_callbacks                	|  1.7606e-05     	|2              	|  3.5211e-05     	|  6.9932e-06     	|
on_val_dataloader                  	|  1.4228e-05     	|2              	|  2.8456e-05     	|  5.6515e-06     	|
configure_sharded_model            	|  1.1395e-05     	|2              	|  2.2789e-05     	|  4.5262e-06     	|
prepare_data                       	|  1.007e-05      	|2              	|  2.0141e-05     	|  4.0001e-06     	|
on_pretrain_routine_end            	|  1.5387e-05     	|1              	|  1.5387e-05     	|  3.056e-06      	|
on_validation_epoch_start          	|  1.0593e-05     	|1              	|  1.0593e-05     	|  2.1038e-06     	|
on_train_dataloader                	|  7.879e-06      	|1              	|  7.879e-06      	|  1.5648e-06     	|
