VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1901.5         	|  100 %          	|
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run_training_epoch                 	|  3.4391         	|500            	|  1719.6         	|  90.434         	|
run_training_batch                 	|  0.20403        	|8000           	|  1632.2         	|  85.841         	|
training_step_and_backward         	|  0.19295        	|8000           	|  1543.6         	|  81.178         	|
model_forward                      	|  0.10697        	|8000           	|  855.73         	|  45.004         	|
training_step                      	|  0.10683        	|8000           	|  854.65         	|  44.947         	|
backward                           	|  0.085786       	|8000           	|  686.29         	|  36.093         	|
optimizer_step_with_closure_0      	|  0.25238        	|1000           	|  252.38         	|  13.273         	|
run_validate_evaluation            	|  137.88         	|1              	|  137.88         	|  7.2512         	|
evaluation_step_and_end            	|  0.13591        	|1000           	|  135.91         	|  7.1476         	|
validation_step                    	|  0.13586        	|1000           	|  135.86         	|  7.1451         	|
get_train_batch                    	|  0.0067828      	|8500           	|  57.654         	|  3.0321         	|
fetch_next_train_batch             	|  0.0067635      	|8500           	|  57.49          	|  3.0235         	|
on_train_batch_end                 	|  0.0011015      	|8000           	|  8.8123         	|  0.46345        	|
training_batch_to_device           	|  0.00023637     	|8000           	|  1.8909         	|  0.099446       	|
get_validate_batch                 	|  0.0014443      	|1001           	|  1.4458         	|  0.076035       	|
fetch_next_validate_batch          	|  0.001431       	|1001           	|  1.4325         	|  0.075335       	|
zero_grad                          	|  0.0014046      	|1000           	|  1.4046         	|  0.073871       	|
on_train_batch_start               	|  9.1333e-05     	|8000           	|  0.73067        	|  0.038427       	|
evaluation_batch_to_device         	|  0.00020791     	|1000           	|  0.20791        	|  0.010934       	|
on_train_epoch_start               	|  0.00028844     	|500            	|  0.14422        	|  0.0075848      	|
on_batch_start                     	|  1.7719e-05     	|8000           	|  0.14175        	|  0.0074548      	|
on_train_epoch_end                 	|  0.00026053     	|500            	|  0.13026        	|  0.0068507      	|
on_before_backward                 	|  1.2891e-05     	|8000           	|  0.10313        	|  0.0054235      	|
on_batch_end                       	|  1.2642e-05     	|8000           	|  0.10113        	|  0.0053187      	|
on_after_backward                  	|  1.1394e-05     	|8000           	|  0.091149       	|  0.0047936      	|
training_step_end                  	|  5.8951e-06     	|8000           	|  0.047161       	|  0.0024802      	|
on_train_end                       	|  0.024484       	|1              	|  0.024484       	|  0.0012876      	|
on_pretrain_routine_start          	|  0.022713       	|1              	|  0.022713       	|  0.0011945      	|
on_before_zero_grad                	|  2.0805e-05     	|1000           	|  0.020805       	|  0.0010942      	|
on_validation_batch_end            	|  1.8199e-05     	|1000           	|  0.018199       	|  0.00095711     	|
on_before_optimizer_step           	|  1.4047e-05     	|1000           	|  0.014047       	|  0.00073873     	|
on_validation_batch_start          	|  9.4295e-06     	|1000           	|  0.0094295      	|  0.00049591     	|
configure_optimizers               	|  0.0081452      	|1              	|  0.0081452      	|  0.00042837     	|
on_epoch_start                     	|  1.0651e-05     	|501            	|  0.005336       	|  0.00028062     	|
on_epoch_end                       	|  1.0407e-05     	|501            	|  0.0052141      	|  0.00027422     	|
validation_step_end                	|  4.4113e-06     	|1000           	|  0.0044113      	|  0.00023199     	|
on_validation_model_eval           	|  0.0040782      	|1              	|  0.0040782      	|  0.00021447     	|
on_train_start                     	|  0.00071956     	|1              	|  0.00071956     	|  3.7842e-05     	|
on_validation_start                	|  0.00031576     	|1              	|  0.00031576     	|  1.6606e-05     	|
on_validation_end                  	|  0.00010164     	|1              	|  0.00010164     	|  5.3454e-06     	|
setup                              	|  2.2848e-05     	|2              	|  4.5696e-05     	|  2.4032e-06     	|
on_before_accelerator_backend_setup	|  1.917e-05      	|2              	|  3.8341e-05     	|  2.0164e-06     	|
on_configure_sharded_model         	|  1.6545e-05     	|2              	|  3.309e-05      	|  1.7402e-06     	|
teardown                           	|  1.5214e-05     	|2              	|  3.0428e-05     	|  1.6002e-06     	|
on_fit_end                         	|  2.3073e-05     	|1              	|  2.3073e-05     	|  1.2134e-06     	|
on_validation_epoch_end            	|  1.7583e-05     	|1              	|  1.7583e-05     	|  9.2472e-07     	|
on_fit_start                       	|  1.7542e-05     	|1              	|  1.7542e-05     	|  9.2255e-07     	|
on_val_dataloader                  	|  6.1921e-06     	|2              	|  1.2384e-05     	|  6.513e-07      	|
prepare_data                       	|  5.956e-06      	|2              	|  1.1912e-05     	|  6.2647e-07     	|
configure_callbacks                	|  5.2799e-06     	|2              	|  1.056e-05      	|  5.5535e-07     	|
on_validation_epoch_start          	|  9.7591e-06     	|1              	|  9.7591e-06     	|  5.1324e-07     	|
configure_sharded_model            	|  4.7941e-06     	|2              	|  9.5882e-06     	|  5.0425e-07     	|
on_pretrain_routine_end            	|  9.5582e-06     	|1              	|  9.5582e-06     	|  5.0267e-07     	|
on_train_dataloader                	|  4.0371e-06     	|1              	|  4.0371e-06     	|  2.1231e-07     	|
