VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1662.4         	|  100 %          	|
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run_training_epoch                 	|  72.25          	|21             	|  1517.3         	|  91.268         	|
run_training_batch                 	|  0.1859         	|8000           	|  1487.2         	|  89.459         	|
training_step_and_backward         	|  0.1759         	|8000           	|  1407.2         	|  84.65          	|
model_forward                      	|  0.093666       	|8000           	|  749.33         	|  45.075         	|
training_step                      	|  0.093535       	|8000           	|  748.28         	|  45.012         	|
backward                           	|  0.082055       	|8000           	|  656.44         	|  39.487         	|
optimizer_step_with_closure_0      	|  0.23321        	|1000           	|  233.21         	|  14.028         	|
run_validate_evaluation            	|  101.6          	|1              	|  101.6          	|  6.1114         	|
evaluation_step_and_end            	|  0.09961        	|1000           	|  99.61          	|  5.9919         	|
validation_step                    	|  0.09956        	|1000           	|  99.56          	|  5.9889         	|
get_train_batch                    	|  0.001834       	|8021           	|  14.71          	|  0.88488        	|
fetch_next_train_batch             	|  0.0018176      	|8021           	|  14.579         	|  0.87698        	|
on_train_batch_end                 	|  0.0010601      	|8000           	|  8.481          	|  0.51016        	|
training_batch_to_device           	|  0.00021158     	|8000           	|  1.6927         	|  0.10182        	|
get_validate_batch                 	|  0.0014504      	|1001           	|  1.4519         	|  0.087336       	|
fetch_next_validate_batch          	|  0.0014362      	|1001           	|  1.4377         	|  0.086481       	|
zero_grad                          	|  0.0013198      	|1000           	|  1.3198         	|  0.079392       	|
on_train_batch_start               	|  8.9181e-05     	|8000           	|  0.71345        	|  0.042917       	|
evaluation_batch_to_device         	|  0.00020679     	|1000           	|  0.20679        	|  0.012439       	|
on_batch_start                     	|  1.4828e-05     	|8000           	|  0.11863        	|  0.0071358      	|
on_before_backward                 	|  1.305e-05      	|8000           	|  0.1044         	|  0.0062798      	|
on_batch_end                       	|  1.2919e-05     	|8000           	|  0.10335        	|  0.006217       	|
on_after_backward                  	|  1.1855e-05     	|8000           	|  0.094839       	|  0.0057049      	|
training_step_end                  	|  6.149e-06      	|8000           	|  0.049192       	|  0.0029591      	|
on_train_end                       	|  0.025155       	|1              	|  0.025155       	|  0.0015132      	|
on_pretrain_routine_start          	|  0.022562       	|1              	|  0.022562       	|  0.0013572      	|
on_validation_batch_end            	|  1.8976e-05     	|1000           	|  0.018976       	|  0.0011415      	|
on_before_zero_grad                	|  1.4295e-05     	|1000           	|  0.014295       	|  0.0008599      	|
on_before_optimizer_step           	|  1.1155e-05     	|1000           	|  0.011155       	|  0.00067103     	|
on_validation_batch_start          	|  9.6021e-06     	|1000           	|  0.0096021      	|  0.0005776      	|
configure_optimizers               	|  0.0082019      	|1              	|  0.0082019      	|  0.00049337     	|
on_train_epoch_start               	|  0.00029012     	|21             	|  0.0060925      	|  0.00036649     	|
on_train_epoch_end                 	|  0.00026505     	|21             	|  0.005566       	|  0.00033481     	|
validation_step_end                	|  4.6928e-06     	|1000           	|  0.0046928      	|  0.00028229     	|
on_validation_model_eval           	|  0.0040277      	|1              	|  0.0040277      	|  0.00024228     	|
on_train_start                     	|  0.00071177     	|1              	|  0.00071177     	|  4.2815e-05     	|
on_validation_start                	|  0.00031487     	|1              	|  0.00031487     	|  1.894e-05      	|
on_epoch_start                     	|  1.0598e-05     	|22             	|  0.00023316     	|  1.4025e-05     	|
on_epoch_end                       	|  1.0424e-05     	|22             	|  0.00022933     	|  1.3795e-05     	|
on_validation_end                  	|  0.00011119     	|1              	|  0.00011119     	|  6.6883e-06     	|
on_before_accelerator_backend_setup	|  1.9536e-05     	|2              	|  3.9073e-05     	|  2.3504e-06     	|
teardown                           	|  1.5419e-05     	|2              	|  3.0838e-05     	|  1.855e-06      	|
setup                              	|  1.3956e-05     	|2              	|  2.7912e-05     	|  1.679e-06      	|
on_configure_sharded_model         	|  1.312e-05      	|2              	|  2.624e-05      	|  1.5784e-06     	|
on_fit_end                         	|  2.2192e-05     	|1              	|  2.2192e-05     	|  1.3349e-06     	|
on_validation_epoch_end            	|  1.8345e-05     	|1              	|  1.8345e-05     	|  1.1035e-06     	|
on_fit_start                       	|  1.7052e-05     	|1              	|  1.7052e-05     	|  1.0257e-06     	|
prepare_data                       	|  5.911e-06      	|2              	|  1.1822e-05     	|  7.1113e-07     	|
on_val_dataloader                  	|  5.786e-06      	|2              	|  1.1572e-05     	|  6.9609e-07     	|
configure_callbacks                	|  5.6755e-06     	|2              	|  1.1351e-05     	|  6.828e-07      	|
configure_sharded_model            	|  5.0995e-06     	|2              	|  1.0199e-05     	|  6.135e-07      	|
on_pretrain_routine_end            	|  9.4371e-06     	|1              	|  9.4371e-06     	|  5.6767e-07     	|
on_validation_epoch_start          	|  9.197e-06      	|1              	|  9.197e-06      	|  5.5323e-07     	|
on_train_dataloader                	|  3.8669e-06     	|1              	|  3.8669e-06     	|  2.326e-07      	|
