VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1698.8         	|  100 %          	|
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run_training_epoch                 	|  9.3032         	|167            	|  1553.6         	|  91.458         	|
run_training_batch                 	|  0.1883         	|8000           	|  1506.4         	|  88.676         	|
training_step_and_backward         	|  0.178          	|8000           	|  1424.0         	|  83.826         	|
model_forward                      	|  0.093919       	|8000           	|  751.35         	|  44.23          	|
training_step                      	|  0.093784       	|8000           	|  750.27         	|  44.166         	|
backward                           	|  0.083896       	|8000           	|  671.17         	|  39.51          	|
optimizer_step_with_closure_0      	|  0.23694        	|1000           	|  236.94         	|  13.948         	|
run_validate_evaluation            	|  101.48         	|1              	|  101.48         	|  5.9735         	|
evaluation_step_and_end            	|  0.099473       	|1000           	|  99.473         	|  5.8556         	|
validation_step                    	|  0.099422       	|1000           	|  99.422         	|  5.8527         	|
get_train_batch                    	|  0.003357       	|8167           	|  27.417         	|  1.6139         	|
fetch_next_train_batch             	|  0.0033395      	|8167           	|  27.274         	|  1.6055         	|
on_train_batch_end                 	|  0.0010891      	|8000           	|  8.7132         	|  0.51292        	|
training_batch_to_device           	|  0.00021789     	|8000           	|  1.7431         	|  0.10261        	|
get_validate_batch                 	|  0.0014662      	|1001           	|  1.4677         	|  0.086397       	|
fetch_next_validate_batch          	|  0.0014523      	|1001           	|  1.4537         	|  0.085577       	|
zero_grad                          	|  0.0013268      	|1000           	|  1.3268         	|  0.078104       	|
on_train_batch_start               	|  9.0899e-05     	|8000           	|  0.72719        	|  0.042807       	|
evaluation_batch_to_device         	|  0.00020639     	|1000           	|  0.20639        	|  0.01215        	|
on_batch_start                     	|  1.5644e-05     	|8000           	|  0.12515        	|  0.0073672      	|
on_batch_end                       	|  1.3372e-05     	|8000           	|  0.10698        	|  0.0062974      	|
on_before_backward                 	|  1.3304e-05     	|8000           	|  0.10643        	|  0.0062655      	|
on_after_backward                  	|  1.162e-05      	|8000           	|  0.092959       	|  0.0054722      	|
on_train_epoch_start               	|  0.00029259     	|167            	|  0.048862       	|  0.0028764      	|
training_step_end                  	|  5.637e-06      	|8000           	|  0.045096       	|  0.0026547      	|
on_train_epoch_end                 	|  0.00025995     	|167            	|  0.043412       	|  0.0025555      	|
on_train_end                       	|  0.02535        	|1              	|  0.02535        	|  0.0014923      	|
on_pretrain_routine_start          	|  0.022499       	|1              	|  0.022499       	|  0.0013245      	|
on_validation_batch_end            	|  1.8869e-05     	|1000           	|  0.018869       	|  0.0011107      	|
on_before_zero_grad                	|  1.5965e-05     	|1000           	|  0.015965       	|  0.00093982     	|
on_before_optimizer_step           	|  1.4043e-05     	|1000           	|  0.014043       	|  0.00082669     	|
on_validation_batch_start          	|  9.7179e-06     	|1000           	|  0.0097179      	|  0.00057206     	|
configure_optimizers               	|  0.0083075      	|1              	|  0.0083075      	|  0.00048904     	|
validation_step_end                	|  5.2221e-06     	|1000           	|  0.0052221      	|  0.00030741     	|
on_validation_model_eval           	|  0.0042413      	|1              	|  0.0042413      	|  0.00024967     	|
on_epoch_start                     	|  1.1145e-05     	|168            	|  0.0018724      	|  0.00011022     	|
on_epoch_end                       	|  1.049e-05      	|168            	|  0.0017622      	|  0.00010374     	|
on_train_start                     	|  0.00073964     	|1              	|  0.00073964     	|  4.354e-05      	|
on_validation_start                	|  0.00033737     	|1              	|  0.00033737     	|  1.986e-05      	|
on_validation_end                  	|  0.00011023     	|1              	|  0.00011023     	|  6.4887e-06     	|
on_before_accelerator_backend_setup	|  1.8816e-05     	|2              	|  3.7632e-05     	|  2.2153e-06     	|
teardown                           	|  1.626e-05      	|2              	|  3.2521e-05     	|  1.9144e-06     	|
setup                              	|  1.3821e-05     	|2              	|  2.7642e-05     	|  1.6272e-06     	|
on_configure_sharded_model         	|  1.3686e-05     	|2              	|  2.7371e-05     	|  1.6112e-06     	|
on_fit_end                         	|  2.4326e-05     	|1              	|  2.4326e-05     	|  1.432e-06      	|
on_validation_epoch_end            	|  1.8565e-05     	|1              	|  1.8565e-05     	|  1.0929e-06     	|
on_fit_start                       	|  1.8225e-05     	|1              	|  1.8225e-05     	|  1.0728e-06     	|
prepare_data                       	|  6.1915e-06     	|2              	|  1.2383e-05     	|  7.2895e-07     	|
on_val_dataloader                  	|  6.0665e-06     	|2              	|  1.2133e-05     	|  7.1423e-07     	|
configure_callbacks                	|  5.6055e-06     	|2              	|  1.1211e-05     	|  6.5996e-07     	|
on_pretrain_routine_end            	|  1.051e-05      	|1              	|  1.051e-05      	|  6.187e-07      	|
configure_sharded_model            	|  5.155e-06      	|2              	|  1.031e-05      	|  6.0691e-07     	|
on_validation_epoch_start          	|  9.7381e-06     	|1              	|  9.7381e-06     	|  5.7325e-07     	|
on_train_dataloader                	|  4.248e-06      	|1              	|  4.248e-06      	|  2.5007e-07     	|
