VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1677.0         	|  100 %          	|
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run_training_epoch                 	|  72.943         	|21             	|  1531.8         	|  91.343         	|
run_training_batch                 	|  0.18771        	|8000           	|  1501.7         	|  89.547         	|
training_step_and_backward         	|  0.17752        	|8000           	|  1420.2         	|  84.686         	|
model_forward                      	|  0.093964       	|8000           	|  751.71         	|  44.825         	|
training_step                      	|  0.093831       	|8000           	|  750.65         	|  44.762         	|
backward                           	|  0.083375       	|8000           	|  667.0          	|  39.774         	|
optimizer_step_with_closure_0      	|  0.23631        	|1000           	|  236.31         	|  14.092         	|
run_validate_evaluation            	|  101.83         	|1              	|  101.83         	|  6.0722         	|
evaluation_step_and_end            	|  0.099832       	|1000           	|  99.832         	|  5.9531         	|
validation_step                    	|  0.099781       	|1000           	|  99.781         	|  5.9501         	|
get_train_batch                    	|  0.0018275      	|8021           	|  14.658         	|  0.8741         	|
fetch_next_train_batch             	|  0.0018112      	|8021           	|  14.528         	|  0.86632        	|
on_train_batch_end                 	|  0.0010669      	|8000           	|  8.5348         	|  0.50894        	|
training_batch_to_device           	|  0.00021284     	|8000           	|  1.7027         	|  0.10153        	|
get_validate_batch                 	|  0.0014548      	|1001           	|  1.4562         	|  0.086837       	|
fetch_next_validate_batch          	|  0.0014407      	|1001           	|  1.4421         	|  0.085995       	|
zero_grad                          	|  0.0013235      	|1000           	|  1.3235         	|  0.078919       	|
on_train_batch_start               	|  9.0051e-05     	|8000           	|  0.72041        	|  0.042959       	|
evaluation_batch_to_device         	|  0.00020504     	|1000           	|  0.20504        	|  0.012227       	|
on_batch_start                     	|  1.4849e-05     	|8000           	|  0.11879        	|  0.0070839      	|
on_batch_end                       	|  1.3906e-05     	|8000           	|  0.11125        	|  0.0066337      	|
on_before_backward                 	|  1.2923e-05     	|8000           	|  0.10338        	|  0.0061648      	|
on_after_backward                  	|  1.1386e-05     	|8000           	|  0.091084       	|  0.0054315      	|
training_step_end                  	|  5.8308e-06     	|8000           	|  0.046646       	|  0.0027816      	|
on_train_end                       	|  0.02607        	|1              	|  0.02607        	|  0.0015546      	|
on_pretrain_routine_start          	|  0.022444       	|1              	|  0.022444       	|  0.0013384      	|
on_validation_batch_end            	|  1.8935e-05     	|1000           	|  0.018935       	|  0.0011291      	|
on_before_zero_grad                	|  1.3269e-05     	|1000           	|  0.013269       	|  0.00079126     	|
on_before_optimizer_step           	|  1.1372e-05     	|1000           	|  0.011372       	|  0.00067815     	|
on_validation_batch_start          	|  9.9036e-06     	|1000           	|  0.0099036      	|  0.00059057     	|
configure_optimizers               	|  0.0088473      	|1              	|  0.0088473      	|  0.00052758     	|
on_train_epoch_start               	|  0.00028843     	|21             	|  0.0060569      	|  0.00036118     	|
on_train_epoch_end                 	|  0.00028069     	|21             	|  0.0058945      	|  0.0003515      	|
validation_step_end                	|  4.8761e-06     	|1000           	|  0.0048761      	|  0.00029077     	|
on_validation_model_eval           	|  0.0045704      	|1              	|  0.0045704      	|  0.00027254     	|
on_train_start                     	|  0.0006985      	|1              	|  0.0006985      	|  4.1652e-05     	|
on_validation_start                	|  0.0003307      	|1              	|  0.0003307      	|  1.972e-05      	|
on_epoch_start                     	|  1.1244e-05     	|22             	|  0.00024737     	|  1.4751e-05     	|
on_epoch_end                       	|  1.0424e-05     	|22             	|  0.00022932     	|  1.3675e-05     	|
on_validation_end                  	|  0.00011628     	|1              	|  0.00011628     	|  6.9338e-06     	|
on_before_accelerator_backend_setup	|  2.0463e-05     	|2              	|  4.0926e-05     	|  2.4405e-06     	|
teardown                           	|  1.7407e-05     	|2              	|  3.4815e-05     	|  2.0761e-06     	|
on_configure_sharded_model         	|  1.4427e-05     	|2              	|  2.8855e-05     	|  1.7207e-06     	|
setup                              	|  1.4416e-05     	|2              	|  2.8833e-05     	|  1.7193e-06     	|
on_fit_end                         	|  2.2081e-05     	|1              	|  2.2081e-05     	|  1.3167e-06     	|
on_validation_epoch_end            	|  1.7763e-05     	|1              	|  1.7763e-05     	|  1.0592e-06     	|
on_fit_start                       	|  1.7583e-05     	|1              	|  1.7583e-05     	|  1.0485e-06     	|
on_val_dataloader                  	|  6.8526e-06     	|2              	|  1.3705e-05     	|  8.1725e-07     	|
prepare_data                       	|  6.4215e-06     	|2              	|  1.2843e-05     	|  7.6584e-07     	|
configure_callbacks                	|  6.2321e-06     	|2              	|  1.2464e-05     	|  7.4325e-07     	|
on_pretrain_routine_end            	|  1.077e-05      	|1              	|  1.077e-05      	|  6.4223e-07     	|
configure_sharded_model            	|  5.375e-06      	|2              	|  1.075e-05      	|  6.4104e-07     	|
on_validation_epoch_start          	|  9.2871e-06     	|1              	|  9.2871e-06     	|  5.538e-07      	|
on_train_dataloader                	|  4.2978e-06     	|1              	|  4.2978e-06     	|  2.5628e-07     	|
