VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1668.0         	|  100 %          	|
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run_training_epoch                 	|  72.526         	|21             	|  1523.0         	|  91.311         	|
run_training_batch                 	|  0.18661        	|8000           	|  1492.9         	|  89.501         	|
training_step_and_backward         	|  0.17664        	|8000           	|  1413.1         	|  84.721         	|
model_forward                      	|  0.093619       	|8000           	|  748.95         	|  44.902         	|
training_step                      	|  0.093489       	|8000           	|  747.91         	|  44.839         	|
backward                           	|  0.082832       	|8000           	|  662.65         	|  39.728         	|
optimizer_step_with_closure_0      	|  0.23601        	|1000           	|  236.01         	|  14.15          	|
run_validate_evaluation            	|  101.45         	|1              	|  101.45         	|  6.0821         	|
evaluation_step_and_end            	|  0.099421       	|1000           	|  99.421         	|  5.9605         	|
validation_step                    	|  0.099371       	|1000           	|  99.371         	|  5.9575         	|
get_train_batch                    	|  0.0018496      	|8021           	|  14.836         	|  0.88943        	|
fetch_next_train_batch             	|  0.0018335      	|8021           	|  14.707         	|  0.88171        	|
on_train_batch_end                 	|  0.0010543      	|8000           	|  8.4343         	|  0.50566        	|
training_batch_to_device           	|  0.00020962     	|8000           	|  1.6769         	|  0.10054        	|
get_validate_batch                 	|  0.0014767      	|1001           	|  1.4782         	|  0.088621       	|
fetch_next_validate_batch          	|  0.001463       	|1001           	|  1.4644         	|  0.087796       	|
zero_grad                          	|  0.0013757      	|1000           	|  1.3757         	|  0.082477       	|
on_train_batch_start               	|  8.9124e-05     	|8000           	|  0.71299        	|  0.042746       	|
evaluation_batch_to_device         	|  0.00020828     	|1000           	|  0.20828        	|  0.012487       	|
on_batch_start                     	|  1.4372e-05     	|8000           	|  0.11498        	|  0.0068933      	|
on_batch_end                       	|  1.3141e-05     	|8000           	|  0.10513        	|  0.0063027      	|
on_before_backward                 	|  1.3045e-05     	|8000           	|  0.10436        	|  0.0062569      	|
on_after_backward                  	|  1.207e-05      	|8000           	|  0.096561       	|  0.0057891      	|
training_step_end                  	|  5.6798e-06     	|8000           	|  0.045439       	|  0.0027242      	|
on_train_end                       	|  0.026068       	|1              	|  0.026068       	|  0.0015628      	|
on_pretrain_routine_start          	|  0.022543       	|1              	|  0.022543       	|  0.0013515      	|
on_validation_batch_end            	|  1.8464e-05     	|1000           	|  0.018464       	|  0.001107       	|
on_before_zero_grad                	|  1.4707e-05     	|1000           	|  0.014707       	|  0.00088174     	|
on_before_optimizer_step           	|  1.1298e-05     	|1000           	|  0.011298       	|  0.00067732     	|
on_validation_batch_start          	|  9.4821e-06     	|1000           	|  0.0094821      	|  0.00056847     	|
configure_optimizers               	|  0.0084139      	|1              	|  0.0084139      	|  0.00050444     	|
on_train_epoch_start               	|  0.00029377     	|21             	|  0.0061692      	|  0.00036986     	|
on_train_epoch_end                 	|  0.00028984     	|21             	|  0.0060866      	|  0.00036491     	|
validation_step_end                	|  4.9396e-06     	|1000           	|  0.0049396      	|  0.00029614     	|
on_validation_model_eval           	|  0.004707       	|1              	|  0.004707       	|  0.0002822      	|
on_train_start                     	|  0.0006993      	|1              	|  0.0006993      	|  4.1925e-05     	|
on_validation_start                	|  0.0003373      	|1              	|  0.0003373      	|  2.0222e-05     	|
on_epoch_start                     	|  1.0598e-05     	|22             	|  0.00023316     	|  1.3978e-05     	|
on_epoch_end                       	|  1.0249e-05     	|22             	|  0.00022547     	|  1.3518e-05     	|
on_validation_end                  	|  0.00011229     	|1              	|  0.00011229     	|  6.7321e-06     	|
on_before_accelerator_backend_setup	|  1.9061e-05     	|2              	|  3.8122e-05     	|  2.2855e-06     	|
teardown                           	|  1.633e-05      	|2              	|  3.266e-05      	|  1.9581e-06     	|
setup                              	|  1.3811e-05     	|2              	|  2.7622e-05     	|  1.656e-06      	|
on_configure_sharded_model         	|  1.3354e-05     	|2              	|  2.6709e-05     	|  1.6013e-06     	|
on_fit_end                         	|  2.0489e-05     	|1              	|  2.0489e-05     	|  1.2284e-06     	|
on_validation_epoch_end            	|  1.7874e-05     	|1              	|  1.7874e-05     	|  1.0716e-06     	|
on_fit_start                       	|  1.6691e-05     	|1              	|  1.6691e-05     	|  1.0007e-06     	|
on_val_dataloader                  	|  6.4321e-06     	|2              	|  1.2864e-05     	|  7.7124e-07     	|
prepare_data                       	|  5.8406e-06     	|2              	|  1.1681e-05     	|  7.0031e-07     	|
configure_callbacks                	|  5.295e-06      	|2              	|  1.059e-05      	|  6.349e-07      	|
on_pretrain_routine_end            	|  9.9989e-06     	|1              	|  9.9989e-06     	|  5.9946e-07     	|
configure_sharded_model            	|  4.9695e-06     	|2              	|  9.9391e-06     	|  5.9587e-07     	|
on_validation_epoch_start          	|  9.869e-06      	|1              	|  9.869e-06      	|  5.9167e-07     	|
on_train_dataloader                	|  5.1099e-06     	|1              	|  5.1099e-06     	|  3.0635e-07     	|
