VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1667.4         	|  100 %          	|
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run_training_epoch                 	|  72.49          	|21             	|  1522.3         	|  91.298         	|
run_training_batch                 	|  0.18653        	|8000           	|  1492.2         	|  89.496         	|
training_step_and_backward         	|  0.17662        	|8000           	|  1413.0         	|  84.742         	|
model_forward                      	|  0.093938       	|8000           	|  751.51         	|  45.071         	|
training_step                      	|  0.093807       	|8000           	|  750.45         	|  45.008         	|
backward                           	|  0.082502       	|8000           	|  660.01         	|  39.584         	|
optimizer_step_with_closure_0      	|  0.2346         	|1000           	|  234.6          	|  14.07          	|
run_validate_evaluation            	|  101.8          	|1              	|  101.8          	|  6.1055         	|
evaluation_step_and_end            	|  0.099818       	|1000           	|  99.818         	|  5.9865         	|
validation_step                    	|  0.099769       	|1000           	|  99.769         	|  5.9836         	|
get_train_batch                    	|  0.0018252      	|8021           	|  14.64          	|  0.87801        	|
fetch_next_train_batch             	|  0.0018091      	|8021           	|  14.511         	|  0.87029        	|
on_train_batch_end                 	|  0.0010562      	|8000           	|  8.4496         	|  0.50676        	|
training_batch_to_device           	|  0.00021536     	|8000           	|  1.7229         	|  0.10333        	|
get_validate_batch                 	|  0.0014519      	|1001           	|  1.4533         	|  0.087162       	|
fetch_next_validate_batch          	|  0.0014386      	|1001           	|  1.4401         	|  0.086367       	|
zero_grad                          	|  0.001305       	|1000           	|  1.305          	|  0.078265       	|
on_train_batch_start               	|  9.0216e-05     	|8000           	|  0.72173        	|  0.043285       	|
evaluation_batch_to_device         	|  0.00020714     	|1000           	|  0.20714        	|  0.012423       	|
on_batch_start                     	|  1.5115e-05     	|8000           	|  0.12092        	|  0.007252       	|
on_batch_end                       	|  1.3676e-05     	|8000           	|  0.10941        	|  0.0065615      	|
on_before_backward                 	|  1.3362e-05     	|8000           	|  0.1069         	|  0.0064112      	|
on_after_backward                  	|  1.1856e-05     	|8000           	|  0.094845       	|  0.0056883      	|
training_step_end                  	|  5.5372e-06     	|8000           	|  0.044297       	|  0.0026567      	|
on_train_end                       	|  0.025588       	|1              	|  0.025588       	|  0.0015346      	|
on_pretrain_routine_start          	|  0.022552       	|1              	|  0.022552       	|  0.0013526      	|
on_validation_batch_end            	|  1.8056e-05     	|1000           	|  0.018056       	|  0.0010829      	|
on_before_zero_grad                	|  1.4769e-05     	|1000           	|  0.014769       	|  0.00088576     	|
on_before_optimizer_step           	|  1.1313e-05     	|1000           	|  0.011313       	|  0.00067848     	|
on_validation_batch_start          	|  1.0252e-05     	|1000           	|  0.010252       	|  0.00061487     	|
configure_optimizers               	|  0.0081082      	|1              	|  0.0081082      	|  0.00048628     	|
on_train_epoch_start               	|  0.00029146     	|21             	|  0.0061206      	|  0.00036708     	|
on_train_epoch_end                 	|  0.00028069     	|21             	|  0.0058944      	|  0.00035351     	|
validation_step_end                	|  4.7591e-06     	|1000           	|  0.0047591      	|  0.00028542     	|
on_validation_model_eval           	|  0.0041988      	|1              	|  0.0041988      	|  0.00025182     	|
on_train_start                     	|  0.00067627     	|1              	|  0.00067627     	|  4.0559e-05     	|
on_validation_start                	|  0.0003253      	|1              	|  0.0003253      	|  1.951e-05      	|
on_epoch_start                     	|  1.0873e-05     	|22             	|  0.00023921     	|  1.4346e-05     	|
on_epoch_end                       	|  1.034e-05      	|22             	|  0.00022749     	|  1.3643e-05     	|
on_validation_end                  	|  0.00010861     	|1              	|  0.00010861     	|  6.514e-06      	|
on_before_accelerator_backend_setup	|  1.9456e-05     	|2              	|  3.8912e-05     	|  2.3337e-06     	|
teardown                           	|  1.5579e-05     	|2              	|  3.1159e-05     	|  1.8687e-06     	|
on_configure_sharded_model         	|  1.4542e-05     	|2              	|  2.9083e-05     	|  1.7442e-06     	|
setup                              	|  1.4076e-05     	|2              	|  2.8152e-05     	|  1.6884e-06     	|
on_fit_end                         	|  2.4125e-05     	|1              	|  2.4125e-05     	|  1.4469e-06     	|
on_validation_epoch_end            	|  2.129e-05      	|1              	|  2.129e-05      	|  1.2769e-06     	|
on_fit_start                       	|  1.8806e-05     	|1              	|  1.8806e-05     	|  1.1279e-06     	|
configure_callbacks                	|  6.6675e-06     	|2              	|  1.3335e-05     	|  7.9975e-07     	|
prepare_data                       	|  6.382e-06      	|2              	|  1.2764e-05     	|  7.6551e-07     	|
on_val_dataloader                  	|  5.7204e-06     	|2              	|  1.1441e-05     	|  6.8616e-07     	|
on_validation_epoch_start          	|  1.043e-05      	|1              	|  1.043e-05      	|  6.2553e-07     	|
configure_sharded_model            	|  5.0239e-06     	|2              	|  1.0048e-05     	|  6.0261e-07     	|
on_pretrain_routine_end            	|  9.7989e-06     	|1              	|  9.7989e-06     	|  5.8768e-07     	|
on_train_dataloader                	|  4.0571e-06     	|1              	|  4.0571e-06     	|  2.4332e-07     	|
