VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  358.44         	|  100 %          	|
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run_training_epoch                 	|  15.512         	|21             	|  325.76         	|  90.881         	|
run_training_batch                 	|  0.31097        	|1000           	|  310.97         	|  86.756         	|
optimizer_step_with_closure_0      	|  0.30807        	|1000           	|  308.07         	|  85.948         	|
training_step_and_backward         	|  0.23585        	|1000           	|  235.85         	|  65.798         	|
backward                           	|  0.11841        	|1000           	|  118.41         	|  33.036         	|
model_forward                      	|  0.1159         	|1000           	|  115.9          	|  32.334         	|
training_step                      	|  0.1157         	|1000           	|  115.7          	|  32.279         	|
run_validate_evaluation            	|  13.444         	|1              	|  13.444         	|  3.7506         	|
evaluation_step_and_end            	|  0.10069        	|125            	|  12.586         	|  3.5112         	|
validation_step                    	|  0.10059        	|125            	|  12.574         	|  3.5079         	|
get_train_batch                    	|  0.0047849      	|1021           	|  4.8854         	|  1.363          	|
fetch_next_train_batch             	|  0.0047634      	|1021           	|  4.8634         	|  1.3568         	|
on_train_batch_end                 	|  0.001939       	|1000           	|  1.939          	|  0.54096        	|
zero_grad                          	|  0.0015036      	|1000           	|  1.5036         	|  0.41947        	|
get_validate_batch                 	|  0.0035538      	|126            	|  0.44777        	|  0.12492        	|
fetch_next_validate_batch          	|  0.0035314      	|126            	|  0.44496        	|  0.12414        	|
training_batch_to_device           	|  0.000297       	|1000           	|  0.297          	|  0.082859       	|
on_train_batch_start               	|  0.00010924     	|1000           	|  0.10924        	|  0.030476       	|
evaluation_batch_to_device         	|  0.00029146     	|125            	|  0.036432       	|  0.010164       	|
on_pretrain_routine_start          	|  0.028787       	|1              	|  0.028787       	|  0.0080313      	|
on_train_end                       	|  0.024817       	|1              	|  0.024817       	|  0.0069237      	|
on_batch_start                     	|  2.0819e-05     	|1000           	|  0.020819       	|  0.0058081      	|
on_after_backward                  	|  1.9604e-05     	|1000           	|  0.019604       	|  0.0054693      	|
on_before_zero_grad                	|  1.5623e-05     	|1000           	|  0.015623       	|  0.0043587      	|
on_batch_end                       	|  1.5595e-05     	|1000           	|  0.015595       	|  0.0043509      	|
on_before_optimizer_step           	|  1.3368e-05     	|1000           	|  0.013368       	|  0.0037294      	|
on_before_backward                 	|  1.2061e-05     	|1000           	|  0.012061       	|  0.0033648      	|
on_train_epoch_start               	|  0.00048386     	|21             	|  0.010161       	|  0.0028348      	|
on_train_epoch_end                 	|  0.00047674     	|21             	|  0.010011       	|  0.002793       	|
configure_optimizers               	|  0.0094273      	|1              	|  0.0094273      	|  0.0026301      	|
training_step_end                  	|  6.4562e-06     	|1000           	|  0.0064562      	|  0.0018012      	|
on_validation_batch_end            	|  3.6736e-05     	|125            	|  0.004592       	|  0.0012811      	|
on_validation_model_eval           	|  0.0040647      	|1              	|  0.0040647      	|  0.001134       	|
on_validation_batch_start          	|  1.5125e-05     	|125            	|  0.0018906      	|  0.00052745     	|
on_train_start                     	|  0.0017707      	|1              	|  0.0017707      	|  0.000494       	|
validation_step_end                	|  7.6597e-06     	|125            	|  0.00095746     	|  0.00026712     	|
on_validation_start                	|  0.00043111     	|1              	|  0.00043111     	|  0.00012027     	|
on_epoch_end                       	|  1.1083e-05     	|22             	|  0.00024384     	|  6.8026e-05     	|
on_epoch_start                     	|  1.0577e-05     	|22             	|  0.00023269     	|  6.4916e-05     	|
on_validation_end                  	|  0.00014833     	|1              	|  0.00014833     	|  4.1383e-05     	|
setup                              	|  2.6554e-05     	|2              	|  5.3108e-05     	|  1.4816e-05     	|
on_configure_sharded_model         	|  2.1783e-05     	|2              	|  4.3566e-05     	|  1.2154e-05     	|
on_before_accelerator_backend_setup	|  2.1189e-05     	|2              	|  4.2377e-05     	|  1.1823e-05     	|
teardown                           	|  1.6365e-05     	|2              	|  3.2729e-05     	|  9.1309e-06     	|
on_validation_epoch_end            	|  3.1054e-05     	|1              	|  3.1054e-05     	|  8.6636e-06     	|
on_pretrain_routine_end            	|  2.828e-05      	|1              	|  2.828e-05      	|  7.8897e-06     	|
on_fit_end                         	|  2.7993e-05     	|1              	|  2.7993e-05     	|  7.8096e-06     	|
on_fit_start                       	|  1.9853e-05     	|1              	|  1.9853e-05     	|  5.5387e-06     	|
on_val_dataloader                  	|  9.211e-06      	|2              	|  1.8422e-05     	|  5.1394e-06     	|
configure_sharded_model            	|  6.6315e-06     	|2              	|  1.3263e-05     	|  3.7002e-06     	|
configure_callbacks                	|  6.4365e-06     	|2              	|  1.2873e-05     	|  3.5914e-06     	|
prepare_data                       	|  6.289e-06      	|2              	|  1.2578e-05     	|  3.5091e-06     	|
on_train_dataloader                	|  1.07e-05       	|1              	|  1.07e-05       	|  2.9851e-06     	|
on_validation_epoch_start          	|  9.328e-06      	|1              	|  9.328e-06      	|  2.6024e-06     	|
