VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  672.38         	|  100 %          	|
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run_training_epoch                 	|  1.2154         	|500            	|  607.7          	|  90.38          	|
run_training_batch                 	|  0.38416        	|1000           	|  384.16         	|  57.134         	|
optimizer_step_with_closure_0      	|  0.38067        	|1000           	|  380.67         	|  56.615         	|
training_step_and_backward         	|  0.27982        	|1000           	|  279.82         	|  41.616         	|
model_forward                      	|  0.16177        	|1000           	|  161.77         	|  24.06          	|
training_step                      	|  0.16156        	|1000           	|  161.56         	|  24.028         	|
backward                           	|  0.11627        	|1000           	|  116.27         	|  17.292         	|
get_train_batch                    	|  0.055516       	|1500           	|  83.274         	|  12.385         	|
fetch_next_train_batch             	|  0.055478       	|1500           	|  83.217         	|  12.376         	|
run_validate_evaluation            	|  12.671         	|1              	|  12.671         	|  1.8844         	|
evaluation_step_and_end            	|  0.24978        	|48             	|  11.989         	|  1.7831         	|
validation_step                    	|  0.24967        	|48             	|  11.984         	|  1.7823         	|
on_train_batch_end                 	|  0.0019369      	|1000           	|  1.9369         	|  0.28807        	|
zero_grad                          	|  0.0017425      	|1000           	|  1.7425         	|  0.25916        	|
training_batch_to_device           	|  0.00061969     	|1000           	|  0.61969        	|  0.092163       	|
get_validate_batch                 	|  0.007411       	|49             	|  0.36314        	|  0.054008       	|
fetch_next_validate_batch          	|  0.0073894      	|49             	|  0.36208        	|  0.053851       	|
on_train_epoch_start               	|  0.00036754     	|500            	|  0.18377        	|  0.027331       	|
on_train_epoch_end                 	|  0.00036614     	|500            	|  0.18307        	|  0.027227       	|
on_train_batch_start               	|  0.00012784     	|1000           	|  0.12784        	|  0.019013       	|
on_train_end                       	|  0.04969        	|1              	|  0.04969        	|  0.0073901      	|
on_batch_start                     	|  3.8542e-05     	|1000           	|  0.038542       	|  0.0057322      	|
on_pretrain_routine_start          	|  0.034055       	|1              	|  0.034055       	|  0.0050648      	|
evaluation_batch_to_device         	|  0.00055594     	|48             	|  0.026685       	|  0.0039687      	|
on_after_backward                  	|  2.431e-05      	|1000           	|  0.02431        	|  0.0036156      	|
on_before_zero_grad                	|  2.3835e-05     	|1000           	|  0.023835       	|  0.0035449      	|
on_before_optimizer_step           	|  1.8457e-05     	|1000           	|  0.018457       	|  0.002745       	|
on_batch_end                       	|  1.6744e-05     	|1000           	|  0.016744       	|  0.0024902      	|
on_before_backward                 	|  1.3938e-05     	|1000           	|  0.013938       	|  0.002073       	|
configure_optimizers               	|  0.010881       	|1              	|  0.010881       	|  0.0016183      	|
training_step_end                  	|  8.5188e-06     	|1000           	|  0.0085188      	|  0.001267       	|
on_epoch_end                       	|  1.5899e-05     	|501            	|  0.0079656      	|  0.0011847      	|
on_epoch_start                     	|  1.2031e-05     	|501            	|  0.0060278      	|  0.00089648     	|
on_validation_model_eval           	|  0.0041082      	|1              	|  0.0041082      	|  0.00061099     	|
on_train_start                     	|  0.003071       	|1              	|  0.003071       	|  0.00045673     	|
on_validation_batch_end            	|  3.9763e-05     	|48             	|  0.0019086      	|  0.00028386     	|
on_validation_batch_start          	|  1.524e-05      	|48             	|  0.0007315      	|  0.00010879     	|
validation_step_end                	|  9.4396e-06     	|48             	|  0.0004531      	|  6.7387e-05     	|
on_validation_start                	|  0.00029865     	|1              	|  0.00029865     	|  4.4416e-05     	|
on_validation_end                  	|  0.00016597     	|1              	|  0.00016597     	|  2.4684e-05     	|
on_before_accelerator_backend_setup	|  1.8194e-05     	|2              	|  3.6388e-05     	|  5.4118e-06     	|
on_validation_epoch_end            	|  3.1769e-05     	|1              	|  3.1769e-05     	|  4.7248e-06     	|
teardown                           	|  1.4507e-05     	|2              	|  2.9014e-05     	|  4.3151e-06     	|
on_configure_sharded_model         	|  1.3701e-05     	|2              	|  2.7401e-05     	|  4.0752e-06     	|
setup                              	|  1.3129e-05     	|2              	|  2.6259e-05     	|  3.9053e-06     	|
on_fit_end                         	|  2.2913e-05     	|1              	|  2.2913e-05     	|  3.4077e-06     	|
on_fit_start                       	|  1.9647e-05     	|1              	|  1.9647e-05     	|  2.922e-06      	|
on_pretrain_routine_end            	|  1.5098e-05     	|1              	|  1.5098e-05     	|  2.2454e-06     	|
on_val_dataloader                  	|  6.758e-06      	|2              	|  1.3516e-05     	|  2.0102e-06     	|
prepare_data                       	|  5.2896e-06     	|2              	|  1.0579e-05     	|  1.5734e-06     	|
on_validation_epoch_start          	|  9.628e-06      	|1              	|  9.628e-06      	|  1.4319e-06     	|
configure_callbacks                	|  4.6736e-06     	|2              	|  9.3471e-06     	|  1.3901e-06     	|
configure_sharded_model            	|  4.654e-06      	|2              	|  9.308e-06      	|  1.3843e-06     	|
on_train_dataloader                	|  5.33e-06       	|1              	|  5.33e-06       	|  7.927e-07      	|
