VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1320.2         	|  100 %          	|
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run_training_epoch                 	|  2.5178         	|500            	|  1258.9         	|  95.357         	|
run_training_batch                 	|  0.36997        	|1000           	|  369.97         	|  28.024         	|
optimizer_step_with_closure_0      	|  0.36654        	|1000           	|  366.54         	|  27.764         	|
training_step_and_backward         	|  0.26295        	|1000           	|  262.95         	|  19.918         	|
get_train_batch                    	|  0.095163       	|1500           	|  142.74         	|  10.812         	|
fetch_next_train_batch             	|  0.095121       	|1500           	|  142.68         	|  10.808         	|
model_forward                      	|  0.13573        	|1000           	|  135.73         	|  10.281         	|
training_step                      	|  0.13551        	|1000           	|  135.51         	|  10.264         	|
backward                           	|  0.12569        	|1000           	|  125.69         	|  9.5207         	|
run_validate_evaluation            	|  29.933         	|1              	|  29.933         	|  2.2674         	|
evaluation_step_and_end            	|  0.22052        	|125            	|  27.566         	|  2.088          	|
validation_step                    	|  0.22041        	|125            	|  27.551         	|  2.0869         	|
on_train_batch_end                 	|  0.0022207      	|1000           	|  2.2207         	|  0.16821        	|
zero_grad                          	|  0.0014864      	|1000           	|  1.4864         	|  0.11259        	|
training_batch_to_device           	|  0.00063203     	|1000           	|  0.63203        	|  0.047874       	|
get_validate_batch                 	|  0.0047883      	|126            	|  0.60333        	|  0.0457         	|
fetch_next_validate_batch          	|  0.0047642      	|126            	|  0.6003         	|  0.045471       	|
on_train_epoch_start               	|  0.00036138     	|500            	|  0.18069        	|  0.013687       	|
on_train_epoch_end                 	|  0.0003549      	|500            	|  0.17745        	|  0.013441       	|
on_train_batch_start               	|  0.00011898     	|1000           	|  0.11898        	|  0.0090125      	|
on_train_end                       	|  0.044688       	|1              	|  0.044688       	|  0.003385       	|
on_batch_start                     	|  4.4197e-05     	|1000           	|  0.044197       	|  0.0033478      	|
evaluation_batch_to_device         	|  0.00027322     	|125            	|  0.034153       	|  0.002587       	|
on_after_backward                  	|  2.373e-05      	|1000           	|  0.02373        	|  0.0017975      	|
on_before_zero_grad                	|  2.3309e-05     	|1000           	|  0.023309       	|  0.0017656      	|
on_pretrain_routine_start          	|  0.021895       	|1              	|  0.021895       	|  0.0016585      	|
on_before_optimizer_step           	|  1.6785e-05     	|1000           	|  0.016785       	|  0.0012714      	|
on_batch_end                       	|  1.5926e-05     	|1000           	|  0.015926       	|  0.0012063      	|
on_before_backward                 	|  1.4718e-05     	|1000           	|  0.014718       	|  0.0011149      	|
configure_optimizers               	|  0.0096148      	|1              	|  0.0096148      	|  0.00072829     	|
training_step_end                  	|  8.7018e-06     	|1000           	|  0.0087018      	|  0.00065914     	|
on_epoch_end                       	|  1.1541e-05     	|501            	|  0.0057821      	|  0.00043798     	|
on_epoch_start                     	|  1.0779e-05     	|501            	|  0.0054003      	|  0.00040906     	|
on_validation_batch_end            	|  4.2852e-05     	|125            	|  0.0053565      	|  0.00040574     	|
on_validation_model_eval           	|  0.0046229      	|1              	|  0.0046229      	|  0.00035017     	|
on_train_start                     	|  0.0026324      	|1              	|  0.0026324      	|  0.0001994      	|
on_validation_batch_start          	|  1.864e-05      	|125            	|  0.00233        	|  0.00017649     	|
validation_step_end                	|  1.0222e-05     	|125            	|  0.0012777      	|  9.6782e-05     	|
on_validation_start                	|  0.00067991     	|1              	|  0.00067991     	|  5.1501e-05     	|
on_validation_end                  	|  0.00015457     	|1              	|  0.00015457     	|  1.1708e-05     	|
teardown                           	|  3.5882e-05     	|2              	|  7.1764e-05     	|  5.4359e-06     	|
on_configure_sharded_model         	|  2.6524e-05     	|2              	|  5.3048e-05     	|  4.0182e-06     	|
setup                              	|  2.6464e-05     	|2              	|  5.2927e-05     	|  4.0091e-06     	|
on_before_accelerator_backend_setup	|  2.4267e-05     	|2              	|  4.8533e-05     	|  3.6762e-06     	|
on_fit_start                       	|  4.2278e-05     	|1              	|  4.2278e-05     	|  3.2025e-06     	|
on_validation_epoch_end            	|  3.3136e-05     	|1              	|  3.3136e-05     	|  2.51e-06       	|
on_fit_end                         	|  2.9944e-05     	|1              	|  2.9944e-05     	|  2.2682e-06     	|
on_val_dataloader                  	|  1.2236e-05     	|2              	|  2.4471e-05     	|  1.8536e-06     	|
configure_sharded_model            	|  8.557e-06      	|2              	|  1.7114e-05     	|  1.2963e-06     	|
configure_callbacks                	|  7.4981e-06     	|2              	|  1.4996e-05     	|  1.1359e-06     	|
prepare_data                       	|  7.1097e-06     	|2              	|  1.4219e-05     	|  1.0771e-06     	|
on_validation_epoch_start          	|  1.3392e-05     	|1              	|  1.3392e-05     	|  1.0144e-06     	|
on_pretrain_routine_end            	|  1.3048e-05     	|1              	|  1.3048e-05     	|  9.8833e-07     	|
on_train_dataloader                	|  7.1749e-06     	|1              	|  7.1749e-06     	|  5.4348e-07     	|
