VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  561.58         	|  100 %          	|
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run_training_epoch                 	|  1.0063         	|500            	|  503.15         	|  89.595         	|
run_training_batch                 	|  0.34917        	|1000           	|  349.17         	|  62.176         	|
optimizer_step_with_closure_0      	|  0.34644        	|1000           	|  346.44         	|  61.69          	|
training_step_and_backward         	|  0.25954        	|1000           	|  259.54         	|  46.216         	|
model_forward                      	|  0.16124        	|1000           	|  161.24         	|  28.711         	|
training_step                      	|  0.16107        	|1000           	|  161.07         	|  28.681         	|
backward                           	|  0.096916       	|1000           	|  96.916         	|  17.258         	|
get_train_batch                    	|  0.029504       	|1500           	|  44.255         	|  7.8805         	|
fetch_next_train_batch             	|  0.02947        	|1500           	|  44.205         	|  7.8716         	|
run_validate_evaluation            	|  12.418         	|1              	|  12.418         	|  2.2112         	|
evaluation_step_and_end            	|  0.24935        	|48             	|  11.969         	|  2.1312         	|
validation_step                    	|  0.24929        	|48             	|  11.966         	|  2.1308         	|
zero_grad                          	|  0.0013581      	|1000           	|  1.3581         	|  0.24183        	|
on_train_batch_end                 	|  0.0013325      	|1000           	|  1.3325         	|  0.23727        	|
training_batch_to_device           	|  0.00062316     	|1000           	|  0.62316        	|  0.11096        	|
get_validate_batch                 	|  0.0040024      	|49             	|  0.19612        	|  0.034922       	|
fetch_next_validate_batch          	|  0.0039874      	|49             	|  0.19538        	|  0.034792       	|
on_train_epoch_start               	|  0.00027525     	|500            	|  0.13762        	|  0.024507       	|
on_train_epoch_end                 	|  0.00026384     	|500            	|  0.13192        	|  0.023491       	|
on_train_batch_start               	|  0.00010763     	|1000           	|  0.10763        	|  0.019165       	|
on_batch_start                     	|  3.7559e-05     	|1000           	|  0.037559       	|  0.0066881      	|
on_train_end                       	|  0.023972       	|1              	|  0.023972       	|  0.0042686      	|
on_pretrain_routine_start          	|  0.022634       	|1              	|  0.022634       	|  0.0040304      	|
on_before_zero_grad                	|  1.9779e-05     	|1000           	|  0.019779       	|  0.003522       	|
on_after_backward                  	|  1.4739e-05     	|1000           	|  0.014739       	|  0.0026246      	|
on_batch_end                       	|  1.3867e-05     	|1000           	|  0.013867       	|  0.0024692      	|
on_before_optimizer_step           	|  1.301e-05      	|1000           	|  0.01301        	|  0.0023167      	|
on_before_backward                 	|  1.0631e-05     	|1000           	|  0.010631       	|  0.0018931      	|
evaluation_batch_to_device         	|  0.00021123     	|48             	|  0.010139       	|  0.0018054      	|
configure_optimizers               	|  0.0086262      	|1              	|  0.0086262      	|  0.0015361      	|
training_step_end                  	|  8.4546e-06     	|1000           	|  0.0084546      	|  0.0015055      	|
on_epoch_end                       	|  1.0457e-05     	|501            	|  0.0052392      	|  0.00093294     	|
on_epoch_start                     	|  1.0448e-05     	|501            	|  0.0052345      	|  0.00093209     	|
on_validation_model_eval           	|  0.0039359      	|1              	|  0.0039359      	|  0.00070087     	|
on_validation_batch_end            	|  2.0929e-05     	|48             	|  0.0010046      	|  0.00017888     	|
on_validation_batch_start          	|  1.0841e-05     	|48             	|  0.00052035     	|  9.2658e-05     	|
on_train_start                     	|  0.00047043     	|1              	|  0.00047043     	|  8.3769e-05     	|
on_validation_start                	|  0.00033149     	|1              	|  0.00033149     	|  5.9028e-05     	|
validation_step_end                	|  5.0684e-06     	|48             	|  0.00024328     	|  4.3321e-05     	|
on_validation_end                  	|  0.00011671     	|1              	|  0.00011671     	|  2.0782e-05     	|
on_before_accelerator_backend_setup	|  1.7723e-05     	|2              	|  3.5447e-05     	|  6.312e-06      	|
teardown                           	|  1.5339e-05     	|2              	|  3.0677e-05     	|  5.4626e-06     	|
on_configure_sharded_model         	|  1.2744e-05     	|2              	|  2.5488e-05     	|  4.5386e-06     	|
setup                              	|  1.2433e-05     	|2              	|  2.4866e-05     	|  4.4278e-06     	|
on_fit_end                         	|  2.101e-05      	|1              	|  2.101e-05      	|  3.7412e-06     	|
on_fit_start                       	|  1.8004e-05     	|1              	|  1.8004e-05     	|  3.206e-06      	|
on_validation_epoch_end            	|  1.7663e-05     	|1              	|  1.7663e-05     	|  3.1452e-06     	|
on_val_dataloader                  	|  5.841e-06      	|2              	|  1.1682e-05     	|  2.0802e-06     	|
prepare_data                       	|  5.5354e-06     	|2              	|  1.1071e-05     	|  1.9714e-06     	|
configure_callbacks                	|  5.145e-06      	|2              	|  1.029e-05      	|  1.8323e-06     	|
on_pretrain_routine_end            	|  9.5981e-06     	|1              	|  9.5981e-06     	|  1.7091e-06     	|
on_validation_epoch_start          	|  9.488e-06      	|1              	|  9.488e-06      	|  1.6895e-06     	|
configure_sharded_model            	|  4.443e-06      	|2              	|  8.8861e-06     	|  1.5823e-06     	|
on_train_dataloader                	|  3.8471e-06     	|1              	|  3.8471e-06     	|  6.8504e-07     	|
