VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  515.54         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.1729         	|200            	|  434.59         	|  84.297         	|
run_training_batch                 	|  0.36179        	|1000           	|  361.79         	|  70.176         	|
optimizer_step_with_closure_0      	|  0.35913        	|1000           	|  359.13         	|  69.66          	|
training_step_and_backward         	|  0.27924        	|1000           	|  279.24         	|  54.164         	|
model_forward                      	|  0.16461        	|1000           	|  164.61         	|  31.929         	|
training_step                      	|  0.16446        	|1000           	|  164.46         	|  31.9           	|
backward                           	|  0.11328        	|1000           	|  113.28         	|  21.974         	|
run_validate_evaluation            	|  35.926         	|1              	|  35.926         	|  6.9686         	|
evaluation_step_and_end            	|  0.25354        	|139            	|  35.242         	|  6.836          	|
validation_step                    	|  0.25349        	|139            	|  35.235         	|  6.8345         	|
get_train_batch                    	|  0.016618       	|1200           	|  19.941         	|  3.868          	|
fetch_next_train_batch             	|  0.016591       	|1200           	|  19.909         	|  3.8618         	|
zero_grad                          	|  0.0013231      	|1000           	|  1.3231         	|  0.25664        	|
on_train_batch_end                 	|  0.0012585      	|1000           	|  1.2585         	|  0.24412        	|
get_validate_batch                 	|  0.0025658      	|140            	|  0.35922        	|  0.069678       	|
fetch_next_validate_batch          	|  0.0025512      	|140            	|  0.35717        	|  0.069281       	|
training_batch_to_device           	|  0.00034822     	|1000           	|  0.34822        	|  0.067544       	|
on_train_batch_start               	|  9.6224e-05     	|1000           	|  0.096224       	|  0.018665       	|
on_train_epoch_start               	|  0.00027944     	|200            	|  0.055888       	|  0.010841       	|
on_train_epoch_end                 	|  0.000252       	|200            	|  0.0504         	|  0.0097761      	|
evaluation_batch_to_device         	|  0.00022131     	|139            	|  0.030762       	|  0.005967       	|
on_train_end                       	|  0.024688       	|1              	|  0.024688       	|  0.0047887      	|
on_pretrain_routine_start          	|  0.022989       	|1              	|  0.022989       	|  0.0044592      	|
on_batch_start                     	|  2.2299e-05     	|1000           	|  0.022299       	|  0.0043253      	|
on_before_zero_grad                	|  1.6402e-05     	|1000           	|  0.016402       	|  0.0031815      	|
on_batch_end                       	|  1.336e-05      	|1000           	|  0.01336        	|  0.0025915      	|
on_before_backward                 	|  1.1564e-05     	|1000           	|  0.011564       	|  0.0022431      	|
on_after_backward                  	|  1.1442e-05     	|1000           	|  0.011442       	|  0.0022194      	|
on_before_optimizer_step           	|  1.1365e-05     	|1000           	|  0.011365       	|  0.0022044      	|
configure_optimizers               	|  0.0083306      	|1              	|  0.0083306      	|  0.0016159      	|
training_step_end                  	|  6.3872e-06     	|1000           	|  0.0063872      	|  0.0012389      	|
on_validation_model_eval           	|  0.0041705      	|1              	|  0.0041705      	|  0.00080895     	|
on_validation_batch_end            	|  2.2495e-05     	|139            	|  0.0031268      	|  0.0006065      	|
on_epoch_start                     	|  1.1011e-05     	|201            	|  0.0022133      	|  0.00042931     	|
on_epoch_end                       	|  1.0542e-05     	|201            	|  0.002119       	|  0.00041102     	|
on_validation_batch_start          	|  1.1508e-05     	|139            	|  0.0015996      	|  0.00031028     	|
on_train_start                     	|  0.00080393     	|1              	|  0.00080393     	|  0.00015594     	|
validation_step_end                	|  5.2913e-06     	|139            	|  0.00073549     	|  0.00014266     	|
on_validation_start                	|  0.00033858     	|1              	|  0.00033858     	|  6.5675e-05     	|
on_validation_end                  	|  0.00011767     	|1              	|  0.00011767     	|  2.2825e-05     	|
on_before_accelerator_backend_setup	|  1.861e-05      	|2              	|  3.7219e-05     	|  7.2194e-06     	|
teardown                           	|  1.7177e-05     	|2              	|  3.4354e-05     	|  6.6637e-06     	|
setup                              	|  1.4007e-05     	|2              	|  2.8014e-05     	|  5.4339e-06     	|
on_configure_sharded_model         	|  1.3364e-05     	|2              	|  2.6729e-05     	|  5.1846e-06     	|
on_fit_end                         	|  2.3464e-05     	|1              	|  2.3464e-05     	|  4.5513e-06     	|
on_validation_epoch_end            	|  1.8134e-05     	|1              	|  1.8134e-05     	|  3.5175e-06     	|
on_fit_start                       	|  1.6882e-05     	|1              	|  1.6882e-05     	|  3.2746e-06     	|
on_pretrain_routine_end            	|  1.3515e-05     	|1              	|  1.3515e-05     	|  2.6215e-06     	|
on_val_dataloader                  	|  6.0215e-06     	|2              	|  1.2043e-05     	|  2.336e-06      	|
prepare_data                       	|  5.8854e-06     	|2              	|  1.1771e-05     	|  2.2832e-06     	|
configure_callbacks                	|  5.25e-06       	|2              	|  1.05e-05       	|  2.0367e-06     	|
configure_sharded_model            	|  5.0541e-06     	|2              	|  1.0108e-05     	|  1.9607e-06     	|
on_validation_epoch_start          	|  1.0039e-05     	|1              	|  1.0039e-05     	|  1.9473e-06     	|
on_train_dataloader                	|  4.068e-06      	|1              	|  4.068e-06      	|  7.8908e-07     	|
