VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1852.7         	|  100 %          	|
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run_training_epoch                 	|  26.538         	|63             	|  1671.9         	|  90.24          	|
run_training_batch                 	|  0.20462        	|8000           	|  1637.0         	|  88.354         	|
training_step_and_backward         	|  0.19355        	|8000           	|  1548.4         	|  83.576         	|
model_forward                      	|  0.10757        	|8000           	|  860.58         	|  46.45          	|
training_step                      	|  0.10744        	|8000           	|  859.52         	|  46.393         	|
backward                           	|  0.085797       	|8000           	|  686.37         	|  37.047         	|
optimizer_step_with_closure_0      	|  0.25234        	|1000           	|  252.34         	|  13.62          	|
run_validate_evaluation            	|  137.85         	|1              	|  137.85         	|  7.4403         	|
evaluation_step_and_end            	|  0.13587        	|1000           	|  135.87         	|  7.3336         	|
validation_step                    	|  0.13582        	|1000           	|  135.82         	|  7.331          	|
get_train_batch                    	|  0.0022517      	|8063           	|  18.155         	|  0.97992        	|
fetch_next_train_batch             	|  0.0022345      	|8063           	|  18.017         	|  0.97247        	|
on_train_batch_end                 	|  0.0010871      	|8000           	|  8.6971         	|  0.46942        	|
training_batch_to_device           	|  0.00021491     	|8000           	|  1.7193         	|  0.092799       	|
get_validate_batch                 	|  0.0014475      	|1001           	|  1.4489         	|  0.078205       	|
fetch_next_validate_batch          	|  0.0014337      	|1001           	|  1.4351         	|  0.077459       	|
zero_grad                          	|  0.0013296      	|1000           	|  1.3296         	|  0.071767       	|
on_train_batch_start               	|  8.9883e-05     	|8000           	|  0.71907        	|  0.038811       	|
evaluation_batch_to_device         	|  0.00020665     	|1000           	|  0.20665        	|  0.011154       	|
on_batch_start                     	|  1.4657e-05     	|8000           	|  0.11725        	|  0.0063287      	|
on_before_backward                 	|  1.2999e-05     	|8000           	|  0.10399        	|  0.0056128      	|
on_batch_end                       	|  1.2822e-05     	|8000           	|  0.10258        	|  0.0055366      	|
on_after_backward                  	|  1.1585e-05     	|8000           	|  0.092677       	|  0.0050022      	|
training_step_end                  	|  5.4476e-06     	|8000           	|  0.04358        	|  0.0023523      	|
on_train_end                       	|  0.025394       	|1              	|  0.025394       	|  0.0013706      	|
on_pretrain_routine_start          	|  0.022481       	|1              	|  0.022481       	|  0.0012134      	|
on_train_epoch_start               	|  0.00029306     	|63             	|  0.018463       	|  0.00099652     	|
on_train_epoch_end                 	|  0.0002874      	|63             	|  0.018106       	|  0.00097727     	|
on_validation_batch_end            	|  1.803e-05      	|1000           	|  0.01803        	|  0.00097314     	|
on_before_zero_grad                	|  1.467e-05      	|1000           	|  0.01467        	|  0.0007918      	|
on_before_optimizer_step           	|  1.1312e-05     	|1000           	|  0.011312       	|  0.00061054     	|
on_validation_batch_start          	|  9.6677e-06     	|1000           	|  0.0096677      	|  0.00052181     	|
configure_optimizers               	|  0.0086026      	|1              	|  0.0086026      	|  0.00046433     	|
validation_step_end                	|  4.6028e-06     	|1000           	|  0.0046028      	|  0.00024844     	|
on_validation_model_eval           	|  0.0044365      	|1              	|  0.0044365      	|  0.00023946     	|
on_train_start                     	|  0.00078275     	|1              	|  0.00078275     	|  4.2249e-05     	|
on_epoch_end                       	|  1.0359e-05     	|64             	|  0.00066298     	|  3.5784e-05     	|
on_epoch_start                     	|  1.0354e-05     	|64             	|  0.00066267     	|  3.5767e-05     	|
on_validation_start                	|  0.00034453     	|1              	|  0.00034453     	|  1.8596e-05     	|
on_validation_end                  	|  0.00011048     	|1              	|  0.00011048     	|  5.963e-06      	|
setup                              	|  2.2597e-05     	|2              	|  4.5194e-05     	|  2.4393e-06     	|
on_before_accelerator_backend_setup	|  1.9943e-05     	|2              	|  3.9885e-05     	|  2.1528e-06     	|
on_configure_sharded_model         	|  1.7273e-05     	|2              	|  3.4545e-05     	|  1.8646e-06     	|
teardown                           	|  1.5488e-05     	|2              	|  3.0977e-05     	|  1.672e-06      	|
on_fit_end                         	|  2.144e-05      	|1              	|  2.144e-05      	|  1.1572e-06     	|
on_validation_epoch_end            	|  1.8404e-05     	|1              	|  1.8404e-05     	|  9.9336e-07     	|
on_fit_start                       	|  1.7232e-05     	|1              	|  1.7232e-05     	|  9.301e-07      	|
prepare_data                       	|  7.5895e-06     	|2              	|  1.5179e-05     	|  8.1928e-07     	|
on_val_dataloader                  	|  6.2925e-06     	|2              	|  1.2585e-05     	|  6.7927e-07     	|
configure_sharded_model            	|  5.56e-06       	|2              	|  1.112e-05      	|  6.002e-07      	|
on_pretrain_routine_end            	|  1.0259e-05     	|1              	|  1.0259e-05     	|  5.5373e-07     	|
configure_callbacks                	|  5.0545e-06     	|2              	|  1.0109e-05     	|  5.4563e-07     	|
on_validation_epoch_start          	|  9.889e-06      	|1              	|  9.889e-06      	|  5.3376e-07     	|
on_train_dataloader                	|  4.3879e-06     	|1              	|  4.3879e-06     	|  2.3684e-07     	|
