VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1675.5         	|  100 %          	|
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run_training_epoch                 	|  72.892         	|21             	|  1530.7         	|  91.358         	|
run_training_batch                 	|  0.18757        	|8000           	|  1500.6         	|  89.558         	|
training_step_and_backward         	|  0.1772         	|8000           	|  1417.6         	|  84.604         	|
model_forward                      	|  0.093598       	|8000           	|  748.79         	|  44.689         	|
training_step                      	|  0.093467       	|8000           	|  747.74         	|  44.627         	|
backward                           	|  0.083408       	|8000           	|  667.26         	|  39.824         	|
optimizer_step_with_closure_0      	|  0.23611        	|1000           	|  236.11         	|  14.092         	|
run_validate_evaluation            	|  101.3          	|1              	|  101.3          	|  6.0456         	|
evaluation_step_and_end            	|  0.099314       	|1000           	|  99.314         	|  5.9273         	|
validation_step                    	|  0.099264       	|1000           	|  99.264         	|  5.9243         	|
get_train_batch                    	|  0.0018296      	|8021           	|  14.675         	|  0.87583        	|
fetch_next_train_batch             	|  0.0018137      	|8021           	|  14.548         	|  0.86823        	|
on_train_batch_end                 	|  0.0010757      	|8000           	|  8.6053         	|  0.51359        	|
training_batch_to_device           	|  0.00021114     	|8000           	|  1.6891         	|  0.10081        	|
get_validate_batch                 	|  0.0014502      	|1001           	|  1.4516         	|  0.086635       	|
fetch_next_validate_batch          	|  0.0014366      	|1001           	|  1.4381         	|  0.085827       	|
zero_grad                          	|  0.0013845      	|1000           	|  1.3845         	|  0.082628       	|
on_train_batch_start               	|  8.9417e-05     	|8000           	|  0.71534        	|  0.042693       	|
evaluation_batch_to_device         	|  0.00020146     	|1000           	|  0.20146        	|  0.012023       	|
on_batch_start                     	|  1.434e-05      	|8000           	|  0.11472        	|  0.0068467      	|
on_before_backward                 	|  1.3162e-05     	|8000           	|  0.1053         	|  0.0062846      	|
on_batch_end                       	|  1.2738e-05     	|8000           	|  0.1019         	|  0.0060819      	|
on_after_backward                  	|  1.1085e-05     	|8000           	|  0.088677       	|  0.0052925      	|
training_step_end                  	|  5.3026e-06     	|8000           	|  0.042421       	|  0.0025318      	|
on_train_end                       	|  0.026318       	|1              	|  0.026318       	|  0.0015707      	|
on_pretrain_routine_start          	|  0.023044       	|1              	|  0.023044       	|  0.0013753      	|
on_validation_batch_end            	|  1.8785e-05     	|1000           	|  0.018785       	|  0.0011212      	|
on_before_zero_grad                	|  1.3518e-05     	|1000           	|  0.013518       	|  0.00080677     	|
on_before_optimizer_step           	|  1.2307e-05     	|1000           	|  0.012307       	|  0.00073452     	|
on_validation_batch_start          	|  9.8405e-06     	|1000           	|  0.0098405      	|  0.00058731     	|
configure_optimizers               	|  0.0088545      	|1              	|  0.0088545      	|  0.00052846     	|
on_train_epoch_start               	|  0.0002741      	|21             	|  0.0057561      	|  0.00034354     	|
on_train_epoch_end                 	|  0.00026511     	|21             	|  0.0055673      	|  0.00033227     	|
on_validation_model_eval           	|  0.0046097      	|1              	|  0.0046097      	|  0.00027512     	|
validation_step_end                	|  4.5773e-06     	|1000           	|  0.0045773      	|  0.00027319     	|
on_train_start                     	|  0.00067193     	|1              	|  0.00067193     	|  4.0103e-05     	|
on_validation_start                	|  0.0003325      	|1              	|  0.0003325      	|  1.9844e-05     	|
on_epoch_start                     	|  1.068e-05      	|22             	|  0.00023497     	|  1.4023e-05     	|
on_epoch_end                       	|  1.0619e-05     	|22             	|  0.00023363     	|  1.3943e-05     	|
on_validation_end                  	|  0.0001167      	|1              	|  0.0001167      	|  6.9648e-06     	|
on_before_accelerator_backend_setup	|  2.0543e-05     	|2              	|  4.1087e-05     	|  2.4522e-06     	|
teardown                           	|  1.5594e-05     	|2              	|  3.1188e-05     	|  1.8614e-06     	|
on_configure_sharded_model         	|  1.4011e-05     	|2              	|  2.8022e-05     	|  1.6724e-06     	|
setup                              	|  1.309e-05      	|2              	|  2.6179e-05     	|  1.5624e-06     	|
on_fit_end                         	|  2.0999e-05     	|1              	|  2.0999e-05     	|  1.2533e-06     	|
on_validation_epoch_end            	|  1.9015e-05     	|1              	|  1.9015e-05     	|  1.1349e-06     	|
on_fit_start                       	|  1.7102e-05     	|1              	|  1.7102e-05     	|  1.0207e-06     	|
prepare_data                       	|  5.906e-06      	|2              	|  1.1812e-05     	|  7.0497e-07     	|
on_val_dataloader                  	|  5.6251e-06     	|2              	|  1.125e-05      	|  6.7144e-07     	|
configure_callbacks                	|  5.5756e-06     	|2              	|  1.1151e-05     	|  6.6553e-07     	|
configure_sharded_model            	|  5.5056e-06     	|2              	|  1.1011e-05     	|  6.5718e-07     	|
on_pretrain_routine_end            	|  1.049e-05      	|1              	|  1.049e-05      	|  6.2607e-07     	|
on_validation_epoch_start          	|  9.398e-06      	|1              	|  9.398e-06      	|  5.6089e-07     	|
on_train_dataloader                	|  3.987e-06      	|1              	|  3.987e-06      	|  2.3795e-07     	|
