VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1884.7         	|  100 %          	|
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run_training_epoch                 	|  3.4047         	|500            	|  1702.4         	|  90.326         	|
run_training_batch                 	|  0.20183        	|8000           	|  1614.7         	|  85.673         	|
training_step_and_backward         	|  0.1906         	|8000           	|  1524.8         	|  80.906         	|
model_forward                      	|  0.10673        	|8000           	|  853.84         	|  45.304         	|
training_step                      	|  0.10659        	|8000           	|  852.76         	|  45.247         	|
backward                           	|  0.083683       	|8000           	|  669.46         	|  35.521         	|
optimizer_step_with_closure_0      	|  0.24904        	|1000           	|  249.04         	|  13.214         	|
run_validate_evaluation            	|  138.1          	|1              	|  138.1          	|  7.3274         	|
evaluation_step_and_end            	|  0.13606        	|1000           	|  136.06         	|  7.219          	|
validation_step                    	|  0.136          	|1000           	|  136.0          	|  7.2163         	|
get_train_batch                    	|  0.0068113      	|8500           	|  57.896         	|  3.0719         	|
fetch_next_train_batch             	|  0.0067921      	|8500           	|  57.733         	|  3.0632         	|
on_train_batch_end                 	|  0.0011111      	|8000           	|  8.8889         	|  0.47164        	|
training_batch_to_device           	|  0.00023581     	|8000           	|  1.8864         	|  0.10009        	|
get_validate_batch                 	|  0.0014976      	|1001           	|  1.4991         	|  0.079539       	|
fetch_next_validate_batch          	|  0.0014835      	|1001           	|  1.485          	|  0.078792       	|
zero_grad                          	|  0.0013716      	|1000           	|  1.3716         	|  0.072775       	|
on_train_batch_start               	|  9.2001e-05     	|8000           	|  0.73601        	|  0.039052       	|
evaluation_batch_to_device         	|  0.00021291     	|1000           	|  0.21291        	|  0.011297       	|
on_train_epoch_start               	|  0.00028825     	|500            	|  0.14412        	|  0.0076471      	|
on_batch_start                     	|  1.6738e-05     	|8000           	|  0.1339         	|  0.0071046      	|
on_train_epoch_end                 	|  0.00025712     	|500            	|  0.12856        	|  0.0068213      	|
on_before_backward                 	|  1.3546e-05     	|8000           	|  0.10837        	|  0.0057498      	|
on_batch_end                       	|  1.3049e-05     	|8000           	|  0.10439        	|  0.0055387      	|
on_after_backward                  	|  1.1674e-05     	|8000           	|  0.093391       	|  0.0049553      	|
training_step_end                  	|  6.1753e-06     	|8000           	|  0.049403       	|  0.0026213      	|
on_train_end                       	|  0.024232       	|1              	|  0.024232       	|  0.0012857      	|
on_pretrain_routine_start          	|  0.023336       	|1              	|  0.023336       	|  0.0012382      	|
on_before_zero_grad                	|  2.3194e-05     	|1000           	|  0.023194       	|  0.0012307      	|
on_validation_batch_end            	|  1.9399e-05     	|1000           	|  0.019399       	|  0.0010293      	|
on_before_optimizer_step           	|  1.3984e-05     	|1000           	|  0.013984       	|  0.00074196     	|
on_validation_batch_start          	|  1.0204e-05     	|1000           	|  0.010204       	|  0.00054144     	|
configure_optimizers               	|  0.0083065      	|1              	|  0.0083065      	|  0.00044073     	|
on_epoch_end                       	|  1.0808e-05     	|501            	|  0.0054146      	|  0.0002873      	|
on_epoch_start                     	|  1.0543e-05     	|501            	|  0.0052821      	|  0.00028026     	|
validation_step_end                	|  5.1163e-06     	|1000           	|  0.0051163      	|  0.00027147     	|
on_validation_model_eval           	|  0.0038373      	|1              	|  0.0038373      	|  0.0002036      	|
on_train_start                     	|  0.0007073      	|1              	|  0.0007073      	|  3.7529e-05     	|
on_validation_start                	|  0.00031376     	|1              	|  0.00031376     	|  1.6648e-05     	|
on_validation_end                  	|  0.0001207      	|1              	|  0.0001207      	|  6.404e-06      	|
setup                              	|  2.0829e-05     	|2              	|  4.1658e-05     	|  2.2103e-06     	|
on_before_accelerator_backend_setup	|  1.8159e-05     	|2              	|  3.6318e-05     	|  1.927e-06      	|
on_configure_sharded_model         	|  1.6761e-05     	|2              	|  3.3523e-05     	|  1.7787e-06     	|
teardown                           	|  1.5289e-05     	|2              	|  3.0578e-05     	|  1.6224e-06     	|
on_fit_end                         	|  2.4325e-05     	|1              	|  2.4325e-05     	|  1.2907e-06     	|
on_validation_epoch_end            	|  1.7513e-05     	|1              	|  1.7513e-05     	|  9.2922e-07     	|
on_fit_start                       	|  1.6711e-05     	|1              	|  1.6711e-05     	|  8.8667e-07     	|
on_val_dataloader                  	|  5.9659e-06     	|2              	|  1.1932e-05     	|  6.3309e-07     	|
configure_sharded_model            	|  5.445e-06      	|2              	|  1.089e-05      	|  5.7782e-07     	|
prepare_data                       	|  5.235e-06      	|2              	|  1.047e-05      	|  5.5553e-07     	|
configure_callbacks                	|  4.889e-06      	|2              	|  9.778e-06      	|  5.1881e-07     	|
on_pretrain_routine_end            	|  9.558e-06      	|1              	|  9.558e-06      	|  5.0714e-07     	|
on_validation_epoch_start          	|  8.987e-06      	|1              	|  8.987e-06      	|  4.7684e-07     	|
on_train_dataloader                	|  4.218e-06      	|1              	|  4.218e-06      	|  2.238e-07      	|
