VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1857.3         	|  100 %          	|
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run_training_epoch                 	|  26.587         	|63             	|  1675.0         	|  90.185         	|
run_training_batch                 	|  0.20496        	|8000           	|  1639.7         	|  88.282         	|
training_step_and_backward         	|  0.19359        	|8000           	|  1548.7         	|  83.386         	|
model_forward                      	|  0.10864        	|8000           	|  869.1          	|  46.794         	|
training_step                      	|  0.10851        	|8000           	|  868.04         	|  46.737         	|
backward                           	|  0.084773       	|8000           	|  678.18         	|  36.514         	|
optimizer_step_with_closure_0      	|  0.25286        	|1000           	|  252.86         	|  13.614         	|
run_validate_evaluation            	|  137.86         	|1              	|  137.86         	|  7.4228         	|
evaluation_step_and_end            	|  0.13589        	|1000           	|  135.89         	|  7.3166         	|
validation_step                    	|  0.13584        	|1000           	|  135.84         	|  7.314          	|
get_train_batch                    	|  0.0022981      	|8063           	|  18.529         	|  0.99765        	|
fetch_next_train_batch             	|  0.0022819      	|8063           	|  18.399         	|  0.99065        	|
on_train_batch_end                 	|  0.001085       	|8000           	|  8.6802         	|  0.46735        	|
training_batch_to_device           	|  0.00021379     	|8000           	|  1.7103         	|  0.092088       	|
get_validate_batch                 	|  0.0014386      	|1001           	|  1.4401         	|  0.077536       	|
fetch_next_validate_batch          	|  0.0014253      	|1001           	|  1.4267         	|  0.076816       	|
zero_grad                          	|  0.0013099      	|1000           	|  1.3099         	|  0.070529       	|
on_train_batch_start               	|  8.9833e-05     	|8000           	|  0.71866        	|  0.038694       	|
evaluation_batch_to_device         	|  0.00020302     	|1000           	|  0.20302        	|  0.010931       	|
on_batch_start                     	|  1.5311e-05     	|8000           	|  0.12249        	|  0.0065949      	|
on_batch_end                       	|  1.3558e-05     	|8000           	|  0.10846        	|  0.0058398      	|
on_before_backward                 	|  1.2814e-05     	|8000           	|  0.10251        	|  0.0055193      	|
on_after_backward                  	|  1.2267e-05     	|8000           	|  0.098136       	|  0.0052838      	|
training_step_end                  	|  5.8956e-06     	|8000           	|  0.047165       	|  0.0025394      	|
on_train_end                       	|  0.024614       	|1              	|  0.024614       	|  0.0013252      	|
on_pretrain_routine_start          	|  0.022547       	|1              	|  0.022547       	|  0.001214       	|
on_validation_batch_end            	|  1.9876e-05     	|1000           	|  0.019876       	|  0.0010702      	|
on_train_epoch_start               	|  0.00029478     	|63             	|  0.018571       	|  0.00099988     	|
on_train_epoch_end                 	|  0.00028188     	|63             	|  0.017759       	|  0.00095615     	|
on_before_zero_grad                	|  1.4713e-05     	|1000           	|  0.014713       	|  0.00079219     	|
on_before_optimizer_step           	|  1.1143e-05     	|1000           	|  0.011143       	|  0.00059996     	|
on_validation_batch_start          	|  9.7624e-06     	|1000           	|  0.0097624      	|  0.00052562     	|
configure_optimizers               	|  0.0084274      	|1              	|  0.0084274      	|  0.00045374     	|
validation_step_end                	|  4.7714e-06     	|1000           	|  0.0047714      	|  0.0002569      	|
on_validation_model_eval           	|  0.0044462      	|1              	|  0.0044462      	|  0.00023939     	|
on_train_start                     	|  0.00079909     	|1              	|  0.00079909     	|  4.3024e-05     	|
on_epoch_start                     	|  1.0481e-05     	|64             	|  0.00067077     	|  3.6115e-05     	|
on_epoch_end                       	|  1.0372e-05     	|64             	|  0.00066378     	|  3.5739e-05     	|
on_validation_start                	|  0.00032974     	|1              	|  0.00032974     	|  1.7754e-05     	|
on_validation_end                  	|  0.00011468     	|1              	|  0.00011468     	|  6.1748e-06     	|
setup                              	|  2.2497e-05     	|2              	|  4.4995e-05     	|  2.4226e-06     	|
on_before_accelerator_backend_setup	|  1.9527e-05     	|2              	|  3.9053e-05     	|  2.1027e-06     	|
teardown                           	|  1.5675e-05     	|2              	|  3.135e-05      	|  1.6879e-06     	|
on_configure_sharded_model         	|  1.5659e-05     	|2              	|  3.1318e-05     	|  1.6862e-06     	|
on_validation_epoch_end            	|  2.2051e-05     	|1              	|  2.2051e-05     	|  1.1873e-06     	|
on_fit_end                         	|  2.0859e-05     	|1              	|  2.0859e-05     	|  1.1231e-06     	|
on_fit_start                       	|  1.6501e-05     	|1              	|  1.6501e-05     	|  8.8844e-07     	|
on_val_dataloader                  	|  6.2619e-06     	|2              	|  1.2524e-05     	|  6.743e-07      	|
prepare_data                       	|  5.8055e-06     	|2              	|  1.1611e-05     	|  6.2516e-07     	|
configure_sharded_model            	|  5.731e-06      	|2              	|  1.1462e-05     	|  6.1713e-07     	|
configure_callbacks                	|  5.3445e-06     	|2              	|  1.0689e-05     	|  5.7551e-07     	|
on_pretrain_routine_end            	|  9.9691e-06     	|1              	|  9.9691e-06     	|  5.3675e-07     	|
on_validation_epoch_start          	|  9.8979e-06     	|1              	|  9.8979e-06     	|  5.3292e-07     	|
on_train_dataloader                	|  4.268e-06      	|1              	|  4.268e-06      	|  2.298e-07      	|
