VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  452.92         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  6.558          	|63             	|  413.15         	|  91.219         	|
run_training_batch                 	|  0.27433        	|1000           	|  274.33         	|  60.57          	|
optimizer_step_with_closure_0      	|  0.27093        	|1000           	|  270.93         	|  59.818         	|
training_step_and_backward         	|  0.20684        	|1000           	|  206.84         	|  45.668         	|
model_forward                      	|  0.10472        	|1000           	|  104.72         	|  23.12          	|
training_step                      	|  0.10451        	|1000           	|  104.51         	|  23.075         	|
backward                           	|  0.10058        	|1000           	|  100.58         	|  22.207         	|
get_train_batch                    	|  0.030646       	|1063           	|  32.576         	|  7.1925         	|
fetch_next_train_batch             	|  0.030622       	|1063           	|  32.551         	|  7.1868         	|
run_validate_evaluation            	|  7.8156         	|1              	|  7.8156         	|  1.7256         	|
evaluation_step_and_end            	|  0.10058        	|48             	|  4.8278         	|  1.0659         	|
validation_step                    	|  0.10048        	|48             	|  4.8228         	|  1.0648         	|
on_train_batch_end                 	|  0.0022278      	|1000           	|  2.2278         	|  0.49187        	|
zero_grad                          	|  0.0015105      	|1000           	|  1.5105         	|  0.33351        	|
get_validate_batch                 	|  0.015262       	|49             	|  0.74784        	|  0.16512        	|
fetch_next_validate_batch          	|  0.01524        	|49             	|  0.74676        	|  0.16488        	|
training_batch_to_device           	|  0.00025093     	|1000           	|  0.25093        	|  0.055402       	|
on_train_batch_start               	|  9.5856e-05     	|1000           	|  0.095856       	|  0.021164       	|
on_train_end                       	|  0.071418       	|1              	|  0.071418       	|  0.015768       	|
on_pretrain_routine_start          	|  0.028239       	|1              	|  0.028239       	|  0.0062348      	|
on_after_backward                  	|  2.6478e-05     	|1000           	|  0.026478       	|  0.005846       	|
on_train_epoch_end                 	|  0.00036487     	|63             	|  0.022987       	|  0.0050753      	|
on_train_epoch_start               	|  0.00034458     	|63             	|  0.021708       	|  0.004793       	|
on_batch_start                     	|  2.0704e-05     	|1000           	|  0.020704       	|  0.0045711      	|
on_before_zero_grad                	|  1.7951e-05     	|1000           	|  0.017951       	|  0.0039634      	|
on_batch_end                       	|  1.6097e-05     	|1000           	|  0.016097       	|  0.003554       	|
configure_optimizers               	|  0.014404       	|1              	|  0.014404       	|  0.0031801      	|
on_before_backward                 	|  1.3048e-05     	|1000           	|  0.013048       	|  0.0028809      	|
on_before_optimizer_step           	|  1.2872e-05     	|1000           	|  0.012872       	|  0.002842       	|
evaluation_batch_to_device         	|  0.00026385     	|48             	|  0.012665       	|  0.0027962      	|
training_step_end                  	|  8.0541e-06     	|1000           	|  0.0080541      	|  0.0017783      	|
on_validation_model_eval           	|  0.0049756      	|1              	|  0.0049756      	|  0.0010986      	|
on_validation_batch_end            	|  3.9113e-05     	|48             	|  0.0018774      	|  0.00041452     	|
on_train_start                     	|  0.0012345      	|1              	|  0.0012345      	|  0.00027256     	|
on_validation_batch_start          	|  1.6765e-05     	|48             	|  0.00080473     	|  0.00017767     	|
on_epoch_end                       	|  1.2176e-05     	|64             	|  0.00077924     	|  0.00017205     	|
on_epoch_start                     	|  1.1276e-05     	|64             	|  0.00072167     	|  0.00015934     	|
on_validation_start                	|  0.00064673     	|1              	|  0.00064673     	|  0.00014279     	|
validation_step_end                	|  9.4787e-06     	|48             	|  0.00045498     	|  0.00010045     	|
on_validation_end                  	|  0.00013183     	|1              	|  0.00013183     	|  2.9106e-05     	|
teardown                           	|  3.8704e-05     	|2              	|  7.7408e-05     	|  1.7091e-05     	|
on_configure_sharded_model         	|  2.9626e-05     	|2              	|  5.9253e-05     	|  1.3082e-05     	|
setup                              	|  2.6657e-05     	|2              	|  5.3314e-05     	|  1.1771e-05     	|
on_before_accelerator_backend_setup	|  2.5237e-05     	|2              	|  5.0474e-05     	|  1.1144e-05     	|
on_fit_end                         	|  4.3985e-05     	|1              	|  4.3985e-05     	|  9.7113e-06     	|
on_fit_start                       	|  4.3079e-05     	|1              	|  4.3079e-05     	|  9.5114e-06     	|
on_validation_epoch_end            	|  3.1576e-05     	|1              	|  3.1576e-05     	|  6.9715e-06     	|
on_val_dataloader                  	|  1.2942e-05     	|2              	|  2.5883e-05     	|  5.7147e-06     	|
on_pretrain_routine_end            	|  2.2432e-05     	|1              	|  2.2432e-05     	|  4.9527e-06     	|
configure_sharded_model            	|  9.2834e-06     	|2              	|  1.8567e-05     	|  4.0994e-06     	|
configure_callbacks                	|  8.4415e-06     	|2              	|  1.6883e-05     	|  3.7276e-06     	|
prepare_data                       	|  7.8678e-06     	|2              	|  1.5736e-05     	|  3.4742e-06     	|
on_validation_epoch_start          	|  1.1995e-05     	|1              	|  1.1995e-05     	|  2.6485e-06     	|
on_train_dataloader                	|  7.0054e-06     	|1              	|  7.0054e-06     	|  1.5467e-06     	|
