VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1597.2         	|  100 %          	|
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run_training_epoch                 	|  24.074         	|63             	|  1516.6         	|  94.953         	|
run_training_batch                 	|  0.1852         	|8000           	|  1481.6         	|  92.762         	|
training_step_and_backward         	|  0.17528        	|8000           	|  1402.2         	|  87.791         	|
model_forward                      	|  0.092329       	|8000           	|  738.63         	|  46.244         	|
training_step                      	|  0.092198       	|8000           	|  737.59         	|  46.179         	|
backward                           	|  0.082767       	|8000           	|  662.14         	|  41.455         	|
optimizer_step_with_closure_0      	|  0.23175        	|1000           	|  231.75         	|  14.509         	|
run_validate_evaluation            	|  37.343         	|1              	|  37.343         	|  2.338          	|
evaluation_step_and_end            	|  0.096762       	|377            	|  36.479         	|  2.2839         	|
validation_step                    	|  0.096705       	|377            	|  36.458         	|  2.2825         	|
get_train_batch                    	|  0.0022582      	|8063           	|  18.208         	|  1.14           	|
fetch_next_train_batch             	|  0.0022415      	|8063           	|  18.073         	|  1.1315         	|
on_train_batch_end                 	|  0.001092       	|8000           	|  8.7358         	|  0.54693        	|
training_batch_to_device           	|  0.00020874     	|8000           	|  1.6699         	|  0.10455        	|
zero_grad                          	|  0.0013181      	|1000           	|  1.3181         	|  0.08252        	|
on_train_batch_start               	|  8.9715e-05     	|8000           	|  0.71772        	|  0.044935       	|
get_validate_batch                 	|  0.0016135      	|378            	|  0.6099         	|  0.038185       	|
fetch_next_validate_batch          	|  0.0015984      	|378            	|  0.60421        	|  0.037828       	|
on_batch_start                     	|  1.4348e-05     	|8000           	|  0.11478        	|  0.0071863      	|
on_batch_end                       	|  1.2836e-05     	|8000           	|  0.10269        	|  0.0064289      	|
on_before_backward                 	|  1.2438e-05     	|8000           	|  0.099502       	|  0.0062296      	|
on_after_backward                  	|  1.1403e-05     	|8000           	|  0.091227       	|  0.0057115      	|
evaluation_batch_to_device         	|  0.00020976     	|377            	|  0.07908        	|  0.004951       	|
training_step_end                  	|  5.5622e-06     	|8000           	|  0.044498       	|  0.0027859      	|
on_train_end                       	|  0.024938       	|1              	|  0.024938       	|  0.0015613      	|
on_pretrain_routine_start          	|  0.022649       	|1              	|  0.022649       	|  0.001418       	|
on_train_epoch_start               	|  0.0003007      	|63             	|  0.018944       	|  0.0011861      	|
on_train_epoch_end                 	|  0.00029527     	|63             	|  0.018602       	|  0.0011646      	|
on_before_zero_grad                	|  1.3869e-05     	|1000           	|  0.013869       	|  0.00086833     	|
on_before_optimizer_step           	|  1.126e-05      	|1000           	|  0.01126        	|  0.00070497     	|
on_validation_batch_end            	|  2.2691e-05     	|377            	|  0.0085545      	|  0.00053558     	|
configure_optimizers               	|  0.0081189      	|1              	|  0.0081189      	|  0.00050831     	|
on_validation_model_eval           	|  0.0041879      	|1              	|  0.0041879      	|  0.0002622      	|
on_validation_batch_start          	|  1.0514e-05     	|377            	|  0.0039639      	|  0.00024817     	|
validation_step_end                	|  5.4719e-06     	|377            	|  0.0020629      	|  0.00012915     	|
on_train_start                     	|  0.00073636     	|1              	|  0.00073636     	|  4.6102e-05     	|
on_epoch_end                       	|  1.0367e-05     	|64             	|  0.0006635      	|  4.1541e-05     	|
on_epoch_start                     	|  1.0255e-05     	|64             	|  0.00065629     	|  4.1089e-05     	|
on_validation_start                	|  0.00031124     	|1              	|  0.00031124     	|  1.9486e-05     	|
on_validation_end                  	|  0.00010627     	|1              	|  0.00010627     	|  6.6533e-06     	|
on_before_accelerator_backend_setup	|  1.8279e-05     	|2              	|  3.6558e-05     	|  2.2888e-06     	|
teardown                           	|  1.578e-05      	|2              	|  3.156e-05      	|  1.9759e-06     	|
setup                              	|  1.3456e-05     	|2              	|  2.6911e-05     	|  1.6848e-06     	|
on_configure_sharded_model         	|  1.3395e-05     	|2              	|  2.6789e-05     	|  1.6772e-06     	|
on_fit_end                         	|  2.113e-05      	|1              	|  2.113e-05      	|  1.3229e-06     	|
on_validation_epoch_end            	|  1.8034e-05     	|1              	|  1.8034e-05     	|  1.1291e-06     	|
on_fit_start                       	|  1.6641e-05     	|1              	|  1.6641e-05     	|  1.0418e-06     	|
on_val_dataloader                  	|  5.5655e-06     	|2              	|  1.1131e-05     	|  6.9688e-07     	|
prepare_data                       	|  5.4701e-06     	|2              	|  1.094e-05      	|  6.8495e-07     	|
configure_callbacks                	|  5.2045e-06     	|2              	|  1.0409e-05     	|  6.5168e-07     	|
configure_sharded_model            	|  5.1e-06        	|2              	|  1.02e-05       	|  6.3861e-07     	|
on_pretrain_routine_end            	|  1.0099e-05     	|1              	|  1.0099e-05     	|  6.3228e-07     	|
on_validation_epoch_start          	|  9.4071e-06     	|1              	|  9.4071e-06     	|  5.8896e-07     	|
on_train_dataloader                	|  4.207e-06      	|1              	|  4.207e-06      	|  2.6339e-07     	|
