VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  395.92         	|  100 %          	|
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run_training_epoch                 	|  13.61          	|25             	|  340.26         	|  85.94          	|
run_training_batch                 	|  0.28351        	|1000           	|  283.51         	|  71.608         	|
optimizer_step_with_closure_0      	|  0.28038        	|1000           	|  280.38         	|  70.818         	|
training_step_and_backward         	|  0.21557        	|1000           	|  215.57         	|  54.448         	|
backward                           	|  0.1079         	|1000           	|  107.9          	|  27.252         	|
model_forward                      	|  0.10614        	|1000           	|  106.14         	|  26.807         	|
training_step                      	|  0.10594        	|1000           	|  105.94         	|  26.759         	|
run_validate_evaluation            	|  17.238         	|1              	|  17.238         	|  4.3538         	|
evaluation_step_and_end            	|  0.10009        	|139            	|  13.913         	|  3.514          	|
validation_step                    	|  0.099991       	|139            	|  13.899         	|  3.5105         	|
get_train_batch                    	|  0.010992       	|1025           	|  11.267         	|  2.8456         	|
fetch_next_train_batch             	|  0.010968       	|1025           	|  11.242         	|  2.8394         	|
on_train_batch_end                 	|  0.0022322      	|1000           	|  2.2322         	|  0.56381        	|
zero_grad                          	|  0.0015049      	|1000           	|  1.5049         	|  0.38011        	|
get_validate_batch                 	|  0.0056198      	|140            	|  0.78678        	|  0.19872        	|
fetch_next_validate_batch          	|  0.0055969      	|140            	|  0.78356        	|  0.19791        	|
training_batch_to_device           	|  0.00026763     	|1000           	|  0.26763        	|  0.067596       	|
on_train_batch_start               	|  9.597e-05      	|1000           	|  0.09597        	|  0.02424        	|
on_train_end                       	|  0.043362       	|1              	|  0.043362       	|  0.010952       	|
evaluation_batch_to_device         	|  0.00026418     	|139            	|  0.036721       	|  0.0092747      	|
on_pretrain_routine_start          	|  0.025802       	|1              	|  0.025802       	|  0.006517       	|
on_after_backward                  	|  2.5026e-05     	|1000           	|  0.025026       	|  0.006321       	|
on_batch_start                     	|  2.1745e-05     	|1000           	|  0.021745       	|  0.0054921      	|
on_before_zero_grad                	|  1.7079e-05     	|1000           	|  0.017079       	|  0.0043136      	|
on_batch_end                       	|  1.6231e-05     	|1000           	|  0.016231       	|  0.0040995      	|
on_before_optimizer_step           	|  1.3237e-05     	|1000           	|  0.013237       	|  0.0033434      	|
on_before_backward                 	|  1.3116e-05     	|1000           	|  0.013116       	|  0.0033128      	|
on_train_epoch_end                 	|  0.00048346     	|25             	|  0.012086       	|  0.0030527      	|
configure_optimizers               	|  0.011157       	|1              	|  0.011157       	|  0.0028181      	|
on_train_epoch_start               	|  0.00041797     	|25             	|  0.010449       	|  0.0026392      	|
training_step_end                  	|  7.4775e-06     	|1000           	|  0.0074775      	|  0.0018886      	|
on_validation_batch_end            	|  3.7026e-05     	|139            	|  0.0051466      	|  0.0012999      	|
on_validation_model_eval           	|  0.0039954      	|1              	|  0.0039954      	|  0.0010091      	|
on_validation_batch_start          	|  1.5588e-05     	|139            	|  0.0021668      	|  0.00054727     	|
validation_step_end                	|  8.4057e-06     	|139            	|  0.0011684      	|  0.0002951      	|
on_train_start                     	|  0.00097848     	|1              	|  0.00097848     	|  0.00024714     	|
on_validation_start                	|  0.0004146      	|1              	|  0.0004146      	|  0.00010472     	|
on_epoch_end                       	|  1.2634e-05     	|26             	|  0.00032847     	|  8.2964e-05     	|
on_epoch_start                     	|  1.2092e-05     	|26             	|  0.0003144      	|  7.9408e-05     	|
on_validation_end                  	|  0.00018243     	|1              	|  0.00018243     	|  4.6077e-05     	|
on_before_accelerator_backend_setup	|  3.3975e-05     	|2              	|  6.7949e-05     	|  1.7162e-05     	|
teardown                           	|  3.2463e-05     	|2              	|  6.4926e-05     	|  1.6399e-05     	|
setup                              	|  2.4531e-05     	|2              	|  4.9062e-05     	|  1.2392e-05     	|
on_configure_sharded_model         	|  2.2982e-05     	|2              	|  4.5964e-05     	|  1.1609e-05     	|
on_fit_start                       	|  4.4057e-05     	|1              	|  4.4057e-05     	|  1.1128e-05     	|
on_validation_epoch_end            	|  4.0984e-05     	|1              	|  4.0984e-05     	|  1.0351e-05     	|
on_fit_end                         	|  3.4375e-05     	|1              	|  3.4375e-05     	|  8.6823e-06     	|
configure_sharded_model            	|  1.003e-05      	|2              	|  2.0061e-05     	|  5.0668e-06     	|
on_val_dataloader                  	|  9.7426e-06     	|2              	|  1.9485e-05     	|  4.9215e-06     	|
prepare_data                       	|  8.9714e-06     	|2              	|  1.7943e-05     	|  4.5319e-06     	|
on_pretrain_routine_end            	|  1.4758e-05     	|1              	|  1.4758e-05     	|  3.7274e-06     	|
configure_callbacks                	|  6.8378e-06     	|2              	|  1.3676e-05     	|  3.4541e-06     	|
on_validation_epoch_start          	|  9.6653e-06     	|1              	|  9.6653e-06     	|  2.4412e-06     	|
on_train_dataloader                	|  7.4897e-06     	|1              	|  7.4897e-06     	|  1.8917e-06     	|
