VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  442.03         	|  100 %          	|
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run_training_epoch                 	|  5.2187         	|63             	|  328.78         	|  74.38          	|
run_training_batch                 	|  0.30548        	|1000           	|  305.48         	|  69.108         	|
optimizer_step_with_closure_0      	|  0.30284        	|1000           	|  302.84         	|  68.511         	|
training_step_and_backward         	|  0.22853        	|1000           	|  228.53         	|  51.701         	|
model_forward                      	|  0.14115        	|1000           	|  141.15         	|  31.933         	|
training_step                      	|  0.14101        	|1000           	|  141.01         	|  31.902         	|
backward                           	|  0.086081       	|1000           	|  86.081         	|  19.474         	|
run_validate_evaluation            	|  70.402         	|1              	|  70.402         	|  15.927         	|
evaluation_step_and_end            	|  0.21971        	|313            	|  68.768         	|  15.557         	|
validation_step                    	|  0.21965        	|313            	|  68.751         	|  15.554         	|
get_train_batch                    	|  0.0074309      	|1063           	|  7.899          	|  1.787          	|
fetch_next_train_batch             	|  0.007412       	|1063           	|  7.8789         	|  1.7825         	|
zero_grad                          	|  0.0012701      	|1000           	|  1.2701         	|  0.28734        	|
on_train_batch_end                 	|  0.0011882      	|1000           	|  1.1882         	|  0.2688         	|
get_validate_batch                 	|  0.0018567      	|314            	|  0.58301        	|  0.13189        	|
fetch_next_validate_batch          	|  0.0018426      	|314            	|  0.57857        	|  0.13089        	|
training_batch_to_device           	|  0.00022582     	|1000           	|  0.22582        	|  0.051088       	|
on_train_batch_start               	|  9.2777e-05     	|1000           	|  0.092777       	|  0.020989       	|
evaluation_batch_to_device         	|  0.00022708     	|313            	|  0.071077       	|  0.01608        	|
on_train_end                       	|  0.025288       	|1              	|  0.025288       	|  0.0057208      	|
on_pretrain_routine_start          	|  0.022647       	|1              	|  0.022647       	|  0.0051236      	|
on_train_epoch_start               	|  0.00029279     	|63             	|  0.018446       	|  0.004173       	|
on_train_epoch_end                 	|  0.00027415     	|63             	|  0.017272       	|  0.0039074      	|
on_batch_start                     	|  1.6022e-05     	|1000           	|  0.016022       	|  0.0036247      	|
on_before_zero_grad                	|  1.3295e-05     	|1000           	|  0.013295       	|  0.0030078      	|
on_batch_end                       	|  1.3282e-05     	|1000           	|  0.013282       	|  0.0030047      	|
on_after_backward                  	|  1.1539e-05     	|1000           	|  0.011539       	|  0.0026105      	|
on_before_backward                 	|  1.1064e-05     	|1000           	|  0.011064       	|  0.0025031      	|
on_before_optimizer_step           	|  1.0347e-05     	|1000           	|  0.010347       	|  0.0023408      	|
configure_optimizers               	|  0.0084552      	|1              	|  0.0084552      	|  0.0019128      	|
on_validation_batch_end            	|  2.047e-05      	|313            	|  0.0064071      	|  0.0014495      	|
training_step_end                  	|  6.1331e-06     	|1000           	|  0.0061331      	|  0.0013875      	|
on_validation_model_eval           	|  0.0040544      	|1              	|  0.0040544      	|  0.00091722     	|
on_validation_batch_start          	|  1.0396e-05     	|313            	|  0.0032538      	|  0.00073611     	|
validation_step_end                	|  5.2803e-06     	|313            	|  0.0016527      	|  0.0003739      	|
on_train_start                     	|  0.00074759     	|1              	|  0.00074759     	|  0.00016913     	|
on_epoch_start                     	|  1.0284e-05     	|64             	|  0.00065816     	|  0.0001489      	|
on_epoch_end                       	|  1.0232e-05     	|64             	|  0.00065488     	|  0.00014815     	|
on_validation_start                	|  0.00031018     	|1              	|  0.00031018     	|  7.0172e-05     	|
on_validation_end                  	|  0.0001124      	|1              	|  0.0001124      	|  2.5428e-05     	|
on_before_accelerator_backend_setup	|  1.9417e-05     	|2              	|  3.8833e-05     	|  8.7852e-06     	|
on_validation_epoch_end            	|  3.6318e-05     	|1              	|  3.6318e-05     	|  8.2162e-06     	|
teardown                           	|  1.5108e-05     	|2              	|  3.0216e-05     	|  6.8358e-06     	|
setup                              	|  1.4822e-05     	|2              	|  2.9645e-05     	|  6.7066e-06     	|
on_configure_sharded_model         	|  1.4026e-05     	|2              	|  2.8052e-05     	|  6.3462e-06     	|
on_fit_end                         	|  2.2492e-05     	|1              	|  2.2492e-05     	|  5.0884e-06     	|
on_fit_start                       	|  1.63e-05       	|1              	|  1.63e-05       	|  3.6875e-06     	|
prepare_data                       	|  6.8035e-06     	|2              	|  1.3607e-05     	|  3.0783e-06     	|
on_val_dataloader                  	|  6.3015e-06     	|2              	|  1.2603e-05     	|  2.8512e-06     	|
on_pretrain_routine_end            	|  1.036e-05      	|1              	|  1.036e-05      	|  2.3438e-06     	|
configure_sharded_model            	|  5.1195e-06     	|2              	|  1.0239e-05     	|  2.3164e-06     	|
on_validation_epoch_start          	|  9.518e-06      	|1              	|  9.518e-06      	|  2.1533e-06     	|
configure_callbacks                	|  4.734e-06      	|2              	|  9.4681e-06     	|  2.142e-06      	|
on_train_dataloader                	|  4.067e-06      	|1              	|  4.067e-06      	|  9.2007e-07     	|
