VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  423.84         	|  100 %          	|
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run_training_epoch                 	|  17.402         	|21             	|  365.44         	|  86.221         	|
run_training_batch                 	|  0.31668        	|1000           	|  316.68         	|  74.718         	|
optimizer_step_with_closure_0      	|  0.3126         	|1000           	|  312.6          	|  73.756         	|
training_step_and_backward         	|  0.23922        	|1000           	|  239.22         	|  56.442         	|
backward                           	|  0.12026        	|1000           	|  120.26         	|  28.374         	|
model_forward                      	|  0.11711        	|1000           	|  117.11         	|  27.631         	|
training_step                      	|  0.11688        	|1000           	|  116.88         	|  27.578         	|
run_validate_evaluation            	|  17.473         	|1              	|  17.473         	|  4.1225         	|
evaluation_step_and_end            	|  0.11293        	|125            	|  14.116         	|  3.3305         	|
validation_step                    	|  0.11278        	|125            	|  14.097         	|  3.3262         	|
get_train_batch                    	|  0.0099948      	|1021           	|  10.205         	|  2.4077         	|
fetch_next_train_batch             	|  0.0099677      	|1021           	|  10.177         	|  2.4012         	|
on_train_batch_end                 	|  0.0026426      	|1000           	|  2.6426         	|  0.6235         	|
zero_grad                          	|  0.0018129      	|1000           	|  1.8129         	|  0.42774        	|
get_validate_batch                 	|  0.0073419      	|126            	|  0.92508        	|  0.21826        	|
fetch_next_validate_batch          	|  0.0073132      	|126            	|  0.92146        	|  0.21741        	|
training_batch_to_device           	|  0.00031059     	|1000           	|  0.31059        	|  0.07328        	|
on_train_batch_start               	|  0.00011486     	|1000           	|  0.11486        	|  0.0271         	|
on_train_end                       	|  0.085304       	|1              	|  0.085304       	|  0.020127       	|
evaluation_batch_to_device         	|  0.00035553     	|125            	|  0.044441       	|  0.010486       	|
on_after_backward                  	|  3.2024e-05     	|1000           	|  0.032024       	|  0.0075557      	|
on_batch_start                     	|  2.2905e-05     	|1000           	|  0.022905       	|  0.0054043      	|
on_pretrain_routine_start          	|  0.02227        	|1              	|  0.02227        	|  0.0052543      	|
on_before_zero_grad                	|  2.1589e-05     	|1000           	|  0.021589       	|  0.0050936      	|
on_batch_end                       	|  2.0144e-05     	|1000           	|  0.020144       	|  0.0047529      	|
on_before_optimizer_step           	|  1.7168e-05     	|1000           	|  0.017168       	|  0.0040507      	|
on_before_backward                 	|  1.5757e-05     	|1000           	|  0.015757       	|  0.0037176      	|
on_train_epoch_end                 	|  0.00069053     	|21             	|  0.014501       	|  0.0034214      	|
configure_optimizers               	|  0.013785       	|1              	|  0.013785       	|  0.0032525      	|
on_train_epoch_start               	|  0.00046757     	|21             	|  0.009819       	|  0.0023167      	|
training_step_end                  	|  8.2629e-06     	|1000           	|  0.0082629      	|  0.0019495      	|
on_validation_batch_end            	|  5.2046e-05     	|125            	|  0.0065058      	|  0.001535       	|
on_validation_model_eval           	|  0.0049237      	|1              	|  0.0049237      	|  0.0011617      	|
on_validation_batch_start          	|  1.9979e-05     	|125            	|  0.0024974      	|  0.00058923     	|
validation_step_end                	|  1.2791e-05     	|125            	|  0.0015989      	|  0.00037724     	|
on_train_start                     	|  0.00081269     	|1              	|  0.00081269     	|  0.00019175     	|
on_validation_start                	|  0.00075765     	|1              	|  0.00075765     	|  0.00017876     	|
on_epoch_end                       	|  1.6401e-05     	|22             	|  0.00036082     	|  8.5132e-05     	|
on_epoch_start                     	|  1.4611e-05     	|22             	|  0.00032145     	|  7.5843e-05     	|
on_validation_end                  	|  0.00021922     	|1              	|  0.00021922     	|  5.1722e-05     	|
on_configure_sharded_model         	|  3.1412e-05     	|2              	|  6.2823e-05     	|  1.4823e-05     	|
setup                              	|  3.0757e-05     	|2              	|  6.1514e-05     	|  1.4514e-05     	|
on_before_accelerator_backend_setup	|  2.7967e-05     	|2              	|  5.5933e-05     	|  1.3197e-05     	|
teardown                           	|  2.615e-05      	|2              	|  5.2299e-05     	|  1.234e-05      	|
on_validation_epoch_end            	|  4.6423e-05     	|1              	|  4.6423e-05     	|  1.0953e-05     	|
configure_sharded_model            	|  2.0227e-05     	|2              	|  4.0455e-05     	|  9.5449e-06     	|
on_fit_end                         	|  3.0249e-05     	|1              	|  3.0249e-05     	|  7.1371e-06     	|
on_val_dataloader                  	|  1.3189e-05     	|2              	|  2.6379e-05     	|  6.2238e-06     	|
on_fit_start                       	|  2.1219e-05     	|1              	|  2.1219e-05     	|  5.0065e-06     	|
on_validation_epoch_start          	|  1.8189e-05     	|1              	|  1.8189e-05     	|  4.2915e-06     	|
configure_callbacks                	|  8.0736e-06     	|2              	|  1.6147e-05     	|  3.8098e-06     	|
prepare_data                       	|  7.5735e-06     	|2              	|  1.5147e-05     	|  3.5738e-06     	|
on_pretrain_routine_end            	|  1.1591e-05     	|1              	|  1.1591e-05     	|  2.7348e-06     	|
on_train_dataloader                	|  6.5062e-06     	|1              	|  6.5062e-06     	|  1.5351e-06     	|
