VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  382.1          	|  100 %          	|
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run_training_epoch                 	|  13.286         	|25             	|  332.16         	|  86.929         	|
run_training_batch                 	|  0.27902        	|1000           	|  279.02         	|  73.021         	|
optimizer_step_with_closure_0      	|  0.27577        	|1000           	|  275.77         	|  72.171         	|
training_step_and_backward         	|  0.21346        	|1000           	|  213.46         	|  55.865         	|
backward                           	|  0.10703        	|1000           	|  107.03         	|  28.01          	|
model_forward                      	|  0.10497        	|1000           	|  104.97         	|  27.471         	|
training_step                      	|  0.10477        	|1000           	|  104.77         	|  27.42          	|
run_validate_evaluation            	|  16.442         	|1              	|  16.442         	|  4.303          	|
evaluation_step_and_end            	|  0.10098        	|139            	|  14.036         	|  3.6734         	|
validation_step                    	|  0.10086        	|139            	|  14.02          	|  3.6692         	|
get_train_batch                    	|  0.0099173      	|1025           	|  10.165         	|  2.6603         	|
fetch_next_train_batch             	|  0.0098916      	|1025           	|  10.139         	|  2.6535         	|
on_train_batch_end                 	|  0.0024147      	|1000           	|  2.4147         	|  0.63196        	|
zero_grad                          	|  0.0014357      	|1000           	|  1.4357         	|  0.37575        	|
get_validate_batch                 	|  0.0044639      	|140            	|  0.62495        	|  0.16356        	|
fetch_next_validate_batch          	|  0.0044389      	|140            	|  0.62145        	|  0.16264        	|
training_batch_to_device           	|  0.00027871     	|1000           	|  0.27871        	|  0.072941       	|
on_train_batch_start               	|  9.4977e-05     	|1000           	|  0.094977       	|  0.024856       	|
on_train_end                       	|  0.041881       	|1              	|  0.041881       	|  0.010961       	|
evaluation_batch_to_device         	|  0.00026835     	|139            	|  0.0373         	|  0.0097619      	|
on_after_backward                  	|  2.6499e-05     	|1000           	|  0.026499       	|  0.0069349      	|
on_pretrain_routine_start          	|  0.02348        	|1              	|  0.02348        	|  0.0061449      	|
on_batch_start                     	|  2.3062e-05     	|1000           	|  0.023062       	|  0.0060355      	|
on_batch_end                       	|  1.7386e-05     	|1000           	|  0.017386       	|  0.00455        	|
on_before_zero_grad                	|  1.7172e-05     	|1000           	|  0.017172       	|  0.004494       	|
on_before_backward                 	|  1.3816e-05     	|1000           	|  0.013816       	|  0.0036159      	|
on_before_optimizer_step           	|  1.3132e-05     	|1000           	|  0.013132       	|  0.0034368      	|
on_train_epoch_end                 	|  0.00047513     	|25             	|  0.011878       	|  0.0031087      	|
on_train_epoch_start               	|  0.00042313     	|25             	|  0.010578       	|  0.0027684      	|
configure_optimizers               	|  0.010158       	|1              	|  0.010158       	|  0.0026585      	|
training_step_end                  	|  6.8655e-06     	|1000           	|  0.0068655      	|  0.0017968      	|
on_validation_batch_end            	|  3.9397e-05     	|139            	|  0.0054761      	|  0.0014332      	|
on_validation_model_eval           	|  0.0042095      	|1              	|  0.0042095      	|  0.0011017      	|
on_validation_batch_start          	|  1.7591e-05     	|139            	|  0.0024451      	|  0.0006399      	|
validation_step_end                	|  9.3044e-06     	|139            	|  0.0012933      	|  0.00033847     	|
on_train_start                     	|  0.0011397      	|1              	|  0.0011397      	|  0.00029828     	|
on_validation_start                	|  0.00061673     	|1              	|  0.00061673     	|  0.0001614      	|
on_epoch_end                       	|  1.1941e-05     	|26             	|  0.00031046     	|  8.1251e-05     	|
on_epoch_start                     	|  1.1649e-05     	|26             	|  0.00030288     	|  7.9266e-05     	|
on_validation_end                  	|  0.0001655      	|1              	|  0.0001655      	|  4.3312e-05     	|
teardown                           	|  3.3832e-05     	|2              	|  6.7664e-05     	|  1.7708e-05     	|
on_configure_sharded_model         	|  3.0288e-05     	|2              	|  6.0575e-05     	|  1.5853e-05     	|
setup                              	|  2.8024e-05     	|2              	|  5.6049e-05     	|  1.4669e-05     	|
on_before_accelerator_backend_setup	|  2.385e-05      	|2              	|  4.77e-05       	|  1.2484e-05     	|
on_validation_epoch_end            	|  3.846e-05      	|1              	|  3.846e-05      	|  1.0065e-05     	|
on_fit_start                       	|  3.794e-05      	|1              	|  3.794e-05      	|  9.9293e-06     	|
on_val_dataloader                  	|  1.5767e-05     	|2              	|  3.1535e-05     	|  8.2529e-06     	|
on_fit_end                         	|  3.1529e-05     	|1              	|  3.1529e-05     	|  8.2515e-06     	|
configure_sharded_model            	|  1.0102e-05     	|2              	|  2.0204e-05     	|  5.2876e-06     	|
prepare_data                       	|  8.4778e-06     	|2              	|  1.6956e-05     	|  4.4375e-06     	|
on_pretrain_routine_end            	|  1.69e-05       	|1              	|  1.69e-05       	|  4.4228e-06     	|
configure_callbacks                	|  7.35e-06       	|2              	|  1.47e-05       	|  3.8471e-06     	|
on_validation_epoch_start          	|  1.1822e-05     	|1              	|  1.1822e-05     	|  3.094e-06      	|
on_train_dataloader                	|  6.8564e-06     	|1              	|  6.8564e-06     	|  1.7944e-06     	|
