VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  388.45         	|  100 %          	|
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run_training_epoch                 	|  13.524         	|25             	|  338.11         	|  87.04          	|
run_training_batch                 	|  0.28562        	|1000           	|  285.62         	|  73.527         	|
optimizer_step_with_closure_0      	|  0.28233        	|1000           	|  282.33         	|  72.681         	|
training_step_and_backward         	|  0.21758        	|1000           	|  217.58         	|  56.012         	|
model_forward                      	|  0.10816        	|1000           	|  108.16         	|  27.843         	|
training_step                      	|  0.10796        	|1000           	|  107.96         	|  27.792         	|
backward                           	|  0.10788        	|1000           	|  107.88         	|  27.772         	|
run_validate_evaluation            	|  16.432         	|1              	|  16.432         	|  4.23           	|
evaluation_step_and_end            	|  0.10188        	|139            	|  14.161         	|  3.6455         	|
validation_step                    	|  0.10177        	|139            	|  14.146         	|  3.6416         	|
get_train_batch                    	|  0.010391       	|1025           	|  10.65          	|  2.7417         	|
fetch_next_train_batch             	|  0.010364       	|1025           	|  10.623         	|  2.7347         	|
on_train_batch_end                 	|  0.0024894      	|1000           	|  2.4894         	|  0.64085        	|
zero_grad                          	|  0.0015024      	|1000           	|  1.5024         	|  0.38677        	|
get_validate_batch                 	|  0.0045951      	|140            	|  0.64332        	|  0.16561        	|
fetch_next_validate_batch          	|  0.0045704      	|140            	|  0.63985        	|  0.16472        	|
training_batch_to_device           	|  0.00029247     	|1000           	|  0.29247        	|  0.075291       	|
on_train_batch_start               	|  9.5837e-05     	|1000           	|  0.095837       	|  0.024672       	|
on_train_end                       	|  0.044559       	|1              	|  0.044559       	|  0.011471       	|
evaluation_batch_to_device         	|  0.00026557     	|139            	|  0.036915       	|  0.009503       	|
on_pretrain_routine_start          	|  0.028506       	|1              	|  0.028506       	|  0.0073383      	|
on_after_backward                  	|  2.6176e-05     	|1000           	|  0.026176       	|  0.0067384      	|
on_batch_start                     	|  2.1709e-05     	|1000           	|  0.021709       	|  0.0055886      	|
on_before_zero_grad                	|  1.6681e-05     	|1000           	|  0.016681       	|  0.0042942      	|
on_batch_end                       	|  1.5628e-05     	|1000           	|  0.015628       	|  0.0040231      	|
on_before_optimizer_step           	|  1.3267e-05     	|1000           	|  0.013267       	|  0.0034152      	|
on_before_backward                 	|  1.2779e-05     	|1000           	|  0.012779       	|  0.0032897      	|
on_train_epoch_end                 	|  0.0005086      	|25             	|  0.012715       	|  0.0032733      	|
on_train_epoch_start               	|  0.00048812     	|25             	|  0.012203       	|  0.0031414      	|
configure_optimizers               	|  0.010501       	|1              	|  0.010501       	|  0.0027033      	|
training_step_end                  	|  7.1942e-06     	|1000           	|  0.0071942      	|  0.001852       	|
on_validation_batch_end            	|  3.9409e-05     	|139            	|  0.0054778      	|  0.0014102      	|
on_validation_model_eval           	|  0.0047349      	|1              	|  0.0047349      	|  0.0012189      	|
on_validation_batch_start          	|  1.6992e-05     	|139            	|  0.0023618      	|  0.00060801     	|
validation_step_end                	|  8.7897e-06     	|139            	|  0.0012218      	|  0.00031452     	|
on_train_start                     	|  0.0010853      	|1              	|  0.0010853      	|  0.00027939     	|
on_validation_start                	|  0.00066882     	|1              	|  0.00066882     	|  0.00017218     	|
on_epoch_end                       	|  1.2431e-05     	|26             	|  0.00032322     	|  8.3206e-05     	|
on_epoch_start                     	|  1.199e-05      	|26             	|  0.00031173     	|  8.0249e-05     	|
on_validation_end                  	|  0.00020099     	|1              	|  0.00020099     	|  5.1742e-05     	|
teardown                           	|  2.8923e-05     	|2              	|  5.7846e-05     	|  1.4891e-05     	|
on_before_accelerator_backend_setup	|  2.8094e-05     	|2              	|  5.6189e-05     	|  1.4465e-05     	|
on_fit_end                         	|  5.1932e-05     	|1              	|  5.1932e-05     	|  1.3369e-05     	|
setup                              	|  2.46e-05       	|2              	|  4.92e-05       	|  1.2666e-05     	|
on_configure_sharded_model         	|  2.4439e-05     	|2              	|  4.8878e-05     	|  1.2583e-05     	|
on_fit_start                       	|  4.5303e-05     	|1              	|  4.5303e-05     	|  1.1662e-05     	|
on_validation_epoch_end            	|  3.5485e-05     	|1              	|  3.5485e-05     	|  9.135e-06      	|
on_val_dataloader                  	|  1.405e-05      	|2              	|  2.81e-05       	|  7.2338e-06     	|
prepare_data                       	|  9.2238e-06     	|2              	|  1.8448e-05     	|  4.749e-06      	|
configure_sharded_model            	|  8.7144e-06     	|2              	|  1.7429e-05     	|  4.4867e-06     	|
configure_callbacks                	|  8.2469e-06     	|2              	|  1.6494e-05     	|  4.246e-06      	|
on_train_dataloader                	|  1.6179e-05     	|1              	|  1.6179e-05     	|  4.165e-06      	|
on_pretrain_routine_end            	|  1.397e-05      	|1              	|  1.397e-05      	|  3.5963e-06     	|
on_validation_epoch_start          	|  1.2523e-05     	|1              	|  1.2523e-05     	|  3.2237e-06     	|
