VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  772.8          	|  100 %          	|
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run_training_epoch                 	|  3.5824         	|200            	|  716.48         	|  92.712         	|
run_training_batch                 	|  0.31112        	|1000           	|  311.12         	|  40.259         	|
optimizer_step_with_closure_0      	|  0.30638        	|1000           	|  306.38         	|  39.645         	|
training_step_and_backward         	|  0.23799        	|1000           	|  237.99         	|  30.795         	|
backward                           	|  0.11845        	|1000           	|  118.45         	|  15.328         	|
model_forward                      	|  0.1178         	|1000           	|  117.8          	|  15.244         	|
training_step                      	|  0.11757        	|1000           	|  117.57         	|  15.214         	|
get_train_batch                    	|  0.060001       	|1200           	|  72.001         	|  9.3168         	|
fetch_next_train_batch             	|  0.059965       	|1200           	|  71.958         	|  9.3113         	|
run_validate_evaluation            	|  16.584         	|1              	|  16.584         	|  2.146          	|
evaluation_step_and_end            	|  0.10065        	|139            	|  13.99          	|  1.8103         	|
validation_step                    	|  0.10051        	|139            	|  13.971         	|  1.8078         	|
on_train_batch_end                 	|  0.0026385      	|1000           	|  2.6385         	|  0.34142        	|
zero_grad                          	|  0.0016894      	|1000           	|  1.6894         	|  0.2186         	|
get_validate_batch                 	|  0.0056416      	|140            	|  0.78982        	|  0.1022         	|
fetch_next_validate_batch          	|  0.0056136      	|140            	|  0.7859         	|  0.10169        	|
configure_optimizers               	|  0.59592        	|1              	|  0.59592        	|  0.077111       	|
training_batch_to_device           	|  0.00045891     	|1000           	|  0.45891        	|  0.059383       	|
on_train_end                       	|  0.15303        	|1              	|  0.15303        	|  0.019802       	|
on_train_batch_start               	|  0.00010717     	|1000           	|  0.10717        	|  0.013868       	|
on_train_epoch_end                 	|  0.00036357     	|200            	|  0.072713       	|  0.009409       	|
on_train_epoch_start               	|  0.00033264     	|200            	|  0.066528       	|  0.0086087      	|
evaluation_batch_to_device         	|  0.00033446     	|139            	|  0.04649        	|  0.0060158      	|
on_batch_start                     	|  3.5348e-05     	|1000           	|  0.035348       	|  0.004574       	|
on_after_backward                  	|  3.3843e-05     	|1000           	|  0.033843       	|  0.0043792      	|
on_before_zero_grad                	|  2.2824e-05     	|1000           	|  0.022824       	|  0.0029534      	|
on_pretrain_routine_start          	|  0.022779       	|1              	|  0.022779       	|  0.0029476      	|
on_batch_end                       	|  1.6736e-05     	|1000           	|  0.016736       	|  0.0021656      	|
on_before_optimizer_step           	|  1.557e-05      	|1000           	|  0.01557        	|  0.0020148      	|
on_before_backward                 	|  1.4623e-05     	|1000           	|  0.014623       	|  0.0018921      	|
training_step_end                  	|  9.7849e-06     	|1000           	|  0.0097849      	|  0.0012662      	|
on_validation_batch_end            	|  4.8232e-05     	|139            	|  0.0067042      	|  0.00086752     	|
on_validation_model_eval           	|  0.00494        	|1              	|  0.00494        	|  0.00063923     	|
on_validation_batch_start          	|  2.0058e-05     	|139            	|  0.0027881      	|  0.00036078     	|
on_epoch_end                       	|  1.255e-05      	|201            	|  0.0025225      	|  0.00032641     	|
on_epoch_start                     	|  1.1449e-05     	|201            	|  0.0023012      	|  0.00029777     	|
validation_step_end                	|  1.0326e-05     	|139            	|  0.0014354      	|  0.00018573     	|
on_train_start                     	|  0.0010903      	|1              	|  0.0010903      	|  0.00014108     	|
on_validation_start                	|  0.00069445     	|1              	|  0.00069445     	|  8.9861e-05     	|
on_validation_end                  	|  0.00034138     	|1              	|  0.00034138     	|  4.4175e-05     	|
teardown                           	|  4.4492e-05     	|2              	|  8.8984e-05     	|  1.1514e-05     	|
on_configure_sharded_model         	|  3.2715e-05     	|2              	|  6.5431e-05     	|  8.4667e-06     	|
setup                              	|  3.2404e-05     	|2              	|  6.4807e-05     	|  8.386e-06      	|
on_before_accelerator_backend_setup	|  2.5935e-05     	|2              	|  5.1869e-05     	|  6.7118e-06     	|
on_fit_start                       	|  4.9215e-05     	|1              	|  4.9215e-05     	|  6.3684e-06     	|
on_validation_epoch_end            	|  4.6456e-05     	|1              	|  4.6456e-05     	|  6.0114e-06     	|
on_val_dataloader                  	|  1.5515e-05     	|2              	|  3.103e-05      	|  4.0152e-06     	|
on_fit_end                         	|  2.8817e-05     	|1              	|  2.8817e-05     	|  3.7289e-06     	|
configure_sharded_model            	|  1.3978e-05     	|2              	|  2.7956e-05     	|  3.6175e-06     	|
configure_callbacks                	|  8.638e-06      	|2              	|  1.7276e-05     	|  2.2355e-06     	|
prepare_data                       	|  7.6499e-06     	|2              	|  1.53e-05       	|  1.9798e-06     	|
on_pretrain_routine_end            	|  1.4348e-05     	|1              	|  1.4348e-05     	|  1.8566e-06     	|
on_validation_epoch_start          	|  1.183e-05      	|1              	|  1.183e-05      	|  1.5307e-06     	|
on_train_dataloader                	|  9.4455e-06     	|1              	|  9.4455e-06     	|  1.2222e-06     	|
