VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  448.97         	|  100 %          	|
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run_training_epoch                 	|  6.5143         	|63             	|  410.4          	|  91.409         	|
run_training_batch                 	|  0.27156        	|1000           	|  271.56         	|  60.485         	|
optimizer_step_with_closure_0      	|  0.26813        	|1000           	|  268.13         	|  59.72          	|
training_step_and_backward         	|  0.20411        	|1000           	|  204.11         	|  45.463         	|
model_forward                      	|  0.1032         	|1000           	|  103.2          	|  22.986         	|
training_step                      	|  0.10301        	|1000           	|  103.01         	|  22.943         	|
backward                           	|  0.099396       	|1000           	|  99.396         	|  22.139         	|
get_train_batch                    	|  0.030654       	|1063           	|  32.585         	|  7.2578         	|
fetch_next_train_batch             	|  0.030629       	|1063           	|  32.559         	|  7.252          	|
run_validate_evaluation            	|  7.9908         	|1              	|  7.9908         	|  1.7798         	|
evaluation_step_and_end            	|  0.10299        	|48             	|  4.9433         	|  1.101          	|
validation_step                    	|  0.10288        	|48             	|  4.938          	|  1.0999         	|
on_train_batch_end                 	|  0.0022173      	|1000           	|  2.2173         	|  0.49387        	|
zero_grad                          	|  0.001482       	|1000           	|  1.482          	|  0.33009        	|
get_validate_batch                 	|  0.013049       	|49             	|  0.63938        	|  0.14241        	|
fetch_next_validate_batch          	|  0.013025       	|49             	|  0.63821        	|  0.14215        	|
training_batch_to_device           	|  0.00024829     	|1000           	|  0.24829        	|  0.055302       	|
on_train_batch_start               	|  9.398e-05      	|1000           	|  0.09398        	|  0.020932       	|
on_train_end                       	|  0.056017       	|1              	|  0.056017       	|  0.012477       	|
on_after_backward                  	|  2.5914e-05     	|1000           	|  0.025914       	|  0.0057718      	|
on_batch_start                     	|  2.3937e-05     	|1000           	|  0.023937       	|  0.0053315      	|
on_pretrain_routine_start          	|  0.022514       	|1              	|  0.022514       	|  0.0050146      	|
on_train_epoch_end                 	|  0.00035668     	|63             	|  0.022471       	|  0.005005       	|
on_train_epoch_start               	|  0.00034135     	|63             	|  0.021505       	|  0.0047899      	|
on_before_zero_grad                	|  1.8353e-05     	|1000           	|  0.018353       	|  0.0040878      	|
on_batch_end                       	|  1.5476e-05     	|1000           	|  0.015476       	|  0.003447       	|
configure_optimizers               	|  0.015182       	|1              	|  0.015182       	|  0.0033815      	|
on_before_optimizer_step           	|  1.4282e-05     	|1000           	|  0.014282       	|  0.0031811      	|
on_before_backward                 	|  1.3194e-05     	|1000           	|  0.013194       	|  0.0029388      	|
evaluation_batch_to_device         	|  0.0002564      	|48             	|  0.012307       	|  0.0027412      	|
training_step_end                  	|  7.0218e-06     	|1000           	|  0.0070218      	|  0.001564       	|
on_validation_batch_end            	|  0.00010303     	|48             	|  0.0049456      	|  0.0011015      	|
on_validation_model_eval           	|  0.0039546      	|1              	|  0.0039546      	|  0.00088082     	|
on_train_start                     	|  0.0011186      	|1              	|  0.0011186      	|  0.00024916     	|
on_validation_batch_start          	|  1.7403e-05     	|48             	|  0.00083536     	|  0.00018606     	|
on_epoch_end                       	|  1.2931e-05     	|64             	|  0.00082756     	|  0.00018432     	|
on_epoch_start                     	|  1.1497e-05     	|64             	|  0.00073582     	|  0.00016389     	|
validation_step_end                	|  9.178e-06      	|48             	|  0.00044054     	|  9.8123e-05     	|
on_validation_start                	|  0.00039949     	|1              	|  0.00039949     	|  8.8979e-05     	|
on_validation_end                  	|  0.0001794      	|1              	|  0.0001794      	|  3.9959e-05     	|
on_configure_sharded_model         	|  2.4165e-05     	|2              	|  4.833e-05      	|  1.0765e-05     	|
setup                              	|  2.3996e-05     	|2              	|  4.7993e-05     	|  1.069e-05      	|
on_before_accelerator_backend_setup	|  2.3027e-05     	|2              	|  4.6054e-05     	|  1.0258e-05     	|
teardown                           	|  2.2417e-05     	|2              	|  4.4834e-05     	|  9.9859e-06     	|
on_fit_start                       	|  4.1341e-05     	|1              	|  4.1341e-05     	|  9.2081e-06     	|
on_fit_end                         	|  3.7344e-05     	|1              	|  3.7344e-05     	|  8.3177e-06     	|
on_validation_epoch_end            	|  3.1736e-05     	|1              	|  3.1736e-05     	|  7.0686e-06     	|
prepare_data                       	|  8.0718e-06     	|2              	|  1.6144e-05     	|  3.5957e-06     	|
on_val_dataloader                  	|  7.7346e-06     	|2              	|  1.5469e-05     	|  3.4455e-06     	|
configure_sharded_model            	|  7.4869e-06     	|2              	|  1.4974e-05     	|  3.3351e-06     	|
configure_callbacks                	|  7.4832e-06     	|2              	|  1.4966e-05     	|  3.3335e-06     	|
on_pretrain_routine_end            	|  1.3389e-05     	|1              	|  1.3389e-05     	|  2.9821e-06     	|
on_validation_epoch_start          	|  1.1394e-05     	|1              	|  1.1394e-05     	|  2.5378e-06     	|
on_train_dataloader                	|  6.9998e-06     	|1              	|  6.9998e-06     	|  1.5591e-06     	|
