VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1907.1         	|  100 %          	|
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run_training_epoch                 	|  3.4507         	|500            	|  1725.4         	|  90.471         	|
run_training_batch                 	|  0.20471        	|8000           	|  1637.7         	|  85.873         	|
training_step_and_backward         	|  0.19308        	|8000           	|  1544.6         	|  80.993         	|
model_forward                      	|  0.10912        	|8000           	|  872.97         	|  45.775         	|
training_step                      	|  0.10898        	|8000           	|  871.88         	|  45.717         	|
backward                           	|  0.083763       	|8000           	|  670.11         	|  35.138         	|
optimizer_step_with_closure_0      	|  0.25154        	|1000           	|  251.54         	|  13.19          	|
run_validate_evaluation            	|  137.77         	|1              	|  137.77         	|  7.2239         	|
evaluation_step_and_end            	|  0.13573        	|1000           	|  135.73         	|  7.1172         	|
validation_step                    	|  0.13568        	|1000           	|  135.68         	|  7.1145         	|
get_train_batch                    	|  0.006802       	|8500           	|  57.817         	|  3.0317         	|
fetch_next_train_batch             	|  0.0067826      	|8500           	|  57.652         	|  3.023          	|
on_train_batch_end                 	|  0.0011024      	|8000           	|  8.8195         	|  0.46246        	|
training_batch_to_device           	|  0.00023319     	|8000           	|  1.8655         	|  0.097818       	|
get_validate_batch                 	|  0.0014848      	|1001           	|  1.4863         	|  0.077933       	|
fetch_next_validate_batch          	|  0.0014705      	|1001           	|  1.472          	|  0.077183       	|
zero_grad                          	|  0.001392       	|1000           	|  1.392          	|  0.072993       	|
on_train_batch_start               	|  9.2465e-05     	|8000           	|  0.73972        	|  0.038788       	|
evaluation_batch_to_device         	|  0.00021182     	|1000           	|  0.21182        	|  0.011107       	|
on_train_epoch_start               	|  0.00028379     	|500            	|  0.14189        	|  0.0074403      	|
on_batch_start                     	|  1.7095e-05     	|8000           	|  0.13676        	|  0.0071709      	|
on_train_epoch_end                 	|  0.00025621     	|500            	|  0.12811        	|  0.0067174      	|
on_batch_end                       	|  1.3597e-05     	|8000           	|  0.10878        	|  0.0057038      	|
on_before_backward                 	|  1.3007e-05     	|8000           	|  0.10406        	|  0.0054564      	|
on_after_backward                  	|  1.1541e-05     	|8000           	|  0.092325       	|  0.0048411      	|
training_step_end                  	|  6.1016e-06     	|8000           	|  0.048813       	|  0.0025595      	|
on_train_end                       	|  0.024335       	|1              	|  0.024335       	|  0.001276       	|
on_pretrain_routine_start          	|  0.023159       	|1              	|  0.023159       	|  0.0012144      	|
on_before_zero_grad                	|  2.0882e-05     	|1000           	|  0.020882       	|  0.001095       	|
on_validation_batch_end            	|  1.9952e-05     	|1000           	|  0.019952       	|  0.0010462      	|
on_before_optimizer_step           	|  1.631e-05      	|1000           	|  0.01631        	|  0.00085524     	|
on_validation_batch_start          	|  1.0175e-05     	|1000           	|  0.010175       	|  0.00053351     	|
configure_optimizers               	|  0.0082268      	|1              	|  0.0082268      	|  0.00043138     	|
on_epoch_start                     	|  1.1023e-05     	|501            	|  0.0055226      	|  0.00028958     	|
on_epoch_end                       	|  1.0214e-05     	|501            	|  0.0051175      	|  0.00026834     	|
validation_step_end                	|  4.7078e-06     	|1000           	|  0.0047078      	|  0.00024686     	|
on_validation_model_eval           	|  0.0044646      	|1              	|  0.0044646      	|  0.00023411     	|
on_train_start                     	|  0.00072745     	|1              	|  0.00072745     	|  3.8144e-05     	|
on_validation_start                	|  0.000322       	|1              	|  0.000322       	|  1.6884e-05     	|
on_validation_end                  	|  0.00011541     	|1              	|  0.00011541     	|  6.0514e-06     	|
setup                              	|  2.2527e-05     	|2              	|  4.5055e-05     	|  2.3625e-06     	|
on_before_accelerator_backend_setup	|  1.8911e-05     	|2              	|  3.7821e-05     	|  1.9832e-06     	|
on_configure_sharded_model         	|  1.7393e-05     	|2              	|  3.4785e-05     	|  1.824e-06      	|
teardown                           	|  1.599e-05      	|2              	|  3.1979e-05     	|  1.6768e-06     	|
on_fit_end                         	|  2.2211e-05     	|1              	|  2.2211e-05     	|  1.1646e-06     	|
on_validation_epoch_end            	|  1.7533e-05     	|1              	|  1.7533e-05     	|  9.1935e-07     	|
on_fit_start                       	|  1.624e-05      	|1              	|  1.624e-05      	|  8.5156e-07     	|
prepare_data                       	|  6.242e-06      	|2              	|  1.2484e-05     	|  6.5461e-07     	|
on_val_dataloader                  	|  5.936e-06      	|2              	|  1.1872e-05     	|  6.2252e-07     	|
configure_sharded_model            	|  5.6705e-06     	|2              	|  1.1341e-05     	|  5.9467e-07     	|
configure_callbacks                	|  5.4505e-06     	|2              	|  1.0901e-05     	|  5.716e-07      	|
on_validation_epoch_start          	|  9.928e-06      	|1              	|  9.928e-06      	|  5.2058e-07     	|
on_pretrain_routine_end            	|  9.4681e-06     	|1              	|  9.4681e-06     	|  4.9646e-07     	|
on_train_dataloader                	|  4.038e-06      	|1              	|  4.038e-06      	|  2.1173e-07     	|
