VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  584.42         	|  100 %          	|
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run_training_epoch                 	|  8.1078         	|63             	|  510.79         	|  87.401         	|
run_training_batch                 	|  0.37362        	|1000           	|  373.62         	|  63.931         	|
optimizer_step_with_closure_0      	|  0.37107        	|1000           	|  371.07         	|  63.495         	|
training_step_and_backward         	|  0.26585        	|1000           	|  265.85         	|  45.49          	|
model_forward                      	|  0.13747        	|1000           	|  137.47         	|  23.522         	|
training_step                      	|  0.13729        	|1000           	|  137.29         	|  23.492         	|
backward                           	|  0.12688        	|1000           	|  126.88         	|  21.71          	|
get_train_batch                    	|  0.02958        	|1063           	|  31.443         	|  5.3802         	|
fetch_next_train_batch             	|  0.029556       	|1063           	|  31.418         	|  5.3759         	|
run_validate_evaluation            	|  30.986         	|1              	|  30.986         	|  5.302          	|
evaluation_step_and_end            	|  0.22152        	|125            	|  27.69          	|  4.7381         	|
validation_step                    	|  0.22141        	|125            	|  27.677         	|  4.7358         	|
on_train_batch_end                 	|  0.0017793      	|1000           	|  1.7793         	|  0.30445        	|
zero_grad                          	|  0.0014762      	|1000           	|  1.4762         	|  0.2526         	|
get_validate_batch                 	|  0.0061261      	|126            	|  0.77189        	|  0.13208        	|
fetch_next_validate_batch          	|  0.0060994      	|126            	|  0.76852        	|  0.1315         	|
training_batch_to_device           	|  0.00026672     	|1000           	|  0.26672        	|  0.045638       	|
on_train_batch_start               	|  9.6664e-05     	|1000           	|  0.096664       	|  0.01654        	|
on_train_end                       	|  0.043643       	|1              	|  0.043643       	|  0.0074677      	|
evaluation_batch_to_device         	|  0.00027231     	|125            	|  0.034039       	|  0.0058245      	|
on_train_epoch_end                 	|  0.00039753     	|63             	|  0.025044       	|  0.0042853      	|
on_train_epoch_start               	|  0.00035651     	|63             	|  0.02246        	|  0.0038432      	|
on_pretrain_routine_start          	|  0.021967       	|1              	|  0.021967       	|  0.0037588      	|
on_batch_start                     	|  2.067e-05      	|1000           	|  0.02067        	|  0.0035369      	|
on_after_backward                  	|  2.0018e-05     	|1000           	|  0.020018       	|  0.0034253      	|
on_before_zero_grad                	|  1.5582e-05     	|1000           	|  0.015582       	|  0.0026663      	|
on_batch_end                       	|  1.519e-05      	|1000           	|  0.01519        	|  0.0025992      	|
on_before_optimizer_step           	|  1.3367e-05     	|1000           	|  0.013367       	|  0.0022873      	|
on_before_backward                 	|  1.1762e-05     	|1000           	|  0.011762       	|  0.0020126      	|
configure_optimizers               	|  0.011155       	|1              	|  0.011155       	|  0.0019087      	|
training_step_end                  	|  6.7171e-06     	|1000           	|  0.0067171      	|  0.0011494      	|
on_validation_batch_end            	|  4.2826e-05     	|125            	|  0.0053532      	|  0.00091599     	|
on_validation_model_eval           	|  0.0041639      	|1              	|  0.0041639      	|  0.00071248     	|
on_validation_batch_start          	|  1.5819e-05     	|125            	|  0.0019773      	|  0.00033834     	|
on_train_start                     	|  0.0019372      	|1              	|  0.0019372      	|  0.00033148     	|
validation_step_end                	|  9.1325e-06     	|125            	|  0.0011416      	|  0.00019533     	|
on_epoch_end                       	|  1.1839e-05     	|64             	|  0.0007577      	|  0.00012965     	|
on_epoch_start                     	|  1.0716e-05     	|64             	|  0.00068584     	|  0.00011735     	|
on_validation_start                	|  0.00051514     	|1              	|  0.00051514     	|  8.8146e-05     	|
on_validation_end                  	|  0.00022701     	|1              	|  0.00022701     	|  3.8844e-05     	|
on_before_accelerator_backend_setup	|  3.4766e-05     	|2              	|  6.9533e-05     	|  1.1898e-05     	|
setup                              	|  2.5757e-05     	|2              	|  5.1513e-05     	|  8.8144e-06     	|
teardown                           	|  2.5277e-05     	|2              	|  5.0554e-05     	|  8.6503e-06     	|
on_configure_sharded_model         	|  2.3812e-05     	|2              	|  4.7624e-05     	|  8.149e-06      	|
on_fit_start                       	|  4.5635e-05     	|1              	|  4.5635e-05     	|  7.8086e-06     	|
on_fit_end                         	|  3.4453e-05     	|1              	|  3.4453e-05     	|  5.8953e-06     	|
on_validation_epoch_end            	|  3.336e-05      	|1              	|  3.336e-05      	|  5.7082e-06     	|
on_val_dataloader                  	|  1.199e-05      	|2              	|  2.398e-05      	|  4.1032e-06     	|
configure_sharded_model            	|  7.6406e-06     	|2              	|  1.5281e-05     	|  2.6148e-06     	|
prepare_data                       	|  6.9924e-06     	|2              	|  1.3985e-05     	|  2.3929e-06     	|
configure_callbacks                	|  6.6832e-06     	|2              	|  1.3366e-05     	|  2.2871e-06     	|
on_validation_epoch_start          	|  1.2536e-05     	|1              	|  1.2536e-05     	|  2.145e-06      	|
on_pretrain_routine_end            	|  1.1997e-05     	|1              	|  1.1997e-05     	|  2.0529e-06     	|
on_train_dataloader                	|  6.8676e-06     	|1              	|  6.8676e-06     	|  1.1751e-06     	|
