VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  450.69         	|  100 %          	|
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run_training_epoch                 	|  5.3559         	|63             	|  337.42         	|  74.867         	|
run_training_batch                 	|  0.31424        	|1000           	|  314.24         	|  69.724         	|
optimizer_step_with_closure_0      	|  0.3116         	|1000           	|  311.6          	|  69.138         	|
training_step_and_backward         	|  0.23485        	|1000           	|  234.85         	|  52.109         	|
model_forward                      	|  0.14581        	|1000           	|  145.81         	|  32.353         	|
training_step                      	|  0.14568        	|1000           	|  145.68         	|  32.323         	|
backward                           	|  0.08774        	|1000           	|  87.74          	|  19.468         	|
run_validate_evaluation            	|  70.302         	|1              	|  70.302         	|  15.599         	|
evaluation_step_and_end            	|  0.21947        	|313            	|  68.693         	|  15.242         	|
validation_step                    	|  0.21941        	|313            	|  68.676         	|  15.238         	|
get_train_batch                    	|  0.0073562      	|1063           	|  7.8196         	|  1.735          	|
fetch_next_train_batch             	|  0.0073367      	|1063           	|  7.7989         	|  1.7304         	|
zero_grad                          	|  0.0012705      	|1000           	|  1.2705         	|  0.28191        	|
on_train_batch_end                 	|  0.0012056      	|1000           	|  1.2056         	|  0.26749        	|
get_validate_batch                 	|  0.0018636      	|314            	|  0.58518        	|  0.12984        	|
fetch_next_validate_batch          	|  0.0018495      	|314            	|  0.58076        	|  0.12886        	|
training_batch_to_device           	|  0.00022064     	|1000           	|  0.22064        	|  0.048955       	|
on_train_batch_start               	|  9.0891e-05     	|1000           	|  0.090891       	|  0.020167       	|
evaluation_batch_to_device         	|  0.00022213     	|313            	|  0.069528       	|  0.015427       	|
on_train_end                       	|  0.024928       	|1              	|  0.024928       	|  0.0055311      	|
on_pretrain_routine_start          	|  0.022448       	|1              	|  0.022448       	|  0.0049809      	|
on_train_epoch_end                 	|  0.00030169     	|63             	|  0.019007       	|  0.0042172      	|
on_train_epoch_start               	|  0.0002926      	|63             	|  0.018434       	|  0.0040901      	|
on_batch_start                     	|  1.6196e-05     	|1000           	|  0.016196       	|  0.0035937      	|
on_before_zero_grad                	|  1.3411e-05     	|1000           	|  0.013411       	|  0.0029757      	|
on_batch_end                       	|  1.3041e-05     	|1000           	|  0.013041       	|  0.0028935      	|
on_after_backward                  	|  1.1183e-05     	|1000           	|  0.011183       	|  0.0024812      	|
on_before_backward                 	|  1.0366e-05     	|1000           	|  0.010366       	|  0.0023001      	|
on_before_optimizer_step           	|  9.934e-06      	|1000           	|  0.009934       	|  0.0022042      	|
configure_optimizers               	|  0.008179       	|1              	|  0.008179       	|  0.0018148      	|
on_validation_batch_end            	|  2.0071e-05     	|313            	|  0.0062824      	|  0.0013939      	|
training_step_end                  	|  5.7506e-06     	|1000           	|  0.0057506      	|  0.001276       	|
on_validation_model_eval           	|  0.0039884      	|1              	|  0.0039884      	|  0.00088494     	|
on_validation_batch_start          	|  1.0323e-05     	|313            	|  0.0032313      	|  0.00071696     	|
validation_step_end                	|  4.9563e-06     	|313            	|  0.0015513      	|  0.00034421     	|
on_train_start                     	|  0.00071032     	|1              	|  0.00071032     	|  0.00015761     	|
on_epoch_end                       	|  1.0645e-05     	|64             	|  0.00068129     	|  0.00015116     	|
on_epoch_start                     	|  1.043e-05      	|64             	|  0.00066751     	|  0.00014811     	|
on_validation_start                	|  0.00031741     	|1              	|  0.00031741     	|  7.0429e-05     	|
on_validation_end                  	|  0.00010882     	|1              	|  0.00010882     	|  2.4146e-05     	|
on_before_accelerator_backend_setup	|  1.7583e-05     	|2              	|  3.5167e-05     	|  7.8029e-06     	|
on_validation_epoch_end            	|  3.2972e-05     	|1              	|  3.2972e-05     	|  7.3159e-06     	|
teardown                           	|  1.5694e-05     	|2              	|  3.1389e-05     	|  6.9646e-06     	|
setup                              	|  1.3886e-05     	|2              	|  2.7772e-05     	|  6.1621e-06     	|
on_configure_sharded_model         	|  1.3591e-05     	|2              	|  2.7181e-05     	|  6.031e-06      	|
on_fit_end                         	|  2.0368e-05     	|1              	|  2.0368e-05     	|  4.5193e-06     	|
on_fit_start                       	|  1.641e-05      	|1              	|  1.641e-05      	|  3.6411e-06     	|
prepare_data                       	|  6.392e-06      	|2              	|  1.2784e-05     	|  2.8365e-06     	|
on_val_dataloader                  	|  5.891e-06      	|2              	|  1.1782e-05     	|  2.6142e-06     	|
on_pretrain_routine_end            	|  9.778e-06      	|1              	|  9.778e-06      	|  2.1695e-06     	|
configure_sharded_model            	|  4.834e-06      	|2              	|  9.6679e-06     	|  2.1451e-06     	|
on_validation_epoch_start          	|  9.3679e-06     	|1              	|  9.3679e-06     	|  2.0786e-06     	|
configure_callbacks                	|  4.4335e-06     	|2              	|  8.867e-06      	|  1.9674e-06     	|
on_train_dataloader                	|  3.997e-06      	|1              	|  3.997e-06      	|  8.8686e-07     	|
