VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  351.68         	|  100 %          	|
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run_training_epoch                 	|  15.209         	|21             	|  319.39         	|  90.818         	|
run_training_batch                 	|  0.30563        	|1000           	|  305.63         	|  86.907         	|
optimizer_step_with_closure_0      	|  0.30365        	|1000           	|  303.65         	|  86.342         	|
training_step_and_backward         	|  0.232          	|1000           	|  232.0          	|  65.968         	|
backward                           	|  0.11737        	|1000           	|  117.37         	|  33.373         	|
model_forward                      	|  0.11314        	|1000           	|  113.14         	|  32.171         	|
training_step                      	|  0.11297        	|1000           	|  112.97         	|  32.122         	|
run_validate_evaluation            	|  13.301         	|1              	|  13.301         	|  3.7821         	|
evaluation_step_and_end            	|  0.10003        	|125            	|  12.504         	|  3.5555         	|
validation_step                    	|  0.099967       	|125            	|  12.496         	|  3.5532         	|
get_train_batch                    	|  0.0047211      	|1021           	|  4.8203         	|  1.3706         	|
fetch_next_train_batch             	|  0.0047007      	|1021           	|  4.7994         	|  1.3647         	|
on_train_batch_end                 	|  0.00152        	|1000           	|  1.52           	|  0.4322         	|
zero_grad                          	|  0.0014661      	|1000           	|  1.4661         	|  0.41688        	|
get_validate_batch                 	|  0.0031206      	|126            	|  0.39319        	|  0.1118         	|
fetch_next_validate_batch          	|  0.0031025      	|126            	|  0.39092        	|  0.11116        	|
training_batch_to_device           	|  0.00028212     	|1000           	|  0.28212        	|  0.080221       	|
on_train_batch_start               	|  0.00010394     	|1000           	|  0.10394        	|  0.029556       	|
evaluation_batch_to_device         	|  0.00025525     	|125            	|  0.031906       	|  0.0090724      	|
on_train_end                       	|  0.023379       	|1              	|  0.023379       	|  0.0066478      	|
on_pretrain_routine_start          	|  0.022092       	|1              	|  0.022092       	|  0.0062819      	|
on_batch_start                     	|  1.8716e-05     	|1000           	|  0.018716       	|  0.0053218      	|
on_after_backward                  	|  1.7007e-05     	|1000           	|  0.017007       	|  0.004836       	|
on_batch_end                       	|  1.4201e-05     	|1000           	|  0.014201       	|  0.0040379      	|
on_before_zero_grad                	|  1.2482e-05     	|1000           	|  0.012482       	|  0.0035492      	|
on_before_optimizer_step           	|  1.2027e-05     	|1000           	|  0.012027       	|  0.0034199      	|
on_before_backward                 	|  1.1696e-05     	|1000           	|  0.011696       	|  0.0033256      	|
on_train_epoch_end                 	|  0.00044539     	|21             	|  0.0093531      	|  0.0026595      	|
on_train_epoch_start               	|  0.00040676     	|21             	|  0.0085419      	|  0.0024289      	|
configure_optimizers               	|  0.0076276      	|1              	|  0.0076276      	|  0.0021689      	|
training_step_end                  	|  5.7538e-06     	|1000           	|  0.0057538      	|  0.0016361      	|
on_validation_model_eval           	|  0.0040532      	|1              	|  0.0040532      	|  0.0011525      	|
on_validation_batch_end            	|  2.5108e-05     	|125            	|  0.0031386      	|  0.00089244     	|
on_validation_batch_start          	|  1.3749e-05     	|125            	|  0.0017186      	|  0.00048868     	|
on_train_start                     	|  0.0015282      	|1              	|  0.0015282      	|  0.00043453     	|
validation_step_end                	|  6.2612e-06     	|125            	|  0.00078265     	|  0.00022254     	|
on_validation_start                	|  0.00041102     	|1              	|  0.00041102     	|  0.00011687     	|
on_epoch_end                       	|  1.0326e-05     	|22             	|  0.00022717     	|  6.4596e-05     	|
on_epoch_start                     	|  1.001e-05      	|22             	|  0.00022023     	|  6.2621e-05     	|
on_validation_end                  	|  0.00013549     	|1              	|  0.00013549     	|  3.8525e-05     	|
on_before_accelerator_backend_setup	|  2.2719e-05     	|2              	|  4.5438e-05     	|  1.292e-05      	|
setup                              	|  2.2464e-05     	|2              	|  4.4929e-05     	|  1.2775e-05     	|
on_configure_sharded_model         	|  2.116e-05      	|2              	|  4.2319e-05     	|  1.2033e-05     	|
teardown                           	|  1.7242e-05     	|2              	|  3.4483e-05     	|  9.8052e-06     	|
on_validation_epoch_end            	|  3.2536e-05     	|1              	|  3.2536e-05     	|  9.2516e-06     	|
on_fit_end                         	|  2.6593e-05     	|1              	|  2.6593e-05     	|  7.5617e-06     	|
on_pretrain_routine_end            	|  1.7732e-05     	|1              	|  1.7732e-05     	|  5.042e-06      	|
on_fit_start                       	|  1.7498e-05     	|1              	|  1.7498e-05     	|  4.9755e-06     	|
on_val_dataloader                  	|  7.7105e-06     	|2              	|  1.5421e-05     	|  4.3849e-06     	|
prepare_data                       	|  7.569e-06      	|2              	|  1.5138e-05     	|  4.3044e-06     	|
configure_sharded_model            	|  6.3515e-06     	|2              	|  1.2703e-05     	|  3.6121e-06     	|
configure_callbacks                	|  5.8475e-06     	|2              	|  1.1695e-05     	|  3.3254e-06     	|
on_validation_epoch_start          	|  9.848e-06      	|1              	|  9.848e-06      	|  2.8003e-06     	|
on_train_dataloader                	|  5.627e-06      	|1              	|  5.627e-06      	|  1.6e-06        	|
