VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  564.33         	|  100 %          	|
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run_training_epoch                 	|  0.90243        	|500            	|  451.21         	|  79.955         	|
run_training_batch                 	|  0.30076        	|1000           	|  300.76         	|  53.295         	|
optimizer_step_with_closure_0      	|  0.29808        	|1000           	|  298.08         	|  52.821         	|
training_step_and_backward         	|  0.22514        	|1000           	|  225.14         	|  39.896         	|
model_forward                      	|  0.13695        	|1000           	|  136.95         	|  24.267         	|
training_step                      	|  0.13678        	|1000           	|  136.78         	|  24.238         	|
backward                           	|  0.086789       	|1000           	|  86.789         	|  15.379         	|
run_validate_evaluation            	|  70.156         	|1              	|  70.156         	|  12.432         	|
evaluation_step_and_end            	|  0.21902        	|313            	|  68.554         	|  12.148         	|
validation_step                    	|  0.21897        	|313            	|  68.538         	|  12.145         	|
get_train_batch                    	|  0.028725       	|1500           	|  43.087         	|  7.6351         	|
fetch_next_train_batch             	|  0.028691       	|1500           	|  43.037         	|  7.6262         	|
zero_grad                          	|  0.0013778      	|1000           	|  1.3778         	|  0.24415        	|
on_train_batch_end                 	|  0.0013018      	|1000           	|  1.3018         	|  0.23068        	|
training_batch_to_device           	|  0.00059285     	|1000           	|  0.59285        	|  0.10505        	|
get_validate_batch                 	|  0.0018213      	|314            	|  0.5719         	|  0.10134        	|
fetch_next_validate_batch          	|  0.0018067      	|314            	|  0.56732        	|  0.10053        	|
on_train_epoch_start               	|  0.00027656     	|500            	|  0.13828        	|  0.024503       	|
on_train_epoch_end                 	|  0.00026674     	|500            	|  0.13337        	|  0.023633       	|
on_train_batch_start               	|  0.0001054      	|1000           	|  0.1054         	|  0.018677       	|
evaluation_batch_to_device         	|  0.00021753     	|313            	|  0.068088       	|  0.012065       	|
on_batch_start                     	|  3.6807e-05     	|1000           	|  0.036807       	|  0.0065222      	|
on_pretrain_routine_start          	|  0.025868       	|1              	|  0.025868       	|  0.0045839      	|
on_train_end                       	|  0.024008       	|1              	|  0.024008       	|  0.0042542      	|
on_before_zero_grad                	|  2.0036e-05     	|1000           	|  0.020036       	|  0.0035504      	|
on_batch_end                       	|  1.4158e-05     	|1000           	|  0.014158       	|  0.0025088      	|
on_before_optimizer_step           	|  1.1865e-05     	|1000           	|  0.011865       	|  0.0021025      	|
on_before_backward                 	|  1.1717e-05     	|1000           	|  0.011717       	|  0.0020762      	|
on_after_backward                  	|  1.0723e-05     	|1000           	|  0.010723       	|  0.0019001      	|
training_step_end                  	|  7.9987e-06     	|1000           	|  0.0079987      	|  0.0014174      	|
configure_optimizers               	|  0.0076644      	|1              	|  0.0076644      	|  0.0013581      	|
on_validation_batch_end            	|  1.9e-05        	|313            	|  0.0059471      	|  0.0010538      	|
on_epoch_end                       	|  1.1002e-05     	|501            	|  0.0055122      	|  0.00097676     	|
on_epoch_start                     	|  1.0783e-05     	|501            	|  0.0054021      	|  0.00095726     	|
on_validation_model_eval           	|  0.0045573      	|1              	|  0.0045573      	|  0.00080755     	|
on_validation_batch_start          	|  1.0206e-05     	|313            	|  0.0031943      	|  0.00056604     	|
validation_step_end                	|  4.6514e-06     	|313            	|  0.0014559      	|  0.00025798     	|
on_train_start                     	|  0.00069904     	|1              	|  0.00069904     	|  0.00012387     	|
on_validation_start                	|  0.00035993     	|1              	|  0.00035993     	|  6.3781e-05     	|
on_validation_end                  	|  0.00010799     	|1              	|  0.00010799     	|  1.9136e-05     	|
on_before_accelerator_backend_setup	|  1.7543e-05     	|2              	|  3.5085e-05     	|  6.2171e-06     	|
on_validation_epoch_end            	|  3.4234e-05     	|1              	|  3.4234e-05     	|  6.0663e-06     	|
teardown                           	|  1.6271e-05     	|2              	|  3.2542e-05     	|  5.7665e-06     	|
setup                              	|  1.4066e-05     	|2              	|  2.8132e-05     	|  4.985e-06      	|
on_configure_sharded_model         	|  1.3535e-05     	|2              	|  2.7071e-05     	|  4.797e-06      	|
on_fit_end                         	|  2.2863e-05     	|1              	|  2.2863e-05     	|  4.0513e-06     	|
on_fit_start                       	|  1.5649e-05     	|1              	|  1.5649e-05     	|  2.773e-06      	|
on_val_dataloader                  	|  6.292e-06      	|2              	|  1.2584e-05     	|  2.2299e-06     	|
prepare_data                       	|  5.285e-06      	|2              	|  1.057e-05      	|  1.873e-06      	|
on_pretrain_routine_end            	|  1.0018e-05     	|1              	|  1.0018e-05     	|  1.7752e-06     	|
on_validation_epoch_start          	|  9.8591e-06     	|1              	|  9.8591e-06     	|  1.747e-06      	|
configure_callbacks                	|  4.7285e-06     	|2              	|  9.457e-06      	|  1.6758e-06     	|
configure_sharded_model            	|  4.6786e-06     	|2              	|  9.3571e-06     	|  1.6581e-06     	|
on_train_dataloader                	|  4.328e-06      	|1              	|  4.328e-06      	|  7.6692e-07     	|
