VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1920.6         	|  100 %          	|
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run_training_epoch                 	|  3.4777         	|500            	|  1738.9         	|  90.536         	|
run_training_batch                 	|  0.20639        	|8000           	|  1651.1         	|  85.967         	|
training_step_and_backward         	|  0.19505        	|8000           	|  1560.4         	|  81.246         	|
model_forward                      	|  0.10925        	|8000           	|  874.0          	|  45.506         	|
training_step                      	|  0.10911        	|8000           	|  872.89         	|  45.448         	|
backward                           	|  0.085614       	|8000           	|  684.91         	|  35.661         	|
optimizer_step_with_closure_0      	|  0.25425        	|1000           	|  254.25         	|  13.238         	|
run_validate_evaluation            	|  137.7          	|1              	|  137.7          	|  7.1693         	|
evaluation_step_and_end            	|  0.13572        	|1000           	|  135.72         	|  7.0666         	|
validation_step                    	|  0.13567        	|1000           	|  135.67         	|  7.064          	|
get_train_batch                    	|  0.0068044      	|8500           	|  57.837         	|  3.0114         	|
fetch_next_train_batch             	|  0.0067849      	|8500           	|  57.672         	|  3.0027         	|
on_train_batch_end                 	|  0.0010986      	|8000           	|  8.789          	|  0.45761        	|
training_batch_to_device           	|  0.00023782     	|8000           	|  1.9026         	|  0.099059       	|
get_validate_batch                 	|  0.0014476      	|1001           	|  1.449          	|  0.075446       	|
fetch_next_validate_batch          	|  0.0014341      	|1001           	|  1.4355         	|  0.07474        	|
zero_grad                          	|  0.0013788      	|1000           	|  1.3788         	|  0.071787       	|
on_train_batch_start               	|  9.1566e-05     	|8000           	|  0.73253        	|  0.03814        	|
evaluation_batch_to_device         	|  0.0002063      	|1000           	|  0.2063         	|  0.010741       	|
on_train_epoch_start               	|  0.00028504     	|500            	|  0.14252        	|  0.0074205      	|
on_batch_start                     	|  1.6889e-05     	|8000           	|  0.13512        	|  0.007035       	|
on_train_epoch_end                 	|  0.00026552     	|500            	|  0.13276        	|  0.0069122      	|
on_batch_end                       	|  1.341e-05      	|8000           	|  0.10728        	|  0.0055855      	|
on_before_backward                 	|  1.2935e-05     	|8000           	|  0.10348        	|  0.0053879      	|
on_after_backward                  	|  1.1614e-05     	|8000           	|  0.092912       	|  0.0048376      	|
training_step_end                  	|  6.2859e-06     	|8000           	|  0.050287       	|  0.0026182      	|
on_train_end                       	|  0.024641       	|1              	|  0.024641       	|  0.001283       	|
on_pretrain_routine_start          	|  0.023218       	|1              	|  0.023218       	|  0.0012089      	|
on_before_zero_grad                	|  2.0554e-05     	|1000           	|  0.020554       	|  0.0010702      	|
on_validation_batch_end            	|  1.8505e-05     	|1000           	|  0.018505       	|  0.00096351     	|
on_before_optimizer_step           	|  1.6049e-05     	|1000           	|  0.016049       	|  0.0008356      	|
on_validation_batch_start          	|  9.6099e-06     	|1000           	|  0.0096099      	|  0.00050035     	|
configure_optimizers               	|  0.0083404      	|1              	|  0.0083404      	|  0.00043426     	|
on_epoch_start                     	|  1.0609e-05     	|501            	|  0.005315       	|  0.00027673     	|
on_epoch_end                       	|  9.956e-06      	|501            	|  0.004988       	|  0.0002597      	|
validation_step_end                	|  4.4573e-06     	|1000           	|  0.0044573      	|  0.00023208     	|
on_validation_model_eval           	|  0.0043864      	|1              	|  0.0043864      	|  0.00022838     	|
on_train_start                     	|  0.00074868     	|1              	|  0.00074868     	|  3.8981e-05     	|
on_validation_start                	|  0.00031951     	|1              	|  0.00031951     	|  1.6636e-05     	|
on_validation_end                  	|  0.00011196     	|1              	|  0.00011196     	|  5.8293e-06     	|
setup                              	|  2.2472e-05     	|2              	|  4.4944e-05     	|  2.3401e-06     	|
on_before_accelerator_backend_setup	|  1.893e-05      	|2              	|  3.7861e-05     	|  1.9713e-06     	|
on_configure_sharded_model         	|  1.6661e-05     	|2              	|  3.3321e-05     	|  1.7349e-06     	|
teardown                           	|  1.5936e-05     	|2              	|  3.1871e-05     	|  1.6594e-06     	|
on_fit_end                         	|  2.5748e-05     	|1              	|  2.5748e-05     	|  1.3406e-06     	|
on_validation_epoch_end            	|  1.8945e-05     	|1              	|  1.8945e-05     	|  9.8639e-07     	|
on_fit_start                       	|  1.7433e-05     	|1              	|  1.7433e-05     	|  9.0767e-07     	|
on_val_dataloader                  	|  6.1665e-06     	|2              	|  1.2333e-05     	|  6.4213e-07     	|
on_pretrain_routine_end            	|  1.2233e-05     	|1              	|  1.2233e-05     	|  6.3693e-07     	|
configure_callbacks                	|  5.9515e-06     	|2              	|  1.1903e-05     	|  6.1974e-07     	|
configure_sharded_model            	|  5.8715e-06     	|2              	|  1.1743e-05     	|  6.1142e-07     	|
prepare_data                       	|  5.706e-06      	|2              	|  1.1412e-05     	|  5.9418e-07     	|
on_validation_epoch_start          	|  9.969e-06      	|1              	|  9.969e-06      	|  5.1905e-07     	|
on_train_dataloader                	|  4.138e-06      	|1              	|  4.138e-06      	|  2.1545e-07     	|
