VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1907.8         	|  100 %          	|
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run_training_epoch                 	|  3.4514         	|500            	|  1725.7         	|  90.456         	|
run_training_batch                 	|  0.20477        	|8000           	|  1638.1         	|  85.866         	|
training_step_and_backward         	|  0.19346        	|8000           	|  1547.7         	|  81.124         	|
model_forward                      	|  0.10805        	|8000           	|  864.43         	|  45.311         	|
training_step                      	|  0.10792        	|8000           	|  863.32         	|  45.253         	|
backward                           	|  0.085212       	|8000           	|  681.69         	|  35.732         	|
optimizer_step_with_closure_0      	|  0.25114        	|1000           	|  251.14         	|  13.164         	|
run_validate_evaluation            	|  138.08         	|1              	|  138.08         	|  7.2379         	|
evaluation_step_and_end            	|  0.1361         	|1000           	|  136.1          	|  7.1339         	|
validation_step                    	|  0.13605        	|1000           	|  136.05         	|  7.1313         	|
get_train_batch                    	|  0.0068063      	|8500           	|  57.854         	|  3.0325         	|
fetch_next_train_batch             	|  0.006787       	|8500           	|  57.69          	|  3.0239         	|
on_train_batch_end                 	|  0.0011057      	|8000           	|  8.8459         	|  0.46367        	|
training_batch_to_device           	|  0.00023587     	|8000           	|  1.887          	|  0.09891        	|
get_validate_batch                 	|  0.0014521      	|1001           	|  1.4536         	|  0.076192       	|
fetch_next_validate_batch          	|  0.0014386      	|1001           	|  1.44           	|  0.075482       	|
zero_grad                          	|  0.0013996      	|1000           	|  1.3996         	|  0.073363       	|
on_train_batch_start               	|  9.1895e-05     	|8000           	|  0.73516        	|  0.038535       	|
evaluation_batch_to_device         	|  0.00020947     	|1000           	|  0.20947        	|  0.01098        	|
on_train_epoch_start               	|  0.00028791     	|500            	|  0.14395        	|  0.0075456      	|
on_batch_start                     	|  1.7318e-05     	|8000           	|  0.13854        	|  0.0072619      	|
on_train_epoch_end                 	|  0.00026467     	|500            	|  0.13233        	|  0.0069365      	|
on_before_backward                 	|  1.3775e-05     	|8000           	|  0.1102         	|  0.0057762      	|
on_batch_end                       	|  1.3697e-05     	|8000           	|  0.10957        	|  0.0057434      	|
on_after_backward                  	|  1.147e-05      	|8000           	|  0.091763       	|  0.0048099      	|
training_step_end                  	|  6.4279e-06     	|8000           	|  0.051423       	|  0.0026954      	|
on_train_end                       	|  0.024315       	|1              	|  0.024315       	|  0.0012745      	|
on_pretrain_routine_start          	|  0.022948       	|1              	|  0.022948       	|  0.0012029      	|
on_before_zero_grad                	|  2.1251e-05     	|1000           	|  0.021251       	|  0.0011139      	|
on_validation_batch_end            	|  1.8508e-05     	|1000           	|  0.018508       	|  0.0009701      	|
on_before_optimizer_step           	|  1.3484e-05     	|1000           	|  0.013484       	|  0.00070677     	|
on_validation_batch_start          	|  9.9109e-06     	|1000           	|  0.0099109      	|  0.0005195      	|
configure_optimizers               	|  0.0080755      	|1              	|  0.0080755      	|  0.00042329     	|
on_epoch_start                     	|  1.0643e-05     	|501            	|  0.0053321      	|  0.00027949     	|
on_epoch_end                       	|  1.0016e-05     	|501            	|  0.005018       	|  0.00026303     	|
validation_step_end                	|  4.8625e-06     	|1000           	|  0.0048625      	|  0.00025488     	|
on_validation_model_eval           	|  0.0040144      	|1              	|  0.0040144      	|  0.00021042     	|
on_train_start                     	|  0.00074065     	|1              	|  0.00074065     	|  3.8822e-05     	|
on_validation_start                	|  0.00031428     	|1              	|  0.00031428     	|  1.6473e-05     	|
on_validation_end                  	|  0.00011016     	|1              	|  0.00011016     	|  5.774e-06      	|
setup                              	|  2.1636e-05     	|2              	|  4.3271e-05     	|  2.2681e-06     	|
on_before_accelerator_backend_setup	|  1.8906e-05     	|2              	|  3.7811e-05     	|  1.9819e-06     	|
on_configure_sharded_model         	|  1.6897e-05     	|2              	|  3.3794e-05     	|  1.7714e-06     	|
teardown                           	|  1.5234e-05     	|2              	|  3.0467e-05     	|  1.597e-06      	|
on_fit_end                         	|  2.1992e-05     	|1              	|  2.1992e-05     	|  1.1527e-06     	|
on_validation_epoch_end            	|  1.7442e-05     	|1              	|  1.7442e-05     	|  9.1424e-07     	|
on_fit_start                       	|  1.6912e-05     	|1              	|  1.6912e-05     	|  8.8648e-07     	|
prepare_data                       	|  6.277e-06      	|2              	|  1.2554e-05     	|  6.5804e-07     	|
configure_sharded_model            	|  5.6706e-06     	|2              	|  1.1341e-05     	|  5.9447e-07     	|
on_val_dataloader                  	|  5.656e-06      	|2              	|  1.1312e-05     	|  5.9294e-07     	|
on_pretrain_routine_end            	|  1.0179e-05     	|1              	|  1.0179e-05     	|  5.3354e-07     	|
on_validation_epoch_start          	|  9.788e-06      	|1              	|  9.788e-06      	|  5.1305e-07     	|
configure_callbacks                	|  4.7941e-06     	|2              	|  9.5882e-06     	|  5.0258e-07     	|
on_train_dataloader                	|  4.1381e-06     	|1              	|  4.1381e-06     	|  2.1691e-07     	|
