VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1675.6         	|  100 %          	|
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run_training_epoch                 	|  9.1608         	|167            	|  1529.9         	|  91.302         	|
run_training_batch                 	|  0.18491        	|8000           	|  1479.3         	|  88.286         	|
training_step_and_backward         	|  0.17479        	|8000           	|  1398.3         	|  83.452         	|
model_forward                      	|  0.094385       	|8000           	|  755.08         	|  45.063         	|
training_step                      	|  0.09425        	|8000           	|  754.0          	|  44.999         	|
backward                           	|  0.08022        	|8000           	|  641.76         	|  38.3           	|
optimizer_step_with_closure_0      	|  0.23342        	|1000           	|  233.42         	|  13.931         	|
run_validate_evaluation            	|  101.87         	|1              	|  101.87         	|  6.0799         	|
evaluation_step_and_end            	|  0.099875       	|1000           	|  99.875         	|  5.9606         	|
validation_step                    	|  0.099823       	|1000           	|  99.823         	|  5.9575         	|
get_train_batch                    	|  0.0037754      	|8167           	|  30.834         	|  1.8402         	|
fetch_next_train_batch             	|  0.0037581      	|8167           	|  30.692         	|  1.8317         	|
on_train_batch_end                 	|  0.0010776      	|8000           	|  8.6205         	|  0.51447        	|
training_batch_to_device           	|  0.0002174      	|8000           	|  1.7392         	|  0.1038         	|
get_validate_batch                 	|  0.0014591      	|1001           	|  1.4605         	|  0.087164       	|
fetch_next_validate_batch          	|  0.0014446      	|1001           	|  1.446          	|  0.086298       	|
zero_grad                          	|  0.0013346      	|1000           	|  1.3346         	|  0.079649       	|
on_train_batch_start               	|  9.1788e-05     	|8000           	|  0.73431        	|  0.043824       	|
evaluation_batch_to_device         	|  0.00020579     	|1000           	|  0.20579        	|  0.012282       	|
on_batch_start                     	|  1.5153e-05     	|8000           	|  0.12122        	|  0.0072347      	|
on_batch_end                       	|  1.4017e-05     	|8000           	|  0.11214        	|  0.0066923      	|
on_after_backward                  	|  1.2997e-05     	|8000           	|  0.10397        	|  0.0062052      	|
on_before_backward                 	|  1.2959e-05     	|8000           	|  0.10367        	|  0.0061873      	|
on_train_epoch_start               	|  0.00028463     	|167            	|  0.047534       	|  0.0028368      	|
training_step_end                  	|  5.9001e-06     	|8000           	|  0.047201       	|  0.002817       	|
on_train_epoch_end                 	|  0.00025613     	|167            	|  0.042774       	|  0.0025528      	|
on_train_end                       	|  0.024799       	|1              	|  0.024799       	|  0.00148        	|
on_pretrain_routine_start          	|  0.022782       	|1              	|  0.022782       	|  0.0013597      	|
on_validation_batch_end            	|  1.9178e-05     	|1000           	|  0.019178       	|  0.0011446      	|
on_before_zero_grad                	|  1.6454e-05     	|1000           	|  0.016454       	|  0.00098198     	|
on_before_optimizer_step           	|  1.2512e-05     	|1000           	|  0.012512       	|  0.0007467      	|
on_validation_batch_start          	|  9.7482e-06     	|1000           	|  0.0097482      	|  0.00058178     	|
configure_optimizers               	|  0.0084438      	|1              	|  0.0084438      	|  0.00050393     	|
validation_step_end                	|  4.9909e-06     	|1000           	|  0.0049909      	|  0.00029786     	|
on_validation_model_eval           	|  0.0046075      	|1              	|  0.0046075      	|  0.00027498     	|
on_epoch_end                       	|  1.1224e-05     	|168            	|  0.0018857      	|  0.00011254     	|
on_epoch_start                     	|  1.0363e-05     	|168            	|  0.001741       	|  0.0001039      	|
on_train_start                     	|  0.00072389     	|1              	|  0.00072389     	|  4.3202e-05     	|
on_validation_start                	|  0.00031078     	|1              	|  0.00031078     	|  1.8548e-05     	|
on_validation_end                  	|  0.00011116     	|1              	|  0.00011116     	|  6.634e-06      	|
on_before_accelerator_backend_setup	|  1.8554e-05     	|2              	|  3.7108e-05     	|  2.2146e-06     	|
teardown                           	|  1.6316e-05     	|2              	|  3.2632e-05     	|  1.9475e-06     	|
setup                              	|  1.3651e-05     	|2              	|  2.7301e-05     	|  1.6293e-06     	|
on_configure_sharded_model         	|  1.3054e-05     	|2              	|  2.6108e-05     	|  1.5581e-06     	|
on_fit_end                         	|  1.9227e-05     	|1              	|  1.9227e-05     	|  1.1475e-06     	|
on_validation_epoch_end            	|  1.8495e-05     	|1              	|  1.8495e-05     	|  1.1038e-06     	|
on_fit_start                       	|  1.7783e-05     	|1              	|  1.7783e-05     	|  1.0613e-06     	|
prepare_data                       	|  6.3221e-06     	|2              	|  1.2644e-05     	|  7.546e-07      	|
on_pretrain_routine_end            	|  1.2283e-05     	|1              	|  1.2283e-05     	|  7.3305e-07     	|
on_val_dataloader                  	|  5.711e-06      	|2              	|  1.1422e-05     	|  6.8167e-07     	|
configure_callbacks                	|  5.5706e-06     	|2              	|  1.1141e-05     	|  6.6491e-07     	|
configure_sharded_model            	|  5.2195e-06     	|2              	|  1.0439e-05     	|  6.23e-07       	|
on_validation_epoch_start          	|  9.578e-06      	|1              	|  9.578e-06      	|  5.7162e-07     	|
on_train_dataloader                	|  4.899e-06      	|1              	|  4.899e-06      	|  2.9237e-07     	|
