VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  592.19         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  8.2224         	|63             	|  518.01         	|  87.474         	|
run_training_batch                 	|  0.37851        	|1000           	|  378.51         	|  63.916         	|
optimizer_step_with_closure_0      	|  0.37542        	|1000           	|  375.42         	|  63.395         	|
training_step_and_backward         	|  0.27097        	|1000           	|  270.97         	|  45.757         	|
model_forward                      	|  0.13793        	|1000           	|  137.93         	|  23.291         	|
training_step                      	|  0.13772        	|1000           	|  137.72         	|  23.256         	|
backward                           	|  0.13151        	|1000           	|  131.51         	|  22.207         	|
get_train_batch                    	|  0.029611       	|1063           	|  31.476         	|  5.3152         	|
fetch_next_train_batch             	|  0.029586       	|1063           	|  31.45          	|  5.3107         	|
run_validate_evaluation            	|  30.996         	|1              	|  30.996         	|  5.2341         	|
evaluation_step_and_end            	|  0.22083        	|125            	|  27.604         	|  4.6613         	|
validation_step                    	|  0.22071        	|125            	|  27.589         	|  4.6588         	|
on_train_batch_end                 	|  0.0021777      	|1000           	|  2.1777         	|  0.36773        	|
zero_grad                          	|  0.0014976      	|1000           	|  1.4976         	|  0.25289        	|
get_validate_batch                 	|  0.0076542      	|126            	|  0.96442        	|  0.16286        	|
fetch_next_validate_batch          	|  0.0076302      	|126            	|  0.96141        	|  0.16235        	|
training_batch_to_device           	|  0.00027651     	|1000           	|  0.27651        	|  0.046692       	|
on_train_batch_start               	|  9.6889e-05     	|1000           	|  0.096889       	|  0.016361       	|
on_train_end                       	|  0.045434       	|1              	|  0.045434       	|  0.0076721      	|
evaluation_batch_to_device         	|  0.00030522     	|125            	|  0.038152       	|  0.0064426      	|
on_train_epoch_end                 	|  0.00043949     	|63             	|  0.027688       	|  0.0046754      	|
on_after_backward                  	|  2.6496e-05     	|1000           	|  0.026496       	|  0.0044742      	|
on_train_epoch_start               	|  0.00041158     	|63             	|  0.02593        	|  0.0043786      	|
on_batch_start                     	|  2.3002e-05     	|1000           	|  0.023002       	|  0.0038842      	|
on_pretrain_routine_start          	|  0.022506       	|1              	|  0.022506       	|  0.0038005      	|
on_before_zero_grad                	|  1.7189e-05     	|1000           	|  0.017189       	|  0.0029026      	|
on_batch_end                       	|  1.5636e-05     	|1000           	|  0.015636       	|  0.0026404      	|
on_before_optimizer_step           	|  1.3648e-05     	|1000           	|  0.013648       	|  0.0023047      	|
on_before_backward                 	|  1.3401e-05     	|1000           	|  0.013401       	|  0.0022629      	|
configure_optimizers               	|  0.010717       	|1              	|  0.010717       	|  0.0018097      	|
training_step_end                  	|  7.147e-06      	|1000           	|  0.007147       	|  0.0012069      	|
on_validation_batch_end            	|  4.2108e-05     	|125            	|  0.0052635      	|  0.00088881     	|
on_validation_model_eval           	|  0.0044395      	|1              	|  0.0044395      	|  0.00074967     	|
on_validation_batch_start          	|  1.6262e-05     	|125            	|  0.0020327      	|  0.00034325     	|
on_train_start                     	|  0.001902       	|1              	|  0.001902       	|  0.00032118     	|
validation_step_end                	|  9.4345e-06     	|125            	|  0.0011793      	|  0.00019914     	|
on_epoch_start                     	|  1.1997e-05     	|64             	|  0.00076783     	|  0.00012966     	|
on_epoch_end                       	|  1.1983e-05     	|64             	|  0.00076689     	|  0.0001295      	|
on_validation_start                	|  0.00066433     	|1              	|  0.00066433     	|  0.00011218     	|
on_validation_end                  	|  0.00018649     	|1              	|  0.00018649     	|  3.1492e-05     	|
teardown                           	|  3.8516e-05     	|2              	|  7.7032e-05     	|  1.3008e-05     	|
on_before_accelerator_backend_setup	|  3.7421e-05     	|2              	|  7.4841e-05     	|  1.2638e-05     	|
setup                              	|  3.4933e-05     	|2              	|  6.9866e-05     	|  1.1798e-05     	|
on_fit_end                         	|  6.9579e-05     	|1              	|  6.9579e-05     	|  1.1749e-05     	|
on_configure_sharded_model         	|  2.838e-05      	|2              	|  5.676e-05      	|  9.5848e-06     	|
on_validation_epoch_end            	|  5.1139e-05     	|1              	|  5.1139e-05     	|  8.6355e-06     	|
on_fit_start                       	|  4.5998e-05     	|1              	|  4.5998e-05     	|  7.7674e-06     	|
on_val_dataloader                  	|  1.3273e-05     	|2              	|  2.6546e-05     	|  4.4827e-06     	|
configure_callbacks                	|  1.2917e-05     	|2              	|  2.5833e-05     	|  4.3623e-06     	|
prepare_data                       	|  1.0138e-05     	|2              	|  2.0277e-05     	|  3.424e-06      	|
configure_sharded_model            	|  8.7749e-06     	|2              	|  1.755e-05      	|  2.9635e-06     	|
on_pretrain_routine_end            	|  1.5469e-05     	|1              	|  1.5469e-05     	|  2.6122e-06     	|
on_validation_epoch_start          	|  1.3409e-05     	|1              	|  1.3409e-05     	|  2.2643e-06     	|
on_train_dataloader                	|  8.1714e-06     	|1              	|  8.1714e-06     	|  1.3799e-06     	|
