VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  785.83         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.6527         	|200            	|  730.55         	|  92.965         	|
run_training_batch                 	|  0.31078        	|1000           	|  310.78         	|  39.548         	|
optimizer_step_with_closure_0      	|  0.30705        	|1000           	|  307.05         	|  39.073         	|
training_step_and_backward         	|  0.23929        	|1000           	|  239.29         	|  30.451         	|
model_forward                      	|  0.11929        	|1000           	|  119.29         	|  15.18          	|
training_step                      	|  0.11906        	|1000           	|  119.06         	|  15.151         	|
backward                           	|  0.11836        	|1000           	|  118.36         	|  15.061         	|
get_train_batch                    	|  0.061721       	|1200           	|  74.065         	|  9.4251         	|
fetch_next_train_batch             	|  0.061688       	|1200           	|  74.026         	|  9.42           	|
run_validate_evaluation            	|  17.927         	|1              	|  17.927         	|  2.2812         	|
evaluation_step_and_end            	|  0.10272        	|139            	|  14.277         	|  1.8169         	|
validation_step                    	|  0.10258        	|139            	|  14.258         	|  1.8144         	|
on_train_batch_end                 	|  0.0024239      	|1000           	|  2.4239         	|  0.30845        	|
zero_grad                          	|  0.0015945      	|1000           	|  1.5945         	|  0.20291        	|
get_validate_batch                 	|  0.0060883      	|140            	|  0.85236        	|  0.10847        	|
fetch_next_validate_batch          	|  0.0060644      	|140            	|  0.84902        	|  0.10804        	|
training_batch_to_device           	|  0.00044672     	|1000           	|  0.44672        	|  0.056846       	|
on_train_batch_start               	|  0.00011842     	|1000           	|  0.11842        	|  0.01507        	|
on_train_epoch_end                 	|  0.00036643     	|200            	|  0.073286       	|  0.0093259      	|
on_train_epoch_start               	|  0.0003512      	|200            	|  0.07024        	|  0.0089383      	|
on_train_end                       	|  0.069915       	|1              	|  0.069915       	|  0.0088969      	|
evaluation_batch_to_device         	|  0.00029665     	|139            	|  0.041234       	|  0.0052472      	|
on_batch_start                     	|  3.4992e-05     	|1000           	|  0.034992       	|  0.0044528      	|
on_after_backward                  	|  3.2518e-05     	|1000           	|  0.032518       	|  0.004138       	|
on_pretrain_routine_start          	|  0.025407       	|1              	|  0.025407       	|  0.0032331      	|
on_before_zero_grad                	|  2.2173e-05     	|1000           	|  0.022173       	|  0.0028216      	|
on_batch_end                       	|  1.8822e-05     	|1000           	|  0.018822       	|  0.0023952      	|
configure_optimizers               	|  0.016757       	|1              	|  0.016757       	|  0.0021323      	|
on_before_optimizer_step           	|  1.6157e-05     	|1000           	|  0.016157       	|  0.002056       	|
on_before_backward                 	|  1.5811e-05     	|1000           	|  0.015811       	|  0.0020121      	|
training_step_end                  	|  9.3038e-06     	|1000           	|  0.0093038      	|  0.0011839      	|
on_validation_batch_end            	|  4.2418e-05     	|139            	|  0.0058961      	|  0.0007503      	|
on_validation_model_eval           	|  0.0042871      	|1              	|  0.0042871      	|  0.00054555     	|
on_epoch_end                       	|  1.2848e-05     	|201            	|  0.0025825      	|  0.00032863     	|
on_epoch_start                     	|  1.1764e-05     	|201            	|  0.0023645      	|  0.00030089     	|
on_validation_batch_start          	|  1.6649e-05     	|139            	|  0.0023143      	|  0.0002945      	|
on_train_start                     	|  0.0014997      	|1              	|  0.0014997      	|  0.00019084     	|
validation_step_end                	|  9.7688e-06     	|139            	|  0.0013579      	|  0.00017279     	|
on_validation_start                	|  0.00058389     	|1              	|  0.00058389     	|  7.4302e-05     	|
on_validation_end                  	|  0.00017456     	|1              	|  0.00017456     	|  2.2213e-05     	|
on_fit_start                       	|  8.324e-05      	|1              	|  8.324e-05      	|  1.0593e-05     	|
teardown                           	|  3.8362e-05     	|2              	|  7.6724e-05     	|  9.7635e-06     	|
on_before_accelerator_backend_setup	|  3.3937e-05     	|2              	|  6.7875e-05     	|  8.6373e-06     	|
on_configure_sharded_model         	|  3.0099e-05     	|2              	|  6.0199e-05     	|  7.6605e-06     	|
setup                              	|  2.7929e-05     	|2              	|  5.5857e-05     	|  7.108e-06      	|
on_validation_epoch_end            	|  4.5883e-05     	|1              	|  4.5883e-05     	|  5.8387e-06     	|
on_fit_end                         	|  3.8885e-05     	|1              	|  3.8885e-05     	|  4.9482e-06     	|
on_val_dataloader                  	|  1.4136e-05     	|2              	|  2.8271e-05     	|  3.5976e-06     	|
on_pretrain_routine_end            	|  2.1275e-05     	|1              	|  2.1275e-05     	|  2.7073e-06     	|
configure_sharded_model            	|  9.6196e-06     	|2              	|  1.9239e-05     	|  2.4483e-06     	|
prepare_data                       	|  8.9491e-06     	|2              	|  1.7898e-05     	|  2.2776e-06     	|
configure_callbacks                	|  8.8569e-06     	|2              	|  1.7714e-05     	|  2.2541e-06     	|
on_validation_epoch_start          	|  1.1124e-05     	|1              	|  1.1124e-05     	|  1.4155e-06     	|
on_train_dataloader                	|  1.0744e-05     	|1              	|  1.0744e-05     	|  1.3672e-06     	|
