VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  575.19         	|  100 %          	|
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run_training_epoch                 	|  8.0942         	|63             	|  509.93         	|  88.655         	|
run_training_batch                 	|  0.37249        	|1000           	|  372.49         	|  64.76          	|
optimizer_step_with_closure_0      	|  0.36981        	|1000           	|  369.81         	|  64.293         	|
training_step_and_backward         	|  0.26461        	|1000           	|  264.61         	|  46.004         	|
model_forward                      	|  0.13713        	|1000           	|  137.13         	|  23.842         	|
training_step                      	|  0.13696        	|1000           	|  136.96         	|  23.812         	|
backward                           	|  0.126          	|1000           	|  126.0          	|  21.906         	|
run_validate_evaluation            	|  31.098         	|1              	|  31.098         	|  5.4065         	|
get_train_batch                    	|  0.028959       	|1063           	|  30.784         	|  5.3519         	|
fetch_next_train_batch             	|  0.028936       	|1063           	|  30.759         	|  5.3476         	|
evaluation_step_and_end            	|  0.22244        	|125            	|  27.805         	|  4.8341         	|
validation_step                    	|  0.22234        	|125            	|  27.792         	|  4.8319         	|
on_train_batch_end                 	|  0.0018113      	|1000           	|  1.8113         	|  0.31491        	|
zero_grad                          	|  0.0014425      	|1000           	|  1.4425         	|  0.25079        	|
get_validate_batch                 	|  0.006419       	|126            	|  0.8088         	|  0.14061        	|
fetch_next_validate_batch          	|  0.0063961      	|126            	|  0.80591        	|  0.14011        	|
training_batch_to_device           	|  0.00027412     	|1000           	|  0.27412        	|  0.047657       	|
on_train_batch_start               	|  9.4973e-05     	|1000           	|  0.094973       	|  0.016512       	|
on_before_backward                 	|  4.6625e-05     	|1000           	|  0.046625       	|  0.0081061      	|
on_train_end                       	|  0.045759       	|1              	|  0.045759       	|  0.0079554      	|
evaluation_batch_to_device         	|  0.00028843     	|125            	|  0.036054       	|  0.0062681      	|
on_pretrain_routine_start          	|  0.023545       	|1              	|  0.023545       	|  0.0040935      	|
on_train_epoch_start               	|  0.00035759     	|63             	|  0.022528       	|  0.0039167      	|
on_train_epoch_end                 	|  0.00035638     	|63             	|  0.022452       	|  0.0039034      	|
on_batch_start                     	|  2.1312e-05     	|1000           	|  0.021312       	|  0.0037051      	|
on_after_backward                  	|  2.0432e-05     	|1000           	|  0.020432       	|  0.0035522      	|
on_batch_end                       	|  1.6432e-05     	|1000           	|  0.016432       	|  0.0028568      	|
on_before_zero_grad                	|  1.5748e-05     	|1000           	|  0.015748       	|  0.0027378      	|
on_before_optimizer_step           	|  1.2142e-05     	|1000           	|  0.012142       	|  0.002111       	|
configure_optimizers               	|  0.0087456      	|1              	|  0.0087456      	|  0.0015205      	|
training_step_end                  	|  7.3003e-06     	|1000           	|  0.0073003      	|  0.0012692      	|
on_validation_batch_end            	|  3.816e-05      	|125            	|  0.00477        	|  0.0008293      	|
on_validation_model_eval           	|  0.0035416      	|1              	|  0.0035416      	|  0.00061574     	|
on_validation_batch_start          	|  1.5193e-05     	|125            	|  0.0018991      	|  0.00033018     	|
on_train_start                     	|  0.0013758      	|1              	|  0.0013758      	|  0.0002392      	|
validation_step_end                	|  8.3376e-06     	|125            	|  0.0010422      	|  0.00018119     	|
on_epoch_end                       	|  1.1362e-05     	|64             	|  0.0007272      	|  0.00012643     	|
on_epoch_start                     	|  1.0883e-05     	|64             	|  0.00069651     	|  0.00012109     	|
on_validation_start                	|  0.00038275     	|1              	|  0.00038275     	|  6.6544e-05     	|
on_validation_end                  	|  0.00021217     	|1              	|  0.00021217     	|  3.6888e-05     	|
teardown                           	|  3.4045e-05     	|2              	|  6.8091e-05     	|  1.1838e-05     	|
setup                              	|  2.6497e-05     	|2              	|  5.2994e-05     	|  9.2133e-06     	|
on_before_accelerator_backend_setup	|  2.5675e-05     	|2              	|  5.1349e-05     	|  8.9274e-06     	|
on_configure_sharded_model         	|  2.2631e-05     	|2              	|  4.5262e-05     	|  7.8691e-06     	|
on_validation_epoch_end            	|  2.8377e-05     	|1              	|  2.8377e-05     	|  4.9336e-06     	|
on_fit_end                         	|  2.56e-05       	|1              	|  2.56e-05       	|  4.4507e-06     	|
on_fit_start                       	|  2.0199e-05     	|1              	|  2.0199e-05     	|  3.5116e-06     	|
configure_sharded_model            	|  8.7451e-06     	|2              	|  1.749e-05      	|  3.0408e-06     	|
on_val_dataloader                  	|  8.2245e-06     	|2              	|  1.6449e-05     	|  2.8598e-06     	|
prepare_data                       	|  7.5893e-06     	|2              	|  1.5179e-05     	|  2.6389e-06     	|
on_pretrain_routine_end            	|  1.3737e-05     	|1              	|  1.3737e-05     	|  2.3883e-06     	|
configure_callbacks                	|  6.7204e-06     	|2              	|  1.3441e-05     	|  2.3368e-06     	|
on_validation_epoch_start          	|  9.8329e-06     	|1              	|  9.8329e-06     	|  1.7095e-06     	|
on_train_dataloader                	|  6.156e-06      	|1              	|  6.156e-06      	|  1.0703e-06     	|
