VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1543.8         	|  100 %          	|
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run_training_epoch                 	|  2.9608         	|500            	|  1480.4         	|  95.894         	|
run_training_batch                 	|  0.3969         	|1000           	|  396.9          	|  25.709         	|
optimizer_step_with_closure_0      	|  0.39375        	|1000           	|  393.75         	|  25.506         	|
training_step_and_backward         	|  0.29005        	|1000           	|  290.05         	|  18.788         	|
get_train_batch                    	|  0.11546        	|1500           	|  173.2          	|  11.219         	|
fetch_next_train_batch             	|  0.11543        	|1500           	|  173.14         	|  11.215         	|
model_forward                      	|  0.15924        	|1000           	|  159.24         	|  10.315         	|
training_step                      	|  0.15902        	|1000           	|  159.02         	|  10.301         	|
backward                           	|  0.12928        	|1000           	|  129.28         	|  8.3745         	|
run_validate_evaluation            	|  30.806         	|1              	|  30.806         	|  1.9955         	|
evaluation_step_and_end            	|  0.22111        	|125            	|  27.638         	|  1.7903         	|
validation_step                    	|  0.22099        	|125            	|  27.624         	|  1.7894         	|
on_train_batch_end                 	|  0.0022593      	|1000           	|  2.2593         	|  0.14635        	|
zero_grad                          	|  0.0014818      	|1000           	|  1.4818         	|  0.095987       	|
get_validate_batch                 	|  0.0051234      	|126            	|  0.64555        	|  0.041816       	|
fetch_next_validate_batch          	|  0.0050989      	|126            	|  0.64246        	|  0.041616       	|
training_batch_to_device           	|  0.00060682     	|1000           	|  0.60682        	|  0.039308       	|
on_train_epoch_end                 	|  0.00036682     	|500            	|  0.18341        	|  0.011881       	|
on_train_epoch_start               	|  0.00034895     	|500            	|  0.17447        	|  0.011302       	|
on_train_batch_start               	|  0.00010952     	|1000           	|  0.10952        	|  0.0070944      	|
on_train_end                       	|  0.044066       	|1              	|  0.044066       	|  0.0028544      	|
on_batch_start                     	|  4.3e-05        	|1000           	|  0.043          	|  0.0027854      	|
evaluation_batch_to_device         	|  0.00028855     	|125            	|  0.036069       	|  0.0023364      	|
on_pretrain_routine_start          	|  0.024874       	|1              	|  0.024874       	|  0.0016112      	|
on_after_backward                  	|  2.4131e-05     	|1000           	|  0.024131       	|  0.0015631      	|
on_before_zero_grad                	|  2.2775e-05     	|1000           	|  0.022775       	|  0.0014752      	|
on_before_optimizer_step           	|  1.611e-05      	|1000           	|  0.01611        	|  0.0010435      	|
on_before_backward                 	|  1.5886e-05     	|1000           	|  0.015886       	|  0.001029       	|
on_batch_end                       	|  1.5803e-05     	|1000           	|  0.015803       	|  0.0010236      	|
configure_optimizers               	|  0.012251       	|1              	|  0.012251       	|  0.00079358     	|
training_step_end                  	|  8.9376e-06     	|1000           	|  0.0089376      	|  0.00057894     	|
on_epoch_end                       	|  1.1717e-05     	|501            	|  0.0058704      	|  0.00038026     	|
on_epoch_start                     	|  1.0883e-05     	|501            	|  0.0054525      	|  0.00035319     	|
on_validation_batch_end            	|  4.125e-05      	|125            	|  0.0051563      	|  0.00033401     	|
on_validation_model_eval           	|  0.0046663      	|1              	|  0.0046663      	|  0.00030226     	|
on_train_start                     	|  0.0031495      	|1              	|  0.0031495      	|  0.00020401     	|
on_validation_batch_start          	|  1.6806e-05     	|125            	|  0.0021008      	|  0.00013608     	|
validation_step_end                	|  8.7066e-06     	|125            	|  0.0010883      	|  7.0498e-05     	|
on_validation_start                	|  0.00060363     	|1              	|  0.00060363     	|  3.9101e-05     	|
on_validation_end                  	|  0.00025969     	|1              	|  0.00025969     	|  1.6821e-05     	|
setup                              	|  2.8511e-05     	|2              	|  5.7021e-05     	|  3.6936e-06     	|
on_before_accelerator_backend_setup	|  2.5118e-05     	|2              	|  5.0236e-05     	|  3.2541e-06     	|
on_configure_sharded_model         	|  2.5057e-05     	|2              	|  5.0114e-05     	|  3.2462e-06     	|
teardown                           	|  2.3603e-05     	|2              	|  4.7207e-05     	|  3.0579e-06     	|
on_fit_start                       	|  4.6004e-05     	|1              	|  4.6004e-05     	|  2.9799e-06     	|
on_validation_epoch_end            	|  4.5357e-05     	|1              	|  4.5357e-05     	|  2.9381e-06     	|
on_fit_end                         	|  3.7568e-05     	|1              	|  3.7568e-05     	|  2.4335e-06     	|
on_val_dataloader                  	|  1.2753e-05     	|2              	|  2.5505e-05     	|  1.6521e-06     	|
configure_sharded_model            	|  8.5402e-06     	|2              	|  1.708e-05      	|  1.1064e-06     	|
configure_callbacks                	|  8.5151e-06     	|2              	|  1.703e-05      	|  1.1031e-06     	|
on_validation_epoch_start          	|  1.5441e-05     	|1              	|  1.5441e-05     	|  1.0002e-06     	|
on_pretrain_routine_end            	|  1.4763e-05     	|1              	|  1.4763e-05     	|  9.5631e-07     	|
prepare_data                       	|  6.1356e-06     	|2              	|  1.2271e-05     	|  7.9487e-07     	|
on_train_dataloader                	|  7.9349e-06     	|1              	|  7.9349e-06     	|  5.1399e-07     	|
