VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  572.31         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  0.91805        	|500            	|  459.03         	|  80.206         	|
run_training_batch                 	|  0.30799        	|1000           	|  307.99         	|  53.815         	|
optimizer_step_with_closure_0      	|  0.30525        	|1000           	|  305.25         	|  53.337         	|
training_step_and_backward         	|  0.23001        	|1000           	|  230.01         	|  40.19          	|
model_forward                      	|  0.14232        	|1000           	|  142.32         	|  24.867         	|
training_step                      	|  0.14215        	|1000           	|  142.15         	|  24.838         	|
backward                           	|  0.086339       	|1000           	|  86.339         	|  15.086         	|
run_validate_evaluation            	|  70.225         	|1              	|  70.225         	|  12.27          	|
evaluation_step_and_end            	|  0.21935        	|313            	|  68.658         	|  11.997         	|
validation_step                    	|  0.2193         	|313            	|  68.641         	|  11.994         	|
get_train_batch                    	|  0.02895        	|1500           	|  43.424         	|  7.5875         	|
fetch_next_train_batch             	|  0.028916       	|1500           	|  43.375         	|  7.5788         	|
on_train_batch_end                 	|  0.001366       	|1000           	|  1.366          	|  0.23868        	|
zero_grad                          	|  0.0013192      	|1000           	|  1.3192         	|  0.2305         	|
training_batch_to_device           	|  0.00059484     	|1000           	|  0.59484        	|  0.10394        	|
get_validate_batch                 	|  0.0018087      	|314            	|  0.56792        	|  0.099233       	|
fetch_next_validate_batch          	|  0.0017941      	|314            	|  0.56336        	|  0.098436       	|
on_train_epoch_start               	|  0.00027182     	|500            	|  0.13591        	|  0.023748       	|
on_train_epoch_end                 	|  0.00026658     	|500            	|  0.13329        	|  0.02329        	|
on_train_batch_start               	|  0.00010383     	|1000           	|  0.10383        	|  0.018142       	|
evaluation_batch_to_device         	|  0.00022574     	|313            	|  0.070658       	|  0.012346       	|
on_batch_start                     	|  3.5297e-05     	|1000           	|  0.035297       	|  0.0061675      	|
on_train_end                       	|  0.023624       	|1              	|  0.023624       	|  0.0041278      	|
on_pretrain_routine_start          	|  0.022645       	|1              	|  0.022645       	|  0.0039567      	|
on_before_zero_grad                	|  2.0353e-05     	|1000           	|  0.020353       	|  0.0035563      	|
on_batch_end                       	|  1.4288e-05     	|1000           	|  0.014288       	|  0.0024966      	|
on_before_optimizer_step           	|  1.1839e-05     	|1000           	|  0.011839       	|  0.0020686      	|
on_after_backward                  	|  1.1818e-05     	|1000           	|  0.011818       	|  0.002065       	|
on_before_backward                 	|  1.1346e-05     	|1000           	|  0.011346       	|  0.0019825      	|
configure_optimizers               	|  0.0081951      	|1              	|  0.0081951      	|  0.0014319      	|
training_step_end                  	|  7.641e-06      	|1000           	|  0.007641       	|  0.0013351      	|
on_validation_batch_end            	|  1.9419e-05     	|313            	|  0.0060782      	|  0.001062       	|
on_epoch_start                     	|  1.0992e-05     	|501            	|  0.005507       	|  0.00096223     	|
on_epoch_end                       	|  1.0426e-05     	|501            	|  0.0052237      	|  0.00091273     	|
on_validation_model_eval           	|  0.0038864      	|1              	|  0.0038864      	|  0.00067907     	|
on_validation_batch_start          	|  1.0075e-05     	|313            	|  0.0031534      	|  0.00055099     	|
validation_step_end                	|  5.0866e-06     	|313            	|  0.0015921      	|  0.00027819     	|
on_train_start                     	|  0.00071428     	|1              	|  0.00071428     	|  0.00012481     	|
on_validation_start                	|  0.00031304     	|1              	|  0.00031304     	|  5.4697e-05     	|
on_validation_end                  	|  0.00010797     	|1              	|  0.00010797     	|  1.8866e-05     	|
on_before_accelerator_backend_setup	|  1.7843e-05     	|2              	|  3.5687e-05     	|  6.2356e-06     	|
teardown                           	|  1.6125e-05     	|2              	|  3.225e-05      	|  5.635e-06      	|
on_validation_epoch_end            	|  3.1088e-05     	|1              	|  3.1088e-05     	|  5.432e-06      	|
on_configure_sharded_model         	|  1.4017e-05     	|2              	|  2.8033e-05     	|  4.8982e-06     	|
setup                              	|  1.3967e-05     	|2              	|  2.7933e-05     	|  4.8807e-06     	|
on_fit_end                         	|  2.2673e-05     	|1              	|  2.2673e-05     	|  3.9617e-06     	|
on_fit_start                       	|  1.5439e-05     	|1              	|  1.5439e-05     	|  2.6976e-06     	|
on_val_dataloader                  	|  5.646e-06      	|2              	|  1.1292e-05     	|  1.9731e-06     	|
prepare_data                       	|  5.0295e-06     	|2              	|  1.0059e-05     	|  1.7576e-06     	|
configure_sharded_model            	|  4.9545e-06     	|2              	|  9.9089e-06     	|  1.7314e-06     	|
on_validation_epoch_start          	|  9.598e-06      	|1              	|  9.598e-06      	|  1.6771e-06     	|
on_pretrain_routine_end            	|  9.227e-06      	|1              	|  9.227e-06      	|  1.6122e-06     	|
configure_callbacks                	|  4.5029e-06     	|2              	|  9.0059e-06     	|  1.5736e-06     	|
on_train_dataloader                	|  3.928e-06      	|1              	|  3.928e-06      	|  6.8633e-07     	|
