VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  521.29         	|  100 %          	|
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run_training_epoch                 	|  2.2002         	|200            	|  440.03         	|  84.413         	|
run_training_batch                 	|  0.36701        	|1000           	|  367.01         	|  70.404         	|
optimizer_step_with_closure_0      	|  0.36432        	|1000           	|  364.32         	|  69.889         	|
training_step_and_backward         	|  0.28407        	|1000           	|  284.07         	|  54.493         	|
model_forward                      	|  0.1672         	|1000           	|  167.2          	|  32.074         	|
training_step                      	|  0.16704        	|1000           	|  167.04         	|  32.045         	|
backward                           	|  0.11553        	|1000           	|  115.53         	|  22.162         	|
run_validate_evaluation            	|  35.934         	|1              	|  35.934         	|  6.8934         	|
evaluation_step_and_end            	|  0.25362        	|139            	|  35.253         	|  6.7627         	|
validation_step                    	|  0.25356        	|139            	|  35.245         	|  6.7612         	|
get_train_batch                    	|  0.016541       	|1200           	|  19.849         	|  3.8078         	|
fetch_next_train_batch             	|  0.016515       	|1200           	|  19.818         	|  3.8018         	|
zero_grad                          	|  0.0013135      	|1000           	|  1.3135         	|  0.25198        	|
on_train_batch_end                 	|  0.001257       	|1000           	|  1.257          	|  0.24113        	|
get_validate_batch                 	|  0.0024995      	|140            	|  0.34994        	|  0.067129       	|
fetch_next_validate_batch          	|  0.0024846      	|140            	|  0.34785        	|  0.066729       	|
training_batch_to_device           	|  0.00034709     	|1000           	|  0.34709        	|  0.066583       	|
on_train_batch_start               	|  9.7043e-05     	|1000           	|  0.097043       	|  0.018616       	|
on_train_epoch_start               	|  0.00028331     	|200            	|  0.056663       	|  0.01087        	|
on_train_epoch_end                 	|  0.00025105     	|200            	|  0.050211       	|  0.0096321      	|
evaluation_batch_to_device         	|  0.00023163     	|139            	|  0.032197       	|  0.0061764      	|
on_train_end                       	|  0.023964       	|1              	|  0.023964       	|  0.0045971      	|
on_batch_start                     	|  2.3638e-05     	|1000           	|  0.023638       	|  0.0045345      	|
on_pretrain_routine_start          	|  0.022113       	|1              	|  0.022113       	|  0.004242       	|
on_before_zero_grad                	|  1.6687e-05     	|1000           	|  0.016687       	|  0.0032011      	|
on_batch_end                       	|  1.3648e-05     	|1000           	|  0.013648       	|  0.0026181      	|
on_before_backward                 	|  1.2244e-05     	|1000           	|  0.012244       	|  0.0023487      	|
on_after_backward                  	|  1.1654e-05     	|1000           	|  0.011654       	|  0.0022356      	|
on_before_optimizer_step           	|  1.1649e-05     	|1000           	|  0.011649       	|  0.0022347      	|
configure_optimizers               	|  0.0081601      	|1              	|  0.0081601      	|  0.0015654      	|
training_step_end                  	|  7.2501e-06     	|1000           	|  0.0072501      	|  0.0013908      	|
on_validation_model_eval           	|  0.0040868      	|1              	|  0.0040868      	|  0.00078399     	|
on_validation_batch_end            	|  2.2055e-05     	|139            	|  0.0030657      	|  0.0005881      	|
on_epoch_start                     	|  1.0711e-05     	|201            	|  0.0021529      	|  0.000413       	|
on_epoch_end                       	|  1.0419e-05     	|201            	|  0.0020942      	|  0.00040174     	|
on_validation_batch_start          	|  1.0303e-05     	|139            	|  0.0014321      	|  0.00027473     	|
validation_step_end                	|  5.2534e-06     	|139            	|  0.00073023     	|  0.00014008     	|
on_train_start                     	|  0.00046625     	|1              	|  0.00046625     	|  8.9443e-05     	|
on_validation_start                	|  0.00032297     	|1              	|  0.00032297     	|  6.1957e-05     	|
on_validation_end                  	|  0.00011147     	|1              	|  0.00011147     	|  2.1383e-05     	|
on_before_accelerator_backend_setup	|  1.8935e-05     	|2              	|  3.787e-05      	|  7.2647e-06     	|
teardown                           	|  1.574e-05      	|2              	|  3.1479e-05     	|  6.0387e-06     	|
on_configure_sharded_model         	|  1.4081e-05     	|2              	|  2.8162e-05     	|  5.4024e-06     	|
setup                              	|  1.335e-05      	|2              	|  2.67e-05       	|  5.1219e-06     	|
on_fit_end                         	|  2.141e-05      	|1              	|  2.141e-05      	|  4.1071e-06     	|
on_validation_epoch_end            	|  1.7121e-05     	|1              	|  1.7121e-05     	|  3.2844e-06     	|
on_fit_start                       	|  1.6431e-05     	|1              	|  1.6431e-05     	|  3.152e-06      	|
prepare_data                       	|  5.786e-06      	|2              	|  1.1572e-05     	|  2.2199e-06     	|
on_val_dataloader                  	|  5.741e-06      	|2              	|  1.1482e-05     	|  2.2026e-06     	|
configure_callbacks                	|  5.41e-06       	|2              	|  1.082e-05      	|  2.0756e-06     	|
configure_sharded_model            	|  5.31e-06       	|2              	|  1.062e-05      	|  2.0373e-06     	|
on_pretrain_routine_end            	|  1.0009e-05     	|1              	|  1.0009e-05     	|  1.9201e-06     	|
on_validation_epoch_start          	|  9.608e-06      	|1              	|  9.608e-06      	|  1.8431e-06     	|
on_train_dataloader                	|  4.389e-06      	|1              	|  4.389e-06      	|  8.4195e-07     	|
