VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  765.42         	|  100 %          	|
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run_training_epoch                 	|  3.5537         	|200            	|  710.73         	|  92.855         	|
run_training_batch                 	|  0.30767        	|1000           	|  307.67         	|  40.196         	|
optimizer_step_with_closure_0      	|  0.3037         	|1000           	|  303.7          	|  39.678         	|
training_step_and_backward         	|  0.2361         	|1000           	|  236.1          	|  30.846         	|
model_forward                      	|  0.1176         	|1000           	|  117.6          	|  15.365         	|
training_step                      	|  0.11738        	|1000           	|  117.38         	|  15.335         	|
backward                           	|  0.11679        	|1000           	|  116.79         	|  15.258         	|
get_train_batch                    	|  0.064045       	|1200           	|  76.854         	|  10.041         	|
fetch_next_train_batch             	|  0.06401        	|1200           	|  76.812         	|  10.035         	|
run_validate_evaluation            	|  16.926         	|1              	|  16.926         	|  2.2113         	|
evaluation_step_and_end            	|  0.10056        	|139            	|  13.978         	|  1.8262         	|
validation_step                    	|  0.10044        	|139            	|  13.961         	|  1.824          	|
on_train_batch_end                 	|  0.002523       	|1000           	|  2.523          	|  0.32963        	|
zero_grad                          	|  0.0016686      	|1000           	|  1.6686         	|  0.218          	|
get_validate_batch                 	|  0.0056184      	|140            	|  0.78658        	|  0.10276        	|
fetch_next_validate_batch          	|  0.0055942      	|140            	|  0.78319        	|  0.10232        	|
training_batch_to_device           	|  0.00049583     	|1000           	|  0.49583        	|  0.064778       	|
on_train_batch_start               	|  0.00010552     	|1000           	|  0.10552        	|  0.013785       	|
on_train_epoch_end                 	|  0.00033687     	|200            	|  0.067374       	|  0.0088022      	|
on_train_epoch_start               	|  0.00032846     	|200            	|  0.065693       	|  0.0085826      	|
on_train_end                       	|  0.05597        	|1              	|  0.05597        	|  0.0073124      	|
evaluation_batch_to_device         	|  0.00029337     	|139            	|  0.040778       	|  0.0053276      	|
on_batch_start                     	|  3.3503e-05     	|1000           	|  0.033503       	|  0.0043771      	|
on_after_backward                  	|  3.0759e-05     	|1000           	|  0.030759       	|  0.0040186      	|
on_pretrain_routine_start          	|  0.02316        	|1              	|  0.02316        	|  0.0030257      	|
on_before_zero_grad                	|  2.1209e-05     	|1000           	|  0.021209       	|  0.0027709      	|
on_batch_end                       	|  1.6778e-05     	|1000           	|  0.016778       	|  0.0021921      	|
on_before_optimizer_step           	|  1.6688e-05     	|1000           	|  0.016688       	|  0.0021803      	|
configure_optimizers               	|  0.015892       	|1              	|  0.015892       	|  0.0020763      	|
on_before_backward                 	|  1.4982e-05     	|1000           	|  0.014982       	|  0.0019574      	|
training_step_end                  	|  9.3972e-06     	|1000           	|  0.0093972      	|  0.0012277      	|
on_validation_model_eval           	|  0.0058004      	|1              	|  0.0058004      	|  0.0007578      	|
on_validation_batch_end            	|  4.0161e-05     	|139            	|  0.0055824      	|  0.00072933     	|
on_epoch_end                       	|  1.5154e-05     	|201            	|  0.003046       	|  0.00039795     	|
on_epoch_start                     	|  1.2265e-05     	|201            	|  0.0024652      	|  0.00032207     	|
on_validation_batch_start          	|  1.5881e-05     	|139            	|  0.0022074      	|  0.00028839     	|
validation_step_end                	|  9.4686e-06     	|139            	|  0.0013161      	|  0.00017195     	|
on_train_start                     	|  0.0010117      	|1              	|  0.0010117      	|  0.00013218     	|
on_validation_start                	|  0.00075299     	|1              	|  0.00075299     	|  9.8377e-05     	|
on_validation_end                  	|  0.00016774     	|1              	|  0.00016774     	|  2.1914e-05     	|
setup                              	|  2.8335e-05     	|2              	|  5.6669e-05     	|  7.4037e-06     	|
on_before_accelerator_backend_setup	|  2.6358e-05     	|2              	|  5.2717e-05     	|  6.8873e-06     	|
on_configure_sharded_model         	|  2.3783e-05     	|2              	|  4.7566e-05     	|  6.2144e-06     	|
teardown                           	|  2.2292e-05     	|2              	|  4.4584e-05     	|  5.8248e-06     	|
on_fit_end                         	|  4.2118e-05     	|1              	|  4.2118e-05     	|  5.5026e-06     	|
on_fit_start                       	|  4.198e-05      	|1              	|  4.198e-05      	|  5.4846e-06     	|
on_val_dataloader                  	|  1.8207e-05     	|2              	|  3.6415e-05     	|  4.7575e-06     	|
on_pretrain_routine_end            	|  3.6197e-05     	|1              	|  3.6197e-05     	|  4.729e-06      	|
on_validation_epoch_end            	|  3.3235e-05     	|1              	|  3.3235e-05     	|  4.3421e-06     	|
prepare_data                       	|  7.8175e-06     	|2              	|  1.5635e-05     	|  2.0427e-06     	|
configure_callbacks                	|  7.3798e-06     	|2              	|  1.476e-05      	|  1.9283e-06     	|
on_validation_epoch_start          	|  1.4449e-05     	|1              	|  1.4449e-05     	|  1.8877e-06     	|
configure_sharded_model            	|  6.9011e-06     	|2              	|  1.3802e-05     	|  1.8032e-06     	|
on_train_dataloader                	|  7.5568e-06     	|1              	|  7.5568e-06     	|  9.8727e-07     	|
