VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  594.71         	|  100 %          	|
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run_training_epoch                 	|  8.3076         	|63             	|  523.38         	|  88.005         	|
run_training_batch                 	|  0.38642        	|1000           	|  386.42         	|  64.976         	|
optimizer_step_with_closure_0      	|  0.38246        	|1000           	|  382.46         	|  64.311         	|
training_step_and_backward         	|  0.27677        	|1000           	|  276.77         	|  46.538         	|
backward                           	|  0.13778        	|1000           	|  137.78         	|  23.167         	|
model_forward                      	|  0.1375         	|1000           	|  137.5          	|  23.121         	|
training_step                      	|  0.13732        	|1000           	|  137.32         	|  23.09          	|
get_train_batch                    	|  0.029423       	|1063           	|  31.277         	|  5.2592         	|
fetch_next_train_batch             	|  0.029399       	|1063           	|  31.251         	|  5.2549         	|
run_validate_evaluation            	|  30.843         	|1              	|  30.843         	|  5.1861         	|
evaluation_step_and_end            	|  0.22075        	|125            	|  27.593         	|  4.6398         	|
validation_step                    	|  0.22064        	|125            	|  27.58          	|  4.6376         	|
on_train_batch_end                 	|  0.0021421      	|1000           	|  2.1421         	|  0.36019        	|
zero_grad                          	|  0.0014552      	|1000           	|  1.4552         	|  0.2447         	|
get_validate_batch                 	|  0.0058785      	|126            	|  0.74069        	|  0.12455        	|
fetch_next_validate_batch          	|  0.0058535      	|126            	|  0.73755        	|  0.12402        	|
training_batch_to_device           	|  0.00025791     	|1000           	|  0.25791        	|  0.043368       	|
on_train_batch_start               	|  0.00010359     	|1000           	|  0.10359        	|  0.017418       	|
on_train_end                       	|  0.044155       	|1              	|  0.044155       	|  0.0074247      	|
evaluation_batch_to_device         	|  0.00029928     	|125            	|  0.03741        	|  0.0062905      	|
on_train_epoch_start               	|  0.00036776     	|63             	|  0.023169       	|  0.0038958      	|
on_after_backward                  	|  2.26e-05       	|1000           	|  0.0226         	|  0.0038001      	|
on_pretrain_routine_start          	|  0.022387       	|1              	|  0.022387       	|  0.0037643      	|
on_train_epoch_end                 	|  0.00035237     	|63             	|  0.0222         	|  0.0037328      	|
on_batch_start                     	|  2.1123e-05     	|1000           	|  0.021123       	|  0.0035519      	|
on_before_zero_grad                	|  1.6303e-05     	|1000           	|  0.016303       	|  0.0027414      	|
on_batch_end                       	|  1.5425e-05     	|1000           	|  0.015425       	|  0.0025936      	|
on_before_optimizer_step           	|  1.4178e-05     	|1000           	|  0.014178       	|  0.0023839      	|
on_before_backward                 	|  1.2377e-05     	|1000           	|  0.012377       	|  0.0020812      	|
configure_optimizers               	|  0.011116       	|1              	|  0.011116       	|  0.0018692      	|
training_step_end                  	|  7.2361e-06     	|1000           	|  0.0072361      	|  0.0012167      	|
on_validation_batch_end            	|  3.854e-05      	|125            	|  0.0048174      	|  0.00081005     	|
on_validation_model_eval           	|  0.0044444      	|1              	|  0.0044444      	|  0.00074733     	|
on_train_start                     	|  0.0020597      	|1              	|  0.0020597      	|  0.00034633     	|
on_validation_batch_start          	|  1.585e-05      	|125            	|  0.0019812      	|  0.00033314     	|
validation_step_end                	|  8.7031e-06     	|125            	|  0.0010879      	|  0.00018293     	|
on_epoch_end                       	|  1.1946e-05     	|64             	|  0.00076455     	|  0.00012856     	|
on_epoch_start                     	|  1.1427e-05     	|64             	|  0.0007313      	|  0.00012297     	|
on_validation_start                	|  0.00061079     	|1              	|  0.00061079     	|  0.0001027      	|
on_validation_end                  	|  0.00018523     	|1              	|  0.00018523     	|  3.1146e-05     	|
on_before_accelerator_backend_setup	|  3.6578e-05     	|2              	|  7.3155e-05     	|  1.2301e-05     	|
teardown                           	|  2.8997e-05     	|2              	|  5.7993e-05     	|  9.7516e-06     	|
on_fit_end                         	|  5.5281e-05     	|1              	|  5.5281e-05     	|  9.2955e-06     	|
on_fit_start                       	|  5.1858e-05     	|1              	|  5.1858e-05     	|  8.7199e-06     	|
on_configure_sharded_model         	|  2.303e-05      	|2              	|  4.6059e-05     	|  7.7449e-06     	|
setup                              	|  2.0417e-05     	|2              	|  4.0835e-05     	|  6.8663e-06     	|
on_validation_epoch_end            	|  3.1877e-05     	|1              	|  3.1877e-05     	|  5.3601e-06     	|
on_val_dataloader                  	|  1.0226e-05     	|2              	|  2.0452e-05     	|  3.439e-06      	|
prepare_data                       	|  7.9535e-06     	|2              	|  1.5907e-05     	|  2.6747e-06     	|
configure_callbacks                	|  7.5037e-06     	|2              	|  1.5007e-05     	|  2.5235e-06     	|
configure_sharded_model            	|  7.0725e-06     	|2              	|  1.4145e-05     	|  2.3785e-06     	|
on_pretrain_routine_end            	|  1.3078e-05     	|1              	|  1.3078e-05     	|  2.199e-06      	|
on_validation_epoch_start          	|  1.1917e-05     	|1              	|  1.1917e-05     	|  2.0039e-06     	|
on_train_dataloader                	|  6.1747e-06     	|1              	|  6.1747e-06     	|  1.0383e-06     	|
