VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1247.9         	|  100 %          	|
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run_training_epoch                 	|  2.4242         	|500            	|  1212.1         	|  97.133         	|
run_training_batch                 	|  0.28094        	|1000           	|  280.94         	|  22.514         	|
optimizer_step_with_closure_0      	|  0.27666        	|1000           	|  276.66         	|  22.17          	|
training_step_and_backward         	|  0.21279        	|1000           	|  212.79         	|  17.052         	|
get_train_batch                    	|  0.11844        	|1500           	|  177.66         	|  14.237         	|
fetch_next_train_batch             	|  0.1184         	|1500           	|  177.6          	|  14.232         	|
backward                           	|  0.10704        	|1000           	|  107.04         	|  8.5777         	|
model_forward                      	|  0.10422        	|1000           	|  104.22         	|  8.3522         	|
training_step                      	|  0.10398        	|1000           	|  103.98         	|  8.3328         	|
run_validate_evaluation            	|  7.1951         	|1              	|  7.1951         	|  0.57658        	|
evaluation_step_and_end            	|  0.099382       	|48             	|  4.7703         	|  0.38228        	|
validation_step                    	|  0.099262       	|48             	|  4.7646         	|  0.38181        	|
on_train_batch_end                 	|  0.0023716      	|1000           	|  2.3716         	|  0.19005        	|
zero_grad                          	|  0.0014751      	|1000           	|  1.4751         	|  0.11821        	|
get_validate_batch                 	|  0.014331       	|49             	|  0.70224        	|  0.056275       	|
fetch_next_validate_batch          	|  0.014308       	|49             	|  0.7011         	|  0.056183       	|
training_batch_to_device           	|  0.00067407     	|1000           	|  0.67407        	|  0.054018       	|
on_train_epoch_end                 	|  0.00033016     	|500            	|  0.16508        	|  0.013229       	|
on_train_epoch_start               	|  0.00032546     	|500            	|  0.16273        	|  0.013041       	|
on_train_batch_start               	|  0.0001122      	|1000           	|  0.1122         	|  0.0089915      	|
on_train_end                       	|  0.062633       	|1              	|  0.062633       	|  0.0050192      	|
on_batch_start                     	|  5.0975e-05     	|1000           	|  0.050975       	|  0.0040849      	|
on_after_backward                  	|  2.9828e-05     	|1000           	|  0.029828       	|  0.0023903      	|
on_before_zero_grad                	|  2.4272e-05     	|1000           	|  0.024272       	|  0.001945       	|
on_pretrain_routine_start          	|  0.022696       	|1              	|  0.022696       	|  0.0018188      	|
on_before_backward                 	|  1.9237e-05     	|1000           	|  0.019237       	|  0.0015416      	|
on_before_optimizer_step           	|  1.773e-05      	|1000           	|  0.01773        	|  0.0014208      	|
on_batch_end                       	|  1.5667e-05     	|1000           	|  0.015667       	|  0.0012555      	|
evaluation_batch_to_device         	|  0.00028535     	|48             	|  0.013697       	|  0.0010976      	|
configure_optimizers               	|  0.011982       	|1              	|  0.011982       	|  0.00096022     	|
training_step_end                  	|  1.0482e-05     	|1000           	|  0.010482       	|  0.00084002     	|
on_epoch_end                       	|  1.1033e-05     	|501            	|  0.0055277      	|  0.00044297     	|
on_epoch_start                     	|  1.0894e-05     	|501            	|  0.0054577      	|  0.00043736     	|
on_validation_model_eval           	|  0.003817       	|1              	|  0.003817       	|  0.00030588     	|
on_validation_batch_end            	|  4.2515e-05     	|48             	|  0.0020407      	|  0.00016354     	|
on_train_start                     	|  0.0011068      	|1              	|  0.0011068      	|  8.8696e-05     	|
on_validation_batch_start          	|  1.8042e-05     	|48             	|  0.00086601     	|  6.9399e-05     	|
on_validation_start                	|  0.0004948      	|1              	|  0.0004948      	|  3.9651e-05     	|
validation_step_end                	|  8.677e-06      	|48             	|  0.0004165      	|  3.3376e-05     	|
on_validation_end                  	|  0.00029453     	|1              	|  0.00029453     	|  2.3602e-05     	|
on_fit_end                         	|  6.1871e-05     	|1              	|  6.1871e-05     	|  4.9581e-06     	|
on_before_accelerator_backend_setup	|  2.9701e-05     	|2              	|  5.9402e-05     	|  4.7602e-06     	|
on_configure_sharded_model         	|  2.628e-05      	|2              	|  5.256e-05      	|  4.212e-06      	|
setup                              	|  2.5558e-05     	|2              	|  5.1117e-05     	|  4.0963e-06     	|
on_fit_start                       	|  4.8416e-05     	|1              	|  4.8416e-05     	|  3.8799e-06     	|
teardown                           	|  2.3001e-05     	|2              	|  4.6002e-05     	|  3.6864e-06     	|
on_validation_epoch_end            	|  3.1201e-05     	|1              	|  3.1201e-05     	|  2.5003e-06     	|
configure_callbacks                	|  9.5489e-06     	|2              	|  1.9098e-05     	|  1.5304e-06     	|
on_val_dataloader                  	|  8.5337e-06     	|2              	|  1.7067e-05     	|  1.3677e-06     	|
configure_sharded_model            	|  8.3763e-06     	|2              	|  1.6753e-05     	|  1.3425e-06     	|
prepare_data                       	|  8.0569e-06     	|2              	|  1.6114e-05     	|  1.2913e-06     	|
on_pretrain_routine_end            	|  1.3743e-05     	|1              	|  1.3743e-05     	|  1.1013e-06     	|
on_validation_epoch_start          	|  1.0356e-05     	|1              	|  1.0356e-05     	|  8.2991e-07     	|
on_train_dataloader                	|  6.7204e-06     	|1              	|  6.7204e-06     	|  5.3855e-07     	|
