VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  590.46         	|  100 %          	|
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run_training_epoch                 	|  8.2733         	|63             	|  521.22         	|  88.274         	|
run_training_batch                 	|  0.38373        	|1000           	|  383.73         	|  64.989         	|
optimizer_step_with_closure_0      	|  0.37987        	|1000           	|  379.87         	|  64.335         	|
training_step_and_backward         	|  0.27355        	|1000           	|  273.55         	|  46.329         	|
model_forward                      	|  0.13775        	|1000           	|  137.75         	|  23.33          	|
training_step                      	|  0.13756        	|1000           	|  137.56         	|  23.297         	|
backward                           	|  0.13422        	|1000           	|  134.22         	|  22.732         	|
get_train_batch                    	|  0.029177       	|1063           	|  31.015         	|  5.2527         	|
fetch_next_train_batch             	|  0.029153       	|1063           	|  30.99          	|  5.2485         	|
run_validate_evaluation            	|  30.828         	|1              	|  30.828         	|  5.221          	|
evaluation_step_and_end            	|  0.22067        	|125            	|  27.583         	|  4.6715         	|
validation_step                    	|  0.22057        	|125            	|  27.571         	|  4.6694         	|
on_train_batch_end                 	|  0.0020296      	|1000           	|  2.0296         	|  0.34373        	|
zero_grad                          	|  0.001541       	|1000           	|  1.541          	|  0.26098        	|
get_validate_batch                 	|  0.0064888      	|126            	|  0.81759        	|  0.13847        	|
fetch_next_validate_batch          	|  0.0064654      	|126            	|  0.81464        	|  0.13797        	|
training_batch_to_device           	|  0.00031331     	|1000           	|  0.31331        	|  0.053063       	|
on_train_batch_start               	|  9.752e-05      	|1000           	|  0.09752        	|  0.016516       	|
on_train_end                       	|  0.044497       	|1              	|  0.044497       	|  0.0075359      	|
evaluation_batch_to_device         	|  0.00028391     	|125            	|  0.035489       	|  0.0060104      	|
on_pretrain_routine_start          	|  0.025259       	|1              	|  0.025259       	|  0.0042779      	|
on_train_epoch_end                 	|  0.00036777     	|63             	|  0.023169       	|  0.003924       	|
on_train_epoch_start               	|  0.00036105     	|63             	|  0.022746       	|  0.0038523      	|
on_batch_start                     	|  2.1694e-05     	|1000           	|  0.021694       	|  0.0036741      	|
on_after_backward                  	|  2.0455e-05     	|1000           	|  0.020455       	|  0.0034642      	|
on_before_zero_grad                	|  1.5706e-05     	|1000           	|  0.015706       	|  0.0026599      	|
on_batch_end                       	|  1.5215e-05     	|1000           	|  0.015215       	|  0.0025768      	|
on_before_optimizer_step           	|  1.291e-05      	|1000           	|  0.01291        	|  0.0021865      	|
on_before_backward                 	|  1.2837e-05     	|1000           	|  0.012837       	|  0.0021741      	|
configure_optimizers               	|  0.0088811      	|1              	|  0.0088811      	|  0.0015041      	|
training_step_end                  	|  7.102e-06      	|1000           	|  0.007102       	|  0.0012028      	|
on_validation_batch_end            	|  3.6859e-05     	|125            	|  0.0046073      	|  0.0007803      	|
on_validation_model_eval           	|  0.0043906      	|1              	|  0.0043906      	|  0.00074359     	|
on_validation_batch_start          	|  1.5226e-05     	|125            	|  0.0019032      	|  0.00032233     	|
on_train_start                     	|  0.0014699      	|1              	|  0.0014699      	|  0.00024894     	|
validation_step_end                	|  8.3367e-06     	|125            	|  0.0010421      	|  0.00017649     	|
on_epoch_end                       	|  1.2161e-05     	|64             	|  0.00077831     	|  0.00013181     	|
on_epoch_start                     	|  1.1053e-05     	|64             	|  0.00070742     	|  0.00011981     	|
on_validation_start                	|  0.00055922     	|1              	|  0.00055922     	|  9.471e-05      	|
on_validation_end                  	|  0.00016199     	|1              	|  0.00016199     	|  2.7434e-05     	|
teardown                           	|  3.4999e-05     	|2              	|  6.9998e-05     	|  1.1855e-05     	|
on_before_accelerator_backend_setup	|  2.782e-05      	|2              	|  5.5639e-05     	|  9.423e-06      	|
on_configure_sharded_model         	|  2.5482e-05     	|2              	|  5.0964e-05     	|  8.6312e-06     	|
setup                              	|  2.5447e-05     	|2              	|  5.0893e-05     	|  8.6192e-06     	|
on_fit_end                         	|  3.2779e-05     	|1              	|  3.2779e-05     	|  5.5514e-06     	|
on_validation_epoch_end            	|  2.8003e-05     	|1              	|  2.8003e-05     	|  4.7426e-06     	|
on_val_dataloader                  	|  1.2224e-05     	|2              	|  2.4447e-05     	|  4.1404e-06     	|
on_fit_start                       	|  1.8723e-05     	|1              	|  1.8723e-05     	|  3.171e-06      	|
configure_sharded_model            	|  8.1137e-06     	|2              	|  1.6227e-05     	|  2.7483e-06     	|
configure_callbacks                	|  7.7309e-06     	|2              	|  1.5462e-05     	|  2.6186e-06     	|
prepare_data                       	|  6.8629e-06     	|2              	|  1.3726e-05     	|  2.3246e-06     	|
on_validation_epoch_start          	|  1.3521e-05     	|1              	|  1.3521e-05     	|  2.2899e-06     	|
on_pretrain_routine_end            	|  1.2387e-05     	|1              	|  1.2387e-05     	|  2.0978e-06     	|
on_train_dataloader                	|  6.4205e-06     	|1              	|  6.4205e-06     	|  1.0874e-06     	|
