VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  542.51         	|  100 %          	|
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run_training_epoch                 	|  0.85915        	|500            	|  429.57         	|  79.182         	|
run_training_batch                 	|  0.27884        	|1000           	|  278.84         	|  51.397         	|
optimizer_step_with_closure_0      	|  0.27622        	|1000           	|  276.22         	|  50.915         	|
training_step_and_backward         	|  0.21218        	|1000           	|  212.18         	|  39.112         	|
model_forward                      	|  0.12619        	|1000           	|  126.19         	|  23.26          	|
training_step                      	|  0.12602        	|1000           	|  126.02         	|  23.23          	|
backward                           	|  0.084595       	|1000           	|  84.595         	|  15.593         	|
run_validate_evaluation            	|  70.156         	|1              	|  70.156         	|  12.932         	|
evaluation_step_and_end            	|  0.21903        	|313            	|  68.555         	|  12.637         	|
validation_step                    	|  0.21897        	|313            	|  68.538         	|  12.634         	|
get_train_batch                    	|  0.028625       	|1500           	|  42.938         	|  7.9146         	|
fetch_next_train_batch             	|  0.028592       	|1500           	|  42.887         	|  7.9053         	|
zero_grad                          	|  0.0013705      	|1000           	|  1.3705         	|  0.25262        	|
on_train_batch_end                 	|  0.001291       	|1000           	|  1.291          	|  0.23797        	|
training_batch_to_device           	|  0.00059825     	|1000           	|  0.59825        	|  0.11027        	|
get_validate_batch                 	|  0.0018624      	|314            	|  0.5848         	|  0.1078         	|
fetch_next_validate_batch          	|  0.0018487      	|314            	|  0.58049        	|  0.107          	|
on_train_epoch_start               	|  0.00027514     	|500            	|  0.13757        	|  0.025358       	|
on_train_epoch_end                 	|  0.00027172     	|500            	|  0.13586        	|  0.025043       	|
on_train_batch_start               	|  0.00010549     	|1000           	|  0.10549        	|  0.019445       	|
evaluation_batch_to_device         	|  0.00021868     	|313            	|  0.068447       	|  0.012617       	|
on_batch_start                     	|  3.4248e-05     	|1000           	|  0.034248       	|  0.0063129      	|
on_train_end                       	|  0.024059       	|1              	|  0.024059       	|  0.0044347      	|
on_pretrain_routine_start          	|  0.02255        	|1              	|  0.02255        	|  0.0041565      	|
on_before_zero_grad                	|  2.0704e-05     	|1000           	|  0.020704       	|  0.0038164      	|
on_batch_end                       	|  1.5685e-05     	|1000           	|  0.015685       	|  0.0028913      	|
on_before_optimizer_step           	|  1.2479e-05     	|1000           	|  0.012479       	|  0.0023003      	|
on_after_backward                  	|  1.0638e-05     	|1000           	|  0.010638       	|  0.001961       	|
on_before_backward                 	|  1.052e-05      	|1000           	|  0.01052        	|  0.0019391      	|
configure_optimizers               	|  0.0087864      	|1              	|  0.0087864      	|  0.0016196      	|
training_step_end                  	|  7.7867e-06     	|1000           	|  0.0077867      	|  0.0014353      	|
on_validation_batch_end            	|  2.0797e-05     	|313            	|  0.0065094      	|  0.0011999      	|
on_epoch_start                     	|  1.0452e-05     	|501            	|  0.0052366      	|  0.00096524     	|
on_epoch_end                       	|  1.0269e-05     	|501            	|  0.0051447      	|  0.00094832     	|
on_validation_model_eval           	|  0.0040663      	|1              	|  0.0040663      	|  0.00074954     	|
on_validation_batch_start          	|  9.9979e-06     	|313            	|  0.0031293      	|  0.00057683     	|
validation_step_end                	|  5.2091e-06     	|313            	|  0.0016305      	|  0.00030054     	|
on_train_start                     	|  0.00069211     	|1              	|  0.00069211     	|  0.00012757     	|
on_validation_start                	|  0.00032601     	|1              	|  0.00032601     	|  6.0093e-05     	|
on_validation_end                  	|  0.00011404     	|1              	|  0.00011404     	|  2.1021e-05     	|
on_before_accelerator_backend_setup	|  1.8574e-05     	|2              	|  3.7149e-05     	|  6.8476e-06     	|
teardown                           	|  1.5589e-05     	|2              	|  3.1179e-05     	|  5.7472e-06     	|
on_validation_epoch_end            	|  3.0868e-05     	|1              	|  3.0868e-05     	|  5.6898e-06     	|
setup                              	|  1.4828e-05     	|2              	|  2.9656e-05     	|  5.4664e-06     	|
on_configure_sharded_model         	|  1.3485e-05     	|2              	|  2.697e-05      	|  4.9713e-06     	|
on_fit_end                         	|  2.2752e-05     	|1              	|  2.2752e-05     	|  4.1938e-06     	|
on_fit_start                       	|  1.7874e-05     	|1              	|  1.7874e-05     	|  3.2947e-06     	|
prepare_data                       	|  6.467e-06      	|2              	|  1.2934e-05     	|  2.3841e-06     	|
on_val_dataloader                  	|  6.131e-06      	|2              	|  1.2262e-05     	|  2.2602e-06     	|
on_pretrain_routine_end            	|  1.083e-05      	|1              	|  1.083e-05      	|  1.9963e-06     	|
on_validation_epoch_start          	|  1.0119e-05     	|1              	|  1.0119e-05     	|  1.8652e-06     	|
configure_sharded_model            	|  4.9645e-06     	|2              	|  9.9291e-06     	|  1.8302e-06     	|
configure_callbacks                	|  4.8035e-06     	|2              	|  9.6069e-06     	|  1.7708e-06     	|
on_train_dataloader                	|  4.178e-06      	|1              	|  4.178e-06      	|  7.7013e-07     	|
