VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1841.4         	|  100 %          	|
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run_training_epoch                 	|  26.363         	|63             	|  1660.9         	|  90.197         	|
run_training_batch                 	|  0.20325        	|8000           	|  1626.0         	|  88.302         	|
training_step_and_backward         	|  0.19197        	|8000           	|  1535.7         	|  83.402         	|
model_forward                      	|  0.10758        	|8000           	|  860.63         	|  46.738         	|
training_step                      	|  0.10745        	|8000           	|  859.57         	|  46.681         	|
backward                           	|  0.084208       	|8000           	|  673.67         	|  36.585         	|
optimizer_step_with_closure_0      	|  0.25098        	|1000           	|  250.98         	|  13.63          	|
run_validate_evaluation            	|  137.66         	|1              	|  137.66         	|  7.4757         	|
evaluation_step_and_end            	|  0.13568        	|1000           	|  135.68         	|  7.3683         	|
validation_step                    	|  0.13563        	|1000           	|  135.63         	|  7.3657         	|
get_train_batch                    	|  0.002267       	|8063           	|  18.279         	|  0.99269        	|
fetch_next_train_batch             	|  0.0022502      	|8063           	|  18.143         	|  0.98532        	|
on_train_batch_end                 	|  0.0010739      	|8000           	|  8.591          	|  0.46655        	|
training_batch_to_device           	|  0.00021399     	|8000           	|  1.7119         	|  0.09297        	|
get_validate_batch                 	|  0.0014511      	|1001           	|  1.4525         	|  0.078882       	|
fetch_next_validate_batch          	|  0.0014377      	|1001           	|  1.4391         	|  0.078156       	|
zero_grad                          	|  0.0013118      	|1000           	|  1.3118         	|  0.071239       	|
on_train_batch_start               	|  9.0033e-05     	|8000           	|  0.72026        	|  0.039115       	|
evaluation_batch_to_device         	|  0.00020498     	|1000           	|  0.20498        	|  0.011132       	|
on_batch_start                     	|  1.4614e-05     	|8000           	|  0.11692        	|  0.0063494      	|
on_before_backward                 	|  1.2957e-05     	|8000           	|  0.10365        	|  0.0056291      	|
on_batch_end                       	|  1.2847e-05     	|8000           	|  0.10278        	|  0.0055816      	|
on_after_backward                  	|  1.1549e-05     	|8000           	|  0.092392       	|  0.0050175      	|
training_step_end                  	|  5.3716e-06     	|8000           	|  0.042973       	|  0.0023337      	|
on_train_end                       	|  0.025229       	|1              	|  0.025229       	|  0.0013701      	|
on_pretrain_routine_start          	|  0.022661       	|1              	|  0.022661       	|  0.0012306      	|
on_train_epoch_start               	|  0.00029116     	|63             	|  0.018343       	|  0.00099618     	|
on_validation_batch_end            	|  1.7501e-05     	|1000           	|  0.017501       	|  0.00095042     	|
on_train_epoch_end                 	|  0.00027457     	|63             	|  0.017298       	|  0.0009394      	|
on_before_zero_grad                	|  1.447e-05      	|1000           	|  0.01447        	|  0.00078583     	|
on_before_optimizer_step           	|  1.2641e-05     	|1000           	|  0.012641       	|  0.0006865      	|
on_validation_batch_start          	|  9.5162e-06     	|1000           	|  0.0095162      	|  0.0005168      	|
configure_optimizers               	|  0.0083758      	|1              	|  0.0083758      	|  0.00045487     	|
validation_step_end                	|  4.5191e-06     	|1000           	|  0.0045191      	|  0.00024542     	|
on_validation_model_eval           	|  0.0042182      	|1              	|  0.0042182      	|  0.00022908     	|
on_train_start                     	|  0.00079839     	|1              	|  0.00079839     	|  4.3358e-05     	|
on_epoch_end                       	|  1.0817e-05     	|64             	|  0.00069228     	|  3.7596e-05     	|
on_epoch_start                     	|  1.0487e-05     	|64             	|  0.00067119     	|  3.645e-05      	|
on_validation_start                	|  0.0003265      	|1              	|  0.0003265      	|  1.7731e-05     	|
on_validation_end                  	|  0.00011133     	|1              	|  0.00011133     	|  6.0458e-06     	|
setup                              	|  2.3859e-05     	|2              	|  4.7718e-05     	|  2.5914e-06     	|
on_before_accelerator_backend_setup	|  1.9026e-05     	|2              	|  3.8052e-05     	|  2.0665e-06     	|
on_configure_sharded_model         	|  1.7893e-05     	|2              	|  3.5786e-05     	|  1.9434e-06     	|
teardown                           	|  1.5839e-05     	|2              	|  3.1678e-05     	|  1.7203e-06     	|
on_fit_end                         	|  2.3303e-05     	|1              	|  2.3303e-05     	|  1.2655e-06     	|
on_validation_epoch_end            	|  1.8564e-05     	|1              	|  1.8564e-05     	|  1.0082e-06     	|
on_fit_start                       	|  1.7223e-05     	|1              	|  1.7223e-05     	|  9.3533e-07     	|
configure_sharded_model            	|  6.6925e-06     	|2              	|  1.3385e-05     	|  7.269e-07      	|
prepare_data                       	|  6.3166e-06     	|2              	|  1.2633e-05     	|  6.8607e-07     	|
on_val_dataloader                  	|  5.6354e-06     	|2              	|  1.1271e-05     	|  6.1209e-07     	|
configure_callbacks                	|  5.1139e-06     	|2              	|  1.0228e-05     	|  5.5544e-07     	|
on_pretrain_routine_end            	|  9.7381e-06     	|1              	|  9.7381e-06     	|  5.2885e-07     	|
on_validation_epoch_start          	|  9.367e-06      	|1              	|  9.367e-06      	|  5.087e-07      	|
on_train_dataloader                	|  4.028e-06      	|1              	|  4.028e-06      	|  2.1875e-07     	|
