VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1839.9         	|  100 %          	|
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run_training_epoch                 	|  26.311         	|63             	|  1657.6         	|  90.089         	|
run_training_batch                 	|  0.20277        	|8000           	|  1622.1         	|  88.163         	|
training_step_and_backward         	|  0.19125        	|8000           	|  1530.0         	|  83.155         	|
model_forward                      	|  0.10849        	|8000           	|  867.91         	|  47.171         	|
training_step                      	|  0.10836        	|8000           	|  866.86         	|  47.114         	|
backward                           	|  0.08258        	|8000           	|  660.64         	|  35.905         	|
optimizer_step_with_closure_0      	|  0.24807        	|1000           	|  248.07         	|  13.483         	|
run_validate_evaluation            	|  137.88         	|1              	|  137.88         	|  7.4936         	|
evaluation_step_and_end            	|  0.1359         	|1000           	|  135.9          	|  7.3863         	|
validation_step                    	|  0.13585        	|1000           	|  135.85         	|  7.3836         	|
get_train_batch                    	|  0.0022943      	|8063           	|  18.499         	|  1.0054         	|
fetch_next_train_batch             	|  0.0022779      	|8063           	|  18.367         	|  0.99822        	|
on_train_batch_end                 	|  0.0010802      	|8000           	|  8.6414         	|  0.46966        	|
training_batch_to_device           	|  0.00021452     	|8000           	|  1.7161         	|  0.093271       	|
get_validate_batch                 	|  0.0014404      	|1001           	|  1.4419         	|  0.078365       	|
fetch_next_validate_batch          	|  0.0014269      	|1001           	|  1.4283         	|  0.077627       	|
zero_grad                          	|  0.0013019      	|1000           	|  1.3019         	|  0.070756       	|
on_train_batch_start               	|  9.2759e-05     	|8000           	|  0.74208        	|  0.040332       	|
evaluation_batch_to_device         	|  0.0002063      	|1000           	|  0.2063         	|  0.011212       	|
on_batch_start                     	|  1.4596e-05     	|8000           	|  0.11677        	|  0.0063465      	|
on_batch_end                       	|  1.3044e-05     	|8000           	|  0.10436        	|  0.0056717      	|
on_before_backward                 	|  1.2894e-05     	|8000           	|  0.10315        	|  0.0056063      	|
on_after_backward                  	|  1.201e-05      	|8000           	|  0.096077       	|  0.0052217      	|
training_step_end                  	|  5.4314e-06     	|8000           	|  0.043451       	|  0.0023615      	|
on_train_end                       	|  0.024987       	|1              	|  0.024987       	|  0.001358       	|
on_pretrain_routine_start          	|  0.022243       	|1              	|  0.022243       	|  0.0012089      	|
on_validation_batch_end            	|  1.8575e-05     	|1000           	|  0.018575       	|  0.0010096      	|
on_train_epoch_start               	|  0.00029456     	|63             	|  0.018557       	|  0.0010086      	|
on_train_epoch_end                 	|  0.00026509     	|63             	|  0.0167         	|  0.00090766     	|
on_before_zero_grad                	|  1.4606e-05     	|1000           	|  0.014606       	|  0.00079383     	|
on_before_optimizer_step           	|  1.188e-05      	|1000           	|  0.01188        	|  0.00064565     	|
on_validation_batch_start          	|  1.01e-05       	|1000           	|  0.0101         	|  0.00054895     	|
configure_optimizers               	|  0.0082597      	|1              	|  0.0082597      	|  0.00044891     	|
validation_step_end                	|  5.1221e-06     	|1000           	|  0.0051221      	|  0.00027839     	|
on_validation_model_eval           	|  0.0044772      	|1              	|  0.0044772      	|  0.00024334     	|
on_train_start                     	|  0.00078772     	|1              	|  0.00078772     	|  4.2813e-05     	|
on_epoch_start                     	|  1.0648e-05     	|64             	|  0.00068147     	|  3.7038e-05     	|
on_epoch_end                       	|  1.0321e-05     	|64             	|  0.00066052     	|  3.5899e-05     	|
on_validation_start                	|  0.00032953     	|1              	|  0.00032953     	|  1.791e-05      	|
on_validation_end                  	|  0.00010846     	|1              	|  0.00010846     	|  5.8949e-06     	|
setup                              	|  2.3053e-05     	|2              	|  4.6106e-05     	|  2.5059e-06     	|
on_before_accelerator_backend_setup	|  2.2462e-05     	|2              	|  4.4924e-05     	|  2.4416e-06     	|
on_configure_sharded_model         	|  1.6366e-05     	|2              	|  3.2732e-05     	|  1.779e-06      	|
teardown                           	|  1.5239e-05     	|2              	|  3.0477e-05     	|  1.6564e-06     	|
on_fit_end                         	|  2.1651e-05     	|1              	|  2.1651e-05     	|  1.1767e-06     	|
on_validation_epoch_end            	|  1.8485e-05     	|1              	|  1.8485e-05     	|  1.0047e-06     	|
on_fit_start                       	|  1.7302e-05     	|1              	|  1.7302e-05     	|  9.4037e-07     	|
on_val_dataloader                  	|  6.7624e-06     	|2              	|  1.3525e-05     	|  7.3507e-07     	|
configure_callbacks                	|  6.5529e-06     	|2              	|  1.3106e-05     	|  7.123e-07      	|
prepare_data                       	|  5.5605e-06     	|2              	|  1.1121e-05     	|  6.0442e-07     	|
on_pretrain_routine_end            	|  1.0199e-05     	|1              	|  1.0199e-05     	|  5.5432e-07     	|
configure_sharded_model            	|  4.9894e-06     	|2              	|  9.9789e-06     	|  5.4235e-07     	|
on_validation_epoch_start          	|  9.4271e-06     	|1              	|  9.4271e-06     	|  5.1236e-07     	|
on_train_dataloader                	|  4.1381e-06     	|1              	|  4.1381e-06     	|  2.249e-07      	|
