VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  531.05         	|  100 %          	|
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run_training_epoch                 	|  0.95036        	|500            	|  475.18         	|  89.479         	|
run_training_batch                 	|  0.32124        	|1000           	|  321.24         	|  60.492         	|
optimizer_step_with_closure_0      	|  0.31855        	|1000           	|  318.55         	|  59.984         	|
training_step_and_backward         	|  0.23827        	|1000           	|  238.27         	|  44.867         	|
model_forward                      	|  0.14838        	|1000           	|  148.38         	|  27.941         	|
training_step                      	|  0.14821        	|1000           	|  148.21         	|  27.909         	|
backward                           	|  0.088486       	|1000           	|  88.486         	|  16.662         	|
get_train_batch                    	|  0.029503       	|1500           	|  44.254         	|  8.3333         	|
fetch_next_train_batch             	|  0.02947        	|1500           	|  44.205         	|  8.3241         	|
run_validate_evaluation            	|  12.27          	|1              	|  12.27          	|  2.3105         	|
evaluation_step_and_end            	|  0.24662        	|48             	|  11.838         	|  2.2291         	|
validation_step                    	|  0.24656        	|48             	|  11.835         	|  2.2286         	|
zero_grad                          	|  0.0013736      	|1000           	|  1.3736         	|  0.25866        	|
on_train_batch_end                 	|  0.0013183      	|1000           	|  1.3183         	|  0.24824        	|
training_batch_to_device           	|  0.00059567     	|1000           	|  0.59567        	|  0.11217        	|
get_validate_batch                 	|  0.0039417      	|49             	|  0.19314        	|  0.03637        	|
fetch_next_validate_batch          	|  0.0039267      	|49             	|  0.19241        	|  0.036231       	|
on_train_epoch_start               	|  0.00027799     	|500            	|  0.139          	|  0.026174       	|
on_train_epoch_end                 	|  0.00026254     	|500            	|  0.13127        	|  0.024719       	|
on_train_batch_start               	|  0.00010569     	|1000           	|  0.10569        	|  0.019902       	|
on_batch_start                     	|  3.5183e-05     	|1000           	|  0.035183       	|  0.0066252      	|
on_train_end                       	|  0.024335       	|1              	|  0.024335       	|  0.0045824      	|
on_pretrain_routine_start          	|  0.023084       	|1              	|  0.023084       	|  0.0043469      	|
on_before_zero_grad                	|  2.0712e-05     	|1000           	|  0.020712       	|  0.0039001      	|
on_batch_end                       	|  1.4346e-05     	|1000           	|  0.014346       	|  0.0027014      	|
on_before_optimizer_step           	|  1.204e-05      	|1000           	|  0.01204        	|  0.0022672      	|
on_after_backward                  	|  1.1926e-05     	|1000           	|  0.011926       	|  0.0022458      	|
on_before_backward                 	|  1.1655e-05     	|1000           	|  0.011655       	|  0.0021947      	|
evaluation_batch_to_device         	|  0.00021704     	|48             	|  0.010418       	|  0.0019618      	|
configure_optimizers               	|  0.0083942      	|1              	|  0.0083942      	|  0.0015807      	|
training_step_end                  	|  7.8174e-06     	|1000           	|  0.0078174      	|  0.001472       	|
on_epoch_start                     	|  1.0602e-05     	|501            	|  0.0053116      	|  0.0010002      	|
on_epoch_end                       	|  1.0087e-05     	|501            	|  0.0050538      	|  0.00095165     	|
on_validation_model_eval           	|  0.0040283      	|1              	|  0.0040283      	|  0.00075854     	|
on_validation_batch_end            	|  2.1115e-05     	|48             	|  0.0010135      	|  0.00019085     	|
on_train_start                     	|  0.00072817     	|1              	|  0.00072817     	|  0.00013712     	|
on_validation_batch_start          	|  1.054e-05      	|48             	|  0.00050594     	|  9.5271e-05     	|
on_validation_start                	|  0.00032113     	|1              	|  0.00032113     	|  6.047e-05      	|
validation_step_end                	|  4.7654e-06     	|48             	|  0.00022874     	|  4.3073e-05     	|
on_validation_end                  	|  0.00011606     	|1              	|  0.00011606     	|  2.1854e-05     	|
on_before_accelerator_backend_setup	|  1.8655e-05     	|2              	|  3.731e-05      	|  7.0257e-06     	|
teardown                           	|  1.4442e-05     	|2              	|  2.8884e-05     	|  5.439e-06      	|
on_configure_sharded_model         	|  1.34e-05       	|2              	|  2.6801e-05     	|  5.0468e-06     	|
setup                              	|  1.2513e-05     	|2              	|  2.5026e-05     	|  4.7125e-06     	|
on_validation_epoch_end            	|  2.4425e-05     	|1              	|  2.4425e-05     	|  4.5994e-06     	|
on_fit_end                         	|  2.3835e-05     	|1              	|  2.3835e-05     	|  4.4883e-06     	|
on_fit_start                       	|  1.5269e-05     	|1              	|  1.5269e-05     	|  2.8752e-06     	|
on_val_dataloader                  	|  6.0259e-06     	|2              	|  1.2052e-05     	|  2.2694e-06     	|
prepare_data                       	|  5.7255e-06     	|2              	|  1.1451e-05     	|  2.1563e-06     	|
on_pretrain_routine_end            	|  1.0139e-05     	|1              	|  1.0139e-05     	|  1.9092e-06     	|
on_validation_epoch_start          	|  9.789e-06      	|1              	|  9.789e-06      	|  1.8433e-06     	|
configure_sharded_model            	|  4.884e-06      	|2              	|  9.7681e-06     	|  1.8394e-06     	|
configure_callbacks                	|  4.8645e-06     	|2              	|  9.7291e-06     	|  1.832e-06      	|
on_train_dataloader                	|  4.0081e-06     	|1              	|  4.0081e-06     	|  7.5474e-07     	|
