VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1325.3         	|  100 %          	|
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run_training_epoch                 	|  2.527          	|500            	|  1263.5         	|  95.334         	|
run_training_batch                 	|  0.27214        	|1000           	|  272.14         	|  20.534         	|
optimizer_step_with_closure_0      	|  0.26839        	|1000           	|  268.39         	|  20.251         	|
training_step_and_backward         	|  0.2059         	|1000           	|  205.9          	|  15.536         	|
get_train_batch                    	|  0.1117         	|1500           	|  167.55         	|  12.642         	|
fetch_next_train_batch             	|  0.11166        	|1500           	|  167.5          	|  12.638         	|
backward                           	|  0.10344        	|1000           	|  103.44         	|  7.8051         	|
model_forward                      	|  0.10095        	|1000           	|  100.95         	|  7.6171         	|
training_step                      	|  0.10074        	|1000           	|  100.74         	|  7.6011         	|
run_validate_evaluation            	|  30.225         	|1              	|  30.225         	|  2.2806         	|
evaluation_step_and_end            	|  0.083001       	|313            	|  25.979         	|  1.9602         	|
validation_step                    	|  0.082937       	|313            	|  25.959         	|  1.9587         	|
on_train_batch_end                 	|  0.0020657      	|1000           	|  2.0657         	|  0.15587        	|
zero_grad                          	|  0.001469       	|1000           	|  1.469          	|  0.11084        	|
get_validate_batch                 	|  0.0035444      	|314            	|  1.1129         	|  0.083976       	|
fetch_next_validate_batch          	|  0.0035282      	|314            	|  1.1078         	|  0.083591       	|
training_batch_to_device           	|  0.00071989     	|1000           	|  0.71989        	|  0.054319       	|
on_train_epoch_end                 	|  0.0003217      	|500            	|  0.16085        	|  0.012137       	|
on_train_epoch_start               	|  0.00030061     	|500            	|  0.1503         	|  0.011341       	|
on_train_batch_start               	|  0.00011579     	|1000           	|  0.11579        	|  0.0087367      	|
evaluation_batch_to_device         	|  0.00025807     	|313            	|  0.080775       	|  0.0060948      	|
on_batch_start                     	|  5.8721e-05     	|1000           	|  0.058721       	|  0.0044307      	|
on_train_end                       	|  0.043027       	|1              	|  0.043027       	|  0.0032466      	|
on_before_zero_grad                	|  3.2488e-05     	|1000           	|  0.032488       	|  0.0024513      	|
on_pretrain_routine_start          	|  0.029065       	|1              	|  0.029065       	|  0.002193       	|
on_after_backward                  	|  2.0507e-05     	|1000           	|  0.020507       	|  0.0015473      	|
on_batch_end                       	|  1.6928e-05     	|1000           	|  0.016928       	|  0.0012773      	|
on_before_optimizer_step           	|  1.3879e-05     	|1000           	|  0.013879       	|  0.0010472      	|
on_before_backward                 	|  1.3636e-05     	|1000           	|  0.013636       	|  0.0010289      	|
configure_optimizers               	|  0.010462       	|1              	|  0.010462       	|  0.00078937     	|
training_step_end                  	|  8.2304e-06     	|1000           	|  0.0082304      	|  0.00062101     	|
on_validation_batch_end            	|  2.3483e-05     	|313            	|  0.0073501      	|  0.00055459     	|
on_epoch_end                       	|  1.0815e-05     	|501            	|  0.0054184      	|  0.00040884     	|
on_epoch_start                     	|  1.0659e-05     	|501            	|  0.0053402      	|  0.00040294     	|
on_validation_model_eval           	|  0.0038447      	|1              	|  0.0038447      	|  0.0002901      	|
on_validation_batch_start          	|  1.1907e-05     	|313            	|  0.0037268      	|  0.0002812      	|
validation_step_end                	|  5.6351e-06     	|313            	|  0.0017638      	|  0.00013308     	|
on_train_start                     	|  0.0012028      	|1              	|  0.0012028      	|  9.0756e-05     	|
on_validation_start                	|  0.00046325     	|1              	|  0.00046325     	|  3.4954e-05     	|
on_validation_end                  	|  0.00014601     	|1              	|  0.00014601     	|  1.1017e-05     	|
teardown                           	|  3.4869e-05     	|2              	|  6.9737e-05     	|  5.2619e-06     	|
setup                              	|  3.1437e-05     	|2              	|  6.2874e-05     	|  4.744e-06      	|
on_fit_end                         	|  5.7768e-05     	|1              	|  5.7768e-05     	|  4.3588e-06     	|
on_before_accelerator_backend_setup	|  2.4844e-05     	|2              	|  4.9688e-05     	|  3.7491e-06     	|
on_configure_sharded_model         	|  2.2379e-05     	|2              	|  4.4758e-05     	|  3.3771e-06     	|
on_fit_start                       	|  4.3601e-05     	|1              	|  4.3601e-05     	|  3.2898e-06     	|
on_validation_epoch_end            	|  3.4271e-05     	|1              	|  3.4271e-05     	|  2.5859e-06     	|
on_pretrain_routine_end            	|  1.7904e-05     	|1              	|  1.7904e-05     	|  1.3509e-06     	|
configure_callbacks                	|  8.5682e-06     	|2              	|  1.7136e-05     	|  1.293e-06      	|
prepare_data                       	|  8.3409e-06     	|2              	|  1.6682e-05     	|  1.2587e-06     	|
on_val_dataloader                  	|  8.0867e-06     	|2              	|  1.6173e-05     	|  1.2203e-06     	|
configure_sharded_model            	|  6.9588e-06     	|2              	|  1.3918e-05     	|  1.0501e-06     	|
on_validation_epoch_start          	|  9.7398e-06     	|1              	|  9.7398e-06     	|  7.349e-07      	|
on_train_dataloader                	|  8.4657e-06     	|1              	|  8.4657e-06     	|  6.3877e-07     	|
