VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  447.08         	|  100 %          	|
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run_training_epoch                 	|  6.4582         	|63             	|  406.87         	|  91.005         	|
run_training_batch                 	|  0.28065        	|1000           	|  280.65         	|  62.774         	|
optimizer_step_with_closure_0      	|  0.27727        	|1000           	|  277.27         	|  62.017         	|
training_step_and_backward         	|  0.2107         	|1000           	|  210.7          	|  47.127         	|
model_forward                      	|  0.10766        	|1000           	|  107.66         	|  24.082         	|
training_step                      	|  0.10747        	|1000           	|  107.47         	|  24.039         	|
backward                           	|  0.10144        	|1000           	|  101.44         	|  22.689         	|
get_train_batch                    	|  0.026378       	|1063           	|  28.04          	|  6.2717         	|
fetch_next_train_batch             	|  0.026354       	|1063           	|  28.014         	|  6.266          	|
run_validate_evaluation            	|  7.2643         	|1              	|  7.2643         	|  1.6248         	|
evaluation_step_and_end            	|  0.10077        	|48             	|  4.8371         	|  1.0819         	|
validation_step                    	|  0.10067        	|48             	|  4.832          	|  1.0808         	|
on_train_batch_end                 	|  0.0021273      	|1000           	|  2.1273         	|  0.47582        	|
zero_grad                          	|  0.0015601      	|1000           	|  1.5601         	|  0.34896        	|
get_validate_batch                 	|  0.014882       	|49             	|  0.72924        	|  0.16311        	|
fetch_next_validate_batch          	|  0.014859       	|49             	|  0.72807        	|  0.16285        	|
training_batch_to_device           	|  0.00025717     	|1000           	|  0.25717        	|  0.057523       	|
on_train_batch_start               	|  9.6178e-05     	|1000           	|  0.096178       	|  0.021512       	|
on_train_end                       	|  0.055561       	|1              	|  0.055561       	|  0.012428       	|
on_after_backward                  	|  2.6118e-05     	|1000           	|  0.026118       	|  0.0058418      	|
on_batch_start                     	|  2.3848e-05     	|1000           	|  0.023848       	|  0.0053342      	|
on_pretrain_routine_start          	|  0.023589       	|1              	|  0.023589       	|  0.0052762      	|
on_train_epoch_end                 	|  0.00036513     	|63             	|  0.023003       	|  0.0051452      	|
on_train_epoch_start               	|  0.00033754     	|63             	|  0.021265       	|  0.0047563      	|
configure_optimizers               	|  0.020536       	|1              	|  0.020536       	|  0.0045934      	|
on_before_zero_grad                	|  1.9187e-05     	|1000           	|  0.019187       	|  0.0042915      	|
on_batch_end                       	|  1.6789e-05     	|1000           	|  0.016789       	|  0.0037553      	|
evaluation_batch_to_device         	|  0.00028879     	|48             	|  0.013862       	|  0.0031006      	|
on_before_optimizer_step           	|  1.3256e-05     	|1000           	|  0.013256       	|  0.0029651      	|
on_before_backward                 	|  1.3022e-05     	|1000           	|  0.013022       	|  0.0029127      	|
training_step_end                  	|  7.2065e-06     	|1000           	|  0.0072065      	|  0.0016119      	|
on_validation_model_eval           	|  0.0045713      	|1              	|  0.0045713      	|  0.0010225      	|
on_validation_batch_end            	|  3.9009e-05     	|48             	|  0.0018724      	|  0.00041881     	|
on_train_start                     	|  0.0013762      	|1              	|  0.0013762      	|  0.00030782     	|
on_validation_batch_start          	|  1.6988e-05     	|48             	|  0.00081541     	|  0.00018238     	|
on_epoch_end                       	|  1.1502e-05     	|64             	|  0.00073611     	|  0.00016465     	|
on_epoch_start                     	|  1.1303e-05     	|64             	|  0.00072342     	|  0.00016181     	|
on_validation_start                	|  0.00066128     	|1              	|  0.00066128     	|  0.00014791     	|
validation_step_end                	|  8.7093e-06     	|48             	|  0.00041804     	|  9.3505e-05     	|
on_validation_end                  	|  0.0001663      	|1              	|  0.0001663      	|  3.7196e-05     	|
on_fit_end                         	|  7.5676e-05     	|1              	|  7.5676e-05     	|  1.6927e-05     	|
setup                              	|  2.9828e-05     	|2              	|  5.9657e-05     	|  1.3344e-05     	|
on_configure_sharded_model         	|  2.8219e-05     	|2              	|  5.6438e-05     	|  1.2624e-05     	|
on_before_accelerator_backend_setup	|  2.5702e-05     	|2              	|  5.1403e-05     	|  1.1498e-05     	|
on_fit_start                       	|  5.0031e-05     	|1              	|  5.0031e-05     	|  1.119e-05      	|
teardown                           	|  2.2735e-05     	|2              	|  4.5471e-05     	|  1.0171e-05     	|
prepare_data                       	|  2.009e-05      	|2              	|  4.0181e-05     	|  8.9874e-06     	|
on_validation_epoch_end            	|  3.3656e-05     	|1              	|  3.3656e-05     	|  7.528e-06      	|
on_val_dataloader                  	|  1.6108e-05     	|2              	|  3.2216e-05     	|  7.2059e-06     	|
configure_callbacks                	|  1.245e-05      	|2              	|  2.49e-05       	|  5.5694e-06     	|
on_pretrain_routine_end            	|  1.7099e-05     	|1              	|  1.7099e-05     	|  3.8246e-06     	|
configure_sharded_model            	|  7.9088e-06     	|2              	|  1.5818e-05     	|  3.538e-06      	|
on_train_dataloader                	|  1.0343e-05     	|1              	|  1.0343e-05     	|  2.3135e-06     	|
on_validation_epoch_start          	|  1.0144e-05     	|1              	|  1.0144e-05     	|  2.2689e-06     	|
