VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1467.7         	|  100 %          	|
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run_training_epoch                 	|  2.8082         	|500            	|  1404.1         	|  95.669         	|
run_training_batch                 	|  0.38979        	|1000           	|  389.79         	|  26.558         	|
optimizer_step_with_closure_0      	|  0.38684        	|1000           	|  386.84         	|  26.357         	|
training_step_and_backward         	|  0.28102        	|1000           	|  281.02         	|  19.147         	|
get_train_batch                    	|  0.10749        	|1500           	|  161.23         	|  10.986         	|
fetch_next_train_batch             	|  0.10745        	|1500           	|  161.17         	|  10.982         	|
model_forward                      	|  0.15236        	|1000           	|  152.36         	|  10.381         	|
training_step                      	|  0.15215        	|1000           	|  152.15         	|  10.367         	|
backward                           	|  0.12704        	|1000           	|  127.04         	|  8.6557         	|
run_validate_evaluation            	|  30.717         	|1              	|  30.717         	|  2.0929         	|
evaluation_step_and_end            	|  0.22065        	|125            	|  27.582         	|  1.8793         	|
validation_step                    	|  0.22053        	|125            	|  27.566         	|  1.8782         	|
on_train_batch_end                 	|  0.0020387      	|1000           	|  2.0387         	|  0.13891        	|
zero_grad                          	|  0.0015765      	|1000           	|  1.5765         	|  0.10742        	|
get_validate_batch                 	|  0.0053807      	|126            	|  0.67797        	|  0.046193       	|
fetch_next_validate_batch          	|  0.0053558      	|126            	|  0.67483        	|  0.045979       	|
training_batch_to_device           	|  0.0006194      	|1000           	|  0.6194         	|  0.042203       	|
on_train_epoch_start               	|  0.00033513     	|500            	|  0.16757        	|  0.011417       	|
on_train_epoch_end                 	|  0.00033328     	|500            	|  0.16664        	|  0.011354       	|
on_train_batch_start               	|  0.00010889     	|1000           	|  0.10889        	|  0.0074194      	|
on_train_end                       	|  0.046589       	|1              	|  0.046589       	|  0.0031743      	|
on_batch_start                     	|  4.2533e-05     	|1000           	|  0.042533       	|  0.002898       	|
evaluation_batch_to_device         	|  0.00031593     	|125            	|  0.039491       	|  0.0026907      	|
on_pretrain_routine_start          	|  0.024262       	|1              	|  0.024262       	|  0.0016531      	|
on_after_backward                  	|  2.2606e-05     	|1000           	|  0.022606       	|  0.0015403      	|
on_before_zero_grad                	|  2.1377e-05     	|1000           	|  0.021377       	|  0.0014565      	|
on_before_optimizer_step           	|  1.6091e-05     	|1000           	|  0.016091       	|  0.0010964      	|
on_batch_end                       	|  1.5579e-05     	|1000           	|  0.015579       	|  0.0010615      	|
on_before_backward                 	|  1.4092e-05     	|1000           	|  0.014092       	|  0.00096018     	|
configure_optimizers               	|  0.011479       	|1              	|  0.011479       	|  0.00078213     	|
training_step_end                  	|  8.7749e-06     	|1000           	|  0.0087749      	|  0.00059787     	|
on_validation_model_eval           	|  0.005975       	|1              	|  0.005975       	|  0.00040711     	|
on_validation_batch_end            	|  4.6312e-05     	|125            	|  0.005789       	|  0.00039443     	|
on_epoch_end                       	|  1.1244e-05     	|501            	|  0.0056334      	|  0.00038383     	|
on_epoch_start                     	|  1.102e-05      	|501            	|  0.005521       	|  0.00037617     	|
on_train_start                     	|  0.0025528      	|1              	|  0.0025528      	|  0.00017393     	|
on_validation_batch_start          	|  1.7323e-05     	|125            	|  0.0021653      	|  0.00014753     	|
validation_step_end                	|  9.3054e-06     	|125            	|  0.0011632      	|  7.9253e-05     	|
on_validation_start                	|  0.00066448     	|1              	|  0.00066448     	|  4.5274e-05     	|
on_validation_end                  	|  0.0001788      	|1              	|  0.0001788      	|  1.2183e-05     	|
teardown                           	|  3.0009e-05     	|2              	|  6.0018e-05     	|  4.0893e-06     	|
on_fit_end                         	|  6.0016e-05     	|1              	|  6.0016e-05     	|  4.0892e-06     	|
on_before_accelerator_backend_setup	|  2.4741e-05     	|2              	|  4.9481e-05     	|  3.3714e-06     	|
on_configure_sharded_model         	|  2.4451e-05     	|2              	|  4.8902e-05     	|  3.3319e-06     	|
setup                              	|  2.3694e-05     	|2              	|  4.7388e-05     	|  3.2287e-06     	|
on_fit_start                       	|  4.3549e-05     	|1              	|  4.3549e-05     	|  2.9672e-06     	|
on_validation_epoch_end            	|  3.094e-05      	|1              	|  3.094e-05      	|  2.1081e-06     	|
on_val_dataloader                  	|  1.3457e-05     	|2              	|  2.6913e-05     	|  1.8337e-06     	|
on_pretrain_routine_end            	|  1.5931e-05     	|1              	|  1.5931e-05     	|  1.0855e-06     	|
prepare_data                       	|  7.73e-06       	|2              	|  1.546e-05      	|  1.0534e-06     	|
configure_callbacks                	|  7.3826e-06     	|2              	|  1.4765e-05     	|  1.006e-06      	|
configure_sharded_model            	|  7.2373e-06     	|2              	|  1.4475e-05     	|  9.8622e-07     	|
on_validation_epoch_start          	|  1.3337e-05     	|1              	|  1.3337e-05     	|  9.0868e-07     	|
on_train_dataloader                	|  5.8822e-06     	|1              	|  5.8822e-06     	|  4.0078e-07     	|
