VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1559.0         	|  100 %          	|
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run_training_epoch                 	|  2.9952         	|500            	|  1497.6         	|  96.064         	|
run_training_batch                 	|  0.39906        	|1000           	|  399.06         	|  25.598         	|
optimizer_step_with_closure_0      	|  0.39587        	|1000           	|  395.87         	|  25.393         	|
training_step_and_backward         	|  0.29107        	|1000           	|  291.07         	|  18.671         	|
get_train_batch                    	|  0.11655        	|1500           	|  174.82         	|  11.214         	|
fetch_next_train_batch             	|  0.11649        	|1500           	|  174.74         	|  11.209         	|
model_forward                      	|  0.15987        	|1000           	|  159.87         	|  10.255         	|
training_step                      	|  0.15965        	|1000           	|  159.65         	|  10.241         	|
backward                           	|  0.12962        	|1000           	|  129.62         	|  8.3143         	|
run_validate_evaluation            	|  30.854         	|1              	|  30.854         	|  1.9792         	|
evaluation_step_and_end            	|  0.22093        	|125            	|  27.617         	|  1.7715         	|
validation_step                    	|  0.22081        	|125            	|  27.601         	|  1.7705         	|
on_train_batch_end                 	|  0.002132       	|1000           	|  2.132          	|  0.13676        	|
zero_grad                          	|  0.0015423      	|1000           	|  1.5423         	|  0.098929       	|
get_validate_batch                 	|  0.0061076      	|126            	|  0.76956        	|  0.049364       	|
fetch_next_validate_batch          	|  0.0060809      	|126            	|  0.76619        	|  0.049148       	|
training_batch_to_device           	|  0.00061265     	|1000           	|  0.61265        	|  0.039299       	|
on_train_epoch_end                 	|  0.00033487     	|500            	|  0.16743        	|  0.01074        	|
on_train_epoch_start               	|  0.00033218     	|500            	|  0.16609        	|  0.010654       	|
on_train_batch_start               	|  0.00011186     	|1000           	|  0.11186        	|  0.0071754      	|
on_batch_start                     	|  4.6011e-05     	|1000           	|  0.046011       	|  0.0029514      	|
on_train_end                       	|  0.042102       	|1              	|  0.042102       	|  0.0027006      	|
evaluation_batch_to_device         	|  0.00031233     	|125            	|  0.039042       	|  0.0025044      	|
on_after_backward                  	|  2.4095e-05     	|1000           	|  0.024095       	|  0.0015456      	|
on_before_zero_grad                	|  2.2078e-05     	|1000           	|  0.022078       	|  0.0014162      	|
on_pretrain_routine_start          	|  0.022016       	|1              	|  0.022016       	|  0.0014122      	|
on_batch_end                       	|  1.6101e-05     	|1000           	|  0.016101       	|  0.0010328      	|
on_before_optimizer_step           	|  1.6087e-05     	|1000           	|  0.016087       	|  0.0010319      	|
on_before_backward                 	|  1.5606e-05     	|1000           	|  0.015606       	|  0.001001       	|
configure_optimizers               	|  0.0083448      	|1              	|  0.0083448      	|  0.00053528     	|
training_step_end                  	|  8.1481e-06     	|1000           	|  0.0081481      	|  0.00052266     	|
on_epoch_end                       	|  1.1373e-05     	|501            	|  0.0056981      	|  0.00036551     	|
on_epoch_start                     	|  1.0925e-05     	|501            	|  0.0054732      	|  0.00035108     	|
on_validation_batch_end            	|  4.2418e-05     	|125            	|  0.0053022      	|  0.00034011     	|
on_validation_model_eval           	|  0.0035866      	|1              	|  0.0035866      	|  0.00023007     	|
on_validation_batch_start          	|  1.929e-05      	|125            	|  0.0024112      	|  0.00015467     	|
on_train_start                     	|  0.0019723      	|1              	|  0.0019723      	|  0.00012651     	|
validation_step_end                	|  9.4494e-06     	|125            	|  0.0011812      	|  7.5767e-05     	|
on_validation_start                	|  0.00037715     	|1              	|  0.00037715     	|  2.4192e-05     	|
on_validation_end                  	|  0.00031391     	|1              	|  0.00031391     	|  2.0136e-05     	|
teardown                           	|  3.5354e-05     	|2              	|  7.0708e-05     	|  4.5356e-06     	|
setup                              	|  2.7932e-05     	|2              	|  5.5864e-05     	|  3.5835e-06     	|
on_configure_sharded_model         	|  2.66e-05       	|2              	|  5.3199e-05     	|  3.4125e-06     	|
on_before_accelerator_backend_setup	|  2.6076e-05     	|2              	|  5.2152e-05     	|  3.3453e-06     	|
on_validation_epoch_end            	|  4.1625e-05     	|1              	|  4.1625e-05     	|  2.67e-06       	|
on_fit_end                         	|  2.8469e-05     	|1              	|  2.8469e-05     	|  1.8261e-06     	|
configure_callbacks                	|  1.3533e-05     	|2              	|  2.7066e-05     	|  1.7362e-06     	|
on_fit_start                       	|  1.9623e-05     	|1              	|  1.9623e-05     	|  1.2587e-06     	|
configure_sharded_model            	|  8.5756e-06     	|2              	|  1.7151e-05     	|  1.1002e-06     	|
on_val_dataloader                  	|  8.5374e-06     	|2              	|  1.7075e-05     	|  1.0953e-06     	|
prepare_data                       	|  7.5763e-06     	|2              	|  1.5153e-05     	|  9.7197e-07     	|
on_pretrain_routine_end            	|  1.2873e-05     	|1              	|  1.2873e-05     	|  8.2573e-07     	|
on_validation_epoch_start          	|  9.9633e-06     	|1              	|  9.9633e-06     	|  6.391e-07      	|
on_train_dataloader                	|  6.8676e-06     	|1              	|  6.8676e-06     	|  4.4052e-07     	|
