VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  717.75         	|  100 %          	|
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run_training_epoch                 	|  3.9733         	|167            	|  663.53         	|  92.446         	|
run_training_batch                 	|  0.24393        	|1000           	|  243.93         	|  33.985         	|
optimizer_step_with_closure_0      	|  0.24181        	|1000           	|  241.81         	|  33.69          	|
training_step_and_backward         	|  0.18166        	|1000           	|  181.66         	|  25.309         	|
model_forward                      	|  0.094089       	|1000           	|  94.089         	|  13.109         	|
training_step                      	|  0.093891       	|1000           	|  93.891         	|  13.081         	|
get_train_batch                    	|  0.074347       	|1167           	|  86.763         	|  12.088         	|
fetch_next_train_batch             	|  0.074321       	|1167           	|  86.732         	|  12.084         	|
backward                           	|  0.086224       	|1000           	|  86.224         	|  12.013         	|
run_validate_evaluation            	|  16.528         	|1              	|  16.528         	|  2.3028         	|
evaluation_step_and_end            	|  0.10502        	|125            	|  13.127         	|  1.829          	|
validation_step                    	|  0.10494        	|125            	|  13.118         	|  1.8277         	|
on_train_batch_end                 	|  0.0016441      	|1000           	|  1.6441         	|  0.22906        	|
zero_grad                          	|  0.0013139      	|1000           	|  1.3139         	|  0.18306        	|
get_validate_batch                 	|  0.007704       	|126            	|  0.9707         	|  0.13524        	|
fetch_next_validate_batch          	|  0.0076848      	|126            	|  0.96828        	|  0.1349         	|
training_batch_to_device           	|  0.00045159     	|1000           	|  0.45159        	|  0.062917       	|
configure_optimizers               	|  0.10646        	|1              	|  0.10646        	|  0.014833       	|
on_train_batch_start               	|  9.9656e-05     	|1000           	|  0.099656       	|  0.013884       	|
on_train_epoch_start               	|  0.00031305     	|167            	|  0.05228        	|  0.0072838      	|
on_train_epoch_end                 	|  0.00031177     	|167            	|  0.052066       	|  0.007254       	|
on_train_end                       	|  0.047821       	|1              	|  0.047821       	|  0.0066626      	|
on_batch_start                     	|  4.5014e-05     	|1000           	|  0.045014       	|  0.0062716      	|
evaluation_batch_to_device         	|  0.00022434     	|125            	|  0.028043       	|  0.003907       	|
on_pretrain_routine_start          	|  0.021777       	|1              	|  0.021777       	|  0.0030341      	|
on_after_backward                  	|  1.9094e-05     	|1000           	|  0.019094       	|  0.0026603      	|
on_before_zero_grad                	|  1.6031e-05     	|1000           	|  0.016031       	|  0.0022334      	|
on_batch_end                       	|  1.4617e-05     	|1000           	|  0.014617       	|  0.0020365      	|
on_before_backward                 	|  1.1903e-05     	|1000           	|  0.011903       	|  0.0016584      	|
on_before_optimizer_step           	|  1.1772e-05     	|1000           	|  0.011772       	|  0.0016401      	|
training_step_end                  	|  6.7709e-06     	|1000           	|  0.0067709      	|  0.00094335     	|
on_validation_model_eval           	|  0.0039644      	|1              	|  0.0039644      	|  0.00055234     	|
on_validation_batch_end            	|  2.8124e-05     	|125            	|  0.0035155      	|  0.0004898      	|
on_epoch_end                       	|  1.1345e-05     	|168            	|  0.001906       	|  0.00026555     	|
on_epoch_start                     	|  1.1003e-05     	|168            	|  0.0018485      	|  0.00025754     	|
on_validation_batch_start          	|  1.3495e-05     	|125            	|  0.0016869      	|  0.00023502     	|
on_train_start                     	|  0.0016153      	|1              	|  0.0016153      	|  0.00022506     	|
validation_step_end                	|  6.5789e-06     	|125            	|  0.00082236     	|  0.00011457     	|
on_validation_start                	|  0.00047045     	|1              	|  0.00047045     	|  6.5545e-05     	|
on_validation_end                  	|  0.00018609     	|1              	|  0.00018609     	|  2.5926e-05     	|
on_configure_sharded_model         	|  2.7319e-05     	|2              	|  5.4639e-05     	|  7.6125e-06     	|
on_fit_end                         	|  5.4184e-05     	|1              	|  5.4184e-05     	|  7.5492e-06     	|
setup                              	|  2.651e-05      	|2              	|  5.302e-05      	|  7.387e-06      	|
on_before_accelerator_backend_setup	|  2.6369e-05     	|2              	|  5.2739e-05     	|  7.3478e-06     	|
teardown                           	|  2.5726e-05     	|2              	|  5.1452e-05     	|  7.1685e-06     	|
on_fit_start                       	|  4.1591e-05     	|1              	|  4.1591e-05     	|  5.7946e-06     	|
on_validation_epoch_end            	|  2.9124e-05     	|1              	|  2.9124e-05     	|  4.0577e-06     	|
configure_sharded_model            	|  1.3648e-05     	|2              	|  2.7295e-05     	|  3.8029e-06     	|
configure_callbacks                	|  1.0103e-05     	|2              	|  2.0206e-05     	|  2.8152e-06     	|
on_val_dataloader                  	|  8.4098e-06     	|2              	|  1.682e-05      	|  2.3434e-06     	|
prepare_data                       	|  7.6415e-06     	|2              	|  1.5283e-05     	|  2.1293e-06     	|
on_pretrain_routine_end            	|  1.4728e-05     	|1              	|  1.4728e-05     	|  2.052e-06      	|
on_validation_epoch_start          	|  1.0829e-05     	|1              	|  1.0829e-05     	|  1.5088e-06     	|
on_train_dataloader                	|  8.7097e-06     	|1              	|  8.7097e-06     	|  1.2135e-06     	|
