VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  401.39         	|  100 %          	|
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run_training_epoch                 	|  13.84          	|25             	|  346.01         	|  86.203         	|
run_training_batch                 	|  0.28979        	|1000           	|  289.79         	|  72.198         	|
optimizer_step_with_closure_0      	|  0.28654        	|1000           	|  286.54         	|  71.386         	|
training_step_and_backward         	|  0.22086        	|1000           	|  220.86         	|  55.024         	|
backward                           	|  0.10978        	|1000           	|  109.78         	|  27.349         	|
model_forward                      	|  0.10952        	|1000           	|  109.52         	|  27.286         	|
training_step                      	|  0.10933        	|1000           	|  109.33         	|  27.238         	|
run_validate_evaluation            	|  17.387         	|1              	|  17.387         	|  4.3317         	|
evaluation_step_and_end            	|  0.10153        	|139            	|  14.112         	|  3.5158         	|
validation_step                    	|  0.1014         	|139            	|  14.094         	|  3.5113         	|
get_train_batch                    	|  0.012239       	|1025           	|  12.545         	|  3.1253         	|
fetch_next_train_batch             	|  0.012212       	|1025           	|  12.518         	|  3.1186         	|
on_train_batch_end                 	|  0.0025131      	|1000           	|  2.5131         	|  0.6261         	|
zero_grad                          	|  0.0015301      	|1000           	|  1.5301         	|  0.3812         	|
get_validate_batch                 	|  0.0059848      	|140            	|  0.83788        	|  0.20874        	|
fetch_next_validate_batch          	|  0.0059584      	|140            	|  0.83417        	|  0.20782        	|
training_batch_to_device           	|  0.00030191     	|1000           	|  0.30191        	|  0.075217       	|
on_train_batch_start               	|  9.6514e-05     	|1000           	|  0.096514       	|  0.024045       	|
on_train_end                       	|  0.048055       	|1              	|  0.048055       	|  0.011972       	|
evaluation_batch_to_device         	|  0.00029227     	|139            	|  0.040626       	|  0.010121       	|
on_after_backward                  	|  2.5819e-05     	|1000           	|  0.025819       	|  0.0064325      	|
on_pretrain_routine_start          	|  0.024249       	|1              	|  0.024249       	|  0.0060414      	|
on_batch_start                     	|  2.3058e-05     	|1000           	|  0.023058       	|  0.0057445      	|
on_before_zero_grad                	|  1.7811e-05     	|1000           	|  0.017811       	|  0.0044373      	|
on_batch_end                       	|  1.7607e-05     	|1000           	|  0.017607       	|  0.0043866      	|
on_before_backward                 	|  1.3365e-05     	|1000           	|  0.013365       	|  0.0033298      	|
on_train_epoch_start               	|  0.00052185     	|25             	|  0.013046       	|  0.0032503      	|
on_before_optimizer_step           	|  1.2632e-05     	|1000           	|  0.012632       	|  0.003147       	|
on_train_epoch_end                 	|  0.00049169     	|25             	|  0.012292       	|  0.0030625      	|
configure_optimizers               	|  0.012152       	|1              	|  0.012152       	|  0.0030276      	|
training_step_end                  	|  7.7386e-06     	|1000           	|  0.0077386      	|  0.001928       	|
on_validation_batch_end            	|  4.8811e-05     	|139            	|  0.0067847      	|  0.0016903      	|
on_validation_model_eval           	|  0.0038565      	|1              	|  0.0038565      	|  0.00096078     	|
on_validation_batch_start          	|  1.7929e-05     	|139            	|  0.0024921      	|  0.00062087     	|
validation_step_end                	|  1.087e-05      	|139            	|  0.001511       	|  0.00037644     	|
on_train_start                     	|  0.0013024      	|1              	|  0.0013024      	|  0.00032448     	|
on_validation_start                	|  0.00054716     	|1              	|  0.00054716     	|  0.00013632     	|
on_epoch_end                       	|  1.3721e-05     	|26             	|  0.00035675     	|  8.8879e-05     	|
on_epoch_start                     	|  1.2746e-05     	|26             	|  0.00033139     	|  8.256e-05      	|
on_validation_end                  	|  0.0001594      	|1              	|  0.0001594      	|  3.9712e-05     	|
teardown                           	|  6.4046e-05     	|2              	|  0.00012809     	|  3.1912e-05     	|
on_fit_end                         	|  6.6997e-05     	|1              	|  6.6997e-05     	|  1.6691e-05     	|
setup                              	|  2.9518e-05     	|2              	|  5.9037e-05     	|  1.4708e-05     	|
on_configure_sharded_model         	|  2.7459e-05     	|2              	|  5.4918e-05     	|  1.3682e-05     	|
on_before_accelerator_backend_setup	|  2.4479e-05     	|2              	|  4.8958e-05     	|  1.2197e-05     	|
on_validation_epoch_end            	|  4.7017e-05     	|1              	|  4.7017e-05     	|  1.1714e-05     	|
on_fit_start                       	|  4.2534e-05     	|1              	|  4.2534e-05     	|  1.0597e-05     	|
configure_sharded_model            	|  1.5972e-05     	|2              	|  3.1944e-05     	|  7.9585e-06     	|
on_val_dataloader                  	|  1.0526e-05     	|2              	|  2.1052e-05     	|  5.2447e-06     	|
configure_callbacks                	|  9.14e-06       	|2              	|  1.828e-05      	|  4.5542e-06     	|
prepare_data                       	|  9.0413e-06     	|2              	|  1.8083e-05     	|  4.505e-06      	|
on_pretrain_routine_end            	|  1.6073e-05     	|1              	|  1.6073e-05     	|  4.0043e-06     	|
on_train_dataloader                	|  1.1021e-05     	|1              	|  1.1021e-05     	|  2.7458e-06     	|
on_validation_epoch_start          	|  1.0092e-05     	|1              	|  1.0092e-05     	|  2.5142e-06     	|
