VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  481.55         	|  100 %          	|
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run_training_epoch                 	|  6.5762         	|63             	|  414.3          	|  86.035         	|
run_training_batch                 	|  0.28034        	|1000           	|  280.34         	|  58.217         	|
optimizer_step_with_closure_0      	|  0.27593        	|1000           	|  275.93         	|  57.301         	|
training_step_and_backward         	|  0.20612        	|1000           	|  206.12         	|  42.802         	|
model_forward                      	|  0.11093        	|1000           	|  110.93         	|  23.037         	|
training_step                      	|  0.11072        	|1000           	|  110.72         	|  22.993         	|
backward                           	|  0.093519       	|1000           	|  93.519         	|  19.42          	|
run_validate_evaluation            	|  30.345         	|1              	|  30.345         	|  6.3016         	|
get_train_batch                    	|  0.026149       	|1063           	|  27.796         	|  5.7722         	|
fetch_next_train_batch             	|  0.026125       	|1063           	|  27.771         	|  5.7669         	|
evaluation_step_and_end            	|  0.083602       	|313            	|  26.167         	|  5.434          	|
validation_step                    	|  0.083535       	|313            	|  26.146         	|  5.4296         	|
on_train_batch_end                 	|  0.0023556      	|1000           	|  2.3556         	|  0.48916        	|
zero_grad                          	|  0.0016265      	|1000           	|  1.6265         	|  0.33776        	|
get_validate_batch                 	|  0.0031758      	|314            	|  0.9972         	|  0.20708        	|
fetch_next_validate_batch          	|  0.0031585      	|314            	|  0.99176        	|  0.20595        	|
training_batch_to_device           	|  0.00032368     	|1000           	|  0.32368        	|  0.067216       	|
on_train_batch_start               	|  9.4761e-05     	|1000           	|  0.094761       	|  0.019678       	|
evaluation_batch_to_device         	|  0.0002227      	|313            	|  0.069704       	|  0.014475       	|
on_train_end                       	|  0.051369       	|1              	|  0.051369       	|  0.010667       	|
on_after_backward                  	|  2.6933e-05     	|1000           	|  0.026933       	|  0.0055929      	|
on_train_epoch_start               	|  0.00039592     	|63             	|  0.024943       	|  0.0051798      	|
on_train_epoch_end                 	|  0.00039354     	|63             	|  0.024793       	|  0.0051486      	|
on_batch_start                     	|  2.2632e-05     	|1000           	|  0.022632       	|  0.0046997      	|
on_pretrain_routine_start          	|  0.02257        	|1              	|  0.02257        	|  0.004687       	|
on_before_zero_grad                	|  1.8805e-05     	|1000           	|  0.018805       	|  0.0039051      	|
on_batch_end                       	|  1.615e-05      	|1000           	|  0.01615        	|  0.0033537      	|
on_before_optimizer_step           	|  1.5139e-05     	|1000           	|  0.015139       	|  0.0031438      	|
on_before_backward                 	|  1.3464e-05     	|1000           	|  0.013464       	|  0.002796       	|
configure_optimizers               	|  0.011068       	|1              	|  0.011068       	|  0.0022985      	|
on_validation_batch_end            	|  2.533e-05      	|313            	|  0.0079283      	|  0.0016464      	|
training_step_end                  	|  7.2452e-06     	|1000           	|  0.0072452      	|  0.0015046      	|
on_validation_model_eval           	|  0.0039127      	|1              	|  0.0039127      	|  0.00081252     	|
on_validation_batch_start          	|  1.2203e-05     	|313            	|  0.0038194      	|  0.00079315     	|
validation_step_end                	|  5.8918e-06     	|313            	|  0.0018441      	|  0.00038296     	|
on_train_start                     	|  0.0016989      	|1              	|  0.0016989      	|  0.00035279     	|
on_epoch_end                       	|  1.2499e-05     	|64             	|  0.00079996     	|  0.00016612     	|
on_epoch_start                     	|  1.2401e-05     	|64             	|  0.00079366     	|  0.00016481     	|
on_validation_start                	|  0.00052106     	|1              	|  0.00052106     	|  0.0001082      	|
on_validation_end                  	|  0.00011692     	|1              	|  0.00011692     	|  2.4281e-05     	|
teardown                           	|  5.3047e-05     	|2              	|  0.00010609     	|  2.2032e-05     	|
setup                              	|  3.3021e-05     	|2              	|  6.6042e-05     	|  1.3714e-05     	|
on_fit_end                         	|  6.1205e-05     	|1              	|  6.1205e-05     	|  1.271e-05      	|
on_before_accelerator_backend_setup	|  2.7115e-05     	|2              	|  5.4229e-05     	|  1.1261e-05     	|
on_configure_sharded_model         	|  2.4021e-05     	|2              	|  4.8041e-05     	|  9.9764e-06     	|
on_fit_start                       	|  4.5128e-05     	|1              	|  4.5128e-05     	|  9.3714e-06     	|
on_validation_epoch_end            	|  3.3833e-05     	|1              	|  3.3833e-05     	|  7.0259e-06     	|
prepare_data                       	|  1.0196e-05     	|2              	|  2.0392e-05     	|  4.2347e-06     	|
on_val_dataloader                  	|  1.0079e-05     	|2              	|  2.0158e-05     	|  4.186e-06      	|
configure_callbacks                	|  8.8345e-06     	|2              	|  1.7669e-05     	|  3.6692e-06     	|
configure_sharded_model            	|  8.5672e-06     	|2              	|  1.7134e-05     	|  3.5582e-06     	|
on_pretrain_routine_end            	|  1.4795e-05     	|1              	|  1.4795e-05     	|  3.0724e-06     	|
on_validation_epoch_start          	|  1.0589e-05     	|1              	|  1.0589e-05     	|  2.199e-06      	|
on_train_dataloader                	|  7.9107e-06     	|1              	|  7.9107e-06     	|  1.6427e-06     	|
