VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  434.96         	|  100 %          	|
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run_training_epoch                 	|  6.3173         	|63             	|  397.99         	|  91.501         	|
run_training_batch                 	|  0.27645        	|1000           	|  276.45         	|  63.558         	|
optimizer_step_with_closure_0      	|  0.27317        	|1000           	|  273.17         	|  62.804         	|
training_step_and_backward         	|  0.20856        	|1000           	|  208.56         	|  47.949         	|
model_forward                      	|  0.10525        	|1000           	|  105.25         	|  24.199         	|
training_step                      	|  0.10506        	|1000           	|  105.06         	|  24.154         	|
backward                           	|  0.10175        	|1000           	|  101.75         	|  23.394         	|
get_train_batch                    	|  0.026296       	|1063           	|  27.953         	|  6.4267         	|
fetch_next_train_batch             	|  0.026272       	|1063           	|  27.928         	|  6.4208         	|
run_validate_evaluation            	|  7.2975         	|1              	|  7.2975         	|  1.6778         	|
evaluation_step_and_end            	|  0.10329        	|48             	|  4.9578         	|  1.1398         	|
validation_step                    	|  0.10318        	|48             	|  4.9525         	|  1.1386         	|
on_train_batch_end                 	|  0.0021405      	|1000           	|  2.1405         	|  0.49212        	|
zero_grad                          	|  0.0015152      	|1000           	|  1.5152         	|  0.34835        	|
get_validate_batch                 	|  0.012663       	|49             	|  0.62051        	|  0.14266        	|
fetch_next_validate_batch          	|  0.01264        	|49             	|  0.61936        	|  0.1424         	|
training_batch_to_device           	|  0.00025        	|1000           	|  0.25           	|  0.057477       	|
on_train_batch_start               	|  9.4146e-05     	|1000           	|  0.094146       	|  0.021645       	|
on_train_end                       	|  0.056006       	|1              	|  0.056006       	|  0.012876       	|
on_after_backward                  	|  2.6049e-05     	|1000           	|  0.026049       	|  0.005989       	|
on_pretrain_routine_start          	|  0.022454       	|1              	|  0.022454       	|  0.0051623      	|
on_train_epoch_end                 	|  0.00034826     	|63             	|  0.02194        	|  0.0050443      	|
on_train_epoch_start               	|  0.00033246     	|63             	|  0.020945       	|  0.0048154      	|
on_batch_start                     	|  2.0894e-05     	|1000           	|  0.020894       	|  0.0048038      	|
configure_optimizers               	|  0.020043       	|1              	|  0.020043       	|  0.004608       	|
on_before_zero_grad                	|  1.793e-05      	|1000           	|  0.01793        	|  0.0041223      	|
on_batch_end                       	|  1.5263e-05     	|1000           	|  0.015263       	|  0.0035092      	|
evaluation_batch_to_device         	|  0.00028448     	|48             	|  0.013655       	|  0.0031395      	|
on_before_optimizer_step           	|  1.3227e-05     	|1000           	|  0.013227       	|  0.003041       	|
on_before_backward                 	|  1.2597e-05     	|1000           	|  0.012597       	|  0.0028962      	|
training_step_end                  	|  6.9937e-06     	|1000           	|  0.0069937      	|  0.0016079      	|
on_validation_model_eval           	|  0.003926       	|1              	|  0.003926       	|  0.00090262     	|
on_validation_batch_end            	|  4.0623e-05     	|48             	|  0.0019499      	|  0.0004483      	|
on_train_start                     	|  0.0011321      	|1              	|  0.0011321      	|  0.00026028     	|
on_validation_batch_start          	|  1.7805e-05     	|48             	|  0.00085466     	|  0.00019649     	|
on_epoch_start                     	|  1.1733e-05     	|64             	|  0.00075089     	|  0.00017264     	|
on_epoch_end                       	|  1.1676e-05     	|64             	|  0.00074726     	|  0.0001718      	|
validation_step_end                	|  9.7405e-06     	|48             	|  0.00046754     	|  0.00010749     	|
on_validation_start                	|  0.00043098     	|1              	|  0.00043098     	|  9.9087e-05     	|
on_validation_end                  	|  0.00037553     	|1              	|  0.00037553     	|  8.6337e-05     	|
on_validation_epoch_end            	|  6.2613e-05     	|1              	|  6.2613e-05     	|  1.4395e-05     	|
on_configure_sharded_model         	|  2.9169e-05     	|2              	|  5.8338e-05     	|  1.3412e-05     	|
on_before_accelerator_backend_setup	|  2.7071e-05     	|2              	|  5.4142e-05     	|  1.2448e-05     	|
on_fit_end                         	|  5.0671e-05     	|1              	|  5.0671e-05     	|  1.165e-05      	|
setup                              	|  2.3687e-05     	|2              	|  4.7375e-05     	|  1.0892e-05     	|
on_fit_start                       	|  4.5067e-05     	|1              	|  4.5067e-05     	|  1.0361e-05     	|
teardown                           	|  2.2227e-05     	|2              	|  4.4454e-05     	|  1.022e-05      	|
configure_sharded_model            	|  8.5337e-06     	|2              	|  1.7067e-05     	|  3.9239e-06     	|
configure_callbacks                	|  8.3316e-06     	|2              	|  1.6663e-05     	|  3.831e-06      	|
on_val_dataloader                  	|  8.2674e-06     	|2              	|  1.6535e-05     	|  3.8015e-06     	|
prepare_data                       	|  6.9784e-06     	|2              	|  1.3957e-05     	|  3.2088e-06     	|
on_pretrain_routine_end            	|  1.3232e-05     	|1              	|  1.3232e-05     	|  3.0422e-06     	|
on_validation_epoch_start          	|  1.0241e-05     	|1              	|  1.0241e-05     	|  2.3545e-06     	|
on_train_dataloader                	|  7.6517e-06     	|1              	|  7.6517e-06     	|  1.7592e-06     	|
