VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  442.66         	|  100 %          	|
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run_training_epoch                 	|  6.3799         	|63             	|  401.93         	|  90.799         	|
run_training_batch                 	|  0.27661        	|1000           	|  276.61         	|  62.487         	|
optimizer_step_with_closure_0      	|  0.27329        	|1000           	|  273.29         	|  61.738         	|
training_step_and_backward         	|  0.20776        	|1000           	|  207.76         	|  46.933         	|
model_forward                      	|  0.10564        	|1000           	|  105.64         	|  23.865         	|
training_step                      	|  0.10545        	|1000           	|  105.45         	|  23.821         	|
backward                           	|  0.1006         	|1000           	|  100.6          	|  22.726         	|
get_train_batch                    	|  0.025452       	|1063           	|  27.055         	|  6.1119         	|
fetch_next_train_batch             	|  0.025413       	|1063           	|  27.014         	|  6.1025         	|
run_validate_evaluation            	|  7.3121         	|1              	|  7.3121         	|  1.6518         	|
evaluation_step_and_end            	|  0.10102        	|48             	|  4.8488         	|  1.0954         	|
validation_step                    	|  0.1009         	|48             	|  4.8434         	|  1.0942         	|
on_train_batch_end                 	|  0.0022161      	|1000           	|  2.2161         	|  0.50063        	|
zero_grad                          	|  0.001485       	|1000           	|  1.485          	|  0.33547        	|
get_validate_batch                 	|  0.012833       	|49             	|  0.6288         	|  0.14205        	|
fetch_next_validate_batch          	|  0.012808       	|49             	|  0.62761        	|  0.14178        	|
training_batch_to_device           	|  0.00026033     	|1000           	|  0.26033        	|  0.058809       	|
on_train_batch_start               	|  9.636e-05      	|1000           	|  0.09636        	|  0.021768       	|
on_train_end                       	|  0.054696       	|1              	|  0.054696       	|  0.012356       	|
on_after_backward                  	|  2.6416e-05     	|1000           	|  0.026416       	|  0.0059676      	|
on_pretrain_routine_start          	|  0.024681       	|1              	|  0.024681       	|  0.0055757      	|
on_train_epoch_end                 	|  0.00036686     	|63             	|  0.023112       	|  0.0052211      	|
on_train_epoch_start               	|  0.00036097     	|63             	|  0.022741       	|  0.0051374      	|
configure_optimizers               	|  0.022699       	|1              	|  0.022699       	|  0.0051277      	|
on_batch_start                     	|  2.0912e-05     	|1000           	|  0.020912       	|  0.0047241      	|
on_before_zero_grad                	|  1.8986e-05     	|1000           	|  0.018986       	|  0.0042889      	|
on_batch_end                       	|  1.558e-05      	|1000           	|  0.01558        	|  0.0035197      	|
on_before_optimizer_step           	|  1.4245e-05     	|1000           	|  0.014245       	|  0.0032179      	|
on_before_backward                 	|  1.3449e-05     	|1000           	|  0.013449       	|  0.0030383      	|
evaluation_batch_to_device         	|  0.0002601      	|48             	|  0.012485       	|  0.0028204      	|
training_step_end                  	|  7.4831e-06     	|1000           	|  0.0074831      	|  0.0016905      	|
on_validation_model_eval           	|  0.00401        	|1              	|  0.00401        	|  0.00090588     	|
on_validation_batch_end            	|  4.16e-05       	|48             	|  0.0019968      	|  0.00045109     	|
on_train_start                     	|  0.0011911      	|1              	|  0.0011911      	|  0.00026908     	|
on_epoch_end                       	|  1.3238e-05     	|64             	|  0.00084721     	|  0.00019139     	|
on_validation_batch_start          	|  1.6726e-05     	|48             	|  0.00080286     	|  0.00018137     	|
on_epoch_start                     	|  1.0993e-05     	|64             	|  0.00070354     	|  0.00015893     	|
on_validation_start                	|  0.00047557     	|1              	|  0.00047557     	|  0.00010743     	|
validation_step_end                	|  9.4119e-06     	|48             	|  0.00045177     	|  0.00010206     	|
on_validation_end                  	|  0.00016335     	|1              	|  0.00016335     	|  3.6902e-05     	|
on_fit_end                         	|  5.934e-05      	|1              	|  5.934e-05      	|  1.3405e-05     	|
on_before_accelerator_backend_setup	|  2.9529e-05     	|2              	|  5.9059e-05     	|  1.3342e-05     	|
on_configure_sharded_model         	|  2.6592e-05     	|2              	|  5.3184e-05     	|  1.2015e-05     	|
setup                              	|  2.5853e-05     	|2              	|  5.1705e-05     	|  1.168e-05      	|
on_fit_start                       	|  4.9816e-05     	|1              	|  4.9816e-05     	|  1.1254e-05     	|
teardown                           	|  2.3362e-05     	|2              	|  4.6724e-05     	|  1.0555e-05     	|
on_validation_epoch_end            	|  3.2894e-05     	|1              	|  3.2894e-05     	|  7.431e-06      	|
configure_callbacks                	|  1.0696e-05     	|2              	|  2.1392e-05     	|  4.8327e-06     	|
on_val_dataloader                  	|  1.0536e-05     	|2              	|  2.1072e-05     	|  4.7603e-06     	|
prepare_data                       	|  9.6224e-06     	|2              	|  1.9245e-05     	|  4.3475e-06     	|
on_pretrain_routine_end            	|  1.6734e-05     	|1              	|  1.6734e-05     	|  3.7803e-06     	|
configure_sharded_model            	|  8.2161e-06     	|2              	|  1.6432e-05     	|  3.7121e-06     	|
on_validation_epoch_start          	|  1.0721e-05     	|1              	|  1.0721e-05     	|  2.422e-06      	|
on_train_dataloader                	|  1.0148e-05     	|1              	|  1.0148e-05     	|  2.2924e-06     	|
