VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  402.39         	|  100 %          	|
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run_training_epoch                 	|  16.213         	|21             	|  340.47         	|  84.611         	|
run_training_batch                 	|  0.30089        	|1000           	|  300.89         	|  74.776         	|
optimizer_step_with_closure_0      	|  0.29705        	|1000           	|  297.05         	|  73.821         	|
training_step_and_backward         	|  0.22627        	|1000           	|  226.27         	|  56.232         	|
model_forward                      	|  0.11305        	|1000           	|  113.05         	|  28.094         	|
training_step                      	|  0.11284        	|1000           	|  112.84         	|  28.043         	|
backward                           	|  0.11149        	|1000           	|  111.49         	|  27.706         	|
run_validate_evaluation            	|  16.764         	|1              	|  16.764         	|  4.166          	|
evaluation_step_and_end            	|  0.11375        	|125            	|  14.219         	|  3.5336         	|
validation_step                    	|  0.11361        	|125            	|  14.201         	|  3.5291         	|
get_train_batch                    	|  0.0083256      	|1021           	|  8.5004         	|  2.1125         	|
fetch_next_train_batch             	|  0.0083005      	|1021           	|  8.4748         	|  2.1061         	|
on_train_batch_end                 	|  0.0024332      	|1000           	|  2.4332         	|  0.60468        	|
zero_grad                          	|  0.0016901      	|1000           	|  1.6901         	|  0.42001        	|
get_validate_batch                 	|  0.0055885      	|126            	|  0.70415        	|  0.17499        	|
fetch_next_validate_batch          	|  0.0055602      	|126            	|  0.70058        	|  0.1741         	|
training_batch_to_device           	|  0.0002944      	|1000           	|  0.2944         	|  0.073163       	|
on_train_batch_start               	|  0.00010391     	|1000           	|  0.10391        	|  0.025822       	|
on_train_end                       	|  0.094499       	|1              	|  0.094499       	|  0.023484       	|
on_batch_start                     	|  5.366e-05      	|1000           	|  0.05366        	|  0.013335       	|
evaluation_batch_to_device         	|  0.00035274     	|125            	|  0.044093       	|  0.010958       	|
on_pretrain_routine_start          	|  0.028605       	|1              	|  0.028605       	|  0.0071088      	|
on_after_backward                  	|  2.8271e-05     	|1000           	|  0.028271       	|  0.0070256      	|
on_before_backward                 	|  2.4385e-05     	|1000           	|  0.024385       	|  0.0060599      	|
configure_optimizers               	|  0.022318       	|1              	|  0.022318       	|  0.0055462      	|
on_before_zero_grad                	|  2.013e-05      	|1000           	|  0.02013        	|  0.0050025      	|
on_batch_end                       	|  1.6589e-05     	|1000           	|  0.016589       	|  0.0041225      	|
on_before_optimizer_step           	|  1.422e-05      	|1000           	|  0.01422        	|  0.0035339      	|
on_train_epoch_end                 	|  0.00052088     	|21             	|  0.010938       	|  0.0027183      	|
on_train_epoch_start               	|  0.00037005     	|21             	|  0.007771       	|  0.0019312      	|
training_step_end                  	|  7.3802e-06     	|1000           	|  0.0073802      	|  0.0018341      	|
on_validation_batch_end            	|  4.9978e-05     	|125            	|  0.0062472      	|  0.0015525      	|
on_validation_model_eval           	|  0.0046769      	|1              	|  0.0046769      	|  0.0011623      	|
on_validation_batch_start          	|  2.0169e-05     	|125            	|  0.0025212      	|  0.00062654     	|
validation_step_end                	|  1.1536e-05     	|125            	|  0.001442       	|  0.00035836     	|
on_train_start                     	|  0.0011904      	|1              	|  0.0011904      	|  0.00029582     	|
on_validation_start                	|  0.00064866     	|1              	|  0.00064866     	|  0.0001612      	|
on_validation_end                  	|  0.00041034     	|1              	|  0.00041034     	|  0.00010197     	|
on_epoch_end                       	|  1.2723e-05     	|22             	|  0.00027991     	|  6.956e-05      	|
on_epoch_start                     	|  1.1787e-05     	|22             	|  0.00025931     	|  6.4442e-05     	|
on_fit_end                         	|  7.8136e-05     	|1              	|  7.8136e-05     	|  1.9418e-05     	|
on_before_accelerator_backend_setup	|  3.8986e-05     	|2              	|  7.7972e-05     	|  1.9377e-05     	|
on_configure_sharded_model         	|  3.5343e-05     	|2              	|  7.0686e-05     	|  1.7566e-05     	|
setup                              	|  3.1617e-05     	|2              	|  6.3233e-05     	|  1.5714e-05     	|
teardown                           	|  3.1287e-05     	|2              	|  6.2574e-05     	|  1.555e-05      	|
on_validation_epoch_end            	|  4.2366e-05     	|1              	|  4.2366e-05     	|  1.0528e-05     	|
on_fit_start                       	|  3.9948e-05     	|1              	|  3.9948e-05     	|  9.9276e-06     	|
on_val_dataloader                  	|  1.5344e-05     	|2              	|  3.0687e-05     	|  7.6261e-06     	|
prepare_data                       	|  1.3144e-05     	|2              	|  2.6288e-05     	|  6.5328e-06     	|
configure_callbacks                	|  1.1977e-05     	|2              	|  2.3954e-05     	|  5.9528e-06     	|
configure_sharded_model            	|  1.1282e-05     	|2              	|  2.2564e-05     	|  5.6074e-06     	|
on_pretrain_routine_end            	|  1.4309e-05     	|1              	|  1.4309e-05     	|  3.5559e-06     	|
on_validation_epoch_start          	|  1.1567e-05     	|1              	|  1.1567e-05     	|  2.8745e-06     	|
on_train_dataloader                	|  6.5789e-06     	|1              	|  6.5789e-06     	|  1.6349e-06     	|
