VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  774.32         	|  100 %          	|
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run_training_epoch                 	|  3.6081         	|200            	|  721.61         	|  93.193         	|
run_training_batch                 	|  0.30736        	|1000           	|  307.36         	|  39.694         	|
optimizer_step_with_closure_0      	|  0.30296        	|1000           	|  302.96         	|  39.126         	|
training_step_and_backward         	|  0.23493        	|1000           	|  234.93         	|  30.34          	|
model_forward                      	|  0.1187         	|1000           	|  118.7          	|  15.329         	|
training_step                      	|  0.11846        	|1000           	|  118.46         	|  15.299         	|
backward                           	|  0.11452        	|1000           	|  114.52         	|  14.79          	|
get_train_batch                    	|  0.062584       	|1200           	|  75.101         	|  9.6989         	|
fetch_next_train_batch             	|  0.06255        	|1200           	|  75.06          	|  9.6937         	|
run_validate_evaluation            	|  16.664         	|1              	|  16.664         	|  2.1521         	|
evaluation_step_and_end            	|  0.10009        	|139            	|  13.912         	|  1.7967         	|
validation_step                    	|  0.099962       	|139            	|  13.895         	|  1.7944         	|
on_train_batch_end                 	|  0.0027563      	|1000           	|  2.7563         	|  0.35596        	|
zero_grad                          	|  0.0016731      	|1000           	|  1.6731         	|  0.21607        	|
get_validate_batch                 	|  0.0054322      	|140            	|  0.7605         	|  0.098216       	|
fetch_next_validate_batch          	|  0.0054051      	|140            	|  0.75671        	|  0.097726       	|
training_batch_to_device           	|  0.00050899     	|1000           	|  0.50899        	|  0.065734       	|
on_train_batch_start               	|  0.00010836     	|1000           	|  0.10836        	|  0.013995       	|
on_train_epoch_start               	|  0.00039523     	|200            	|  0.079047       	|  0.010209       	|
on_train_epoch_end                 	|  0.00037384     	|200            	|  0.074768       	|  0.009656       	|
on_train_end                       	|  0.045594       	|1              	|  0.045594       	|  0.0058883      	|
evaluation_batch_to_device         	|  0.00031753     	|139            	|  0.044136       	|  0.0057         	|
configure_optimizers               	|  0.036022       	|1              	|  0.036022       	|  0.004652       	|
on_batch_start                     	|  3.5435e-05     	|1000           	|  0.035435       	|  0.0045763      	|
on_after_backward                  	|  3.383e-05      	|1000           	|  0.03383        	|  0.004369       	|
on_pretrain_routine_start          	|  0.023765       	|1              	|  0.023765       	|  0.0030692      	|
on_before_zero_grad                	|  2.2287e-05     	|1000           	|  0.022287       	|  0.0028783      	|
on_batch_end                       	|  1.6852e-05     	|1000           	|  0.016852       	|  0.0021764      	|
on_before_optimizer_step           	|  1.558e-05      	|1000           	|  0.01558        	|  0.0020121      	|
on_before_backward                 	|  1.5319e-05     	|1000           	|  0.015319       	|  0.0019783      	|
training_step_end                  	|  9.6687e-06     	|1000           	|  0.0096687      	|  0.0012487      	|
on_validation_batch_end            	|  4.2103e-05     	|139            	|  0.0058523      	|  0.0007558      	|
on_validation_model_eval           	|  0.0048036      	|1              	|  0.0048036      	|  0.00062036     	|
on_validation_batch_start          	|  1.9025e-05     	|139            	|  0.0026444      	|  0.00034151     	|
on_epoch_end                       	|  1.2829e-05     	|201            	|  0.0025787      	|  0.00033303     	|
on_epoch_start                     	|  1.1951e-05     	|201            	|  0.0024022      	|  0.00031023     	|
validation_step_end                	|  9.8208e-06     	|139            	|  0.0013651      	|  0.0001763      	|
on_train_start                     	|  0.0011114      	|1              	|  0.0011114      	|  0.00014353     	|
on_validation_start                	|  0.000705       	|1              	|  0.000705       	|  9.1048e-05     	|
on_validation_end                  	|  0.00017041     	|1              	|  0.00017041     	|  2.2008e-05     	|
on_configure_sharded_model         	|  4.8055e-05     	|2              	|  9.6111e-05     	|  1.2412e-05     	|
on_fit_end                         	|  6.2428e-05     	|1              	|  6.2428e-05     	|  8.0624e-06     	|
setup                              	|  2.769e-05      	|2              	|  5.538e-05      	|  7.1521e-06     	|
teardown                           	|  2.7472e-05     	|2              	|  5.4944e-05     	|  7.0958e-06     	|
on_before_accelerator_backend_setup	|  2.6722e-05     	|2              	|  5.3443e-05     	|  6.9019e-06     	|
on_fit_start                       	|  4.679e-05      	|1              	|  4.679e-05      	|  6.0427e-06     	|
on_validation_epoch_end            	|  3.5699e-05     	|1              	|  3.5699e-05     	|  4.6104e-06     	|
on_val_dataloader                  	|  1.187e-05      	|2              	|  2.3739e-05     	|  3.0658e-06     	|
configure_sharded_model            	|  9.8953e-06     	|2              	|  1.9791e-05     	|  2.5559e-06     	|
configure_callbacks                	|  8.9891e-06     	|2              	|  1.7978e-05     	|  2.3218e-06     	|
prepare_data                       	|  8.5197e-06     	|2              	|  1.7039e-05     	|  2.2006e-06     	|
on_pretrain_routine_end            	|  1.5872e-05     	|1              	|  1.5872e-05     	|  2.0497e-06     	|
on_validation_epoch_start          	|  1.28e-05       	|1              	|  1.28e-05       	|  1.6531e-06     	|
on_train_dataloader                	|  6.4932e-06     	|1              	|  6.4932e-06     	|  8.3857e-07     	|
