VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  403.72         	|  100 %          	|
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run_training_epoch                 	|  16.263         	|21             	|  341.53         	|  84.596         	|
run_training_batch                 	|  0.29329        	|1000           	|  293.29         	|  72.648         	|
optimizer_step_with_closure_0      	|  0.28971        	|1000           	|  289.71         	|  71.761         	|
training_step_and_backward         	|  0.22187        	|1000           	|  221.87         	|  54.957         	|
backward                           	|  0.11036        	|1000           	|  110.36         	|  27.336         	|
model_forward                      	|  0.10978        	|1000           	|  109.78         	|  27.193         	|
training_step                      	|  0.10958        	|1000           	|  109.58         	|  27.143         	|
run_validate_evaluation            	|  18.201         	|1              	|  18.201         	|  4.5083         	|
evaluation_step_and_end            	|  0.1185         	|125            	|  14.813         	|  3.6691         	|
validation_step                    	|  0.11836        	|125            	|  14.796         	|  3.6648         	|
get_train_batch                    	|  0.010456       	|1021           	|  10.675         	|  2.6442         	|
fetch_next_train_batch             	|  0.010431       	|1021           	|  10.65          	|  2.6381         	|
on_train_batch_end                 	|  0.002342       	|1000           	|  2.342          	|  0.5801         	|
zero_grad                          	|  0.0016903      	|1000           	|  1.6903         	|  0.41868        	|
get_validate_batch                 	|  0.006396       	|126            	|  0.80589        	|  0.19962        	|
fetch_next_validate_batch          	|  0.0063661      	|126            	|  0.80213        	|  0.19869        	|
training_batch_to_device           	|  0.00028112     	|1000           	|  0.28112        	|  0.069632       	|
on_train_batch_start               	|  0.00010285     	|1000           	|  0.10285        	|  0.025477       	|
on_train_end                       	|  0.081155       	|1              	|  0.081155       	|  0.020102       	|
on_pretrain_routine_start          	|  0.043536       	|1              	|  0.043536       	|  0.010784       	|
evaluation_batch_to_device         	|  0.00033417     	|125            	|  0.041771       	|  0.010347       	|
on_after_backward                  	|  2.9613e-05     	|1000           	|  0.029613       	|  0.007335       	|
on_batch_start                     	|  2.0998e-05     	|1000           	|  0.020998       	|  0.0052011      	|
configure_optimizers               	|  0.020984       	|1              	|  0.020984       	|  0.0051976      	|
on_before_zero_grad                	|  1.887e-05      	|1000           	|  0.01887        	|  0.0046741      	|
on_batch_end                       	|  1.7393e-05     	|1000           	|  0.017393       	|  0.0043082      	|
on_before_optimizer_step           	|  1.3686e-05     	|1000           	|  0.013686       	|  0.00339        	|
on_before_backward                 	|  1.3636e-05     	|1000           	|  0.013636       	|  0.0033776      	|
on_train_epoch_end                 	|  0.00041903     	|21             	|  0.0087996      	|  0.0021796      	|
on_train_epoch_start               	|  0.00040899     	|21             	|  0.0085887      	|  0.0021274      	|
training_step_end                  	|  7.9416e-06     	|1000           	|  0.0079416      	|  0.0019671      	|
on_validation_batch_end            	|  5.207e-05      	|125            	|  0.0065087      	|  0.0016122      	|
on_validation_model_eval           	|  0.0045284      	|1              	|  0.0045284      	|  0.0011217      	|
on_validation_batch_start          	|  1.9728e-05     	|125            	|  0.0024659      	|  0.00061081     	|
on_train_start                     	|  0.0015695      	|1              	|  0.0015695      	|  0.00038877     	|
validation_step_end                	|  1.1122e-05     	|125            	|  0.0013902      	|  0.00034435     	|
on_validation_start                	|  0.00058942     	|1              	|  0.00058942     	|  0.000146       	|
on_epoch_end                       	|  1.4041e-05     	|22             	|  0.00030891     	|  7.6515e-05     	|
on_epoch_start                     	|  1.4034e-05     	|22             	|  0.00030875     	|  7.6477e-05     	|
on_validation_end                  	|  0.00027776     	|1              	|  0.00027776     	|  6.8799e-05     	|
on_fit_end                         	|  8.9096e-05     	|1              	|  8.9096e-05     	|  2.2069e-05     	|
setup                              	|  4.3001e-05     	|2              	|  8.6002e-05     	|  2.1302e-05     	|
teardown                           	|  4.2882e-05     	|2              	|  8.5764e-05     	|  2.1243e-05     	|
on_configure_sharded_model         	|  3.5997e-05     	|2              	|  7.1995e-05     	|  1.7833e-05     	|
on_before_accelerator_backend_setup	|  2.6893e-05     	|2              	|  5.3786e-05     	|  1.3323e-05     	|
on_validation_epoch_end            	|  5.0541e-05     	|1              	|  5.0541e-05     	|  1.2519e-05     	|
on_fit_start                       	|  4.7967e-05     	|1              	|  4.7967e-05     	|  1.1881e-05     	|
on_val_dataloader                  	|  1.29e-05       	|2              	|  2.5799e-05     	|  6.3905e-06     	|
on_pretrain_routine_end            	|  2.2272e-05     	|1              	|  2.2272e-05     	|  5.5166e-06     	|
configure_callbacks                	|  1.0506e-05     	|2              	|  2.1012e-05     	|  5.2047e-06     	|
configure_sharded_model            	|  1.0243e-05     	|2              	|  2.0485e-05     	|  5.0742e-06     	|
on_train_dataloader                	|  1.6421e-05     	|1              	|  1.6421e-05     	|  4.0675e-06     	|
on_validation_epoch_start          	|  1.361e-05      	|1              	|  1.361e-05      	|  3.3712e-06     	|
prepare_data                       	|  6.6012e-06     	|2              	|  1.3202e-05     	|  3.2702e-06     	|
