VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  474.17         	|  100 %          	|
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run_training_epoch                 	|  6.499          	|63             	|  409.44         	|  86.349         	|
run_training_batch                 	|  0.28735        	|1000           	|  287.35         	|  60.602         	|
optimizer_step_with_closure_0      	|  0.28393        	|1000           	|  283.93         	|  59.88          	|
training_step_and_backward         	|  0.2172         	|1000           	|  217.2          	|  45.807         	|
model_forward                      	|  0.10861        	|1000           	|  108.61         	|  22.905         	|
training_step                      	|  0.10841        	|1000           	|  108.41         	|  22.863         	|
backward                           	|  0.107          	|1000           	|  107.0          	|  22.566         	|
run_validate_evaluation            	|  30.151         	|1              	|  30.151         	|  6.3588         	|
evaluation_step_and_end            	|  0.084202       	|313            	|  26.355         	|  5.5582         	|
validation_step                    	|  0.084136       	|313            	|  26.335         	|  5.5538         	|
get_train_batch                    	|  0.022923       	|1063           	|  24.367         	|  5.139          	|
fetch_next_train_batch             	|  0.0229         	|1063           	|  24.342         	|  5.1337         	|
on_train_batch_end                 	|  0.0022859      	|1000           	|  2.2859         	|  0.48209        	|
zero_grad                          	|  0.0015571      	|1000           	|  1.5571         	|  0.32839        	|
get_validate_batch                 	|  0.0028902      	|314            	|  0.90754        	|  0.1914         	|
fetch_next_validate_batch          	|  0.002874       	|314            	|  0.90245        	|  0.19032        	|
training_batch_to_device           	|  0.00026797     	|1000           	|  0.26797        	|  0.056515       	|
on_train_batch_start               	|  9.4511e-05     	|1000           	|  0.094511       	|  0.019932       	|
evaluation_batch_to_device         	|  0.00018874     	|313            	|  0.059076       	|  0.012459       	|
on_train_end                       	|  0.045171       	|1              	|  0.045171       	|  0.0095263      	|
on_after_backward                  	|  2.6209e-05     	|1000           	|  0.026209       	|  0.0055273      	|
on_train_epoch_end                 	|  0.000408       	|63             	|  0.025704       	|  0.0054209      	|
on_train_epoch_start               	|  0.000363       	|63             	|  0.022869       	|  0.004823       	|
on_batch_start                     	|  2.2345e-05     	|1000           	|  0.022345       	|  0.0047124      	|
on_pretrain_routine_start          	|  0.021827       	|1              	|  0.021827       	|  0.0046033      	|
on_before_zero_grad                	|  1.8636e-05     	|1000           	|  0.018636       	|  0.0039302      	|
on_batch_end                       	|  1.6339e-05     	|1000           	|  0.016339       	|  0.0034458      	|
on_before_optimizer_step           	|  1.3878e-05     	|1000           	|  0.013878       	|  0.0029268      	|
on_before_backward                 	|  1.3137e-05     	|1000           	|  0.013137       	|  0.0027705      	|
configure_optimizers               	|  0.0095408      	|1              	|  0.0095408      	|  0.0020121      	|
training_step_end                  	|  8.208e-06      	|1000           	|  0.008208       	|  0.001731       	|
on_validation_batch_end            	|  2.3134e-05     	|313            	|  0.0072408      	|  0.0015271      	|
on_validation_model_eval           	|  0.0051539      	|1              	|  0.0051539      	|  0.0010869      	|
on_validation_batch_start          	|  1.1533e-05     	|313            	|  0.0036098      	|  0.00076129     	|
validation_step_end                	|  5.8636e-06     	|313            	|  0.0018353      	|  0.00038706     	|
on_train_start                     	|  0.0013035      	|1              	|  0.0013035      	|  0.0002749      	|
on_epoch_end                       	|  1.1471e-05     	|64             	|  0.00073414     	|  0.00015483     	|
on_epoch_start                     	|  1.1113e-05     	|64             	|  0.00071125     	|  0.00015        	|
on_validation_start                	|  0.00062106     	|1              	|  0.00062106     	|  0.00013098     	|
on_validation_end                  	|  0.00017724     	|1              	|  0.00017724     	|  3.7378e-05     	|
teardown                           	|  4.1912e-05     	|2              	|  8.3825e-05     	|  1.7678e-05     	|
on_fit_end                         	|  6.2209e-05     	|1              	|  6.2209e-05     	|  1.312e-05      	|
on_configure_sharded_model         	|  2.6074e-05     	|2              	|  5.2148e-05     	|  1.0998e-05     	|
setup                              	|  2.5936e-05     	|2              	|  5.1873e-05     	|  1.094e-05      	|
on_before_accelerator_backend_setup	|  2.5292e-05     	|2              	|  5.0584e-05     	|  1.0668e-05     	|
on_validation_epoch_end            	|  4.0172e-05     	|1              	|  4.0172e-05     	|  8.472e-06      	|
on_fit_start                       	|  4.014e-05      	|1              	|  4.014e-05      	|  8.4654e-06     	|
on_val_dataloader                  	|  1.249e-05      	|2              	|  2.498e-05      	|  5.2682e-06     	|
configure_callbacks                	|  8.8643e-06     	|2              	|  1.7729e-05     	|  3.7389e-06     	|
configure_sharded_model            	|  7.5782e-06     	|2              	|  1.5156e-05     	|  3.1964e-06     	|
prepare_data                       	|  7.4618e-06     	|2              	|  1.4924e-05     	|  3.1473e-06     	|
on_pretrain_routine_end            	|  1.3575e-05     	|1              	|  1.3575e-05     	|  2.8629e-06     	|
on_validation_epoch_start          	|  1.0528e-05     	|1              	|  1.0528e-05     	|  2.2202e-06     	|
on_train_dataloader                	|  6.1803e-06     	|1              	|  6.1803e-06     	|  1.3034e-06     	|
