VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  457.38         	|  100 %          	|
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run_training_epoch                 	|  6.6251         	|63             	|  417.38         	|  91.255         	|
run_training_batch                 	|  0.27522        	|1000           	|  275.22         	|  60.173         	|
optimizer_step_with_closure_0      	|  0.27173        	|1000           	|  271.73         	|  59.41          	|
training_step_and_backward         	|  0.20782        	|1000           	|  207.82         	|  45.438         	|
model_forward                      	|  0.1047         	|1000           	|  104.7          	|  22.89          	|
training_step                      	|  0.1045         	|1000           	|  104.5          	|  22.848         	|
backward                           	|  0.10155        	|1000           	|  101.55         	|  22.204         	|
get_train_batch                    	|  0.029906       	|1063           	|  31.79          	|  6.9506         	|
fetch_next_train_batch             	|  0.029882       	|1063           	|  31.764         	|  6.9449         	|
run_validate_evaluation            	|  8.3734         	|1              	|  8.3734         	|  1.8307         	|
evaluation_step_and_end            	|  0.10694        	|48             	|  5.1331         	|  1.1223         	|
validation_step                    	|  0.10682        	|48             	|  5.1275         	|  1.1211         	|
on_train_batch_end                 	|  0.0022938      	|1000           	|  2.2938         	|  0.50152        	|
zero_grad                          	|  0.0015401      	|1000           	|  1.5401         	|  0.33672        	|
get_validate_batch                 	|  0.01499        	|49             	|  0.73452        	|  0.16059        	|
fetch_next_validate_batch          	|  0.014967       	|49             	|  0.73338        	|  0.16034        	|
training_batch_to_device           	|  0.00025719     	|1000           	|  0.25719        	|  0.05623        	|
on_train_batch_start               	|  0.00015154     	|1000           	|  0.15154        	|  0.033133       	|
on_train_end                       	|  0.051642       	|1              	|  0.051642       	|  0.011291       	|
on_after_backward                  	|  2.6432e-05     	|1000           	|  0.026432       	|  0.0057789      	|
on_pretrain_routine_start          	|  0.023329       	|1              	|  0.023329       	|  0.0051005      	|
on_train_epoch_end                 	|  0.00036043     	|63             	|  0.022707       	|  0.0049646      	|
on_train_epoch_start               	|  0.00034351     	|63             	|  0.021641       	|  0.0047316      	|
on_batch_start                     	|  2.157e-05      	|1000           	|  0.02157        	|  0.0047159      	|
configure_optimizers               	|  0.01985        	|1              	|  0.01985        	|  0.00434        	|
on_before_zero_grad                	|  1.8346e-05     	|1000           	|  0.018346       	|  0.0040112      	|
on_batch_end                       	|  1.5826e-05     	|1000           	|  0.015826       	|  0.0034601      	|
on_before_optimizer_step           	|  1.4447e-05     	|1000           	|  0.014447       	|  0.0031587      	|
on_before_backward                 	|  1.4312e-05     	|1000           	|  0.014312       	|  0.0031291      	|
evaluation_batch_to_device         	|  0.0002829      	|48             	|  0.013579       	|  0.002969       	|
training_step_end                  	|  7.7497e-06     	|1000           	|  0.0077497      	|  0.0016944      	|
on_validation_model_eval           	|  0.0040182      	|1              	|  0.0040182      	|  0.00087852     	|
on_validation_batch_end            	|  4.3523e-05     	|48             	|  0.0020891      	|  0.00045676     	|
on_train_start                     	|  0.001384       	|1              	|  0.001384       	|  0.0003026      	|
on_epoch_start                     	|  1.2978e-05     	|64             	|  0.00083061     	|  0.0001816      	|
on_validation_batch_start          	|  1.7009e-05     	|48             	|  0.00081646     	|  0.00017851     	|
on_epoch_end                       	|  1.2131e-05     	|64             	|  0.0007764      	|  0.00016975     	|
on_validation_start                	|  0.00049974     	|1              	|  0.00049974     	|  0.00010926     	|
validation_step_end                	|  9.4813e-06     	|48             	|  0.0004551      	|  9.9502e-05     	|
on_validation_end                  	|  0.0002712      	|1              	|  0.0002712      	|  5.9293e-05     	|
on_fit_end                         	|  8.9809e-05     	|1              	|  8.9809e-05     	|  1.9636e-05     	|
teardown                           	|  3.5618e-05     	|2              	|  7.1235e-05     	|  1.5575e-05     	|
setup                              	|  3.1723e-05     	|2              	|  6.3445e-05     	|  1.3871e-05     	|
on_fit_start                       	|  5.869e-05      	|1              	|  5.869e-05      	|  1.2832e-05     	|
on_before_accelerator_backend_setup	|  2.7346e-05     	|2              	|  5.4693e-05     	|  1.1958e-05     	|
on_configure_sharded_model         	|  2.571e-05      	|2              	|  5.142e-05      	|  1.1242e-05     	|
on_validation_epoch_end            	|  4.9958e-05     	|1              	|  4.9958e-05     	|  1.0923e-05     	|
configure_callbacks                	|  9.8208e-06     	|2              	|  1.9642e-05     	|  4.2944e-06     	|
on_val_dataloader                  	|  9.3281e-06     	|2              	|  1.8656e-05     	|  4.0789e-06     	|
prepare_data                       	|  8.7256e-06     	|2              	|  1.7451e-05     	|  3.8155e-06     	|
on_pretrain_routine_end            	|  1.7226e-05     	|1              	|  1.7226e-05     	|  3.7662e-06     	|
configure_sharded_model            	|  8.5225e-06     	|2              	|  1.7045e-05     	|  3.7267e-06     	|
on_validation_epoch_start          	|  1.1379e-05     	|1              	|  1.1379e-05     	|  2.4878e-06     	|
on_train_dataloader                	|  8.7433e-06     	|1              	|  8.7433e-06     	|  1.9116e-06     	|
