VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  541.98         	|  100 %          	|
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run_training_epoch                 	|  0.97268        	|500            	|  486.34         	|  89.734         	|
run_training_batch                 	|  0.33271        	|1000           	|  332.71         	|  61.389         	|
optimizer_step_with_closure_0      	|  0.33001        	|1000           	|  330.01         	|  60.89          	|
training_step_and_backward         	|  0.24585        	|1000           	|  245.85         	|  45.361         	|
model_forward                      	|  0.15268        	|1000           	|  152.68         	|  28.17          	|
training_step                      	|  0.15251        	|1000           	|  152.51         	|  28.139         	|
backward                           	|  0.09179        	|1000           	|  91.79          	|  16.936         	|
get_train_batch                    	|  0.029617       	|1500           	|  44.426         	|  8.1969         	|
fetch_next_train_batch             	|  0.029584       	|1500           	|  44.376         	|  8.1877         	|
run_validate_evaluation            	|  12.291         	|1              	|  12.291         	|  2.2678         	|
evaluation_step_and_end            	|  0.24676        	|48             	|  11.845         	|  2.1854         	|
validation_step                    	|  0.24671        	|48             	|  11.842         	|  2.1849         	|
on_train_batch_end                 	|  0.0013501      	|1000           	|  1.3501         	|  0.24911        	|
zero_grad                          	|  0.0013471      	|1000           	|  1.3471         	|  0.24854        	|
training_batch_to_device           	|  0.00060247     	|1000           	|  0.60247        	|  0.11116        	|
get_validate_batch                 	|  0.0042292      	|49             	|  0.20723        	|  0.038236       	|
fetch_next_validate_batch          	|  0.004214       	|49             	|  0.20649        	|  0.038098       	|
on_train_epoch_start               	|  0.00027241     	|500            	|  0.1362         	|  0.025131       	|
on_train_epoch_end                 	|  0.00027212     	|500            	|  0.13606        	|  0.025105       	|
on_train_batch_start               	|  0.00010778     	|1000           	|  0.10778        	|  0.019886       	|
on_batch_start                     	|  3.5566e-05     	|1000           	|  0.035566       	|  0.0065621      	|
on_train_end                       	|  0.024091       	|1              	|  0.024091       	|  0.0044451      	|
on_pretrain_routine_start          	|  0.022845       	|1              	|  0.022845       	|  0.004215       	|
on_before_zero_grad                	|  2.0687e-05     	|1000           	|  0.020687       	|  0.0038169      	|
on_batch_end                       	|  1.4122e-05     	|1000           	|  0.014122       	|  0.0026056      	|
on_before_optimizer_step           	|  1.2174e-05     	|1000           	|  0.012174       	|  0.0022461      	|
on_before_backward                 	|  1.1761e-05     	|1000           	|  0.011761       	|  0.00217        	|
on_after_backward                  	|  1.1473e-05     	|1000           	|  0.011473       	|  0.002117       	|
evaluation_batch_to_device         	|  0.00021603     	|48             	|  0.01037        	|  0.0019133      	|
configure_optimizers               	|  0.0086799      	|1              	|  0.0086799      	|  0.0016015      	|
training_step_end                  	|  7.8186e-06     	|1000           	|  0.0078186      	|  0.0014426      	|
on_epoch_end                       	|  1.0712e-05     	|501            	|  0.0053667      	|  0.00099021     	|
on_epoch_start                     	|  1.0517e-05     	|501            	|  0.0052692      	|  0.00097222     	|
on_validation_model_eval           	|  0.0046795      	|1              	|  0.0046795      	|  0.00086341     	|
on_validation_batch_end            	|  2.2092e-05     	|48             	|  0.0010604      	|  0.00019566     	|
on_train_start                     	|  0.00072391     	|1              	|  0.00072391     	|  0.00013357     	|
on_validation_batch_start          	|  1.0469e-05     	|48             	|  0.00050252     	|  9.272e-05      	|
on_validation_start                	|  0.00032665     	|1              	|  0.00032665     	|  6.027e-05      	|
validation_step_end                	|  5.1518e-06     	|48             	|  0.00024729     	|  4.5627e-05     	|
on_validation_end                  	|  0.00010434     	|1              	|  0.00010434     	|  1.9251e-05     	|
on_before_accelerator_backend_setup	|  1.9186e-05     	|2              	|  3.8373e-05     	|  7.0801e-06     	|
teardown                           	|  1.5744e-05     	|2              	|  3.1488e-05     	|  5.8098e-06     	|
on_configure_sharded_model         	|  1.5098e-05     	|2              	|  3.0197e-05     	|  5.5716e-06     	|
setup                              	|  1.314e-05      	|2              	|  2.6279e-05     	|  4.8487e-06     	|
on_fit_end                         	|  2.195e-05      	|1              	|  2.195e-05      	|  4.05e-06       	|
on_validation_epoch_end            	|  2.168e-05      	|1              	|  2.168e-05      	|  4.0001e-06     	|
on_fit_start                       	|  2.0499e-05     	|1              	|  2.0499e-05     	|  3.7823e-06     	|
on_val_dataloader                  	|  6.0965e-06     	|2              	|  1.2193e-05     	|  2.2497e-06     	|
prepare_data                       	|  5.6906e-06     	|2              	|  1.1381e-05     	|  2.0999e-06     	|
configure_sharded_model            	|  5.3045e-06     	|2              	|  1.0609e-05     	|  1.9575e-06     	|
configure_callbacks                	|  5.215e-06      	|2              	|  1.043e-05      	|  1.9244e-06     	|
on_pretrain_routine_end            	|  1.0149e-05     	|1              	|  1.0149e-05     	|  1.8726e-06     	|
on_validation_epoch_start          	|  8.997e-06      	|1              	|  8.997e-06      	|  1.66e-06       	|
on_train_dataloader                	|  4.2779e-06     	|1              	|  4.2779e-06     	|  7.8931e-07     	|
