sys.path=['C:\\Users\\cspah\\AppData\\Local\\Temp\\houdini_temp\\train_hqueue\\pdgtemp\\36156\\scripts', 'C:\\PROGRA~1\\SIDEEF~1\\HOUDIN~1.277\\python310\\python310.zip', 'C:\\PROGRA~1\\SIDEEF~1\\HOUDIN~1.277\\python310\\DLLs', 'C:\\PROGRA~1\\SIDEEF~1\\HOUDIN~1.277\\python310\\lib', 'C:\\PROGRA~1\\SIDEEF~1\\HOUDIN~1.277\\python310', 'C:\\Users\\cspah\\Downloads\\MLDeformer\\ml\\venv.localscheduler1', 'C:\\Users\\cspah\\Downloads\\MLDeformer\\ml\\venv.localscheduler1\\lib\\site-packages', 'C:/Users/cspah/AppData/Local/Temp/houdini_temp/train_hqueue/pdgtemp/36156/scripts']

data_byte_count=20282944
input_dimension=189
target_dimension=128
len(data_set)=20282928
input_byte_count=756
target_byte_count=512
labeled_example_count=15996

Files:
data_set_path='C:/Users/cspah/Downloads/MLDeformer/ml/data_set/data_set.raw'
onnx_model_path='C:/Users/cspah/Downloads/MLDeformer/ml/models/model_h1.onnx'
checkpoint_path='C:/Users/cspah/Downloads/MLDeformer/ml/states/state.checkpoint'
best_model_path='C:/Users/cspah/Downloads/MLDeformer/ml/states/state_best.pt'

Hyperparameters:
self.connectivity.input_width=189
hidden_widths:
Width 189
self.connectivity.output_width=128
self.shuffle=True
self.shuffle_random_seed=205
self.limit_size=False
self.upper_limit=0
self.weight_initialization_random_seed=205
self.epochs_per_evaluation=16
self.patience=16
self.max_batch_size=256
self.optimization_algorithm='adam'
self.learning_rate=0.0001
self.beta1=0.9
self.beta2=0.999
self.epoch_max=1000000
self.weight_decay=1e-06
self.enable_early_stopping=True
self.training_data_proportion=80
self.validation_data_proportion=20

Determine device type based on availability
device=device(type='cpu')

data_byte_count=20282944
input_dimension=189
target_dimension=128
len(data_set)=20282928
input_byte_count=756
target_byte_count=512
labeled_example_count=15996
Use 15996 labeled_examples

size of training set: 12796
Size of validation set: 3200

No checkpoint file exists: train from scratch

Train for at most 1000000 additional epochs:

[  *] 0          training 0.10419366225600242     validation 0.1057178326524221      
[  *] 16         training 0.02539537724107504     validation 0.026272050463236295    
[  *] 32         training 0.004965187702327967    validation 0.005094620040976084    
[  *] 48         training 0.0028308469243347647   validation 0.002889748913450883    
[  *] 64         training 0.0023990098433569074   validation 0.0024465732634640657   
[  *] 80         training 0.002168946147430688    validation 0.0022150991269602226   
[  *] 96         training 0.0020216460851952434   validation 0.0020670599501150157   
[  *] 112        training 0.0019225213793106378   validation 0.001966240565077617    
[  *] 128        training 0.0018430377962067722   validation 0.001886908717166919    
[  *] 144        training 0.0017715436755679549   validation 0.0018168687909984817   
[  *] 160        training 0.0016942459275014698   validation 0.0017398374889475794   
[  *] 176        training 0.001613312023691833    validation 0.0016602377962464322   
[  *] 192        training 0.0015295244893059135   validation 0.0015763132026992165   
[  *] 208        training 0.0014486865047365427   validation 0.0014992608473851131   
[  *] 224        training 0.0013490157527849078   validation 0.001397968323614735    
[  *] 240        training 0.0012739678123034536   validation 0.0013259784676707708   
[  *] 256        training 0.0012021984346210956   validation 0.0012524141303191965   
[  *] 272        training 0.001148038503015414    validation 0.0011984697775915265   
[  *] 288        training 0.001095437043113634    validation 0.0011464979123467435   
[  *] 304        training 0.0010572219465393572   validation 0.0011093560606241226   
[  *] 320        training 0.0010186066397000104   validation 0.0010686723264650656   
[  *] 336        training 0.000987487699603662    validation 0.001037901818143347    
[  *] 352        training 0.0009652586583979428   validation 0.0010149041145968323   
[  *] 368        training 0.0009366654825862498   validation 0.0009871725745212573   
[  *] 384        training 0.0009150352282449603   validation 0.000964283759598262    
[  *] 400        training 0.0008856494154315442   validation 0.0009365016012452543   
[  *] 416        training 0.0008625335316173732   validation 0.0009121732616152328   
[  *] 432        training 0.0008413525752257556   validation 0.0008914252483429244   
[  *] 448        training 0.0008182991342619062   validation 0.0008671793128507069   
[  *] 464        training 0.0007944380305707454   validation 0.0008427491187691116   
[  *] 480        training 0.0007757456926628947   validation 0.0008242891187994526   
[  *] 496        training 0.0007548793789464981   validation 0.0008031137941333537   
[  *] 512        training 0.0007373849186114967   validation 0.0007856444795974172   
[  *] 528        training 0.0007193206006195396   validation 0.0007656908352286196   
[  *] 544        training 0.0007051659829448908   validation 0.0007523781118484644   
[  *] 560        training 0.0006863306881859898   validation 0.0007325589853840378   
[  *] 576        training 0.0006705518381204456   validation 0.0007165785914716813   
[  *] 592        training 0.0006656607263721525   validation 0.0007111013983376324   
[  *] 608        training 0.0006555919791571796   validation 0.0007016649469733238   
[  *] 624        training 0.0006372407975140959   validation 0.0006820688185353691   
[  *] 640        training 0.0006269964342936874   validation 0.0006715569806356842   
[  *] 656        training 0.0006175843672826887   validation 0.0006628998447782719   
[  *] 672        training 0.0006082656059879809   validation 0.0006526614933346326   
[  *] 688        training 0.000600589063251391    validation 0.0006443841311220939   
[  *] 704        training 0.0005912711401470005   validation 0.0006354164394836586   
[  *] 720        training 0.0005818943749181926   validation 0.0006254842110837882   
[  *] 736        training 0.0005757899268064647   validation 0.0006192605718612098   
[  *] 752        training 0.0005667351779993624   validation 0.0006096606644300314   
[  *] 768        training 0.0005604634678456933   validation 0.0006038289687309701   
[  *] 784        training 0.0005557301361113786   validation 0.0005990853488373642   
[  *] 800        training 0.0005460813350509852   validation 0.0005890963993106897   
[  *] 816        training 0.0005414886400103569   validation 0.0005845825519197836   
[  *] 832        training 0.0005333428643643856   validation 0.0005762228034794903   
[  *] 848        training 0.0005270017724251374   validation 0.0005693691693103084   
[  *] 864        training 0.0005211526987841353   validation 0.0005634154121463115   
[  *] 880        training 0.0005140257911989465   validation 0.000555661242777625    
[  *] 896        training 0.000510702229803428    validation 0.0005520659570510571   
[  *] 912        training 0.0005040699889650569   validation 0.0005449057296993068   
[  *] 928        training 0.0004987820039968938   validation 0.0005394752056767734   
[  *] 944        training 0.0004921610082965344   validation 0.0005325247161985877   
[  *] 960        training 0.00048489036969840527  validation 0.0005249798593397897   
[  *] 976        training 0.0004810339753748849   validation 0.0005212662710199276   
[  *] 992        training 0.0004735726653598249   validation 0.0005129142328559493   
[  *] 1008       training 0.0004709796962561086   validation 0.0005105807728026635   
[  *] 1024       training 0.00046759502438362686  validation 0.0005064301143507832   
[  *] 1040       training 0.0004616509965853766   validation 0.0005003312186230547   
[  *] 1056       training 0.0004604136856505647   validation 0.0004990283072961924   
[  *] 1072       training 0.0004549612442497164   validation 0.0004928568557191354   
[  *] 1088       training 0.0004487679846351966   validation 0.0004868566398867048   
[  *] 1104       training 0.0004468181740958244   validation 0.0004845248096479246   
[  *] 1120       sys.path=['C:\\Users\\cspah\\AppData\\Local\\Temp\\houdini_temp\\train_hqueue\\pdgtemp\\36156\\scripts', 'C:\\PROGRA~1\\SIDEEF~1\\HOUDIN~1.277\\python310\\python310.zip', 'C:\\PROGRA~1\\SIDEEF~1\\HOUDIN~1.277\\python310\\DLLs', 'C:\\PROGRA~1\\SIDEEF~1\\HOUDIN~1.277\\python310\\lib', 'C:\\PROGRA~1\\SIDEEF~1\\HOUDIN~1.277\\python310', 'C:\\Users\\cspah\\Downloads\\MLDeformer\\ml\\venv.localscheduler1', 'C:\\Users\\cspah\\Downloads\\MLDeformer\\ml\\venv.localscheduler1\\lib\\site-packages', 'C:/Users/cspah/AppData/Local/Temp/houdini_temp/train_hqueue/pdgtemp/36156/scripts']

data_byte_count=20282944
input_dimension=189
target_dimension=128
len(data_set)=20282928
input_byte_count=756
target_byte_count=512
labeled_example_count=15996

Files:
data_set_path='C:/Users/cspah/Downloads/MLDeformer/ml/data_set/data_set.raw'
onnx_model_path='C:/Users/cspah/Downloads/MLDeformer/ml/models/model_h1.onnx'
checkpoint_path='C:/Users/cspah/Downloads/MLDeformer/ml/states/state.checkpoint'
best_model_path='C:/Users/cspah/Downloads/MLDeformer/ml/states/state_best.pt'

Hyperparameters:
self.connectivity.input_width=189
hidden_widths:
Width 189
self.connectivity.output_width=128
self.shuffle=True
self.shuffle_random_seed=205
self.limit_size=False
self.upper_limit=0
self.weight_initialization_random_seed=205
self.epochs_per_evaluation=16
self.patience=16
self.max_batch_size=256
self.optimization_algorithm='adam'
self.learning_rate=0.0001
self.beta1=0.9
self.beta2=0.999
self.epoch_max=1000000
self.weight_decay=1e-06
self.enable_early_stopping=True
self.training_data_proportion=80
self.validation_data_proportion=20

Determine device type based on availability
device=device(type='cpu')

data_byte_count=20282944
input_dimension=189
target_dimension=128
len(data_set)=20282928
input_byte_count=756
target_byte_count=512
labeled_example_count=15996
Use 15996 labeled_examples

size of training set: 12796
Size of validation set: 3200

No checkpoint file exists: train from scratch

Train for at most 1000000 additional epochs:

[  *] 0          training 0.10419366225600242     validation 0.1057178326524221      
[  *] 16         training 0.02539537724107504     validation 0.026272050463236295    
[  *] 32         training 0.004965187702327967    validation 0.005094620040976084    
[  *] 48         training 0.0028308469243347647   validation 0.002889748913450883    
[  *] 64         training 0.0023990098433569074   validation 0.0024465732634640657   
[  *] 80         training 0.002168946147430688    validation 0.0022150991269602226   
[  *] 96         training 0.0020216460851952434   validation 0.0020670599501150157   
[  *] 112        training 0.0019225213793106378   validation 0.001966240565077617    
[  *] 128        training 0.0018430377962067722   validation 0.001886908717166919    
[  *] 144        training 0.0017715436755679549   validation 0.0018168687909984817   
[  *] 160        training 0.0016942459275014698   validation 0.0017398374889475794   
[  *] 176        training 0.001613312023691833    validation 0.0016602377962464322   
[  *] 192        training 0.0015295244893059135   validation 0.0015763132026992165   
[  *] 208        training 0.0014486865047365427   validation 0.0014992608473851131   
[  *] 224        training 0.0013490157527849078   validation 0.001397968323614735    
[  *] 240        training 0.0012739678123034536   validation 0.0013259784676707708   
[  *] 256        training 0.0012021984346210956   validation 0.0012524141303191965   
[  *] 272        training 0.001148038503015414    validation 0.0011984697775915265   
[  *] 288        training 0.001095437043113634    validation 0.0011464979123467435   
[  *] 304        training 0.0010572219465393572   validation 0.0011093560606241226   
[  *] 320        training 0.0010186066397000104   validation 0.0010686723264650656   
[  *] 336        training 0.000987487699603662    validation 0.001037901818143347    
[  *] 352        training 0.0009652586583979428   validation 0.0010149041145968323   
[  *] 368        training 0.0009366654825862498   validation 0.0009871725745212573   
[  *] 384        training 0.0009150352282449603   validation 0.000964283759598262    
[  *] 400        training 0.0008856494154315442   validation 0.0009365016012452543   
[  *] 416        training 0.0008625335316173732   validation 0.0009121732616152328   
[  *] 432        training 0.0008413525752257556   validation 0.0008914252483429244   
[  *] 448        training 0.0008182991342619062   validation 0.0008671793128507069   
[  *] 464        training 0.0007944380305707454   validation 0.0008427491187691116   
[  *] 480        training 0.0007757456926628947   validation 0.0008242891187994526   
[  *] 496        training 0.0007548793789464981   validation 0.0008031137941333537   
[  *] 512        training 0.0007373849186114967   validation 0.0007856444795974172   
[  *] 528        training 0.0007193206006195396   validation 0.0007656908352286196   
[  *] 544        training 0.0007051659829448908   validation 0.0007523781118484644   
[  *] 560        training 0.0006863306881859898   validation 0.0007325589853840378   
[  *] 576        training 0.0006705518381204456   validation 0.0007165785914716813   
[  *] 592        training 0.0006656607263721525   validation 0.0007111013983376324   
[  *] 608        training 0.0006555919791571796   validation 0.0007016649469733238   
[  *] 624        training 0.0006372407975140959   validation 0.0006820688185353691   
[  *] 640        training 0.0006269964342936874   validation 0.0006715569806356842   
[  *] 656        training 0.0006175843672826887   validation 0.0006628998447782719   
[  *] 672        training 0.0006082656059879809   validation 0.0006526614933346326   
[  *] 688        training 0.000600589063251391    validation 0.0006443841311220939   
[  *] 704        training 0.0005912711401470005   validation 0.0006354164394836586   
[  *] 720        training 0.0005818943749181926   validation 0.0006254842110837882   
[  *] 736        training 0.0005757899268064647   validation 0.0006192605718612098   
[  *] 752        training 0.0005667351779993624   validation 0.0006096606644300314   
[  *] 768        training 0.0005604634678456933   validation 0.0006038289687309701   
[  *] 784        training 0.0005557301361113786   validation 0.0005990853488373642   
[  *] 800        training 0.0005460813350509852   validation 0.0005890963993106897   
[  *] 816        training 0.0005414886400103569   validation 0.0005845825519197836   
[  *] 832        training 0.0005333428643643856   validation 0.0005762228034794903   
[  *] 848        training 0.0005270017724251374   validation 0.0005693691693103084   
[  *] 864        training 0.0005211526987841353   validation 0.0005634154121463115   
[  *] 880        training 0.0005140257911989465   validation 0.000555661242777625    
[  *] 896        training 0.000510702229803428    validation 0.0005520659570510571   
[  *] 912        training 0.0005040699889650569   validation 0.0005449057296993068   
[  *] 928        training 0.0004987820039968938   validation 0.0005394752056767734   
[  *] 944        training 0.0004921610082965344   validation 0.0005325247161985877   
[  *] 960        training 0.00048489036969840527  validation 0.0005249798593397897   
[  *] 976        training 0.0004810339753748849   validation 0.0005212662710199276   
[  *] 992        training 0.0004735726653598249   validation 0.0005129142328559493   
[  *] 1008       training 0.0004709796962561086   validation 0.0005105807728026635   
[  *] 1024       training 0.00046759502438362686  validation 0.0005064301143507832   
[  *] 1040       training 0.0004616509965853766   validation 0.0005003312186230547   
[  *] 1056       training 0.0004604136856505647   validation 0.0004990283072961924   
[  *] 1072       training 0.0004549612442497164   validation 0.0004928568557191354   
[  *] 1088       training 0.0004487679846351966   validation 0.0004868566398867048   
[  *] 1104       training 0.0004468181740958244   validation 0.0004845248096479246   
[  *] 1120       training 0.00044048325391486285  validation 0.00047810213156760886  
[  *] 1136       training 0.0004378801758866757   validation 0.0004755517740984662   
[  *] 1152       training 0.0004341122560435906   validation 0.00047097265129335795  
[  *] 1168       training 0.00042870445118751375  validation 0.00046561312046833336  
[  *] 1184       training 0.0004277967382222414   validation 0.0004649328452964815   
[  *] 1200       training 0.00042400613601785154  validation 0.00046076103059861524  
[  *] 1216       training 0.00041989666235167536  validation 0.00045612714781712455  
[  *] 1232       training 0.00041735356440767644  validation 0.0004541560035879509   
[  *] 1248       training 0.00041360426985193044  validation 0.0004492310466817938   
[  *] 1264       training 0.0004096462926827371   validation 0.00044552535445501027  
[  *] 1280       training 0.000407823757850565    validation 0.00044423759503003495  
[  *] 1296       training 0.00040518933732528237  validation 0.00044102896712362196  
[  *] 1312       training 0.0004031926963943988   validation 0.0004385073776715077   
[  *] 1328       training 0.0003987678221892565   validation 0.000433700297994969    
[  0] 1344       training 0.0003990567091386765   validation 0.00043390053234851133  
[  *] 1360       training 0.00039392850594595076  validation 0.0004287691710767551   
[  *] 1376       training 0.0003913478186586872   validation 0.00042615519487299025  
[  *] 1392       training 0.00039095307001844046  validation 0.0004254368451746324   
[  *] 1408       training 0.0003843442641664296   validation 0.00041853652622264164  
[  0] 1424       training 0.00038558791275136175  validation 0.00041966876373268093  
[  *] 1440       training 0.0003807768027763814   validation 0.00041483847263197485  
[  0] 1456       training 0.0003868291457183659   validation 0.0004202590991133967   
[  *] 1472       training 0.00037727727496530863  validation 0.00041138982319702895  
[  *] 1488       training 0.00037809814675711096  validation 0.00041138498748366075  
[  *] 1504       training 0.0003773851343430579   validation 0.00041106781841685565  
[  *] 1520       training 0.00037262894737068565  validation 0.00040676377606219973  
[  *] 1536       training 0.00037115669751074164  validation 0.0004041019083860402   
[  *] 1552       training 0.00036864874651655556  validation 0.00040167007290829834  
[  *] 1568       training 0.00036392472218722106  validation 0.0003969337558373809   
[  *] 1584       training 0.000362539078341797    validation 0.0003950062091462314   
[  *] 1600       training 0.0003608542267465964   validation 0.00039377218210854783  
[  *] 1616       training 0.0003599767218111083   validation 0.0003931292337186348   
[  *] 1632       training 0.00035959678003564475  validation 0.0003923826107683663   
[  *] 1648       training 0.0003568753646686673   validation 0.0003897011024841609   
[  *] 1664       training 0.0003528703545453027   validation 0.00038546257285186305  
[  *] 1680       training 0.0003517654328607023   validation 0.00038427059413292085  
[  *] 1696       training 0.00035101400222629307  validation 0.00038336071212632727  
[  *] 1712       training 0.0003500726615311578   validation 0.00038236283804648195  
[  *] 1728       training 0.0003498340025544167   validation 0.0003820030005254711   
[  *] 1744       training 0.0003470908815506846   validation 0.00037925912721010926  
[  0] 1760       training 0.000348069547326304    validation 0.00038016276084817946  
[  *] 1776       training 0.0003449849621392786   validation 0.0003763753741693038   
[  *] 1792       training 0.0003431762341642752   validation 0.00037460276507772505  
[  *] 1808       training 0.00034065468062181024  validation 0.000372449569672776    
[  *] 1824       training 0.0003381319507025182   validation 0.0003694600868934336   
[  0] 1840       training 0.00033772254246287046  validation 0.0003695064582503759   
[  *] 1856       training 0.0003361256676726043   validation 0.0003675695446033317   
[  *] 1872       training 0.0003338394488673657   validation 0.0003654018107156914   
[  0] 1888       training 0.0003361076320288703   validation 0.00036751732337646757  
[  1] 1904       training 0.0003343984280945733   validation 0.0003659152739251462   
[  *] 1920       training 0.0003290747670689598   validation 0.0003602292540913018   
[  0] 1936       training 0.0003295511129545048   validation 0.0003606148037271431   
[  *] 1952       training 0.00032733304891735315  validation 0.0003586538368836045   
[  *] 1968       training 0.00032608510227873924  validation 0.0003572953282855451   
[  0] 1984       training 0.00032711782958358524  validation 0.00035804689664823504  
[  *] 2000       training 0.0003254102694336325   validation 0.00035664381441445305  
[  *] 2016       training 0.0003222833567997441   validation 0.0003530393408324856   
[  *] 2032       training 0.0003219360485672951   validation 0.00035266312233244     
[  0] 2048       training 0.00032229812000878155  validation 0.00035319206877969776  
[  *] 2064       training 0.0003191790665732697   validation 0.00034986243610127043  
[  *] 2080       training 0.0003167905646841973   validation 0.00034713522808697936  
[  *] 2096       training 0.00031610229052603245  validation 0.0003467460606211367   
[  *] 2112       training 0.0003152771678287536   validation 0.0003458887849074717   
[  *] 2128       training 0.0003140580269973725   validation 0.00034432360329307045  
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[ 14] 9648       training 0.00016768097557360307  validation 0.0001936684767805183   
[ 15] 9664       training 0.00016845581296365709  validation 0.00019390804384154483  

Saved training state consisting of:
the current model state
the current optimizer state
epoch=9664
improvement_check=16

Saved current best model
Exported current best model to ONNX format

Training has terminated before reaching the maximum number of epochs.
Created file indicating termination.
