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learners: ['OperonRegressor'] | |
dataset directory: ./test/192_vineyard_small.tsv.gz | |
found 1 datasets | |
skipped 0 jobs with results. Override with --noskips. | |
skipped 0 jobs without results. Override with --noskips. | |
skipped 0 queued jobs. Override with --noskips. | |
submitting 1 jobs... | |
import from methods.OperonRegressor | |
algorithm: SymbolicRegressor(generations=10000, local_iterations=5, max_evaluations=500000, | |
pool_size=500, population_size=500, time_limit=7200) | |
hyperparams: [{'population_size': (100,), 'pool_size': (100,), 'max_length': (25,), 'allowed_symbols': ('add,mul,aq,constant,variable',), 'local_iterations': (5,), 'offspring_generator': ('basic',), 'tournament_size': (3,), 'reinserter': ('keep-best',), 'max_evaluations': (500000,)}, {'population_size': (100,), 'pool_size': (100,), 'max_length': (25,), 'allowed_symbols': ('add,mul,aq,exp,log,sin,tanh,constant,variable',), 'local_iterations': (5,), 'offspring_generator': ('basic',), 'tournament_size': (3,), 'reinserter': ('keep-best',), 'max_evaluations': (500000,)}, {'population_size': (100,), 'pool_size': (100,), 'max_length': (50,), 'allowed_symbols': ('add,mul,aq,constant,variable',), 'local_iterations': (5,), 'offspring_generator': ('basic',), 'tournament_size': (3,), 'reinserter': ('keep-best',), 'max_evaluations': (500000,)}, {'population_size': (500,), 'pool_size': (500,), 'max_length': (25,), 'allowed_symbols': ('add,mul,aq,constant,variable',), 'local_iterations': (5,), 'offspring_generator': ('basic',), 'tournament_size': (5,), 'reinserter': ('keep-best',), 'max_evaluations': (500000,)}, {'population_size': (500,), 'pool_size': (500,), 'max_length': (25,), 'allowed_symbols': ('add,mul,aq,exp,log,sin,tanh,constant,variable',), 'local_iterations': (5,), 'offspring_generator': ('basic',), 'tournament_size': (5,), 'reinserter': ('keep-best',), 'max_evaluations': (500000,)}, {'population_size': (500,), 'pool_size': (500,), 'max_length': (50,), 'allowed_symbols': ('add,mul,aq,constant,variable',), 'local_iterations': (5,), 'offspring_generator': ('basic',), 'tournament_size': (5,), 'reinserter': ('keep-best',), 'max_evaluations': (500000,)}] | |
======================================== | |
Evaluating OperonRegressor on | |
./test/192_vineyard_small.tsv.gz | |
======================================== | |
compression: gzip | |
filename: ./test/192_vineyard_small.tsv.gz | |
scaling X | |
scaling y | |
X_train: (15, 3) | |
y_train: (15,) | |
training HalvingGridSearchCV(cv=KFold(n_splits=5, random_state=42, shuffle=True), | |
error_score=0.0, | |
estimator=SymbolicRegressor(generations=10000, | |
local_iterations=5, | |
max_evaluations=500000, | |
pool_size=500, | |
population_size=500, | |
random_state=42, | |
time_limit=7200), | |
n_jobs=1, | |
param_grid=[{'allowed_symbols': ('add,mul,aq,constant,variable',), | |
'local_iterations': (5,), | |
'max_evalua... | |
'pool_size': (500,), 'population_size': (500,), | |
'reinserter': ('keep-best',), | |
'tournament_size': (5,)}, | |
{'allowed_symbols': ('add,mul,aq,constant,variable',), | |
'local_iterations': (5,), | |
'max_evaluations': (500000,), | |
'max_length': (50,), | |
'offspring_generator': ('basic',), | |
'pool_size': (500,), 'population_size': (500,), | |
'reinserter': ('keep-best',), | |
'tournament_size': (5,)}], | |
scoring='r2', verbose=2) | |
n_iterations: 1 | |
n_required_iterations: 2 | |
n_possible_iterations: 1 | |
min_resources_: 10 | |
max_resources_: 15 | |
aggressive_elimination: False | |
factor: 3 | |
---------- | |
iter: 0 | |
n_candidates: 6 | |
n_resources: 10 | |
Fitting 5 folds for each of 6 candidates, totalling 30 fits | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.0s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.0s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.0s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.1s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.0s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,exp,log,sin,tanh,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.2s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,exp,log,sin,tanh,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.4s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,exp,log,sin,tanh,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.5s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,exp,log,sin,tanh,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.1s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,exp,log,sin,tanh,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.1s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=50, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.3s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=50, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.3s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=50, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.0s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=50, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.3s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=50, offspring_generator=basic, pool_size=100, population_size=100, reinserter=keep-best, tournament_size=3; total time= 1.2s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.2s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.1s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.0s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.1s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.0s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,exp,log,sin,tanh,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.5s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,exp,log,sin,tanh,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.4s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,exp,log,sin,tanh,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.2s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,exp,log,sin,tanh,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.3s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,exp,log,sin,tanh,constant,variable, local_iterations=5, max_evaluations=500000, max_length=25, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.2s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=50, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.4s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=50, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.1s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=50, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.4s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=50, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.3s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
[CV] END allowed_symbols=add,mul,aq,constant,variable, local_iterations=5, max_evaluations=500000, max_length=50, offspring_generator=basic, pool_size=500, population_size=500, reinserter=keep-best, tournament_size=5; total time= 1.4s | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
Training time measures: 38.257459252 38.25872993469238 | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
operon warning: array does not satisfy contiguity or storage-order requirements. data will be copied. | |
save_file: results/192_vineyard_small//192_vineyard_small_OperonRegressor_42 | |
Finished submitting 1 jobs. |
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