CODEWITHSUNDEEP
xgboosth2oapple-m1
Clej
Clej

Reputation: 466

Error using H2O (from Python 3.9.10) and XGBoost backend on MacOS (Monterey, Apple M1)

I am currently trying to use H2O from Python, and I encounter some problems on my Mac OS with XGBoost. It seems like H2O does not find it anywhere.

More precisely, the next simple snippet

import pandas as pd
import h2o

data = [['2015-01-01', '2490.925806' , '-0.41'],
        ['2015-01-02', '2412.623113' , '-0.48'],
        ['2015-01-03', '2365.611276' , '-0.55']]
df = pd.DataFrame(data, columns=["time", "base", "target"]).set_index("time", drop=True)

h2o.init(nthreads=-1)
estimator = h2o.estimators.H2OXGBoostEstimator()
training_frame = h2o.H2OFrame(df) 
estimator.train(["base"], "target", training_frame)

gives me the error :

H2OResponseError: Server error water.exceptions.H2ONotFoundArgumentException:
  Error: POST /3/ModelBuilders/xgboost not found
  Request: POST /3/ModelBuilders/xgboost
    data: {'training_frame': 'Key_Frame__upload_893634781f588299bbd20d51c98d43a9.hex', 'nfolds': '0', 'keep_cross_validation_models': 'True', 'keep_cross_validation_predictions': 'False', 'keep_cross_validation_fold_assignment': 'False', 'score_each_iteration': 'False', 'fold_assignment': 'auto', 'response_column': 'target', 'ignore_const_cols': 'True', 'stopping_rounds': '0', 'stopping_metric': 'auto', 'stopping_tolerance': '0.001', 'max_runtime_secs': '0.0', 'seed': '-1', 'distribution': 'auto', 'tweedie_power': '1.5', 'categorical_encoding': 'auto', 'quiet_mode': 'True', 'ntrees': '50', 'max_depth': '6', 'min_rows': '1.0', 'min_child_weight': '1.0', 'learn_rate': '0.3', 'eta': '0.3', 'sample_rate': '1.0', 'subsample': '1.0', 'col_sample_rate': '1.0', 'colsample_bylevel': '1.0', 'col_sample_rate_per_tree': '1.0', 'colsample_bytree': '1.0', 'colsample_bynode': '1.0', 'max_abs_leafnode_pred': '0.0', 'max_delta_step': '0.0', 'score_tree_interval': '0', 'min_split_improvement': '0.0', 'gamma': '0.0', 'nthread': '-1', 'build_tree_one_node': 'False', 'calibrate_model': 'False', 'max_bins': '256', 'max_leaves': '0', 'sample_type': 'uniform', 'normalize_type': 'tree', 'rate_drop': '0.0', 'one_drop': 'False', 'skip_drop': '0.0', 'tree_method': 'auto', 'grow_policy': 'depthwise', 'booster': 'gbtree', 'reg_lambda': '1.0', 'reg_alpha': '0.0', 'dmatrix_type': 'auto', 'backend': 'auto', 'gainslift_bins': '-1', 'auc_type': 'auto', 'scale_pos_weight': '1.0'}

For more information about my distribution:

I suspect Apple M1 to be the cause of the error, but is that really the case ?

Upvotes: 0

Views: 702

Answers (1)

Adam Valenta
Adam Valenta

Reputation: 36

I am sorry, the XGBoost is not supported on Apple M1 processor yet.

https://h2oai.atlassian.net/browse/PUBDEV-8482

Upvotes: 1

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