dfac5f89e9
CLI is not most developed interface. Putting them into correct directory can help new users to avoid it as most of the use cases are from a language binding.
161 lines
4.7 KiB
Python
161 lines
4.7 KiB
Python
import os
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import subprocess
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import pytest
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import testing as tm
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import sys
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ROOT_DIR = tm.PROJECT_ROOT
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DEMO_DIR = os.path.join(ROOT_DIR, 'demo')
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PYTHON_DEMO_DIR = os.path.join(DEMO_DIR, 'guide-python')
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CLI_DEMO_DIR = os.path.join(DEMO_DIR, 'CLI')
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def test_basic_walkthrough():
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script = os.path.join(PYTHON_DEMO_DIR, 'basic_walkthrough.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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os.remove('dump.nice.txt')
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os.remove('dump.raw.txt')
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@pytest.mark.skipif(**tm.no_matplotlib())
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def test_custom_multiclass_objective():
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script = os.path.join(PYTHON_DEMO_DIR, 'custom_softmax.py')
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cmd = ['python', script, '--plot=0']
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subprocess.check_call(cmd)
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@pytest.mark.skipif(**tm.no_matplotlib())
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def test_custom_rmsle_objective():
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script = os.path.join(PYTHON_DEMO_DIR, 'custom_rmsle.py')
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cmd = ['python', script, '--plot=0']
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subprocess.check_call(cmd)
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@pytest.mark.skipif(**tm.no_matplotlib())
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def test_feature_weights_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'feature_weights.py')
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cmd = ['python', script, '--plot=0']
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subprocess.check_call(cmd)
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@pytest.mark.skipif(**tm.no_sklearn())
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def test_sklearn_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'sklearn_examples.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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assert os.path.exists('best_boston.pkl')
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os.remove('best_boston.pkl')
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@pytest.mark.skipif(**tm.no_sklearn())
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def test_sklearn_parallel_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'sklearn_parallel.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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@pytest.mark.skipif(**tm.no_sklearn())
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def test_sklearn_evals_result_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'sklearn_evals_result.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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def test_boost_from_prediction_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'boost_from_prediction.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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def test_predict_first_ntree_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'predict_first_ntree.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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def test_predict_leaf_indices_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'predict_leaf_indices.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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def test_generalized_linear_model_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'generalized_linear_model.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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def test_custom_objective_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'custom_objective.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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def test_cross_validation_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'cross_validation.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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def test_external_memory_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'external_memory.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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def test_evals_result_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'evals_result.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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@pytest.mark.skipif(**tm.no_sklearn())
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@pytest.mark.skipif(**tm.no_pandas())
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def test_aft_demo():
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script = os.path.join(DEMO_DIR, 'aft_survival', 'aft_survival_demo.py')
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cmd = ['python', script]
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subprocess.check_call(cmd)
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assert os.path.exists('aft_model.json')
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os.remove('aft_model.json')
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def test_callbacks_demo():
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script = os.path.join(PYTHON_DEMO_DIR, 'callbacks.py')
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cmd = ['python', script, '--plot=0']
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subprocess.check_call(cmd)
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# gpu_acceleration is not tested due to covertype dataset is being too huge.
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# gamma regression is not tested as it requires running a R script first.
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# aft viz is not tested due to ploting is not controled
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# aft tunning is not tested due to extra dependency.
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def test_cli_regression_demo():
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reg_dir = os.path.join(CLI_DEMO_DIR, 'regression')
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script = os.path.join(reg_dir, 'mapfeat.py')
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cmd = ['python', script]
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subprocess.check_call(cmd, cwd=reg_dir)
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script = os.path.join(reg_dir, 'mknfold.py')
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cmd = ['python', script, 'machine.txt', '1']
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subprocess.check_call(cmd, cwd=reg_dir)
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exe = os.path.join(tm.PROJECT_ROOT, 'xgboost')
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conf = os.path.join(reg_dir, 'machine.conf')
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subprocess.check_call([exe, conf], cwd=reg_dir)
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@pytest.mark.skipif(condition=sys.platform.startswith("win"),
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reason='Test requires sh execution.')
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def test_cli_binary_classification():
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cls_dir = os.path.join(CLI_DEMO_DIR, 'binary_classification')
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with tm.DirectoryExcursion(cls_dir, cleanup=True):
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subprocess.check_call(['./runexp.sh'])
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os.remove('0002.model')
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# year prediction is not tested due to data size being too large.
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# rank is not tested as it requires unrar command.
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