mirror of
https://github.com/microsoft/FLAML.git
synced 2026-02-09 02:09:16 +08:00
3de0dc667e
* lint * bump ver * bump ver * fixed circular import --------- Co-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>
45 lines
1.1 KiB
Python
45 lines
1.1 KiB
Python
import os
|
|
import shutil
|
|
import sys
|
|
|
|
import pytest
|
|
from utils import get_automl_settings, get_toy_data_seqregression
|
|
|
|
|
|
@pytest.mark.skipif(sys.platform == "darwin", reason="do not run on mac os")
|
|
def test_regression():
|
|
try:
|
|
import ray
|
|
|
|
if not ray.is_initialized():
|
|
ray.init()
|
|
except ImportError:
|
|
return
|
|
from flaml import AutoML
|
|
|
|
X_train, y_train, X_val, y_val = get_toy_data_seqregression()
|
|
|
|
automl = AutoML()
|
|
automl_settings = get_automl_settings()
|
|
|
|
automl_settings["task"] = "seq-regression"
|
|
automl_settings["metric"] = "pearsonr"
|
|
automl_settings["starting_points"] = {"transformer": {"num_train_epochs": 1}}
|
|
automl_settings["use_ray"] = {"local_dir": "data/output/"}
|
|
|
|
ray.shutdown()
|
|
ray.init()
|
|
|
|
automl.fit(X_train=X_train, y_train=y_train, X_val=X_val, y_val=y_val, **automl_settings)
|
|
automl.predict(X_val)
|
|
|
|
if os.path.exists("test/data/output/"):
|
|
try:
|
|
shutil.rmtree("test/data/output/")
|
|
except PermissionError:
|
|
print("PermissionError when deleting test/data/output/")
|
|
|
|
|
|
if __name__ == "__main__":
|
|
test_regression()
|