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Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,7 @@ jobs:
strategy:
matrix:
python-version: ['3.13']
submission: ['pz_resnet_flow']
submission: ['example']

steps:
- uses: actions/checkout@v3
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17 changes: 14 additions & 3 deletions examples/do_example.py
Original file line number Diff line number Diff line change
@@ -1,3 +1,5 @@
import tables_io
import numpy as np
from rail.core.data import TableHandle
from rail.estimation.algos import sklearn_neurnet
from rail.utils import catalog_utils
Expand All @@ -17,8 +19,17 @@ def train_and_estimate(
scenario: str,
) -> None:

# clean up the training data
train_data_path = f"public/pz_challenge_{taskset}_{sim}_training_{scenario}.hdf5"
uncleaned_training_data = tables_io.read(train_data_path)
bad_mask = np.isnan(uncleaned_training_data['redshift'])
if bad_mask.any():
cleaned_training_data = {key: val[~bad_mask] for key, val in uncleaned_training_data.items()}
train_data_path = train_data_path.replace('.hdf5', '_cleaned.hdf5')
tables_io.write(cleaned_training_data, train_data_path)

train_data = TableHandle(
"train", path=f"public/pz_challenge_{taskset}_{sim}_training_{scenario}.hdf5"
"train", path=train_data_path,
)
test_data = TableHandle(
"test", path=f"public/pz_challenge_{taskset}_{sim}_test_{scenario}.hdf5"
Expand All @@ -33,7 +44,7 @@ def train_and_estimate(
os.makedirs("evaluation")
except:
pass

model_path = f"submission/pz_challenge_{taskset}_{sim}_pz_model_{scenario}.pkl"
output_path = f"submission/pz_challenge_{taskset}_{sim}_pz_estimate_{scenario}.hdf5"
evaluate_path = f"evaluation/pz_challenge_{taskset}_{sim}_pz_evaluation_{scenario}.hdf5"
Expand Down Expand Up @@ -66,7 +77,7 @@ def train_and_estimate(
pz_evaluate.data.ancil["object_id"] = train_data()["object_id"].astype(int)
pz_evaluate.path = evaluate_path
pz_evaluate.write()



if __name__ == "__main__":
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2 changes: 2 additions & 0 deletions requirements_example.txt
Original file line number Diff line number Diff line change
@@ -0,0 +1,2 @@
pz-rail-base
pz-rail-sklearn
2 changes: 1 addition & 1 deletion scripts/download_public.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,7 @@
from pz_data_challenge import submit_utils

# don't change these
PUBLIC_URL: str = "https://portal.nersc.gov/cfs/lsst/PZ/data_challenge/public.tgz"
PUBLIC_URL: str = "https://portal.nersc.gov/cfs/lsst/PZ/data_challenge/public_test.tgz"


def setup_public_area() -> None:
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