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Improve Sagemaker serve script error logs #190

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Improve Sagemaker serve script error logs #190

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22 changes: 15 additions & 7 deletions src/autogluon/cloud/scripts/sagemaker_scripts/tabular_serve.py
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Original file line number Diff line number Diff line change
Expand Up @@ -135,15 +135,23 @@ def _read_with_fallback(read_func, buf, expected_columns):
"""
# Attempt to read with headers
data = read_func(buf)
if set(data.columns) != set(expected_columns):
# Reset buffer and read without headers
buf.seek(0)
data = read_func(buf, header=None)
# Assign expected column names
data.columns = expected_columns
else:
data_cols, model_cols = set(data.columns), set(expected_columns)
required_fields_missing = model_cols.difference(data_cols)

if required_fields_missing:
raise ValueError("Missing required columns", required_fields_missing)

if data_cols == model_cols:
# Reorder columns to match expected_columns
data = data[expected_columns]
return data

# Reset buffer and read without headers
buf.seek(0)
data = read_func(buf, header=None)
# Assign expected column names
data.columns = expected_columns

return data


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