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Original file line number Diff line number Diff line change
Expand Up @@ -504,6 +504,13 @@ def _outputs_padding(df: "DataFrame", inputs_line_numbers: List[int]) -> "DataFr
res = res.sort_values(by=LINE_NUMBER, ascending=True)
return res

@staticmethod
def _fill_failed_outputs(df: "DataFrame") -> "DataFrame":
output_columns = [column for column in df.columns if column != LINE_NUMBER]
df = df.copy()
df[output_columns] = df[output_columns].astype(object)
return df.fillna(value="(Failed)")

def load_inputs_and_outputs(self) -> Tuple["DataFrame", "DataFrame"]:
if not self._sdk_inputs_path.is_file() or not self._sdk_output_path.is_file():
inputs, outputs = self._collect_io_from_debug_info()
Expand All @@ -513,7 +520,7 @@ def load_inputs_and_outputs(self) -> Tuple["DataFrame", "DataFrame"]:
# if all line runs are failed, no need to fill
if len(outputs) > 0:
outputs = self._outputs_padding(outputs, inputs[LINE_NUMBER].tolist())
outputs.fillna(value="(Failed)", inplace=True) # replace nan with explicit prompt
outputs = self._fill_failed_outputs(outputs) # replace nan with explicit prompt
outputs = outputs.set_index(LINE_NUMBER)
return inputs, outputs

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -2,6 +2,8 @@
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------

import warnings

import pandas as pd
import pytest

Expand Down Expand Up @@ -34,3 +36,18 @@ def test_outputs_padding(self) -> None:
assert df_with_padding.iloc[0].to_dict() == {LINE_NUMBER: 1, "col": "a"}
assert df_with_padding.iloc[1].to_dict() == {LINE_NUMBER: 2, "col": "b"}
assert df_with_padding.iloc[2].to_dict() == {LINE_NUMBER: 4, "col": ""}

def test_outputs_padding_fill_failed_without_dtype_warning(self) -> None:
data = [
{LINE_NUMBER: 1, "score": 0.5},
]
df = pd.DataFrame(data)

df_with_padding = LocalStorageOperations._outputs_padding(df, inputs_line_numbers=[0, 1])
with warnings.catch_warnings(record=True) as caught_warnings:
warnings.simplefilter("always")
df_with_padding = LocalStorageOperations._fill_failed_outputs(df_with_padding)

assert len(caught_warnings) == 0
assert df_with_padding.iloc[0].to_dict() == {LINE_NUMBER: 0, "score": "(Failed)"}
assert df_with_padding.iloc[1].to_dict() == {LINE_NUMBER: 1, "score": 0.5}
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