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feat: add DataToDataFrame component for converting Data objects #6112
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dd89317
✨ (data_to_dataframe.py): add a new component to convert Data objects…
Cristhianzl 48d92fa
[autofix.ci] apply automated fixes
autofix-ci[bot] 91cb01e
📝 (data_to_dataframe.py): improve documentation for the build_datafra…
Cristhianzl c2a1cb7
📝 (data_to_dataframe.py): add missing comma in the component definiti…
Cristhianzl 29d7c5a
✨ (test_data_to_dataframe.py): Add unit tests for DataToDataFrameComp…
Cristhianzl 7d77989
✨ (test_data_to_dataframe.py): Refactor test_data_to_dataframe.py to …
Cristhianzl da81527
[autofix.ci] apply automated fixes
autofix-ci[bot] de0c75a
🔧 (test_data_to_dataframe.py): improve variable naming for better rea…
Cristhianzl ed67906
[autofix.ci] apply automated fixes
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68 changes: 68 additions & 0 deletions
68
src/backend/base/langflow/components/processing/data_to_dataframe.py
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from langflow.custom import Component | ||
from langflow.io import DataInput, Output | ||
from langflow.schema import Data, DataFrame | ||
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class DataToDataFrameComponent(Component): | ||
display_name = "Data → DataFrame" | ||
description = ( | ||
"Converts one or multiple Data objects into a DataFrame. " | ||
"Each Data object corresponds to one row. Fields from `.data` become columns, " | ||
"and the `.text` (if present) is placed in a 'text' column." | ||
) | ||
icon = "table" | ||
name = "DataToDataFrame" | ||
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inputs = [ | ||
DataInput( | ||
name="data_list", | ||
display_name="Data or Data List", | ||
info="One or multiple Data objects to transform into a DataFrame.", | ||
is_list=True, | ||
), | ||
] | ||
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outputs = [ | ||
Output( | ||
display_name="DataFrame", | ||
name="dataframe", | ||
method="build_dataframe", | ||
info="A DataFrame built from each Data object's fields plus a 'text' column.", | ||
), | ||
] | ||
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def build_dataframe(self) -> DataFrame: | ||
"""Builds a DataFrame from Data objects by combining their fields. | ||
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For each Data object: | ||
- Merge item.data (dictionary) as columns | ||
- If item.text is present, add 'text' column | ||
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Returns a DataFrame with one row per Data object. | ||
""" | ||
data_input = self.data_list | ||
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# If user passed a single Data, it might come in as a single object rather than a list | ||
if not isinstance(data_input, list): | ||
data_input = [data_input] | ||
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rows = [] | ||
for item in data_input: | ||
if not isinstance(item, Data): | ||
msg = f"Expected Data objects, got {type(item)} instead." | ||
raise TypeError(msg) | ||
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# Start with a copy of item.data or an empty dict | ||
row_dict = dict(item.data) if item.data else {} | ||
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# If the Data object has text, store it under 'text' col | ||
text_val = item.get_text() | ||
if text_val: | ||
row_dict["text"] = text_val | ||
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rows.append(row_dict) | ||
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# Build a DataFrame from these row dictionaries | ||
df_result = DataFrame(rows) | ||
self.status = df_result # store in self.status for logs | ||
return df_result |
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