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feat: add Base64 conversion to dataframe_operations #7713

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1 change: 1 addition & 0 deletions pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -123,6 +123,7 @@ dependencies = [
"langchain-ibm>=0.3.8",
"opik>=1.6.3",
"openai>=1.68.2",
"matplotlib>=3.10.1",
]

[dependency-groups]
Expand Down
Original file line number Diff line number Diff line change
@@ -1,3 +1,6 @@
import matplotlib.pyplot as plt
import pandas as pd

from langflow.custom import Component
from langflow.io import BoolInput, DataFrameInput, DropdownInput, IntInput, MessageTextInput, Output, StrInput
from langflow.schema import DataFrame
Expand All @@ -19,6 +22,7 @@
"Select Columns",
"Sort",
"Tail",
"Base64 Image",
]

inputs = [
Expand Down Expand Up @@ -107,7 +111,7 @@
name="output",
method="perform_operation",
info="The resulting DataFrame after the operation.",
)
),
]

def update_build_config(self, build_config, field_value, field_name=None):
Expand Down Expand Up @@ -175,8 +179,10 @@
return self.tail(dataframe_copy)
if operation == "Replace Value":
return self.replace_values(dataframe_copy)
msg = f"Unsupported operation: {operation}"
if operation == "Base64":
return self.convert_dataframe_to_base64(dataframe_copy)

msg = f"Unsupported operation: {operation}"
raise ValueError(msg)

# Existing methods
Expand Down Expand Up @@ -210,3 +216,20 @@
def replace_values(self, df: DataFrame) -> DataFrame:
df[self.column_name] = df[self.column_name].replace(self.replace_value, self.replacement_value)
return DataFrame(df)

def convert_dataframe_to_base64(self, df: DataFrame) -> DataFrame:
try:
df_base64 = pd.DataFrame(df).copy()
fig, ax = plt.subplots(figsize=(len(df_base64.columns) * 1.2, len(df_base64) * 0.5))
ax.axis("tight")
ax.axis("off")
ax.table(cellText=df.values, colLabels=df_base64.columns, loc="center")
buf = io.BytesIO()

Check failure on line 227 in src/backend/base/langflow/components/processing/dataframe_operations.py

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Ruff (F821)

src/backend/base/langflow/components/processing/dataframe_operations.py:227:19: F821 Undefined name `io`
plt.savefig(buf, format="png", bbox_inches="tight", dpi=150)
plt.close(fig)
buf.seek(0)
base64_image = base64.b64encode(buf.read()).decode("utf-8")

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Ruff (F821)

src/backend/base/langflow/components/processing/dataframe_operations.py:231:28: F821 Undefined name `base64`
return DataFrame(pd.DataFrame({"base64_image": [base64_image]}))
except Exception as e:

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src/backend/base/langflow/components/processing/dataframe_operations.py:233:16: BLE001 Do not catch blind exception: `Exception`
self.status = f"Error: {e!s}"
return DataFrame(pd.DataFrame({"error": [str(e)]}))
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