Pyteryx/alteryx_runner/tools/preparation/formula_tool.py

34 lines
1.1 KiB
Python

from __future__ import annotations
from typing import Dict
import polars as pl
from tools.base import BaseTool
class FormulaTool(BaseTool):
def execute(self, inputs: Dict[str, pl.DataFrame]) -> Dict[str, pl.DataFrame]:
df = inputs.get("Input", pl.DataFrame())
if self.config is None:
return {"Output": df}
for ff in self.config.findall("FormulaFields/FormulaField"):
expr_text = ff.attrib.get("expression", "")
field = ff.attrib.get("field", "")
alteryx_type = ff.attrib.get("type", "V_WString")
size = ff.attrib.get("size")
dtype = self.ctx.type_mapper.map(alteryx_type, size)
if not field:
continue
try:
series = self.ctx.transpiler.eval_series(df, expr_text, field, dtype)
except Exception as e:
raise RuntimeError(
f"Formula field {field!r} expression {expr_text!r} failed: {e}"
) from e
df = df.with_columns(series.alias(field))
return {"Output": df}