| import logging |
| |
| import pandas as pd |
| |
| from hamilton.function_modifiers import tag |
| |
| |
| @tag(cache="str") |
| def lowercased(initial: str) -> str: |
| logging.info("lowercased") |
| return initial.lower() |
| |
| |
| @tag(cache="str") |
| def uppercased(initial: str) -> str: |
| logging.info("uppercased") |
| return initial.upper() |
| |
| |
| @tag(cache="json") |
| def both(lowercased: str, uppercased: str) -> dict: |
| logging.info("both") |
| return {"lower": lowercased, "upper": uppercased} |
| |
| |
| def b2(both: dict) -> dict: |
| logging.info("b2") |
| return both |
| |
| |
| @tag(cache="json") |
| def my_df() -> pd.DataFrame: |
| logging.info("json df") |
| return pd.DataFrame({"a": [1, 2, 3], "b": [4, 5, 6]}) |
| |
| |
| @tag(cache="json") |
| def my_series() -> pd.Series: |
| logging.info("json series") |
| return pd.Series([7, 8, 9]) |
| |
| |
| @tag(cache="parquet") |
| def my_df2(my_df: pd.DataFrame) -> pd.DataFrame: |
| logging.info("parquet df") |
| return my_df |
| |
| |
| @tag(cache="parquet") |
| def my_series2(my_series: pd.Series) -> pd.Series: |
| logging.info("parquet series") |
| return my_series |
| |
| |
| def combined(my_df2: pd.DataFrame, my_series2: pd.Series) -> pd.DataFrame: |
| logging.info("combined") |
| _s = pd.Series(my_series2, name="c") |
| _df = pd.concat([my_df2, _s], axis=1) |
| return _df |