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@@ -1,75 +0,0 @@
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from openai_function_call import OpenAISchema
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from pydantic import Field
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from typing import List, Any
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import openai
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class RowData(OpenAISchema):
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row: List[Any] = Field(..., description="The values for each row")
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class Dataframe(OpenAISchema):
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"""
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Class representing a dataframe. This class is used to convert
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data into a frame that can be used by pandas.
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"""
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data: List[RowData] = Field(
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...,
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description="Correct rows of data aligned to column names, Nones are allowed",
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)
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columns: List[str] = Field(
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...,
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description="Column names relevant from source data, should be in snake_case",
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)
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def to_pandas(self):
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import pandas as pd
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columns = self.columns
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data = [row.row for row in self.data]
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return pd.DataFrame(data=data, columns=columns)
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def dataframe(data: str) -> Dataframe:
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completion = openai.ChatCompletion.create(
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model="gpt-3.5-turbo-0613",
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temperature=0.1,
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functions=[Dataframe.openai_schema],
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function_call={"name": Dataframe.openai_schema["name"]},
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messages=[
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{
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"role": "system",
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"content": """Map this data into a dataframe a
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nd correctly define the correct columns and rows""",
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},
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{
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"role": "user",
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"content": f"{data}",
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},
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],
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max_tokens=1000,
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)
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return Dataframe.from_response(completion)
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if __name__ == "__main__":
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df = dataframe(
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"""My name is John and I am 25 years old. I live in
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New York and I like to play basketball. His name is
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Mike and he is 30 years old. He lives in San Francisco
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and he likes to play baseball. Sarah is 20 years old
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and she lives in Los Angeles. She likes to play tennis.
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Her name is Mary and she is 35 years old.
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She lives in Chicago."""
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)
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print(df.to_pandas())
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"""
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name age location hobby
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0 John 25 New York basketball
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1 Mike 30 San Francisco baseball
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2 Sarah 20 Los Angeles tennis
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3 Mary 35 Chicago None
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"""
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