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116 lines
4.7 KiB
Python
116 lines
4.7 KiB
Python
from openai import OpenAI
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from io import StringIO
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from typing import Annotated, Any
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from pydantic import (
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BaseModel,
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BeforeValidator,
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PlainSerializer,
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InstanceOf,
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WithJsonSchema,
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)
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import instructor
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import pandas as pd
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from rich.console import Console
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console = Console()
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client = instructor.from_openai(
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client=OpenAI(),
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mode=instructor.Mode.TOOLS,
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)
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def md_to_df(data: Any) -> Any:
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if isinstance(data, str):
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return (
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pd.read_csv(
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StringIO(data), # Get rid of whitespaces
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sep="|",
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index_col=1,
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)
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.dropna(axis=1, how="all")
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.iloc[1:]
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.map(lambda x: x.strip())
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) # type: ignore
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return data
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MarkdownDataFrame = Annotated[
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InstanceOf[pd.DataFrame],
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BeforeValidator(md_to_df),
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PlainSerializer(lambda x: x.to_markdown()),
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WithJsonSchema(
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{
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"type": "string",
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"description": """
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The markdown representation of the table,
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each one should be tidy, do not try to join tables
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that should be separate""",
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}
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),
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]
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class Table(BaseModel):
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caption: str
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dataframe: MarkdownDataFrame
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def extract(url: str):
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return client.chat.completions.create(
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model="gpt-4-turbo",
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max_tokens=4000,
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response_model=Table,
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messages=[
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{
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"role": "user",
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"content": [
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{
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"type": "image_url",
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"image_url": {"url": url},
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},
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{
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"type": "text",
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"text": """
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Analyze the organizational chart image and extract the relevant information to reconstruct the hierarchy.
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Create a list of People objects, where each person has the following attributes:
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- id: A unique identifier for the person
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- name: The person's name
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- role: The person's role or position in the organization
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- manager_name: The name of the person who manages this person
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- manager_role: The role of the person who manages this person
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Ensure that the relationships between people are accurately captured in the reports and manages attributes.
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Return the list of People objects as the people attribute of an Organization object.
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""",
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},
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],
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}
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],
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)
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print(
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extract(
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"https://www.mindmanager.com/static/mm/images/features/org-chart/hierarchical-chart.png"
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).model_dump()["dataframe"]
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)
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"""
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| id | name | role | manager_name | manager_role |
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|-------:|:-------------------|:-----------------------------------------|:------------------|:-----------------------------|
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| 1 | Adele Morana | Founder, Chairman & CEO | | |
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| 2 | Winston Cole | COO | Adele Morana | Founder, Chairman & CEO |
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| 3 | Marcus Kim | CFO | Adele Morana | Founder, Chairman & CEO |
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| 4 | Karin Ludovicus | CPO | Adele Morana | Founder, Chairman & CEO |
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| 5 | Lea Erastos | Chief Business Officer | Winston Cole | COO |
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| 6 | John McKinley | Chief Accounting Officer | Winston Cole | COO |
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| 7 | Zahida Mahtab | VP, Global Affairs & Communication | Winston Cole | COO |
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| 8 | Adelaide Zhu | VP, Central Services | Winston Cole | COO |
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| 9 | Gabriel Drummond | VP, Investor Relations | Marcus Kim | CFO |
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| 10 | Felicie Vasili | VP, Finance | Marcus Kim | CFO |
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| 11 | Ayda Williams | VP, Global Customer & Business Marketing | Karin Ludovicius | CPO |
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| 12 | Nicholas Brambilla | VP, Company Brand | Karin Ludovicius | CPO |
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| 13 | Sandra Herminius | VP, Product Marketing | Karin Ludovicius | CPO |
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"""
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