?? ?? :

3 ?? : ????? - ???? ??? ????
• ??? ?? ConocoPhillips? 2023 ? ??? ?? ???? ??? ?????. ??? pdf : ? ???????

  PDF ???? ??? ??? ??? ??? ??????. ??? ??? ???? ??? ????? ??? ??????. 4 ?? : ?? ?? ??? ??? LLM? ?????. ? ???? ??? ????.

????
• 5 ?? : llamaparse? ??? ?? ?????? Markdown ??? (???, ??, ?? ??? ?) A ??? ? ???
(??? ??)

!pip install -U llama-index-callbacks-arize-phoenix

import nest_asyncio

nest_asyncio.apply()

!pip install -U llama-index-callbacks-arize-phoenix

import nest_asyncio

nest_asyncio.apply()

6 ?? : ???? ???? ????? ??? ? ???? ??

textnode

7 ?? : ?? ??? ?? ? ??? ??? ?? ?? SummaryIndex? ?? ? ????. > SummaryIndex? ?? ???? ?? ??? ??? ?? ????? ?? ? ? ??????. 8 ?? : ??? ? ?? ???? ????? ?? ??? ??? ???? ? ??? ?? ? ??? ???? ?? ??? ???? ?? ??????. ?? ??, ??? ? ?? ?? ??? ??? ?? Pydantic ?? (Pydantic v2 ?? ?? ??? ??)? ????.

PHOENIX_API_KEY = "<PHOENIX_API_KEY>"
os.environ["OTEL_EXPORTER_OTLP_HEADERS"] = f"api_key={PHOENIX_API_KEY}"
llama_index.core.set_global_handler(
    "arize_phoenix", endpoint="https://llamatrace.com/v1/traces"
)

??? ??? ??? ??? ????? ?? ??? ?? ?????????. 9 ?? : ??? ? ?? ??? ????

import os
import requests

# Create the directories (ignore errors if they already exist)
os.makedirs("data", exist_ok=True)
os.makedirs("data_images", exist_ok=True)

# URL of the PDF
url = "https://static.conocophillips.com/files/2023-conocophillips-aim-presentation.pdf"

# Download and save to data/conocophillips.pdf
response = requests.get(url)
with open("data/conocophillips.pdf", "wb") as f:
    f.write(response.content)

print("PDF downloaded to data/conocophillips.pdf")