app.py

# Information extraction from a typed data specification.

import minichain
from dataclasses import dataclass
from typing import List
from enum import Enum

# Data specification

# +
class StatType(Enum):
    POINTS = 1
    REBOUNDS = 2
    ASSISTS = 3

@dataclass
class Stat:
    value: int
    stat: StatType

@dataclass
class Player:
    player: str
    stats: List[Stat]
# -


# Code

class ExtractionPrompt(minichain.TypedTemplatePrompt):
    template_file = "stats.pmpt.tpl"
    Out = Player


with minichain.start_chain("stats") as backend:
    p = ExtractionPrompt(backend.OpenAI(max_tokens=512))
    article = open("sixers.txt").read()
    for player in p({"passage": article}):
        print(player)

ExtractionPrompt().show({"passage": "Harden had 10 rebounds."},
                        '[{"player": "Harden", "stats": {"value": 10, "stat": 2}}]')

# View the run log.

minichain.show_log("bash.log")