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""" | |
A dedicated helper to manage templates and prompt building. | |
""" | |
import json | |
import os.path as osp | |
import random | |
from typing import Union | |
class Prompter(object): | |
__slots__ = ("template", "_verbose") | |
def __init__(self, template_name: str = "", verbose: bool = False): | |
self._verbose = verbose | |
if not template_name: | |
# Enforce the default here, so the constructor can be called with '' and will not break. | |
template_name = "goat" | |
file_name = osp.join("templates", f"{template_name}.json") | |
if not osp.exists(file_name): | |
raise ValueError(f"Can't read {file_name}") | |
with open(file_name) as fp: | |
self.template = json.load(fp) | |
if self._verbose: | |
print( | |
f"Using prompt template {template_name}: {self.template['description']}" | |
) | |
def generate_prompt_simplified( | |
self, | |
instruction: str, | |
label: Union[None, str] = None, | |
) -> str: | |
res = f"{instruction}" | |
if label: | |
res = f"{res}{label}" | |
if self._verbose: | |
print(res) | |
return res | |
def generate_prompt( | |
self, | |
instruction: str, | |
label: Union[None, str] = None, | |
) -> str: | |
if random.random()<0.5: | |
instruction = instruction.replace("*", "x") | |
if random.random()<0.1: | |
instruction=instruction.replace("+", "plus").replace("-", "minus").replace("x", "times").replace("*", "multiplied by").replace("/", "divided by") | |
num = random.randint(1,500) | |
if random.random()<0.6: | |
res = self.template[str(num)].format( | |
arithmetic=instruction.replace(" = ", "") | |
) | |
else: | |
res = self.template[str(num)].format( | |
arithmetic=instruction.replace("=", "").replace(" ", "") | |
) | |
prompt = f"{res}\nAnswer: " | |
if label: | |
# res = f"{res}{instruction}{label}" | |
prompt = f"{prompt}{label}" | |
if self._verbose: | |
print(prompt) | |
return prompt | |
def generate_prompt_inference( | |
self, | |
instruction: str, | |
label: Union[None, str] = None, | |
) -> str: | |
res = f"{instruction}\nAnswer: " | |
if label: | |
# res = f"{res}{instruction}{label}" | |
res = f"{res}{label}" | |
if self._verbose: | |
print(res) | |
return res | |
def get_response(self, output: str) -> str: | |
# return output.split("Answer:")[1].strip() | |
return output |