kocraft-backend/Craft/module/ml/__init__.py

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2024-07-15 08:47:42 +00:00
import asyncio
from concurrent.futures import ThreadPoolExecutor
from dotenv import find_dotenv, load_dotenv
from ollama import generate
from Craft.module.ml.prompt import generate_system, generate_user, generate_system_eng, generate_user_eng
from Craft.module.ml.util import extract_emoji_and_text
load_dotenv(find_dotenv())
class Engine:
def __init__(self):
self.key = None
def _generate(self, first_word: str, second_word: str, eng_result: str) -> dict:
return generate(
model="infcraft:latest",
system=generate_system(first_word, second_word, eng_result),
prompt=generate_user(first_word, second_word),
keep_alive=60*60*24,
context=None,
options={
"seed": 0,
"temperature": 0.4,
"top_p": 0.85,
"top_k": 0.1,
"max_tokens": 32,
"main_gpu": 0,
}
)
async def _generate_eng(self, first_word: str, second_word: str) -> dict:
system = await generate_system_eng(first_word, second_word)
prompt = await generate_user_eng(first_word, second_word)
return generate(
model="mistral:latest",
system=system,
prompt=prompt,
keep_alive=60*60*24,
options={
"seed": 0,
"temperature": 0.8,
"top_p": 1,
"top_k": 0.1,
"max_tokens": 64,
"main_gpu": 0,
}
)
async def generate(self, first_word: str, second_word: str) -> str:
loop = asyncio.get_running_loop()
eng_result = await self._generate_eng(first_word, second_word)
with ThreadPoolExecutor() as executor:
data = await loop.run_in_executor(executor, self._generate, first_word, second_word, eng_result['response'])
return extract_emoji_and_text(data['response'])