From e4d3e2a6311a4352be73182bce2fb41193c9b7f1 Mon Sep 17 00:00:00 2001 From: DIMFLIX-OFFICIAL Date: Sat, 7 Sep 2024 16:49:15 +0300 Subject: [PATCH] The basic architecture of the application is built. --- .env.example | 5 + disk_destiny/app.py | 87 ++++++ disk_destiny/models/KNN.py | 11 + disk_destiny/models/XGBoost.py | 11 + disk_destiny/models/__init__.py | 7 + disk_destiny/models/base.py | 15 + disk_destiny/models/logistics_regression.py | 11 + disk_destiny/utils/banner.py | 8 + disk_destiny/utils/other.py | 15 + poetry.lock | 330 ++++++++++++++++++++ pyproject.toml | 4 + 11 files changed, 504 insertions(+) create mode 100644 .env.example create mode 100644 disk_destiny/app.py create mode 100644 disk_destiny/models/KNN.py create mode 100644 disk_destiny/models/XGBoost.py create mode 100644 disk_destiny/models/__init__.py create mode 100644 disk_destiny/models/base.py create mode 100644 disk_destiny/models/logistics_regression.py create mode 100644 disk_destiny/utils/banner.py create mode 100644 disk_destiny/utils/other.py create mode 100644 poetry.lock diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..a1d77ea --- /dev/null +++ b/.env.example @@ -0,0 +1,5 @@ +WEIGHTS_USE=True + +KNN_WEIGHT=0.8 +LOGISTICS_REGRESSION_WEIGHT=0.7 +XGBOOST_WEIGHT=1 diff --git a/disk_destiny/app.py b/disk_destiny/app.py new file mode 100644 index 0000000..7c992cf --- /dev/null +++ b/disk_destiny/app.py @@ -0,0 +1,87 @@ +import os +import inquirer +import numpy as np +from dotenv import load_dotenv +from typing import Dict, List + +import models +from models.base import BaseModel +from utils.other import print_pure_banner + + +class App: + allowed_models: Dict[str, BaseModel] + + def __init__(self, weights: Dict[str, float], weights_use: bool = True) -> None: + self.allowed_models = {} + + for model in BaseModel.__subclasses__(): + weight = weights.get(model.name.upper(), 1) + + try: + weight = float(weight) + except ValueError: + raise ValueError(f"Вес для модели {model.name} должен быть числом") + + if weight < 0 or weight > 1: + raise ValueError(f"Вес для модели {model.name} должен быть от 0 до 1") + + self.allowed_models[model.name] = model(weight=weight) + + def run(self) -> None: + print_pure_banner() + self.ask_questions() + + def ask_questions(self) -> None: + main_menu_answer = inquirer.prompt([ + inquirer.List('answer', + message="Что будем делать?", + choices=['Дообучение модели', 'Получить предсказание', 'Выход'], + ) + ])['answer'] + + print_pure_banner() + + match main_menu_answer: + case 'Дообучение модели': + model = inquirer.prompt([ + inquirer.List('answer', + message="Выберите модель для дообучения", + choices=self.allowed_models, + ) + ])['answer'] + self.allowed_models[model].train() + + case 'Получить предсказание': + models = inquirer.prompt([ + inquirer.Checkbox('answer', + message="Выберите модели для предсказания.", + choices=self.allowed_models, + ) + ])['answer'] + print(models) + self.predict(list_models=models) + + case 'Выход': + exit() + + def predict(self, list_models: List[BaseModel], use_weights: bool = True) -> float: + results = {i.weight: i.predict() for i in list_models} + + if use_weights: + return np.average(results.values(), axis=0, weights=results.keys()) + else: + return np.mean(results.values(), axis=0) + + +if __name__ == "__main__": + load_dotenv() + weights_use = os.environ.get('WEIGHTS_USE', 'true').lower() == 'true' + + weights = { + key.replace("_WEIGHT", ""): value + for key, value in os.environ.items() if key.endswith('_WEIGHT') + } + + app = App(weights=weights, weights_use=weights_use) + app.run() diff --git a/disk_destiny/models/KNN.py b/disk_destiny/models/KNN.py new file mode 100644 index 0000000..fc17cac --- /dev/null +++ b/disk_destiny/models/KNN.py @@ -0,0 +1,11 @@ +from .base import BaseModel + + +class KNN(BaseModel): + name = 'KNN' + + def train(self) -> None: + pass + + def predict(self) -> float: + pass diff --git a/disk_destiny/models/XGBoost.py b/disk_destiny/models/XGBoost.py new file mode 100644 index 0000000..4f4d38f --- /dev/null +++ b/disk_destiny/models/XGBoost.py @@ -0,0 +1,11 @@ +from .base import BaseModel + + +class XGBoost(BaseModel): + name = 'XGBoost' + + def train(self) -> None: + pass + + def predict(self) -> float: + pass diff --git a/disk_destiny/models/__init__.py b/disk_destiny/models/__init__.py new file mode 100644 index 0000000..8b36791 --- /dev/null +++ b/disk_destiny/models/__init__.py @@ -0,0 +1,7 @@ +from .base import BaseModel +from .KNN import KNN +from .logistics_regression import LogisticsRegression +from .XGBoost import XGBoost + + +__all__ = ['BaseModel', 'KNN', 'LogisticsRegression', 'XGBoost'] diff --git a/disk_destiny/models/base.py b/disk_destiny/models/base.py new file mode 100644 index 0000000..da3625a --- /dev/null +++ b/disk_destiny/models/base.py @@ -0,0 +1,15 @@ +from abc import ABC, abstractmethod + + +class BaseModel(ABC): + name: str + weight: float + + def __init__(self, weight: float = 1) -> None: + self.weight = weight + + @abstractmethod + def train(self) -> None: ... + + @abstractmethod + def predict(self) -> float: ... diff --git a/disk_destiny/models/logistics_regression.py b/disk_destiny/models/logistics_regression.py new file mode 100644 index 0000000..5b3e0ba --- /dev/null +++ b/disk_destiny/models/logistics_regression.py @@ -0,0 +1,11 @@ +from .base import BaseModel + + +class LogisticsRegression(BaseModel): + name = 'Logistics_Regression' + + def train(self) -> None: + pass + + def predict(self) -> float: + pass diff --git a/disk_destiny/utils/banner.py b/disk_destiny/utils/banner.py new file mode 100644 index 0000000..73b2428 --- /dev/null +++ b/disk_destiny/utils/banner.py @@ -0,0 +1,8 @@ +banner = """ +╭━━━┳━━┳━━━┳╮╭━╮╭━━━┳━━━┳━━━┳━━━━┳━━┳━╮╱╭┳╮╱╱╭╮ +╰╮╭╮┣┫┣┫╭━╮┃┃┃╭╯╰╮╭╮┃╭━━┫╭━╮┃╭╮╭╮┣┫┣┫┃╰╮┃┃╰╮╭╯┃ +╱┃┃┃┃┃┃┃╰━━┫╰╯╯╱╱┃┃┃┃╰━━┫╰━━╋╯┃┃╰╯┃┃┃╭╮╰╯┣╮╰╯╭╯ +╱┃┃┃┃┃┃╰━━╮┃╭╮┃╱╱┃┃┃┃╭━━┻━━╮┃╱┃┃╱╱┃┃┃┃╰╮┃┃╰╮╭╯ +╭╯╰╯┣┫┣┫╰━╯┃┃┃╰╮╭╯╰╯┃╰━━┫╰━╯┃╱┃┃╱╭┫┣┫┃╱┃┃┃╱┃┃ +╰━━━┻━━┻━━━┻╯╰━╯╰━━━┻━━━┻━━━╯╱╰╯╱╰━━┻╯╱╰━╯╱╰╯ +""" \ No newline at end of file diff --git a/disk_destiny/utils/other.py b/disk_destiny/utils/other.py new file mode 100644 index 0000000..d168628 --- /dev/null +++ b/disk_destiny/utils/other.py @@ -0,0 +1,15 @@ +import inspect +import subprocess +from .banner import banner + + +def clear_screen() -> None: + subprocess.run('clear') + +def print_banner() -> None: + print(banner) + +def print_pure_banner() -> None: + clear_screen() + print_banner() + \ No newline at end of file diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..0690fcd --- /dev/null +++ b/poetry.lock @@ -0,0 +1,330 @@ +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. + +[[package]] +name = "ansicon" +version = "1.89.0" +description = "Python wrapper for loading Jason Hood's ANSICON" +optional = false +python-versions = "*" +files = [ + {file = 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