diff --git a/.flake8 b/.flake8 new file mode 100644 index 0000000..79a16af --- /dev/null +++ b/.flake8 @@ -0,0 +1,2 @@ +[flake8] +max-line-length = 120 \ No newline at end of file diff --git a/.vscode/extensions.json b/.vscode/extensions.json new file mode 100644 index 0000000..37c2cc0 --- /dev/null +++ b/.vscode/extensions.json @@ -0,0 +1,13 @@ +{ + "recommendations": [ + "ms-python.black-formatter", + "ms-python.flake8", + "ms-python.isort", + "ms-toolsai.jupyter", + "ms-toolsai.datawrangler", + "ms-python.python", + "donjayamanne.python-environment-manager", + // optional + "usernamehw.errorlens" + ] +} \ No newline at end of file diff --git a/.vscode/launch.json b/.vscode/launch.json new file mode 100644 index 0000000..a43b215 --- /dev/null +++ b/.vscode/launch.json @@ -0,0 +1,16 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "name": "mai-service", + "type": "debugpy", + "request": "launch", + "program": "run.py", + "console": "integratedTerminal", + "justMyCode": true + } + ] +} \ No newline at end of file diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..06082f2 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,38 @@ +{ + "files.autoSave": "onFocusChange", + "files.exclude": { + "**/__pycache__": true + }, + "editor.detectIndentation": false, + "editor.formatOnType": false, + "editor.formatOnPaste": true, + "editor.formatOnSave": true, + "editor.tabSize": 4, + "editor.insertSpaces": true, + "editor.codeActionsOnSave": { + "source.organizeImports": "explicit", + "source.sortImports": "explicit" + }, + "editor.stickyScroll.enabled": false, + "diffEditor.ignoreTrimWhitespace": false, + "debug.showVariableTypes": true, + "workbench.editor.highlightModifiedTabs": true, + "git.suggestSmartCommit": false, + "git.autofetch": true, + "git.openRepositoryInParentFolders": "always", + "git.confirmSync": false, + "errorLens.gutterIconsEnabled": true, + "errorLens.messageEnabled": false, + "[python]": { + "editor.defaultFormatter": "ms-python.black-formatter", + }, + "python.languageServer": "Pylance", + "python.analysis.typeCheckingMode": "basic", + "python.analysis.autoImportCompletions": true, + "isort.args": [ + "--profile", + "black" + ], + "notebook.lineNumbers": "on", + "notebook.output.minimalErrorRendering": true, +} \ No newline at end of file diff --git a/README.md b/README.md index 1be4299..9077e9e 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,57 @@ -# MAI_PIbd-33_Volkov_N.A. +# Репозиторий по дисциплине "Методы ИИ" студента группы ПИбд-33 Волкова Никиты +## Окружение и примеры для выполнения лабораторных работ + +### Python + +Используется Python версии 3.12 + +Установщик https://www.python.org/ftp/python/3.12.5/python-3.12.5-amd64.exe + +### Poetry + +Для создания и настройки окружения проекта необходимо установить poetry + +**Для Windows (Powershell)** + +``` +(Invoke-WebRequest -Uri https://install.python-poetry.org -UseBasicParsing).Content | python - +``` + +**Linux, macOS, Windows (WSL)** + +``` +curl -sSL https://install.python-poetry.org | python3 - +``` + +**Добавление poetry в PATH** + +1. Открыть настройки переменных среды \ + \ + \ + \ + \ +2. Изменить переменную Path текущего пользователя \ + \ + \ +3. Добавление пути `%APPDATA%\Python\Scripts` до исполняемого файла poetry \ + \ + + +### Создание окружения + +``` +poetry install +``` + +### Запуск тестового сервиса + +Запустить тестовый сервис можно с помощью VSCode (см. launch.json в каталоге .vscode). + +Также запустить тестовый сервис можно с помощью командной строки: + +1. Активация виртуального окружения -- `poetry shell` + +2. Запуск сервиса -- `python run.py` + +Для выходы из виртуального окружения используется команду `exit` diff --git a/assets/quantile.png b/assets/quantile.png new file mode 100644 index 0000000..d44e6ff Binary files /dev/null and b/assets/quantile.png differ diff --git a/backend/__init__.py b/backend/__init__.py new file mode 100644 index 0000000..2ef306b --- /dev/null +++ b/backend/__init__.py @@ -0,0 +1,52 @@ +import importlib +import os +import traceback + +import matplotlib +from apiflask import APIBlueprint, APIFlask +from flask_cors import CORS + +matplotlib.use("agg") + +cors = CORS() +api_bp = APIBlueprint("api", __name__, url_prefix="/api/v1") +dataset_path: str | None = None + + +class Config: + SECRET_KEY = "secret!" + SEND_FILE_MAX_AGE_DEFAULT = -1 + + +def create_app(): + global dataset_path + + # Create and configure app + app = APIFlask( + "MAI Service", + title="MAI Service API", + docs_path="/", + version="1.0", + static_folder="", + template_folder="", + ) + app.config.from_object(Config) + + dataset_path = os.path.join(app.instance_path, "dataset") + os.makedirs(dataset_path, exist_ok=True) + + @app.errorhandler(Exception) + def my_error_processor(error): + traceback.print_exception(error) + return {"message": str(error), "detail": "No details"}, 500 + + # Import custom REST methods + importlib.import_module("backend.api") + + # Enable REST API + app.register_blueprint(api_bp) + + # Enable app extensions + cors.init_app(app) + + return app diff --git a/backend/__pycache__/__init__.cpython-312.pyc b/backend/__pycache__/__init__.cpython-312.pyc new file mode 100644 index 0000000..2ad85d4 Binary files /dev/null and b/backend/__pycache__/__init__.cpython-312.pyc differ diff --git a/backend/__pycache__/api.cpython-312.pyc b/backend/__pycache__/api.cpython-312.pyc new file mode 100644 index 0000000..3412e52 Binary files /dev/null and b/backend/__pycache__/api.cpython-312.pyc differ diff --git a/backend/__pycache__/service.cpython-312.pyc b/backend/__pycache__/service.cpython-312.pyc new file mode 100644 index 0000000..5c31c62 Binary files /dev/null and b/backend/__pycache__/service.cpython-312.pyc differ diff --git a/backend/api.py b/backend/api.py new file mode 100644 index 0000000..2f6d2be --- /dev/null +++ b/backend/api.py @@ -0,0 +1,57 @@ +from apiflask import FileSchema, Schema, fields +from flask import send_file + +from backend import api_bp, dataset_path +from backend.service import Service + + +class FileUpload(Schema): + file = fields.File(required=True) + + +class ColumnInfoDto(Schema): + datatype = fields.String() + items = fields.List(fields.String()) + + +class TableColumnDto(Schema): + name = fields.String() + datatype = fields.String() + items = fields.List(fields.String()) + + +service = Service(dataset_path) + + +@api_bp.post("/dataset") +@api_bp.input(FileUpload, location="files") +def upload_dataset(files_data): + uploaded_file = files_data["file"] + return service.upload_dataset(uploaded_file) + + +@api_bp.get("/dataset") +def get_all_datasets(): + return service.get_all_datasets() + + +@api_bp.get("/dataset/") +@api_bp.output(TableColumnDto(many=True)) +def get_dataset_info(name: str): + return service.get_dataset_info(name) + + +@api_bp.get("/dataset//") +@api_bp.output(ColumnInfoDto) +def get_column_info(name: str, column: str): + return service.get_column_info(name, column) + + +@api_bp.get("/dataset/draw/hist//") +@api_bp.output( + FileSchema(type="string", format="binary"), content_type="image/png", example="" +) +def get_dataset_hist(name: str, column: str): + data = service.get_hist(name, column) + data.seek(0) + return send_file(data, download_name=f"{name}.hist.png", mimetype="image/png") diff --git a/backend/service.py b/backend/service.py new file mode 100644 index 0000000..c4a3935 --- /dev/null +++ b/backend/service.py @@ -0,0 +1,59 @@ +import io +import os +import pathlib +from typing import BinaryIO, Dict, List + +import pandas as pd +from matplotlib.figure import Figure +from werkzeug.datastructures import FileStorage +from werkzeug.utils import secure_filename + + +class Service: + def __init__(self, dataset_path: str | None) -> None: + if dataset_path is None: + raise Exception("Dataset path is not defined") + self.__path: str = dataset_path + + def __get_dataset(self, filename: str) -> pd.DataFrame: + full_file_name = os.path.join(self.__path, secure_filename(filename)) + return pd.read_csv(full_file_name) + + def upload_dataset(self, file: FileStorage) -> str: + if file.filename is None: + raise Exception("Dataset upload error") + file_name: str = file.filename + full_file_name = os.path.join(self.__path, secure_filename(file_name)) + file.save(full_file_name) + return file_name + + def get_all_datasets(self) -> List[str]: + return [file.name for file in pathlib.Path(self.__path).glob("*.csv")] + + def get_dataset_info(self, filename) -> List[Dict]: + dataset = self.__get_dataset(filename) + dataset_info = [] + for column in dataset.columns: + items = dataset[column].astype(str) + column_info = { + "name": column, + "datatype": dataset.dtypes[column], + "items": items, + } + dataset_info.append(column_info) + return dataset_info + + def get_column_info(self, filename, column) -> Dict: + dataset = self.__get_dataset(filename) + datatype = dataset.dtypes[column] + items = sorted(dataset[column].astype(str).unique()) + return {"datatype": datatype, "items": items} + + def get_hist(self, filename, column) -> BinaryIO: + dataset = self.__get_dataset(filename) + bytes = io.BytesIO() + plot: Figure | None = dataset.plot.hist(column=[column], bins=80).get_figure() + if plot is None: + raise Exception("Can't create hist plot") + plot.savefig(bytes, dpi=300, format="png") + return bytes diff --git a/data/dollar.csv b/data/dollar.csv new file mode 100644 index 0000000..3f87c92 --- /dev/null +++ b/data/dollar.csv @@ -0,0 +1,244 @@ +"my_date","my_value","bullet","bulletClass","label" +"28.03.2023","76.5662","","","" 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