From 045e75526fa66d596323d2d1eb62ea8836e4fd51 Mon Sep 17 00:00:00 2001 From: bocchanskyy Date: Fri, 13 Sep 2024 21:28:22 +0400 Subject: [PATCH] lab1 commit --- .flake8 | 2 + .vscode/extensions.json | 13 + .vscode/launch.json | 16 + .vscode/settings.json | 38 + README.md | 57 +- assets/quantile.png | Bin 0 -> 113581 bytes backend/__init__.py | 52 + backend/__pycache__/__init__.cpython-312.pyc | Bin 0 -> 2129 bytes backend/__pycache__/api.cpython-312.pyc | Bin 0 -> 3491 bytes backend/__pycache__/service.cpython-312.pyc | Bin 0 -> 4013 bytes backend/api.py | 57 + backend/service.py | 59 + data/dollar.csv | 244 ++ data/titanic.csv | 892 ++++++ docs/path1.png | Bin 0 -> 22640 bytes docs/path2.png | Bin 0 -> 76078 bytes docs/path3.png | Bin 0 -> 132359 bytes docs/path4.png | Bin 0 -> 39117 bytes lab1.ipynb | 29 + poetry.lock | 2975 ++++++++++++++++++ poetry.toml | 2 + pyproject.toml | 22 + run.py | 16 + 23 files changed, 4473 insertions(+), 1 deletion(-) create mode 100644 .flake8 create mode 100644 .vscode/extensions.json create mode 100644 .vscode/launch.json create mode 100644 .vscode/settings.json create mode 100644 assets/quantile.png create mode 100644 backend/__init__.py create mode 100644 backend/__pycache__/__init__.cpython-312.pyc create mode 100644 backend/__pycache__/api.cpython-312.pyc create mode 100644 backend/__pycache__/service.cpython-312.pyc create mode 100644 backend/api.py create mode 100644 backend/service.py create mode 100644 data/dollar.csv create mode 100644 data/titanic.csv create mode 100644 docs/path1.png create mode 100644 docs/path2.png create mode 100644 docs/path3.png create mode 100644 docs/path4.png create mode 100644 lab1.ipynb create mode 100644 poetry.lock create mode 100644 poetry.toml create mode 100644 pyproject.toml create mode 100644 run.py 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. 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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 0000000000000000000000000000000000000000..2ad85d4652b40089cb04e6025e6ca34b91bf7738 GIT binary patch literal 2129 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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","","","" +"31.03.2023","77.0863","","","" +"01.04.2023","77.3233","","","" +"04.04.2023","77.9510","","","" +"05.04.2023","79.3563","","","" +"06.04.2023","79.4961","","","" +"07.04.2023","80.6713","","","" +"08.04.2023","82.3988","","","" +"11.04.2023","81.7441","","","" +"12.04.2023","82.1799","","","" +"13.04.2023","82.0934","","","" 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Laina",female,26,0,0,STON/O2. 3101282,7.925,,S +4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S +5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S +6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q +7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S +8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S +9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S +10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C +11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S +12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S +13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S +14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S +15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S +16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S +17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q +18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S +19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S +20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C +21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S +22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S +23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q +24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S +25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S +26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S +27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C +28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S +29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q +30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S +31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C +32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C +33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q +34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S +35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C +36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S +37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C +38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S +39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S +40,1,3,"Nicola-Yarred, Miss. 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