下面是生成式AI提供的資料與框架,但是無法正確被執行。
目標
使用串口助手專案進行實做下面要求:
- GUI框架:
- PySide6:功能豐富,適合大型應用
- 狀態機實現:
- 考慮使用transitions庫,它提供了強大的狀態機功能
- Actor模式實現:
- 可以使用Pykka庫來實現Actor模式
- 數據流處理:
- 考慮使用RxPY(Reactive Extensions for Python)處理數據流
- 事件驅動編程:
- 使用PySide6的GUI框架的事件系統
- 模塊化設計:
- 使用面向對象編程實現模塊化
- 測試:
- 使用unittest或pytest進行單元測試
- 使用mock庫進行模擬測試
- 性能優化:
- 使用Cython或Numba加速計算密集型代碼
- 考慮使用multiprocessing進行並行處理
- 依賴管理:
- 使用virtualenv創建虛擬環境
- 使用pip管理依賴包
- 代碼風格:
- 遵循PEP 8 Python代碼風格指南
- 使用工具如flake8或pylint檢查代碼風格
- 版本控制:
- 使用Git進行版本控制
- 使用GitLab進行協作
- 文檔:
- 使用Sphinx生成文檔
- 編寫清晰的註釋和文檔字符串
- 打包和分發:
- 考慮使用PyInstaller將Python程序打包成獨立的可執行文件
生成式 AI 帶我做
標準檔案結構框架:
serial_assistant/
│
├── src/
│ ├── main.py
│ ├── gui/
│ │ ├── __init__.py
│ │ ├── main_window.py
│ │ └── widgets/
│ │ ├── __init__.py
│ │ ├── serial_config.py
│ │ └── data_display.py
│ │
│ ├── core/
│ │ ├── __init__.py
│ │ ├── serial_handler.py
│ │ ├── state_machine.py
│ │ └── data_processor.py
│ │
│ ├── actors/
│ │ ├── __init__.py
│ │ ├── serial_actor.py
│ │ └── gui_actor.py
│ │
│ └── utils/
│ ├── __init__.py
│ └── helpers.py
│
├── tests/
│ ├── __init__.py
│ ├── test_serial_handler.py
│ ├── test_state_machine.py
│ └── test_data_processor.py
│
├── docs/
│ ├── conf.py
│ ├── index.rst
│ └── api/
│
├── scripts/
│ ├── build.sh
│ └── run_tests.sh
│
├── requirements.txt
├── setup.py
├── README.md
├── .gitignore
└── .flake8
這個結構包含了以下主要部分:
src/
: 源代碼目錄main.py
: 程序入口點gui/
: GUI相關代碼core/
: 核心功能實現actors/
: Actor模式實現utils/
: 工具函數
tests/
: 單元測試目錄docs/
: 文檔目錄scripts/
: 構建和測試腳本requirements.txt
: 依賴包列表setup.py
: 打包配置文件README.md
: 項目說明文件.gitignore
: Git忽略文件.flake8
: flake8代碼風格檢查配置
這個結構涵蓋了您提到的大部分需求,包括GUI框架(PySide6)、狀態機、Actor模式、模塊化設計、測試、文檔等。您可以根據實際需求進行調整和擴展。
使用VS Code作為開發IDE時,您可以:
- 打開整個
serial_assistant
文件夾作為工作區。 - 在VS Code中安裝Python擴展。
- 設置虛擬環境並安裝所需依賴。
- 使用VS Code的集成終端運行腳本和測試。
- 利用VS Code的Git集成功能進行版本控制。
階段1: 項目初始化
- 創建項目目錄:
mkdir serial_assistant
cd serial_assistant
- 創建虛擬環境:
python -m venv venv
.\\venv\\Scripts\\activate.bat
- 創建基本文件結構:
mkdir src\\gui\\widgets src\\core src\\actors src\\utils tests docs scripts
type nul > src\\main.py
type nul > src\\gui\\__init__.py
type nul > src\\gui\\main_window.py
type nul > src\\gui\\widgets\\__init__.py
type nul > src\\gui\\widgets\\serial_config.py
type nul > src\\gui\\widgets\\data_display.py
type nul > src\\core\\__init__.py
type nul > src\\core\\serial_handler.py
type nul > src\\core\\state_machine.py
type nul > src\\core\\data_processor.py
type nul > src\\actors\\__init__.py
type nul > src\\actors\\serial_actor.py
type nul > src\\actors\\gui_actor.py
type nul > src\\utils\\__init__.py
type nul > src\\utils\\helpers.py
type nul > tests\\__init__.py
type nul > tests\\test_serial_handler.py
type nul > tests\\test_state_machine.py
type nul > tests\\test_data_processor.py
type nul > docs\\conf.py
type nul > docs\\index.rst
type nul > scripts\\build.sh
type nul > scripts\\run_tests.sh
type nul > requirements.txt
type nul > setup.py
type nul > README.md
type nul > .gitignore
type nul > .flake8
- 初始化Git倉庫:
git init
- 編輯.gitignore文件:
# .gitignore
__pycache__/
*.pyc
venv/
.vscode/
*.log
build/
dist/
*.egg-info/
- 編輯requirements.txt文件:
# requirements.txt
PySide6
transitions
pykka
rxpy
pytest
mock
flake8
sphinx
pyinstaller
- 安裝依賴:
pip install -r requirements.txt
階段2: 實現基本GUI框架
- 編輯src/gui/main_window.py:
# src/gui/main_window.py
from PySide6.QtWidgets import QMainWindow, QVBoxLayout, QWidget
from .widgets.serial_config import SerialConfigWidget
from .widgets.data_display import DataDisplayWidget
class MainWindow(QMainWindow):
def __init__(self):
super().__init__()
self.setWindowTitle("Serial Assistant")
self.setGeometry(100, 100, 800, 600)
central_widget = QWidget()
self.setCentralWidget(central_widget)
layout = QVBoxLayout(central_widget)
self.serial_config = SerialConfigWidget()
self.data_display = DataDisplayWidget()
layout.addWidget(self.serial_config)
layout.addWidget(self.data_display)
- 編輯src/gui/widgets/serial_config.py:
# src/gui/widgets/serial_config.py
from PySide6.QtWidgets import QWidget, QFormLayout, QComboBox, QPushButton
class SerialConfigWidget(QWidget):
def __init__(self):
super().__init__()
layout = QFormLayout(self)
self.port_combo = QComboBox()
self.baud_combo = QComboBox()
self.connect_button = QPushButton("Connect")
layout.addRow("Port:", self.port_combo)
layout.addRow("Baud Rate:", self.baud_combo)
layout.addWidget(self.connect_button)
# TODO: Populate combo boxes and connect signals
- 編輯src/gui/widgets/data_display.py:
# src/gui/widgets/data_display.py
from PySide6.QtWidgets import QWidget, QVBoxLayout, QTextEdit, QPushButton
class DataDisplayWidget(QWidget):
def __init__(self):
super().__init__()
layout = QVBoxLayout(self)
self.data_display = QTextEdit()
self.data_display.setReadOnly(True)
self.clear_button = QPushButton("Clear")
layout.addWidget(self.data_display)
layout.addWidget(self.clear_button)
# TODO: Connect signals
- 編輯src/main.py:
# src/main.py
import sys
from PySide6.QtWidgets import QApplication
from gui.main_window import MainWindow
def main():
app = QApplication(sys.argv)
window = MainWindow()
window.show()
sys.exit(app.exec())
if __name__ == "__main__":
main()
階段3: 實現核心功能
- 編輯src/core/serial_handler.py:
# src/core/serial_handler.py
import serial
from serial.tools import list_ports
class SerialHandler:
def __init__(self):
self.serial = None
def list_ports(self):
return [port.device for port in list_ports.comports()]
def connect(self, port, baud_rate):
try:
self.serial = serial.Serial(port, baud_rate, timeout=1)
return True
except serial.SerialException:
return False
def disconnect(self):
if self.serial and self.serial.is_open:
self.serial.close()
def read_data(self):
if self.serial and self.serial.is_open:
return self.serial.readline().decode('utf-8').strip()
return None
def write_data(self, data):
if self.serial and self.serial.is_open:
self.serial.write(data.encode('utf-8'))
- 編輯src/core/state_machine.py:
# src/core/state_machine.py
from transitions import Machine
class SerialStateMachine(object):
states = ['disconnected', 'connected', 'reading', 'writing']
def __init__(self):
self.machine = Machine(model=self, states=SerialStateMachine.states, initial='disconnected')
self.machine.add_transition('connect', 'disconnected', 'connected')
self.machine.add_transition('disconnect', '*', 'disconnected')
self.machine.add_transition('start_reading', 'connected', 'reading')
self.machine.add_transition('stop_reading', 'reading', 'connected')
self.machine.add_transition('start_writing', 'connected', 'writing')
self.machine.add_transition('stop_writing', 'writing', 'connected')
def on_enter_connected(self):
print("Connected to serial port")
def on_exit_connected(self):
print("Disconnected from serial port")
def on_enter_reading(self):
print("Started reading from serial port")
def on_enter_writing(self):
print("Started writing to serial port")
- 編輯src/core/data_processor.py:
# src/core/data_processor.py
import rx
from rx import operators as ops
class DataProcessor:
def __init__(self):
self.data_subject = rx.subject.Subject()
def process_data(self, data):
self.data_subject.on_next(data)
def get_observable(self):
return self.data_subject.pipe(
ops.map(lambda x: x.upper()), # 例如,將所有數據轉換為大寫
ops.filter(lambda x: len(x) > 0) # 過濾掉空字符串
)
階段4: 實現Actor模式
- 編輯src/actors/serial_actor.py:
# src/actors/serial_actor.py
import pykka
from core.serial_handler import SerialHandler
from core.state_machine import SerialStateMachine
class SerialActor(pykka.ThreadingActor):
def __init__(self):
super().__init__()
self.serial_handler = SerialHandler()
self.state_machine = SerialStateMachine()
def connect(self, port, baud_rate):
if self.serial_handler.connect(port, baud_rate):
self.state_machine.connect()
return True
return False
def disconnect(self):
self.serial_handler.disconnect()
self.state_machine.disconnect()
def read_data(self):
if self.state_machine.is_connected():
self.state_machine.start_reading()
data = self.serial_handler.read_data()
self.state_machine.stop_reading()
return data
return None
def write_data(self, data):
if self.state_machine.is_connected():
self.state_machine.start_writing()
self.serial_handler.write_data(data)
self.state_machine.stop_writing()
- 編輯src/actors/gui_actor.py:
# src/actors/gui_actor.py
import pykka
from PySide6.QtCore import QObject, Signal
class GuiActor(pykka.ThreadingActor, QObject):
update_data_signal = Signal(str)
def __init__(self):
pykka.ThreadingActor.__init__(self)
QObject.__init__(self)
def update_data(self, data):
self.update_data_signal.emit(data)
階段5: 更新GUI以使用Actor和核心功能
- 更新src/gui/main_window.py:
# src/gui/main_window.py
from PySide6.QtWidgets import QMainWindow, QVBoxLayout, QWidget
from PySide6.QtCore import QTimer
from .widgets.serial_config import SerialConfigWidget
from .widgets.data_display import DataDisplayWidget
from actors.serial_actor import SerialActor
from actors.gui_actor import GuiActor
from core.data_processor import DataProcessor
class MainWindow(QMainWindow):
def __init__(self):
super().__init__()
self.setWindowTitle("Serial Assistant")
self.setGeometry(100, 100, 800, 600)
central_widget = QWidget()
self.setCentralWidget(central_widget)
layout = QVBoxLayout(central_widget)
self.serial_config = SerialConfigWidget()
self.data_display = DataDisplayWidget()
layout.addWidget(self.serial_config)
layout.addWidget(self.data_display)
self.serial_actor = SerialActor.start().proxy()
self.gui_actor = GuiActor.start().proxy()
self.data_processor = DataProcessor()
self.serial_config.connect_button.clicked.connect(self.toggle_connection)
self.gui_actor.update_data_signal.connect(self.data_display.update_data)
self.read_timer = QTimer(self)
self.read_timer.timeout.connect(self.read_serial_data)
def toggle_connection(self):
if self.serial_config.connect_button.text() == "Connect":
port = self.serial_config.port_combo.currentText()
baud_rate = int(self.serial_config.baud_combo.currentText())
if self.serial_actor.connect(port, baud_rate).get():
self.serial_config.connect_button.setText("Disconnect")
self.read_timer.start(100) # Read every 100ms
else:
self.serial_actor.disconnect()
self.serial_config.connect_button.setText("Connect")
self.read_timer.stop()
def read_serial_data(self):
data = self.serial_actor.read_data().get()
if data:
processed_data = self.data_processor.process_data(data)
self.gui_actor.update_data(processed_data)
- 更新src/gui/widgets/serial_config.py:
# src/gui/widgets/serial_config.py
from PySide6.QtWidgets import QWidget, QFormLayout, QComboBox, QPushButton
from core.serial_handler import SerialHandler
class SerialConfigWidget(QWidget):
def __init__(self):
super().__init__()
layout = QFormLayout(self)
self.port_combo = QComboBox()
self.baud_combo = QComboBox()
self.connect_button = QPushButton("Connect")
layout.addRow("Port:", self.port_combo)
layout.addRow("Baud Rate:", self.baud_combo)
layout.addWidget(self.connect_button)
self.populate_combos()
def populate_combos(self):
serial_handler = SerialHandler()
self.port_combo.addItems(serial_handler.list_ports())
self.baud_combo.addItems(['9600', '19200', '38400', '57600', '115200'])
- 更新src/gui/widgets/data_display.py:
# src/gui/widgets/data_display.py
from PySide6.QtWidgets import QWidget, QVBoxLayout, QTextEdit, QPushButton
class DataDisplayWidget(QWidget):
def __init__(self):
super().__init__()
layout = QVBoxLayout(self)
self.data_display = QTextEdit()
self.data_display.setReadOnly(True)
self.clear_button = QPushButton("Clear")
layout.addWidget(self.data_display)
layout.addWidget(self.clear_button)
self.clear_button.clicked.connect(self.clear_display)
def update_data(self, data):
self.data_display.append(data)
def clear_display(self):
self.data_display.clear()
階段6: 添加單元測試
- 編輯tests/test_serial_handler.py:
# tests/test_serial_handler.py
import unittest
from unittest.mock import patch, MagicMock
from src.core.serial_handler import SerialHandler
class TestSerialHandler(unittest.TestCase):
def setUp(self):
self.serial_handler = SerialHandler()
@patch('src.core.serial_handler.list_ports')
def test_list_ports(self, mock_list_ports):
mock_list_ports.comports.return_value = [
MagicMock(device='COM1'),
MagicMock(device='COM2')
]
ports = self.serial_handler.list_ports()
self.assertEqual(ports, ['COM1', 'COM2'])
@patch('src.core.serial_handler.serial.Serial')
def test_connect(self, mock_serial):
result = self.serial_handler.connect('COM1', 9600)
self.assertTrue(result)
mock_serial.assert_called_once_with('COM1', 9600, timeout=1)
@patch('src.core.serial_handler.serial.Serial')
def test_disconnect(self, mock_serial):
self.serial_handler.serial = MagicMock()
self.serial_handler.disconnect()
self.serial_handler.serial.close.assert_called_once()
if __name__ == '__main__':
unittest.main()
- 編輯tests/test_state_machine.py:
# tests/test_state_machine.py
import unittest
from src.core.state_machine import SerialStateMachine
class TestSerialStateMachine(unittest.TestCase):
def setUp(self):
self.state_machine = SerialStateMachine()
def test_initial_state(self):
self.assertEqual(self.state_machine.state, 'disconnected')
def test_connect_transition(self):
self.state_machine.connect()
self.assertEqual(self.state_machine.state, 'connected')
def test_disconnect_transition(self):
self.state_machine.connect()
self.state_machine.disconnect()
self.assertEqual(self.state_machine.state, 'disconnected')
def test_start_reading_transition(self):
self.state_machine.connect()
self.state_machine.start_reading()
self.assertEqual(self.state_machine.state, 'reading')
if __name__ == '__main__':
unittest.main()
- 編輯tests/test_data_processor.py:
# tests/test_data_processor.py
import unittest
from src.core.data_processor import DataProcessor
class TestDataProcessor(unittest.TestCase):
def setUp(self):
self.data_processor = DataProcessor()
def test_process_data(self):
processed_data = []
self.data_processor.get_observable().subscribe(
on_next=lambda x: processed_data.append(x)
)
self.data_processor.process_data("test")
self.data_processor.process_data("DATA")
self.data_processor.process_data("")
self.assertEqual(processed_data, ["TEST", "DATA"])
if __name__ == '__main__':
unittest.main()
- 更新scripts/run_tests.sh:
#!/bin/bash
# scripts/run_tests.sh
python -m unittest discover tests
階段7: 添加文檔
- 更新docs/conf.py:
# docs/conf.py
import os
import sys
sys.path.insert(0, os.path.abspath('..'))
project = 'Serial Assistant'
copyright = '2023, Your Name'
author = 'Your Name'
extensions = [
'sphinx.ext.autodoc',
'sphinx.ext.napoleon',
]
templates_path = ['_templates']
exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store']
html_theme = 'alabaster'
html_static_path = ['_static']
- 更新docs/index.rst:
.. Serial Assistant documentation master file
Welcome to Serial Assistant's documentation!
============================================
.. toctree::
:maxdepth: 2
:caption: Contents:
modules
Indices and tables
==================
* :ref:`genindex`
* :ref:`modindex`
* :ref:`search`
- 創建docs/modules.rst:
API Reference
=============
.. automodule:: src.core.serial_handler
:members:
:undoc-members:
:show-inheritance:
.. automodule:: src.core.state_machine
:members:
:undoc-members:
:show-inheritance:
.. automodule:: src.core.data_processor
:members:
:undoc-members:
:show-inheritance:
# setup.py
from setuptools import setup, find_packages
setup(
name="serial_assistant",
version="0.1",
packages=find_packages(),
install_requires=[
'PySide6',
'transitions',
'pykka',
'rxpy',
'pyserial',
],
entry_points={
'console_scripts': [
'serial_assistant=src.main:main',
],
},
)
# Serial Assistant
A Python-based serial port communication assistant with a graphical user interface.
## Features
- Connect to serial ports
- Read and display data from serial ports
- Send data to serial ports
- Configurable baud rate and port selection
## Installation
1. Clone the repository:
git clone <https://github.com/yourusername/serial_assistant.git>
2. Change to the project directory:
cd serial_assistant
3. Create a virtual environment and activate it:
python -m venv venv
venv\\Scripts\\activate
4. Install the required packages:
pip install -r requirements.txt
## Usage
Run the application:
python src/main.py
## Running Tests
To run the unit tests:
bash scripts/run_tests.sh
## Building Documentation
To build the documentation:
cd docs
make html
The documentation will be available in the `docs/_build/html` directory.
## License
This project is licensed under the MIT License.
階段8: 性能優化
- 在 src/utils/helpers.py 中添加一個簡單的緩存裝飾器:
# src/utils/helpers.py
from functools import lru_cache
@lru_cache(maxsize=None)
def cached_function(func):
return func
您可以使用這個裝飾器來緩存一些耗時的操作,例如在 SerialHandler 中:
# src/core/serial_handler.py
from src.utils.helpers import cached_function
class SerialHandler:
# ...
@cached_function
def list_ports(self):
return [port.device for port in list_ports.comports()]
# ...
階段9: 代碼風格檢查
- 更新 .flake8 文件:
# .flake8
[flake8]
max-line-length = 120 exclude = .git,__pycache__,docs/source/conf.py,old,build,dist,venv
- 創建一個腳本來運行 flake8:
# scripts/lint.sh
#!/bin/bash
flake8 src tests
階段10: 打包
- 創建一個 PyInstaller 規格文件 serial_assistant.spec:
# serial_assistant.spec
# -*- mode: python ; coding: utf-8 -*-
block_cipher = None
a = Analysis(['src/main.py'],
pathex=['src'],
binaries=[],
datas=[],
hiddenimports=[],
hookspath=[],
runtime_hooks=[],
excludes=[],
win_no_prefer_redirects=False,
win_private_assemblies=False,
cipher=block_cipher,
noarchive=False)
pyz = PYZ(a.pure, a.zipped_data,
cipher=block_cipher)
exe = EXE(pyz,
a.scripts,
[],
exclude_binaries=True,
name='serial_assistant',
debug=False,
bootloader_ignore_signals=False,
strip=False,
upx=True,
console=True )
coll = COLLECT(exe,
a.binaries,
a.zipfiles,
a.datas,
strip=False,
upx=True,
upx_exclude=[],
name='serial_assistant')
- 創建一個打包腳本:
# scripts/build.sh
#!/bin/bash
pyinstaller serial_assistant.spec
- 更新 src/main.py 以包含主程序入口點:
# src/main.py
import sys
from PySide6.QtWidgets import QApplication
from src.gui.main_window import MainWindow
def main():
app = QApplication(sys.argv)
window = MainWindow()
window.show()
sys.exit(app.exec())
if __name__ == "__main__":
main()
- 更新 .gitignore 文件以排除打包產生的文件:
# .gitignore
# ... (previous content)
build/
dist/
*.spec
階段11: CI/CD 設置
- 創建一個簡單的 GitHub Actions 工作流程文件: (這個工作流程將在每次推送和拉取請求時運行測試、代碼風格檢查和構建過程。)
# .github/workflows/main.yml
name: CI
on: [push, pull_request]
jobs:
test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2
- name: Set up Python
uses: actions/setup-python@v2
with:
python-version: 3.9
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -r requirements.txt
- name: Run tests
run: bash scripts/run_tests.sh
- name: Run linter
run: bash scripts/lint.sh
build:
needs: test
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2
- name: Set up Python
uses: actions/setup-python@v2
with:
python-version: 3.9
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -r requirements.txt
- name: Build package
run: bash scripts/build.sh
- name: Archive production artifacts
uses: actions/upload-artifact@v2
with:
name: dist
path: dist
- 確保所有腳本都是可執行的:
chmod +x scripts/*.sh
- 提交所有更改到 Git:
git add .
git commit -m "Complete project setup with tests, documentation, and CI/CD"
專案已經完成了以下方面的設置:
- 核心功能實現
- GUI 設計
- 單元測試
- 文檔生成
- 性能優化
- 代碼風格檢查
- 應用程序打包
- CI/CD 配置