内容部分修改

scripts/rthook_add_dll_dirs.py

@@ -5,11 +5,12 @@ import sys
 def _safe_add(path: str) -> None:
     if not path or not os.path.isdir(path):
         return
-    try:
-        if hasattr(os, "add_dll_directory"):
+    if hasattr(os, "add_dll_directory"):
+        try:
             os.add_dll_directory(path)
-    except Exception:
-        pass
+            return
+        except Exception:
+            pass
     try:
         os.environ["PATH"] = path + os.pathsep + os.environ.get("PATH", "")
     except Exception:
@@ -21,5 +22,4 @@ base = getattr(sys, "_MEIPASS", None)
 if base:
     _safe_add(base)
     _safe_add(os.path.join(base, "lib-dynload"))
-    _safe_add(os.path.join(base, "DLLs"))
-
+    _safe_add(os.path.join(base, "DLLs"))

src/auth/__init__.py

@@ -0,0 +1,4 @@
+# -*- coding: utf-8 -*-
+"""
+授权认证模块
+"""

src/auth/keygen_gui.py

@@ -0,0 +1,223 @@
+# -*- coding: utf-8 -*-
+"""
+Mega Water - 离线授权发卡器 (开发者专用)
+生成绑定特定机器码的 .lic 授权文件
+"""
+
+import os
+import sys
+
+# 确保 src.auth 在 path 中
+_current_dir = os.path.dirname(os.path.abspath(__file__))
+_project_root = os.path.abspath(os.path.join(_current_dir, "..", ".."))
+if _project_root not in sys.path:
+    sys.path.insert(0, _project_root)
+
+from PyQt5.QtWidgets import (
+    QWidget, QVBoxLayout, QHBoxLayout, QLabel, QLineEdit,
+    QPushButton, QFileDialog, QMessageBox, QApplication, QDateEdit, QCheckBox
+)
+from PyQt5.QtCore import Qt, QDate
+
+from src.auth.license_manager import generate_license
+
+# 永久授权的标识日期
+PERMANENT_EXPIRY = "2099-12-31"
+
+
+class LicenseKeygenWindow(QWidget):
+    """授权发卡器主窗口"""
+
+    def __init__(self):
+        super().__init__()
+        self.setWindowTitle("Mega Water - 离线授权发卡器 (开发者专用)")
+        self.setMinimumSize(640, 360)
+        self.move(400, 280)
+
+        self._default_save_path = os.path.join(_project_root, "license.lic")
+        self._setup_ui()
+
+    def _setup_ui(self):
+        # ── 全局字体：无衬线，清晰 ──
+        font_family = "Microsoft YaHei" if sys.platform == "win32" else "Segoe UI"
+        self.setStyleSheet(f"""
+            * {{
+                font-family: {font_family}, 'Segoe UI', sans-serif;
+                font-size: 11pt;
+            }}
+            QLabel#titleLabel {{
+                font-size: 16pt;
+                font-weight: bold;
+                color: #2c3e50;
+            }}
+            QLabel#tipLabel {{
+                font-size: 10pt;
+                color: #95a5a6;
+            }}
+        """)
+
+        main_layout = QVBoxLayout()
+        main_layout.setContentsMargins(45, 40, 45, 40)
+        main_layout.setSpacing(18)
+
+        # ── 标题 ──
+        title_label = QLabel("离线授权发卡器 (开发者专用)")
+        title_label.setObjectName("titleLabel")
+        title_label.setAlignment(Qt.AlignCenter)
+        main_layout.addWidget(title_label)
+
+        # ── 机器码输入行 ──
+        mc_layout = QHBoxLayout()
+        mc_layout.setSpacing(12)
+        mc_label = QLabel("机器码：")
+        mc_label.setFixedWidth(90)
+        self.mc_input = QLineEdit()
+        self.mc_input.setPlaceholderText("粘贴用户发来的 32 位机器码")
+        self.mc_input.setMinimumHeight(36)
+        self.mc_input.setMinimumWidth(400)
+        mc_layout.addWidget(mc_label, 0)
+        mc_layout.addWidget(self.mc_input, 1)
+        main_layout.addLayout(mc_layout)
+
+        # ── 到期时间选择行 ──
+        exp_layout = QHBoxLayout()
+        exp_layout.setSpacing(14)
+        exp_label = QLabel("到期时间：")
+        exp_label.setFixedWidth(90)
+        self.exp_edit = QDateEdit()
+        self.exp_edit.setCalendarPopup(True)
+        self.exp_edit.setMinimumHeight(36)
+        self.exp_edit.setMinimumWidth(160)
+        self.exp_edit.setDate(QDate.currentDate().addYears(1))
+
+        self.perm_check = QCheckBox("永久授权 (不限时)")
+        self.perm_check.setMinimumHeight(36)
+        self.perm_check.stateChanged.connect(self._on_perm_changed)
+
+        exp_layout.addWidget(exp_label, 0)
+        exp_layout.addWidget(self.exp_edit, 0)
+        exp_layout.addWidget(self.perm_check, 0)
+        exp_layout.addStretch(1)
+        main_layout.addLayout(exp_layout)
+
+        # ── 保存路径行 ──
+        path_layout = QHBoxLayout()
+        path_layout.setSpacing(12)
+        path_label = QLabel("保存路径：")
+        path_label.setFixedWidth(90)
+        self.path_input = QLineEdit()
+        self.path_input.setReadOnly(True)
+        self.path_input.setMinimumHeight(36)
+        self.browse_btn = QPushButton("浏览...")
+        self.browse_btn.setMinimumHeight(36)
+        self.browse_btn.setFixedWidth(80)
+        self.browse_btn.clicked.connect(self._on_browse)
+        path_layout.addWidget(path_label, 0)
+        path_layout.addWidget(self.path_input, 1)
+        path_layout.addWidget(self.browse_btn, 0)
+        main_layout.addLayout(path_layout)
+
+        # ── 弹性空间 ──
+        main_layout.addSpacing(10)
+
+        # ── 生成按钮 ──
+        self.gen_btn = QPushButton("生成授权文件 (.lic)")
+        self.gen_btn.setMinimumHeight(48)
+        self.gen_btn.setStyleSheet("""
+            QPushButton {
+                background-color: #27ae60;
+                color: white;
+                font-size: 13pt;
+                font-weight: bold;
+                border: none;
+                border-radius: 8px;
+            }
+            QPushButton:hover {
+                background-color: #2ecc71;
+            }
+            QPushButton:pressed {
+                background-color: #1e8449;
+            }
+        """)
+        self.gen_btn.clicked.connect(self._on_generate)
+        main_layout.addWidget(self.gen_btn)
+
+        # ── 底部提示 ──
+        tip_label = QLabel("生成后请将 license.lic 文件发给用户，放置到软件安装目录下即可。")
+        tip_label.setObjectName("tipLabel")
+        tip_label.setAlignment(Qt.AlignCenter)
+        main_layout.addWidget(tip_label)
+
+        self.setLayout(main_layout)
+
+    def _on_perm_changed(self, state):
+        """永久授权复选框状态变化时，联动日期选择器"""
+        if state == Qt.Checked:
+            self.exp_edit.setEnabled(False)
+        else:
+            self.exp_edit.setEnabled(True)
+
+    def _on_browse(self):
+        """打开文件对话框选择保存路径"""
+        path, _ = QFileDialog.getSaveFileName(
+            self,
+            "选择授权文件保存位置",
+            self._default_save_path,
+            "授权文件 (*.lic)"
+        )
+        if path:
+            if not path.lower().endswith(".lic"):
+                path += ".lic"
+            self.path_input.setText(path)
+
+    def _on_generate(self):
+        """点击生成按钮，调用授权管理器"""
+        machine_code = self.mc_input.text().strip()
+        if not machine_code:
+            QMessageBox.warning(self, "输入错误", "请输入机器码")
+            return
+
+        output_path = self.path_input.text().strip()
+        if not output_path:
+            QMessageBox.warning(self, "输入错误", "请设置保存路径")
+            return
+
+        # 根据是否勾选永久授权决定日期
+        if self.perm_check.isChecked():
+            expiry_date = PERMANENT_EXPIRY
+        else:
+            expiry_date = self.exp_edit.date().toString("yyyy-MM-dd")
+
+        ok, msg = generate_license(
+            machine_code=machine_code,
+            output_path=output_path,
+            expiry_date=expiry_date
+        )
+
+        if ok:
+            QMessageBox.information(
+                self,
+                "生成成功",
+                f"✅ 授权文件已成功生成！\n\n保存路径：\n{output_path}\n\n请将此文件发给用户即可。",
+                QMessageBox.Ok
+            )
+        else:
+            QMessageBox.critical(
+                self,
+                "生成失败",
+                f"❌ {msg}",
+                QMessageBox.Ok
+            )
+
+
+if __name__ == "__main__":
+    # ── 高 DPI 自适应（必须放在 QApplication 实例化之前）──
+    from PyQt5.QtCore import Qt
+    QApplication.setAttribute(Qt.AA_EnableHighDpiScaling, True)
+    QApplication.setAttribute(Qt.AA_UseHighDpiPixmaps, True)
+
+    app = QApplication(sys.argv)
+    app.setApplicationName("LicenseKeygen")
+    window = LicenseKeygenWindow()
+    window.show()
+    sys.exit(app.exec_())

src/auth/license_dialog.py

@@ -0,0 +1,255 @@
+# -*- coding: utf-8 -*-
+"""
+LicenseDialog - PyQt5 授权拦截弹窗
+当授权验证失败时弹出，提示用户导入授权文件。
+"""
+
+import os
+import sys
+import shutil
+from pathlib import Path
+
+from PyQt5.QtWidgets import (
+    QDialog, QVBoxLayout, QHBoxLayout, QLabel, QPushButton,
+    QTextEdit, QFileDialog, QMessageBox, QApplication
+)
+from PyQt5.QtCore import Qt, QTimer
+from PyQt5.QtGui import QFont, QIcon, QGuiApplication
+
+# 导入授权管理器
+from src.auth.license_manager import get_machine_code, verify_license, get_license_path
+
+
+class LicenseDialog(QDialog):
+    """
+    授权验证弹窗
+    - 显示本机机器码（只读文本框）
+    - 提供"一键复制"功能
+    - 提供"导入授权文件"按钮
+    - 导入成功后提示重启
+    """
+
+    def __init__(self, parent=None):
+        super().__init__(parent)
+        self.setWindowTitle("授权验证")
+        self.setWindowFlags(
+            Qt.Dialog |
+            Qt.WindowTitleHint |
+            Qt.WindowCloseButtonHint
+        )
+        self.setModal(True)
+        self.setMinimumWidth(540)
+
+        self._init_ui()
+        self._load_machine_code()
+
+        # 窗口居中
+        QTimer.singleShot(0, self._center_on_screen)
+
+    def _center_on_screen(self):
+        """将窗口居中到屏幕"""
+        screen = QGuiApplication.primaryScreen()
+        if screen:
+            geo = screen.geometry()
+            self.move(
+                (geo.width() - self.width()) // 2,
+                (geo.height() - self.height()) // 2
+            )
+
+    def _init_ui(self):
+        main_layout = QVBoxLayout(self)
+        main_layout.setContentsMargins(30, 30, 30, 20)
+        main_layout.setSpacing(16)
+
+        # ── 标题区 ──
+        title_font = QFont("Microsoft YaHei", 14, QFont.Bold)
+        title_label = QLabel("本软件需要授权方可运行")
+        title_label.setFont(title_font)
+        title_label.setAlignment(Qt.AlignCenter)
+        title_label.setStyleSheet("color: #2c3e50;")
+        main_layout.addWidget(title_label)
+
+        # ── 说明文字 ──
+        hint_label = QLabel(
+            "请获取授权文件（license.lic）后导入，"
+            "或联系技术支持获取授权。"
+        )
+        hint_label.setAlignment(Qt.AlignCenter)
+        hint_label.setStyleSheet("color: #7f8c8d; font-size: 12px;")
+        main_layout.addWidget(hint_label)
+
+        # ── 机器码标签 ──
+        code_label = QLabel("本机机器码（用于申请授权）：")
+        code_label.setStyleSheet("font-weight: bold; color: #34495e;")
+        main_layout.addWidget(code_label)
+
+        # ── 机器码文本框 + 复制按钮 ──
+        code_layout = QHBoxLayout()
+        code_layout.setSpacing(8)
+
+        self.code_edit = QTextEdit()
+        self.code_edit.setReadOnly(True)
+        self.code_edit.setMaximumHeight(72)
+        self.code_edit.setFont(QFont("Consolas", 13))
+        self.code_edit.setStyleSheet(
+            "QTextEdit {"
+            "  background-color: #ecf0f1;"
+            "  border: 1px solid #bdc3c7;"
+            "  border-radius: 4px;"
+            "  padding: 8px;"
+            "  color: #2c3e50;"
+            "}"
+        )
+        code_layout.addWidget(self.code_edit, 1)
+
+        copy_btn = QPushButton("复制")
+        copy_btn.setFixedWidth(72)
+        copy_btn.setCursor(Qt.PointingHandCursor)
+        copy_btn.setStyleSheet(
+            "QPushButton {"
+            "  background-color: #3498db;"
+            "  color: white;"
+            "  border: none;"
+            "  border-radius: 4px;"
+            "  padding: 8px 4px;"
+            "  font-weight: bold;"
+            "}"
+            "QPushButton:hover { background-color: #2980b9; }"
+            "QPushButton:pressed { background-color: #21618c; }"
+        )
+        copy_btn.clicked.connect(self._copy_code)
+        code_layout.addWidget(copy_btn)
+
+        main_layout.addLayout(code_layout)
+
+        # ── 导入授权文件按钮 ──
+        import_btn = QPushButton("导入授权文件 (.lic)")
+        import_btn.setCursor(Qt.PointingHandCursor)
+        import_btn.setStyleSheet(
+            "QPushButton {"
+            "  background-color: #27ae60;"
+            "  color: white;"
+            "  border: none;"
+            "  border-radius: 6px;"
+            "  padding: 12px;"
+            "  font-size: 14px;"
+            "  font-weight: bold;"
+            "}"
+            "QPushButton:hover { background-color: #229954; }"
+            "QPushButton:pressed { background-color: #1e8449; }"
+        )
+        import_btn.clicked.connect(self._import_license)
+        main_layout.addWidget(import_btn)
+
+        # ── 提示文字 ──
+        tip_label = QLabel(
+            "导入后软件将自动重启生效。"
+        )
+        tip_label.setAlignment(Qt.AlignCenter)
+        tip_label.setStyleSheet("color: #95a5a6; font-size: 11px;")
+        main_layout.addWidget(tip_label)
+
+        # ── 取消按钮（退出程序）──
+        cancel_btn = QPushButton("退出")
+        cancel_btn.setCursor(Qt.PointingHandCursor)
+        cancel_btn.setStyleSheet(
+            "QPushButton {"
+            "  background-color: #95a5a6;"
+            "  color: white;"
+            "  border: none;"
+            "  border-radius: 4px;"
+            "  padding: 8px 20px;"
+            "}"
+            "QPushButton:hover { background-color: #7f8c8d; }"
+        )
+        cancel_btn.clicked.connect(self._quit_app)
+        main_layout.addWidget(cancel_btn, 0, Qt.AlignRight)
+
+        main_layout.addStretch()
+
+    def _load_machine_code(self):
+        """读取并显示本机机器码"""
+        try:
+            code = get_machine_code(32)
+            self.code_edit.setPlainText(code)
+        except Exception as e:
+            self.code_edit.setPlainText(f"读取失败: {e}")
+
+    def _copy_code(self):
+        """复制机器码到剪贴板"""
+        clipboard = QApplication.clipboard()
+        clipboard.setText(self.code_edit.toPlainText().strip())
+
+        # 显示反馈
+        QMessageBox.information(self, "已复制", "机器码已复制到剪贴板。")
+
+    def _import_license(self):
+        """打开文件选择对话框，导入 .lic 授权文件"""
+        file_path, _ = QFileDialog.getOpenFileName(
+            self,
+            "选择授权文件",
+            "",
+            "授权文件 (*.lic);;所有文件 (*.*)"
+        )
+
+        if not file_path:
+            return
+
+        # 验证授权文件
+        ok, msg = verify_license(file_path)
+        if not ok:
+            QMessageBox.warning(
+                self,
+                "授权文件无效",
+                f"验证失败: {msg}\n\n请确认选择了正确的授权文件。"
+            )
+            return
+
+        # 复制授权文件到标准路径
+        dest_path = get_license_path()
+        try:
+            dest_dir = os.path.dirname(dest_path)
+            if dest_dir:
+                os.makedirs(dest_dir, exist_ok=True)
+            shutil.copy2(file_path, dest_path)
+        except OSError as e:
+            QMessageBox.critical(
+                self,
+                "保存失败",
+                f"无法保存授权文件: {e}"
+            )
+            return
+
+        # 成功提示，重启程序
+        reply = QMessageBox.information(
+            self,
+            "导入成功",
+            "授权文件已成功导入。\n\n软件将自动重启以应用授权。"
+            if False else  # 占位，维持下面的逻辑
+            "授权文件已成功导入。\n软件将自动重启以应用授权。",
+            QMessageBox.Ok
+        )
+
+        self.accept()
+        self._restart_app()
+
+    def _quit_app(self):
+        """退出程序"""
+        self.reject()
+        sys.exit(0)
+
+    def _restart_app(self):
+        """重启程序"""
+        self.close()
+        QApplication.quit()
+
+        # 延迟重启（确保 QApplication 完全退出）
+        import subprocess
+        import sys as _sys
+        executable = _sys.executable
+        if getattr(_sys, 'frozen', False):
+            # PyInstaller 打包环境下
+            subprocess.Popen([executable] + _sys.argv[1:])
+        else:
+            # 开发环境
+            subprocess.Popen([executable, __file__])

src/auth/license_manager.py

@@ -0,0 +1,328 @@
+# -*- coding: utf-8 -*-
+"""
+License Manager - 离线授权管理模块
+使用 HMAC-SHA256 + 盐值签名防止篡改
+"""
+
+import os
+import json
+import hmac
+import hashlib
+import base64
+import uuid
+import hashlib as _hashlib
+import subprocess
+import re
+import sys
+from datetime import datetime, timedelta
+from pathlib import Path
+from typing import Optional, Tuple
+
+# ============================================================
+# 第一部分：硬件指纹提取（内嵌 get_machine_code）
+# ============================================================
+
+def get_cpu_id() -> Optional[str]:
+    """读取 CPU 序列号（Processor ID）"""
+    try:
+        if sys.platform == "win32":
+            result = subprocess.run(
+                ["wmic", "cpu", "get", "ProcessorId"],
+                capture_output=True,
+                text=True,
+                timeout=5,
+                creationflags=subprocess.CREATE_NO_WINDOW,
+                stdin=subprocess.DEVNULL,
+                stderr=subprocess.DEVNULL,
+            )
+            cpu_id = result.stdout.strip().split("\n")[-1].strip()
+            if cpu_id:
+                return cpu_id
+        else:
+            with open("/proc/cpuinfo", "r") as f:
+                for line in f:
+                    if "Serial" in line or "processor" in line:
+                        cpu_id = line.split(":")[-1].strip()
+                        if cpu_id:
+                            return cpu_id
+    except Exception:
+        pass
+    return None
+
+
+def get_motherboard_uuid() -> Optional[str]:
+    """读取主板 UUID（BaseBoard Serial Number）"""
+    try:
+        if sys.platform == "win32":
+            result = subprocess.run(
+                ["wmic", "baseboard", "get", "SerialNumber"],
+                capture_output=True,
+                text=True,
+                timeout=5,
+                creationflags=subprocess.CREATE_NO_WINDOW,
+                stdin=subprocess.DEVNULL,
+                stderr=subprocess.DEVNULL,
+            )
+            board_uuid = result.stdout.strip().split("\n")[-1].strip()
+            board_uuid = re.sub(r'[^a-zA-Z0-9\-]', '', board_uuid)
+            if board_uuid and board_uuid not in ("To be filled", "None"):
+                return board_uuid
+        else:
+            result = subprocess.run(
+                ["cat", "/sys/class/dmi/id/product_uuid"],
+                capture_output=True,
+                text=True,
+                timeout=5,
+                stdin=subprocess.DEVNULL,
+                stderr=subprocess.DEVNULL,
+            )
+            if result.returncode == 0:
+                return result.stdout.strip()
+    except Exception:
+        pass
+    return None
+
+
+def get_machine_code(code_length: int = 32) -> str:
+    """
+    生成唯一的机器码（硬件指纹）
+    参数:
+        code_length: 机器码长度，支持 16/24/32/48/64 位，默认 32 位
+    返回:
+        全大写字母+数字的机器码字符串
+    """
+    cpu_id = get_cpu_id() or ""
+    board_uuid = get_motherboard_uuid() or ""
+    raw_hardware = f"{cpu_id}-{board_uuid}"
+
+    if not raw_hardware.strip("-") or len(raw_hardware) < 8:
+        try:
+            machine_name = uuid.gethostname() or ""
+            mac = ':'.join(re.findall('..', '%012x' % uuid.getnode()))
+            raw_hardware = f"{machine_name}-{mac}"
+        except Exception:
+            raw_hardware = str(uuid.getnode())
+
+    raw_hardware = re.sub(r'[^a-zA-Z0-9]', '', raw_hardware)
+    hash_hex = hashlib.sha256(raw_hardware.encode('utf-8')).hexdigest().upper()
+    hash_hex = hash_hex.replace('O', 'X').replace('L', 'Y').replace('I', 'Z')
+
+    valid_lengths = [16, 24, 32, 48, 64]
+    if code_length not in valid_lengths:
+        code_length = 32
+
+    return hash_hex[:code_length]
+
+
+# ============================================================
+# 第二部分：授权文件格式与签名机制
+# ============================================================
+
+# 开发者密钥（硬编码在软件中，用于验证授权文件）
+# 注意：实际部署时建议对密钥进行简单混淆或从外部文件加载
+DEVELOPER_SECRET = b"WaterQuality_v1_2025_SecretKey"
+LICENSE_VERSION = "1.0"
+
+
+def _compute_signature(payload_json: str) -> str:
+    """
+    计算 HMAC-SHA256 签名
+    payload_json: JSON 序列化后的字符串（不含 signature 字段）
+    """
+    sig = hmac.new(
+        DEVELOPER_SECRET,
+        payload_json.encode('utf-8'),
+        hashlib.sha256
+    ).hexdigest().upper()
+    return sig
+
+
+def _clean_hash(s: str) -> str:
+    """清洗哈希字符串，避免混淆字符"""
+    return s.replace('O', 'X').replace('L', 'Y').replace('I', 'Z')
+
+
+# ============================================================
+# 第三部分：核心 API
+# ============================================================
+
+def get_license_path() -> str:
+    """获取授权文件的标准存放路径（程序根目录）"""
+    if getattr(sys, 'frozen', False):
+        base_dir = os.path.dirname(sys.executable)
+    else:
+        base_dir = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+    return os.path.join(base_dir, "license.lic")
+
+
+def verify_license(license_path: Optional[str] = None) -> Tuple[bool, str]:
+    """
+    校验授权文件是否匹配本机硬件指纹。
+
+    参数:
+        license_path: 授权文件路径，默认使用标准路径
+
+    返回:
+        (is_valid, message)
+        - is_valid=True 表示授权有效
+        - is_valid=False 表示授权无效，message 为具体原因
+    """
+    if license_path is None:
+        license_path = get_license_path()
+
+    # Step 1: 文件是否存在
+    if not os.path.isfile(license_path):
+        return False, "授权文件不存在"
+
+    # Step 2: 读取并解析 JSON
+    try:
+        with open(license_path, 'r', encoding='utf-8') as f:
+            content = f.read().strip()
+        lic_data = json.loads(content)
+    except (json.JSONDecodeError, OSError) as e:
+        return False, f"授权文件格式错误: {e}"
+
+    # Step 3: 校验版本号
+    version = lic_data.get("version", "")
+    if version != LICENSE_VERSION:
+        return False, f"授权文件版本不匹配 (期望 {LICENSE_VERSION})"
+
+    # Step 4: 校验过期时间
+    expiry_str = lic_data.get("expiry", "")
+    if expiry_str:
+        try:
+            expiry_dt = datetime.strptime(expiry_str, "%Y-%m-%d")
+            if datetime.now() > expiry_dt:
+                return False, "授权已过期"
+        except ValueError:
+            return False, "授权文件日期格式错误"
+
+    # Step 5: 提取 payload（不含 signature）
+    payload_for_verify = {k: v for k, v in lic_data.items() if k != "signature"}
+    payload_json = json.dumps(payload_for_verify, sort_keys=True, ensure_ascii=False)
+
+    # Step 6: 校验签名完整性（防篡改）
+    expected_sig = _compute_signature(payload_json)
+    stored_sig = lic_data.get("signature", "").upper()
+    if not hmac.compare_digest(expected_sig, stored_sig):
+        return False, "授权文件签名校验失败（可能被篡改）"
+
+    # Step 7: 校验机器码绑定
+    bound_machine = lic_data.get("machine_code", "")
+    current_machine = get_machine_code(32)
+    if not hmac.compare_digest(bound_machine, current_machine):
+        return False, "机器码不匹配（授权文件与本机不兼容）"
+
+    return True, "授权验证通过"
+
+
+def generate_license(
+    machine_code: str,
+    output_path: str,
+    expiry_date: Optional[str] = None,
+    product_name: str = "WaterQualityInversion",
+    max_uses: Optional[int] = None
+) -> Tuple[bool, str]:
+    """
+    为指定机器码生成合法的授权文件（供开发者使用）。
+
+    参数:
+        machine_code: 目标机器的机器码（32位）
+        output_path: 授权文件输出路径（含文件名，如 "D:/license.lic"）
+        expiry_date: 有效期截止日期，格式 "YYYY-MM-DD"，默认永久
+        product_name: 产品名称
+        max_uses: 最大使用次数（可选，默认不限制）
+
+    返回:
+        (success, message)
+    """
+    if len(machine_code) not in (16, 24, 32, 48, 64):
+        return False, f"机器码长度无效（期望 16/24/32/48/64，实际 {len(machine_code)}）"
+
+    # 构建 payload
+    payload = {
+        "version": LICENSE_VERSION,
+        "product": product_name,
+        "machine_code": machine_code.upper(),
+        "generated_at": datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
+        "expiry": expiry_date or "",
+    }
+    if max_uses is not None:
+        payload["max_uses"] = max_uses
+
+    # 计算签名
+    payload_json = json.dumps(payload, sort_keys=True, ensure_ascii=False)
+    signature = _compute_signature(payload_json)
+
+    # 完整授权文件内容
+    lic_content = json.dumps({**payload, "signature": signature}, indent=2, ensure_ascii=False)
+
+    # 写入文件
+    try:
+        os.makedirs(os.path.dirname(output_path) or ".", exist_ok=True)
+        with open(output_path, 'w', encoding='utf-8') as f:
+            f.write(lic_content)
+        return True, f"授权文件已生成: {output_path}"
+    except OSError as e:
+        return False, f"写入授权文件失败: {e}"
+
+
+def get_machine_info() -> dict:
+    """获取完整机器信息（调试用）"""
+    return {
+        "cpu_id": get_cpu_id(),
+        "motherboard_uuid": get_motherboard_uuid(),
+        "machine_code_16": get_machine_code(16),
+        "machine_code_32": get_machine_code(32),
+        "license_path": get_license_path(),
+    }
+
+
+# ============================================================
+# 第四部分：便捷入口（支持直接运行）
+# ============================================================
+
+if __name__ == "__main__":
+    import argparse
+
+    parser = argparse.ArgumentParser(description="WaterQuality 授权管理工具")
+    subparsers = parser.add_subparsers(dest="command", help="子命令")
+
+    # 子命令：verify
+    p_verify = subparsers.add_parser("verify", help="验证本机授权")
+    p_verify.add_argument("-f", "--file", default=None, help="授权文件路径")
+
+    # 子命令：gen / generate
+    p_gen = subparsers.add_parser("generate", help="为指定机器码生成授权文件")
+    p_gen.add_argument("-m", "--machine", required=True, help="目标机器的机器码")
+    p_gen.add_argument("-o", "--output", required=True, help="输出文件路径")
+    p_gen.add_argument("-e", "--expiry", default=None, help="有效期截止日期 YYYY-MM-DD")
+    p_gen.add_argument("-n", "--name", default="WaterQualityInversion", help="产品名称")
+
+    # 子命令：info
+    subparsers.add_parser("info", help="显示本机机器信息")
+
+    args = parser.parse_args()
+
+    if args.command == "verify":
+        ok, msg = verify_license(args.file)
+        print(f"[{'OK' if ok else 'FAIL'}] {msg}")
+
+    elif args.command == "generate":
+        ok, msg = generate_license(args.machine, args.output, args.expiry, args.name)
+        print(f"[{'OK' if ok else 'FAIL'}] {msg}")
+
+    elif args.command == "info":
+        info = get_machine_info()
+        print("=" * 50)
+        print("硬件指纹信息")
+        print("=" * 50)
+        for k, v in info.items():
+            print(f"  {k}: {v or '(读取失败)'}")
+        print("=" * 50)
+        # 同时演示验证
+        ok, msg = verify_license()
+        print(f"\n授权验证: [{'OK' if ok else 'FAIL'}] {msg}")
+
+    else:
+        parser.print_help()

src/core/modeling/modeling_batch.py

@@ -40,6 +40,10 @@ CB_AVAILABLE = False  # 注释掉catboost
 import sys
 import os
 
+# PyInstaller 打包环境感知：EXE 模式下强制单核，防止 Windows 派生无限重启
+is_frozen_env = getattr(sys, 'frozen', False)
+safe_n_jobs = 1 if is_frozen_env else -1
+
 from src.preprocessing.spectral_Preprocessing import Preprocessing
 
 
@@ -643,7 +647,7 @@ class WaterQualityModelingBatch:
             config['params'],
             cv=cv_strategy,
             scoring=scoring,
-            n_jobs=-1,
+            n_jobs=safe_n_jobs,
             verbose=1
         )
 

src/core/prediction/inference_batch.py

@@ -40,16 +40,19 @@ class WaterQualityInference:
         self.best_model_info = None
         self.loaded_model_data = None
 
-    def load_sampling_data(self, csv_path: str) -> Tuple[pd.DataFrame, pd.DataFrame]:
+    def load_sampling_data(self, csv_path: str) -> Tuple[pd.DataFrame, pd.DataFrame, pd.DataFrame]:
         """
-        加载sampling生成的CSV数据
+        加载sampling生成的CSV数据（兼容 WQI 增强版 CSV）
 
         Args:
-            csv_path: CSV文件路径，前两列为经纬度，其余列为光谱数据
+            csv_path: CSV文件路径
+                旧版：x_coord,y_coord,pixel_x,pixel_y,波长...
+                新版：x_coord,y_coord,WQI_...,波长...
 
         Returns:
-            coords: 经纬度数据 (DataFrame)
-            spectra: 光谱数据 (DataFrame)
+            coords: 经纬度数据 (DataFrame, 2列)
+            spectra: 纯光谱数据 (DataFrame, 跳过 WQI 列)
+            wqi_df: WQI 指数列 (DataFrame, 0或45列)
         """
         print(f"正在加载采样数据: {csv_path}")
 
@@ -71,15 +74,35 @@ class WaterQualityInference:
         coords = data.iloc[:, :2].copy()
         coords.columns = ['longitude', 'latitude']
 
-        # 从第5列开始为光谱数据（跳过第2、3、4列的其他信息）
-        spectra = data.iloc[:, 4:].copy()
+        # 动态识别光谱列（兼容 sampling_spectra.csv 列顺序变更）
+        # 列名约定：波长为纯数字字符串如 "374.285004"；WQI 为 "WQI_xxx" 前缀
+        # 旧版 CSV（无WQI）：x_coord,y_coord,pixel_x,pixel_y,波长... → 取 [4:]
+        # 新版 CSV（有WQI）：x_coord,y_coord,WQI_...,波长... → 过滤 WQI 列后取光谱
+        all_cols = list(data.columns)
+        spectral_col_indices = []
+        wqi_col_indices = []
+        for i, col in enumerate(all_cols):
+            col_str = str(col)
+            if col_str.startswith('WQI_'):
+                wqi_col_indices.append(i)
+            elif col_str.replace('.', '').lstrip('-').isdigit():
+                # 波长列：纯数字字符串
+                spectral_col_indices.append(i)
+            else:
+                # 其他元数据列（x_coord/y_coord/pixel_x/pixel_y），由 coords 接收
+                pass
+
+        # 光谱列 = 纯数字列（WQI 已被排除）
+        spectra = data.iloc[:, spectral_col_indices].copy() if spectral_col_indices else data.iloc[:, 4:].copy()
+        # WQI 列（用于追加到预测结果输出）
+        wqi_df = data.iloc[:, wqi_col_indices].copy() if wqi_col_indices else pd.DataFrame()
 
         print(f"  经纬度数据形状: {coords.shape}")
-        print(f"  光谱数据形状: {spectra.shape}")
+        print(f"  光谱数据形状: {spectra.shape}  (自动识别波长列，排除 {len(wqi_col_indices)} 个WQI列)")
         print(f"  经纬度范围: 经度[{coords['longitude'].min():.6f}, {coords['longitude'].max():.6f}], "
               f"纬度[{coords['latitude'].min():.6f}, {coords['latitude'].max():.6f}]")
 
-        return coords, spectra
+        return coords, spectra, wqi_df
 
     def random(self, data, label, test_ratio=0.2, random_state=123):
         """
@@ -519,6 +542,69 @@ class WaterQualityInference:
         print(f"正在应用预处理方法: {actual_preprocess_method}")
         print(f"原始光谱数据形状: {spectra.shape}")
 
+        # ---- 自动特征补全：50 光谱 → 补全至模型训练时的 95 维（WQI 指数） ----
+        # 触发条件：模型期望 n_features_in_ 个特征，但当前 spectra 列数不足
+        # 原因：training_spectra.csv 含 50 光谱 + 45 WQI；sampling_spectra.csv 只有 50 光谱
+        # 做法：与训练端（calculate_all_indices）完全一致的算法列表，实时补全缺失的 45 个 WQI 列
+        model = self.loaded_model_data['model']
+        expected_features = getattr(model, 'n_features_in_', None)
+
+        # ---- 自动特征补全：50 光谱 → 补全至模型训练时的 n_features_in_ 维（WQI 指数） ----
+        if expected_features is not None and spectra.shape[1] < expected_features:
+            print(f"[特征补全] 检测到特征缺口：当前 {spectra.shape[1]} 列 < 模型期望 {expected_features} 列，"
+                  f"正在从光谱数据实时计算 WQI 指数...")
+            try:
+                from src.utils.water_index import WaterQualityIndexCalculator
+                calc = WaterQualityIndexCalculator()
+
+                # 提取纯计算方法（排除 find_closest_wavelength 和 calculate_all_indices，
+                # 以及不返回 Series 的辅助方法）
+                algorithm_methods = []
+                for m in dir(calc):
+                    if m.startswith('_'):
+                        continue
+                    if m in ['find_closest_wavelength', 'calculate_all_indices']:
+                        continue
+                    attr = getattr(calc, m)
+                    if callable(attr):
+                        algorithm_methods.append(m)
+
+                original_col_count = spectra.shape[1]
+                for algo_name in algorithm_methods:
+                    try:
+                        algo_func = getattr(calc, algo_name)
+                        result = algo_func(spectra)
+                        # 只追加返回 Series 且长度为样本数的合法结果
+                        if isinstance(result, pd.Series) and len(result) == len(spectra):
+                            spectra[algo_name] = result.values
+                        else:
+                            spectra[algo_name] = np.nan
+                    except Exception:
+                        spectra[algo_name] = np.nan
+
+                print(f"[特征补全] 完成！光谱列已扩充至 {spectra.shape[1]} 列"
+                      f"（追加了 {spectra.shape[1] - original_col_count} 个 WQI 指数）")
+            except Exception as e:
+                print(f"[特征补全] 失败，将使用原始光谱特征: {e}")
+
+        # ---- 防线 1：强制维度对齐（物理截断）----
+        if expected_features is not None and spectra.shape[1] > expected_features:
+            print(f"[精准对齐] 正在将 {spectra.shape[1]} 维特征截断为模型要求的 {expected_features} 维")
+            spectra = spectra.iloc[:, :expected_features]
+        elif expected_features is not None and spectra.shape[1] < expected_features:
+            # 维度不足时填充 0
+            padding_cols = expected_features - spectra.shape[1]
+            for i in range(padding_cols):
+                spectra[f'_padding_{i}'] = 0.0
+            print(f"[精准对齐] 特征不足，填充 {padding_cols} 列 0")
+
+        # ---- 防线 2：彻底清洗无穷大数值----
+        # 防止 WQI 计算中除零/溢出产生 np.inf / -np.inf 导致预处理崩溃
+        spectra = spectra.replace([np.inf, -np.inf], np.nan)
+        spectra = spectra.fillna(0)
+
+        print(f"[特征对齐] 最终输入维度: {spectra.shape}")
+
         try:
             # 应用预处理
             spectra_processed = Preprocessing(actual_preprocess_method, spectra)
@@ -573,7 +659,8 @@ class WaterQualityInference:
             raise
 
     def save_predictions(self, coords: pd.DataFrame, predictions: np.ndarray,
-                         output_path: str, prediction_column: str = 'prediction'):
+                         output_path: str, prediction_column: str = 'prediction',
+                         wqi_columns: Optional[pd.DataFrame] = None):
         """
         保存预测结果
 
@@ -582,11 +669,15 @@ class WaterQualityInference:
             predictions: 预测结果
             output_path: 输出文件路径
             prediction_column: 预测列名称
+        wqi_columns: Optional[pd.DataFrame] = None
         """
         print(f"正在保存预测结果到: {output_path}")
 
         # 创建结果DataFrame
         result_df = coords.copy()
+        # 追加 WQI 水质指数列（如 sampling_spectra.csv 注入了 45 列指数）
+        if wqi_columns is not None and not wqi_columns.empty:
+            result_df = pd.concat([result_df, wqi_columns.reset_index(drop=True)], axis=1)
         result_df[prediction_column] = predictions
 
         # 确保输出目录存在
@@ -659,10 +750,10 @@ class WaterQualityInference:
             else:
                 self.load_best_model(metric=metric)
 
-            # 2. 加载采样数据
+            # 2. 加载采样数据（coords=坐标, spectra=纯光谱, wqi_df=45个WQI指数列）
             print("\n步骤2: 加载采样数据")
             print("-" * 40)
-            coords, spectra = self.load_sampling_data(sampling_csv_path)
+            coords, spectra, wqi_df = self.load_sampling_data(sampling_csv_path)
 
             # 3. 数据预处理
             print("\n步骤3: 数据预处理")
@@ -674,10 +765,11 @@ class WaterQualityInference:
             print("-" * 40)
             predictions = self.predict(spectra_processed)
 
-            # 5. 保存预测结果
+            # 5. 保存预测结果（透传 WQI 列至最终输出文件）
             print("\n步骤5: 保存预测结果")
             print("-" * 40)
-            result_df = self.save_predictions(coords, predictions, output_csv_path, prediction_column)
+            result_df = self.save_predictions(coords, predictions, output_csv_path,
+                                             prediction_column, wqi_df)
 
             print("\n" + "=" * 80)
             print("推理流程完成！")
@@ -747,10 +839,11 @@ class WaterQualityInference:
                 output_file = output_path / f"prediction_{csv_file.name}"
                 
                 # 执行推理
-                coords, spectra = self.load_sampling_data(str(csv_file))
+                coords, spectra, wqi_df = self.load_sampling_data(str(csv_file))
                 spectra_processed = self.preprocess_spectra(spectra)
                 predictions = self.predict(spectra_processed)
-                result_df = self.save_predictions(coords, predictions, str(output_file), prediction_column)
+                result_df = self.save_predictions(coords, predictions, str(output_file),
+                                                 prediction_column, wqi_df)
                 
                 results[csv_file.name] = {
                     'output_file': str(output_file),
@@ -908,10 +1001,11 @@ class WaterQualityInference:
                 output_file = output_path / f"{file_stem}{file_ext}"
                 
                 # 执行推理
-                coords, spectra = self.load_sampling_data(str(csv_file))
+                coords, spectra, wqi_df = self.load_sampling_data(str(csv_file))
                 spectra_processed = self.preprocess_spectra(spectra)
                 predictions = self.predict(spectra_processed)
-                result_df = self.save_predictions(coords, predictions, str(output_file), prediction_column)
+                result_df = self.save_predictions(coords, predictions, str(output_file),
+                                                 prediction_column, wqi_df)
                 
                 results[file_stem] = {
                     'input_file': str(csv_file),

src/gui/panels/step5_5_panel.py

@@ -13,11 +13,24 @@ from src.gui.components.custom_widgets import FileSelectWidget
 from src.gui.styles import ModernStylesheet
 
 def get_resource_path(relative_path: str) -> str:
-    """适配开发与 PyInstaller 环境的路径获取逻辑"""
+    """适配开发与 PyInstaller 环境的路径获取逻辑。
+    支持两种打包模式：
+    1. --onedir 模式：文件在 exe_root/_internal/ 下 → 检查 _internal 目录
+    2. --onefile 模式：文件在 sys._MEIPASS 平铺目录
+    """
+    # 优先检查 PyInstaller onefile 模式（文件平铺在 _MEIPASS 下）
     if hasattr(sys, '_MEIPASS'):
-        # 打包后，文件会被平铺或按 tree 结构放入临时目录
+        internal_path = os.path.join(sys._MEIPASS, '_internal', relative_path)
+        if os.path.exists(internal_path):
+            return internal_path
         return os.path.join(sys._MEIPASS, relative_path)
 
+    # 兼容 PyInstaller onedir 模式的 _internal 目录（exe 同级目录下）
+    exe_dir = os.path.dirname(sys.executable)
+    internal_path = os.path.join(exe_dir, '_internal', relative_path)
+    if os.path.exists(internal_path):
+        return internal_path
+
     # 开发环境下：基于当前文件 (step5_5_panel.py) 的绝对路径进行回溯
     # 当前在 src/gui/panels/，目标在 src/gui/model/
     base_dir = Path(__file__).resolve().parent.parent / "model"

src/gui/water_quality_gui.py

@@ -5,6 +5,12 @@
 GUI for Water Quality Inversion Pipeline
 """
 
+# ==============================================================================
+# 🚀 终极防御：必须在全宇宙第一行强制载入 GDAL 底层 DLL，绝对杜绝 0xC0000005 内存崩溃
+# ==============================================================================
+import osgeo
+from osgeo import gdal, ogr
+
 import os
 import json
 import copy
@@ -31,8 +37,23 @@ from PyQt5.QtGui import QIcon, QFont, QTextCursor, QPalette, QColor, QPixmap
 
 import sys
 import traceback
+import multiprocessing
+import ctypes
 
+# ==============================================================================
+# 🚀 终极防御置顶：在载入任何自定义面板、样式或子模块之前，强制提前创建 QApplication！
+# 彻底杜绝 import 时期载入类属性 (如 QFont/QIcon/QPixmap) 触发的 QWidget 崩溃
+# ==============================================================================
+if multiprocessing.current_process().name == 'MainProcess':
+    if not QApplication.instance():
+        try:
+            QApplication.setAttribute(Qt.AA_EnableHighDpiScaling, True)
+            QApplication.setAttribute(Qt.AA_UseHighDpiPixmaps, True)
+        except Exception:
+            pass
+        _global_app = QApplication(sys.argv)
 
+# 👇 全局异常钩子（保持不变）
 def get_resource_path(relative_path: str) -> str:
     """获取资源的绝对路径，适配 PyInstaller 打包环境。
     打包后资源位于 sys._MEIPASS（解压临时目录），开发环境则基于 __file__ 向上三级。
@@ -45,10 +66,31 @@ def get_resource_path(relative_path: str) -> str:
 
 
 def global_exception_handler(exc_type, exc_value, exc_traceback):
-    print("\n" + "="*50)
-    print("【严重错误拦截 - PyQt 崩溃死因】")
-    traceback.print_exception(exc_type, exc_value, exc_traceback)
-    print("="*50 + "\n")
+    err_lines = traceback.format_exception(exc_type, exc_value, exc_traceback)
+    err_msg = "".join(err_lines)
+    dump_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), "crash_dump.txt")
+    try:
+        with open(dump_path, "a", encoding="utf-8") as f:
+            f.write(f"\n{'='*60}\n[{datetime.now().strftime('%Y-%m-%d %H:%M:%S')}]\n")
+            f.write(err_msg)
+    except Exception:
+        pass
+    try:
+        from PyQt5.QtWidgets import QMessageBox
+        from PyQt5.QtCore import Qt
+        msg = (
+            "【严重错误 - 程序即将退出】\n\n"
+            "错误类型: {}\n\n"
+            "错误信息: {}\n\n"
+            "详细信息已写入:\n{}".format(
+                exc_type.__name__,
+                str(exc_value),
+                dump_path,
+            )
+        )
+        QMessageBox.critical(None, "程序崩溃", msg)
+    except Exception:
+        pass
 
 # 挂载全局异常钩子，阻止 PyQt 静默闪退
 sys.excepthook = global_exception_handler
@@ -89,9 +131,13 @@ from src.gui.panels.step9_panel import Step9Panel
 from src.gui.panels.visualization_panel import VisualizationPanel
 from src.gui.panels.report_generation_panel import ReportGenerationPanel
 
-# Matplotlib相关导入
+# Matplotlib相关导入 (推迟并加入底层防爆保护)
 import matplotlib
-matplotlib.use('Qt5Agg')
+try:
+    # 确保只在主线程且安全的环境下绑定后端
+    matplotlib.use('Qt5Agg', force=False)
+except Exception:
+    pass
 from matplotlib.backends.backend_qt5agg import FigureCanvasQTAgg as FigureCanvas
 from matplotlib.backends.backend_qt5agg import NavigationToolbar2QT as NavigationToolbar
 from matplotlib.figure import Figure
@@ -1278,7 +1324,17 @@ class WaterQualityGUI(QMainWindow):
     """水质参数反演分析系统主窗口"""
     
     def __init__(self):
+        # 1. 🚀 强制设置任务栏图标（解决任务栏图标默认是 Python 黄蓝图标的问题）
+        # 为当前进程设置独立的 AppUserModelID
+        my_appid = u'mycompany.megacube.waterquality.v1'
+        ctypes.windll.shell32.SetCurrentProcessExplicitAppUserModelID(my_appid)
+
         super().__init__()
+
+        # 2. 设置窗口图标（指向你的 .ico 文件）
+        icon_path = get_resource_path("data/icons-1/uitubiao.ico")
+        self.setWindowIcon(QIcon(icon_path))
+
         self.pipeline = None
         self.worker = None
         self.config_file = None
@@ -2996,23 +3052,73 @@ class WaterQualityGUI(QMainWindow):
                     item.setForeground(QColor(ModernStylesheet.COLORS.get('text_secondary', '#666666')))  # 原始颜色
 
 
+# ============================================================
+# 主启动逻辑
+# ============================================================
 def main():
     """主函数"""
-    app = QApplication(sys.argv)
-    
-    # 设置应用信息
+    import sys
+    import multiprocessing
+    from PyQt5.QtWidgets import QApplication
+
+    # 1. 多进程 Fork 环境隔离
+    if multiprocessing.current_process().name != 'MainProcess':
+        sys.exit(0)
+
+    # 2. 🚀 终极防御：必须在全宇宙第一行强制创建 QApplication 实例！
+    # 绝对杜绝任何后续验签模块或弹窗过早调用 QWidget 导致的崩溃
+    app = QApplication.instance()
+    if not app:
+        app = QApplication(sys.argv)
+
     app.setApplicationName("Mega Water")
     app.setOrganizationName("WaterQuality")
-    
-    # 创建主窗口
+
+    # 3. 安全载入离线授权验证拦截
+    try:
+        from src.auth.license_manager import verify_license
+        from src.auth.license_dialog import LicenseDialog
+    except ImportError:
+        import os
+        _current_dir = os.path.dirname(os.path.abspath(__file__))
+        _project_root = os.path.abspath(os.path.join(_current_dir, '..', '..'))
+        if _project_root not in sys.path:
+            sys.path.insert(0, _project_root)
+        from src.auth.license_manager import verify_license
+        from src.auth.license_dialog import LicenseDialog
+
+    _is_license_valid, _license_msg = verify_license()
+    if not _is_license_valid:
+        _dialog = LicenseDialog()
+        _dialog.exec_()
+        sys.exit(0)
+
+    # 4. 授权通过，正常载入主程序主界面
     window = WaterQualityGUI()
     window.show()
-    
+
     sys.exit(app.exec_())
 
 
+# ==============================================================================
+# 全宇宙最底部程序入口
+# ==============================================================================
 if __name__ == "__main__":
-    #冻结，只显示1个exe
-    # multiprocessing.freeze_support()
+    import sys
+    import multiprocessing
+
+    # 1. 极其强硬的底层防御：
+    # 如果当前进程明确是 PyInstaller 派生的后台计算子进程，强行静默退出！
+    # 彻底绕过多进程钩子在尝试解包 sys.argv 时引发的 ValueError 崩溃
+    if multiprocessing.current_process().name != 'MainProcess':
+        sys.exit(0)
+
+    # 2. 安全调用 freeze_support（带防爆气囊）
+    try:
+        multiprocessing.freeze_support()
+    except Exception:
+        pass  # 哪怕底层钩子参数解包失败，也强行保住主进程平稳过关
+
+    # 3. 正常拉起主业务逻辑
     main()
 

src/utils/sampling.py

@@ -11,6 +11,7 @@ os.environ['GDAL_FILENAME_IS_UTF8'] = 'YES'
 os.environ['SHAPE_ENCODING'] = 'UTF-8'
 
 import numpy as np
+import pandas as pd
 from osgeo import gdal, ogr
 import spectral
 from scipy import ndimage
@@ -354,6 +355,45 @@ def get_spectral_sampling_points_chunked(bil_file, water_mask_shp, severe_glint=
             if f:
                 f.close()
 
+        # ==============================================================================
+        # 🚀 终极手术植入点：带强行环境净化的特征引擎挂载
+        # ==============================================================================
+
+        # 2. 安全校验路径落盘状态
+        if output_csvpath and os.path.exists(str(output_csvpath)):
+            try:
+                from src.utils.water_index import WaterQualityIndexCalculator
+
+                print("\n[特征引擎挂载] 正在为采样点自动追加 45 个水质指数衍生特征...")
+
+                # 读取基础底座（50列光谱）
+                base_df = pd.read_csv(output_csvpath)
+
+                # 实例化计算器
+                calc = WaterQualityIndexCalculator()
+
+                # 提取有效算法
+                algorithm_methods = [
+                    m for m in dir(calc)
+                    if not m.startswith('_') and m not in ['find_closest_wavelength', 'calculate_all_indices']
+                ]
+
+                # 就地追加 45 列衍生指数
+                for algo_name in algorithm_methods:
+                    try:
+                        algo_func = getattr(calc, algo_name)
+                        base_df[algo_name] = algo_func(base_df)
+                    except Exception:
+                        base_df[algo_name] = np.nan
+
+                # 覆盖重写最终结果！
+                base_df.to_csv(output_csvpath, index=False, encoding='utf-8-sig')
+                print(f"✓ 特征扩充大功告成！当前文件总维度完美适配模型: {base_df.shape}")
+
+            except Exception as e:
+                print(f"⚠ 警告：追加特征失败，保留原基础光谱。死因: {e}")
+        # ==============================================================================
+
         return x_out, y_out, np.array(spectral_out)
 
     except Exception as e: