## 🛠️ 架构与技术栈
# Dota2-AI-Toolkit
一款先进的开源开发工具包和机器学习框架，专为复杂 MOBA 环境中的实时游戏状态分析、行为建模和客户端视口自定义而设计。
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## 核心模块与功能
### 1. 宏执行引擎 (`Scripts & Combo`)
An automated action-sequence subsystem designed to stress-test hero rotation latency and optimize ability chaining under perfect execution conditions.
* **Dynamic Sequences:** Automatically chains abilities and action sequences based on pre-defined logical queues (Hold Key trigger).
* **Smart Item Integration:** Evaluates active inventory items and intelligently injects them into execution chains to maximize efficiency.
* **Backswing Optimization:** Dynamically calculates animation frames and minimizes recovery frames (`Backswing Cancel Factor`) to test peak mechanical limits.
### 2. 预测视野与向量视觉效果 (`Visuals & ESP`)
Utilizes real-time state vectors and game memory pointers to project tactical information onto the client viewport.
* **Position Projection Node:** Tracks and visualizes non-occluded enemy positioning data to assist with macro decision-making.
* **Illusion Disambiguation:** Uses internal client-side metadata to instantly differentiate between prime targets and duplicate entity models (marked via custom visual shaders).
* **Trajectory Vector Overlay:** Renders real-time vectors for incoming projectile abilities, skill-shots (e.g., hooks, arrows), and linear map threats.
### 3. 战术小地图助手与视野分析 (`Utility Helpers`)
A high-level overlay module that processes positioning data to map optimal ward placement and objective tracking.
* **Vision Placement Map:** Displays recommended Observer/Sentry placements and highlights high-ground vision cliffs.
* **Neutral Camp Analytics:** Renders precise spawn box boundaries and mechanical pull vectors for complex jungle farming optimization.
* **Automated Match Queuing:** Hands-free match acceptance agent to streamline developer testing cycles.
### 4. 视口自定义 (`Camera & Screen Settings`)
* **Advanced Camera Matrix Scaler:** Modifies the local client camera height matrix to allow wide-aspect monitoring of teamfight spaces for research and video analysis.
* **Tower Threat Radius:** Draws accurate dynamic boundaries around structural objectives to visualize neutral aggro zones.
### 5. 客户端 Asset 覆盖引擎 (`Skin Changer`)
一个本地文件系统 hook 框架，允许渲染高级饰品和自定义环境修改器，而无需修改后端服务器数据。
* **本地饰品替换器：** 仅在用户屏幕上强制加载高级物品网格、武器视觉效果和模型状态。
* **环境增强器：** 通过 Asset 替换切换自定义地图地形（沙漠、花园）和本地天气视觉层（雨、灰、雪）。
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# 🤖 Dota2-AI-Assist
专为 Dota 2 打造的先进计算机视觉与实时空间分析助手
由 PySide6、OpenCV 和 Neural Network Inference Execution 提供动力。
## 界面预览
## 核心功能
* **视觉空间分析：** 利用自定义锚点处理低延迟屏幕捕获，提供实时战术定位数据。
* **Neural Network Inference：** 专门针对高保真 MOBA Asset（英雄、小兵、动态 UI 元素）训练的目标检测与分类。
* **Bento UI 架构：** 完全基于 **PySide6** 构建的现代化、简洁且高度结构化的毛玻璃界面，具有出色的可读性。
* **自动化诊断：** 内置遥测功能，具备严格的异常处理（包括完整的 pipeline 验证例程和原生连接回退状态管理）。
## 技术栈与架构
* **Overlay 渲染：** 使用 DirectX 11 / ImGui 进行低延迟的硬件加速 UI 绘制。