diff --git a/install_windows.bat b/install_windows.bat
index fecd283..7814796 100644
--- a/install_windows.bat
+++ b/install_windows.bat
@@ -34,18 +34,14 @@ echo [3/6] 安装 PyTorch (CPU 版本)...
 pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu
 
 echo.
-echo [4/6] 安装项目依赖...
+echo [4/5] 安装项目依赖...
 pip install -r requirements.txt
 
 echo.
-echo [5/6] 安装 IBM TTM-R2 模型库...
-echo 包名: granite-tsfm (导入时用 tsfm_public)
-pip install granite-tsfm
-
-echo.
-echo [6/6] 验证安装...
+echo [5/5] 验证安装...
 python -c "import torch; print(f'PyTorch: {torch.__version__}')"
-python -c "import tsfm_public; print('tsfm_public: 已安装')"
+python -c "from tsfm_public.models.tinytimemixer import TinyTimeMixerForPrediction; print('TTM-R2: 已安装')"
+python -c "import pandas_ta; print('pandas-ta: 已安装')"
 python -c "from training.config import TrainingConfig; c=TrainingConfig(); print(f'设备: {c.get_device()}')"
 
 echo.
diff --git a/requirements.txt b/requirements.txt
index 8f4c3b1..758840e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,15 +4,11 @@
 # ==============================================
 
 # ----------------------------------------------
-# PyTorch (根据平台安装)
+# PyTorch (根据平台单独安装)
 # ----------------------------------------------
 # macOS: pip install torch torchvision torchaudio
 # Windows CPU: pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu
-torch>=2.0.0
-torchvision>=0.15.0
-torchaudio>=2.0.0
-pytorch-lightning>=2.0.0
-torchmetrics>=1.0.0
+# 注意：requirements.txt 中不包含 torch，需要手动安装
 
 # ----------------------------------------------
 # 数据处理
@@ -25,22 +21,14 @@ pytz
 # ----------------------------------------------
 # 时序模型
 # ----------------------------------------------
-# IBM Granite TTM-R2 (PyPI 包名: granite-tsfm)
+# IBM Granite TTM-R2 (导入名: tsfm_public)
 granite-tsfm>=0.3.0
-# GluonTS 时序工具
-gluonts[torch]>=0.14.0
 
 # ----------------------------------------------
 # 技术指标
 # ----------------------------------------------
 pandas-ta>=0.3.14b
 
-# ----------------------------------------------
-# ONNX 模型导出
-# ----------------------------------------------
-onnx>=1.14.0
-onnxruntime>=1.15.0
-
 # ----------------------------------------------
 # API 服务
 # ----------------------------------------------
@@ -68,7 +56,6 @@ schedule>=1.2.0
 # 数据库
 # ----------------------------------------------
 pymysql>=1.1.0
-sqlalchemy>=2.0.0
 cryptography>=41.0.0
 
 # ----------------------------------------------
@@ -77,15 +64,6 @@ cryptography>=41.0.0
 python-dotenv>=1.0.0
 
 # ----------------------------------------------
-# 开发工具 (可选)
+# 进度条
 # ----------------------------------------------
-jupyter>=1.0.0
-matplotlib>=3.7.0
-seaborn>=0.12.0
-pytest>=7.4.0
 tqdm>=4.66.0
-
-# ----------------------------------------------
-# Polymarket 交易 (可选，需要手动安装)
-# ----------------------------------------------
-# pip install py-clob-client