diff --git a/Dockerfile b/Dockerfile
index cf90a91..8649ffb 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -7,20 +7,29 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     ffmpeg curl libgl1-mesa-glx libglib2.0-0 \
     && rm -rf /var/lib/apt/lists/*
 
-COPY requirements-cpu.txt /tmp/requirements.txt
-RUN pip install --no-cache-dir -r /tmp/requirements.txt && rm /tmp/requirements.txt
+COPY requirements-cpu.txt /tmp/requirements-cpu.txt
+COPY requirements.txt /tmp/requirements.txt
+RUN pip install --no-cache-dir -r /tmp/requirements-cpu.txt && rm /tmp/requirements*.txt
 
 # ---- GPU base ----
 FROM nvidia/cuda:12.4.1-cudnn-runtime-ubuntu22.04 AS base-gpu
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
-    python3 python3-pip python3-venv \
+    software-properties-common \
+    && add-apt-repository ppa:deadsnakes/ppa \
+    && apt-get update \
+    && apt-get install -y --no-install-recommends \
+    python3.12 python3.12-venv python3.12-dev \
     ffmpeg curl libgl1-mesa-glx libglib2.0-0 \
+    && ln -sf /usr/bin/python3.12 /usr/bin/python3 \
     && ln -sf /usr/bin/python3 /usr/bin/python \
+    && python3 -m ensurepip --upgrade \
+    && python3 -m pip install --no-cache-dir --upgrade pip \
     && rm -rf /var/lib/apt/lists/*
 
-COPY requirements-gpu.txt /tmp/requirements.txt
-RUN pip install --no-cache-dir --break-system-packages -r /tmp/requirements.txt && rm /tmp/requirements.txt
+COPY requirements-gpu.txt /tmp/requirements-gpu.txt
+COPY requirements.txt /tmp/requirements.txt
+RUN pip install --no-cache-dir -r /tmp/requirements-gpu.txt && rm /tmp/requirements*.txt
 
 # ---- Final stage ----
 FROM base-${VARIANT} AS final
diff --git a/requirements-cpu.txt b/requirements-cpu.txt
index 7ccbc5d..8e4e5b4 100644
--- a/requirements-cpu.txt
+++ b/requirements-cpu.txt
@@ -1,2 +1,2 @@
 -r requirements.txt
-onnxruntime==1.20.1
+onnxruntime==1.24.1
diff --git a/requirements-gpu.txt b/requirements-gpu.txt
index 5b36193..79b263f 100644
--- a/requirements-gpu.txt
+++ b/requirements-gpu.txt
@@ -1,2 +1,2 @@
 -r requirements.txt
-onnxruntime-gpu==1.20.1
+onnxruntime-gpu==1.24.1
diff --git a/requirements.txt b/requirements.txt
index d071052..810a69c 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,9 +4,9 @@ python-multipart==0.0.18
 pydantic-settings==2.7.1
 psutil==6.1.1
 
-# FaceFusion dependencies (excluding gradio)
-numpy==1.26.4
-opencv-python==4.10.0.84
-onnx==1.17.0
-scipy==1.14.1
-tqdm==4.67.1
+# FaceFusion dependencies (matching facefusion/requirements.txt, excluding gradio)
+numpy==2.2.1
+opencv-python==4.13.0.92
+onnx==1.20.1
+scipy==1.17.0
+tqdm==4.67.3