diff --git a/.github/workflows/docker-publish.yaml b/.github/workflows/docker-publish.yaml
index 976783c8..1f6aa35f 100644
--- a/.github/workflows/docker-publish.yaml
+++ b/.github/workflows/docker-publish.yaml
@@ -26,16 +26,16 @@ jobs:
       matrix:
         include:
           - cuda_version: 12.4
-            use_fasterwhisper: false
+            lite: false
             tag_prefix: lite-cu124
           - cuda_version: 12.4
-            use_fasterwhisper: true
+            lite: true
             tag_prefix: cu124
           - cuda_version: 12.8
-            use_fasterwhisper: false
+            lite: false
             tag_prefix: lite-cu128
           - cuda_version: 12.8
-            use_fasterwhisper: true
+            lite: true
             tag_prefix: cu128
 
     steps:
@@ -93,12 +93,11 @@ jobs:
           context: .
           file: ./Dockerfile
           push: false
+          platforms: linux/amd64,linux/arm64
           build-args: |
-            USE_FUNASR=true
-            USE_FASTERWHISPER=${{ matrix.use_fasterwhisper }}
+            LITE=${{ matrix.lite }}
             CUDA_VERSION=${{ matrix.cuda_version }}
-            WGET_CMD=wget -nv --tries=25 --wait=5 --read-timeout=40 --retry-on-http-error=404
-            SKIP_CHECK=true
+            WORKFLOW=true
           tags: |
             xxxxrt666/gpt-sovits:${{ matrix.tag_prefix }}-${{ needs.generate-meta.outputs.tag }}
             xxxxrt666/gpt-sovits:latest-${{ matrix.tag_prefix }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 00000000..d2f215e3
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,15 @@
+ci:
+  autoupdate_schedule: monthly
+
+repos:
+- repo: https://github.com/astral-sh/ruff-pre-commit
+  rev: v0.11.7
+  hooks:
+    # Run the linter.
+    - id: ruff
+      types_or: [ python, pyi ]
+      args: [ --fix ]
+    # Run the formatter.
+    - id: ruff-format
+      types_or: [ python, pyi ]
+      args: [--line-length=120]
\ No newline at end of file
diff --git a/Docker/anaconda_install.sh b/Docker/anaconda_install.sh
new file mode 100644
index 00000000..0ce71883
--- /dev/null
+++ b/Docker/anaconda_install.sh
@@ -0,0 +1,30 @@
+#!/bin/bash
+
+set -e
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" &>/dev/null && pwd)"
+
+cd "$SCRIPT_DIR" || exit 1
+
+cd .. || exit 1
+
+WORKFLOW=${WORKFLOW:-"false"}
+TARGETPLATFORM=${TARGETPLATFORM:-"linux/amd64"}
+
+if [ "$WORKFLOW" = "true" ]; then
+    WGET_CMD="wget --tries=25 --wait=5 --read-timeout=40 --retry-on-http-error=404"
+else
+    WGET_CMD="wget -nv --tries=25 --wait=5 --read-timeout=40 --retry-on-http-error=404"
+fi
+
+if [ "$TARGETPLATFORM" = "linux/amd64" ]; then
+    eval "$WGET_CMD -O anaconda.sh https://repo.anaconda.com/archive/Anaconda3-2024.02-1-Linux-x86_64.sh"
+elif [ "$TARGETPLATFORM" = "linux/arm64" ]; then
+    eval "$WGET_CMD -O anaconda.sh https://repo.anaconda.com/archive/Anaconda3-2024.02-1-Linux-aarch.sh"
+else
+    exit 1
+fi
+
+bash anaconda.sh -b -p "$HOME/anaconda3"
+
+rm anaconda.sh
diff --git a/Docker/setup.sh b/Docker/setup.sh
new file mode 100644
index 00000000..3f04509c
--- /dev/null
+++ b/Docker/setup.sh
@@ -0,0 +1,63 @@
+#!/bin/bash
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" &>/dev/null && pwd)"
+
+cd "$SCRIPT_DIR" || exit 1
+
+cd .. || exit 1
+
+set -e
+
+WORKFLOW=${WORKFLOW:-"false"}
+LITE=${LITE:-"false"}
+
+if [ "$WORKFLOW" = "true" ]; then
+    WGET_CMD="wget --tries=25 --wait=5 --read-timeout=40 --retry-on-http-error=404"
+else
+    WGET_CMD="wget -nv --tries=25 --wait=5 --read-timeout=40 --retry-on-http-error=404"
+fi
+
+USE_FUNASR=false
+USE_FASTERWHISPER=false
+
+if [ "$LITE" = "true" ]; then
+    USE_FUNASR=true
+    USE_FASTERWHISPER=false
+else
+    USE_FUNASR=true
+    USE_FASTERWHISPER=true
+fi
+
+if [ "$USE_FUNASR" = "true" ]; then
+    echo "Downloading funasr..." &&
+        $WGET_CMD "https://huggingface.co/XXXXRT/GPT-SoVITS-Pretrained/resolve/main/funasr.zip" &&
+        unzip funasr.zip -d tools/asr/models/ &&
+        rm -rf funasr.zip
+else
+    echo "Skipping funasr download"
+fi
+
+if [ "$USE_FASTERWHISPER" = "true" ]; then
+    echo "Downloading faster-whisper..." &&
+        $WGET_CMD "https://huggingface.co/XXXXRT/GPT-SoVITS-Pretrained/resolve/main/faster-whisper.zip" &&
+        unzip faster-whisper.zip -d tools/asr/models/ &&
+        rm -rf faster-whisper.zip
+else
+    echo "Skipping faster-whisper download"
+fi
+
+source "$HOME/anaconda3/etc/profile.d/conda.sh"
+
+if [ "$LITE" = "true" ]; then
+    bash install.sh --device "CU${CUDA_VERSION//./}" --source HF --skip-check "$WORKFLOW"
+elif [ "$LITE" = "false" ]; then
+    bash install.sh --device "CU${CUDA_VERSION//./}" --source HF --skip-check "$WORKFLOW" --download-uvr5
+else
+    exit 1
+fi
+
+pip cache purge
+
+pip show torch
+
+rm -rf "$HOME/.cache" /tmp/* /var/tmp/*
diff --git a/Dockerfile b/Dockerfile
index f3690e9d..5b13cb2b 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,15 +1,15 @@
 ARG CUDA_VERSION=12.4
 
-FROM nvidia/cuda:${CUDA_VERSION}.1-cudnn-runtime-ubuntu22.04
-
-ARG CUDA_VERSION
-
-ENV CUDA_VERSION=${CUDA_VERSION}
+FROM nvidia/cuda:${CUDA_VERSION}.1-cudnn-devel-ubuntu22.04
 
 LABEL maintainer="XXXXRT"
-LABEL version="V4-0429"
+LABEL version="V4-0501"
 LABEL description="Docker image for GPT-SoVITS"
 
+ARG CUDA_VERSION=12.4
+
+ENV CUDA_VERSION=${CUDA_VERSION}
+
 RUN apt-get update && apt-get install -y --no-install-recommends \
     build-essential \
     gcc \
@@ -29,76 +29,35 @@ WORKDIR /workspace/GPT-SoVITS
 
 COPY . /workspace/GPT-SoVITS
 
-ARG WGET_CMD=wget --tries=25 --wait=5 --read-timeout=40 --retry-on-http-error=404
-ENV WGET_CMD=${WGET_CMD}
+ARG LITE=false
+ENV LITE=${LITE}
 
-RUN echo "== /usr ==" && du -h --max-depth=2 /usr | sort -hr | head -n 10 && \
-    echo "== /opt ==" && du -h --max-depth=2 /opt | sort -hr | head -n 10 && \
-    echo "== /root ==" && du -h --max-depth=2 /root | sort -hr | head -n 10 && \
-    echo "==workspace==" && du -h --max-depth=2 /workspace/GPT-SoVITS | sort -hr | head -n 10
+ARG WORKFLOW=false
+ENV WORKFLOW=${WORKFLOW}
 
-RUN eval "$WGET_CMD -O anaconda.sh https://repo.anaconda.com/archive/Anaconda3-2024.10-1-Linux-x86_64.sh" && \
-    bash anaconda.sh -b -p /root/anaconda3 && \
-    rm anaconda.sh
+ARG TARGETPLATFORM=linux/amd64
+ENV TARGETPLATFORM=${TARGETPLATFORM}
 
+RUN bash Docker/anaconda_install.sh
 
-RUN echo "== /usr ==" && du -h --max-depth=2 /usr | sort -hr | head -n 10 && \
-    echo "== /opt ==" && du -h --max-depth=2 /opt | sort -hr | head -n 10 && \
-    echo "== /root ==" && du -h --max-depth=2 /root | sort -hr | head -n 10 && \
-    echo "==workspace==" && du -h --max-depth=2 /workspace/GPT-SoVITS | sort -hr | head -n 10
+RUN echo "== $HOME/anaconda3/pkgs ==" && du -h --max-depth=2 $HOME/anaconda3/pkgs | sort -hr | head -n 10 && \
+  echo "== $HOME/anaconda3 ==" && du -h --max-depth=2 $HOME/anaconda3 | sort -hr | head -n 10
 
-ARG USE_FUNASR=false
-ARG USE_FASTERWHISPER=false
-
-RUN if [ "$USE_FUNASR" = "true" ]; then \
-    echo "Downloading funasr..." && \
-    $WGET_CMD "https://huggingface.co/XXXXRT/GPT-SoVITS-Pretrained/resolve/main/funasr.zip" && \
-    unzip funasr.zip -d tools/asr/models/ && \
-    rm -rf funasr.zip ; \
-  else \
-    echo "Skipping funasr download" ; \
-  fi
-
-RUN if [ "$USE_FASTERWHISPER" = "true" ]; then \
-    echo "Downloading faster-whisper..." && \
-    $WGET_CMD "https://huggingface.co/XXXXRT/GPT-SoVITS-Pretrained/resolve/main/faster-whisper.zip" && \
-    unzip faster-whisper.zip -d tools/asr/models/ && \
-    rm -rf faster-whisper.zip ; \
-  else \
-    echo "Skipping faster-whisper download" ; \
-  fi
-
-RUN echo "== /usr ==" && du -h --max-depth=2 /usr | sort -hr | head -n 10 && \
-  echo "== /opt ==" && du -h --max-depth=2 /opt | sort -hr | head -n 10 && \
-  echo "== /root ==" && du -h --max-depth=2 /root | sort -hr | head -n 10 && \
-  echo "==workspace==" && du -h --max-depth=2 /workspace/GPT-SoVITS | sort -hr | head -n 10
-
-ENV PATH="/root/anaconda3/bin:$PATH"
+ENV PATH="$HOME/anaconda3/bin:$PATH"
 
 SHELL ["/bin/bash", "-c"]
 
-RUN conda create -n GPTSoVITS python=3.10 -y
-
 ENV PATH="/usr/local/cuda/bin:$PATH"
 ENV CUDA_HOME="/usr/local/cuda"
 ENV MAKEFLAGS="-j$(nproc)"
 
-ARG SKIP_CHECK=false
-ENV SKIP_CHECK=${SKIP_CHECK}
+RUN bash Docker/setup.sh
 
-RUN source /root/anaconda3/etc/profile.d/conda.sh && \
-    conda activate GPTSoVITS && \
-    bash install.sh --device CU${CUDA_VERSION//./} --source HF --skip-check ${SKIP_CHECK} --download-uvr5 && \
-    pip cache purge && \
-    pip show torch
-
-RUN echo "== /usr ==" && du -h --max-depth=2 /usr | sort -hr | head -n 10 && \
-    echo "== /opt ==" && du -h --max-depth=2 /opt | sort -hr | head -n 10 && \
-    echo "== /root ==" && du -h --max-depth=2 /root | sort -hr | head -n 10 && \
-    echo "==workspace==" && du -h --max-depth=2 /workspace/GPT-SoVITS | sort -hr | head -n 10
-
-RUN rm -rf /root/anaconda3/pkgs
+RUN echo "== $HOME/anaconda3/pkgs ==" && du -h --max-depth=2 $HOME/anaconda3/pkgs | sort -hr | head -n 10 && \
+  echo "== $HOME/anaconda3 ==" && du -h --max-depth=2 $HOME/anaconda3 | sort -hr | head -n 10
 
 EXPOSE 9871 9872 9873 9874 9880
 
-CMD ["/bin/bash", "-c", "source /root/anaconda3/etc/profile.d/conda.sh && conda activate GPTSoVITS && export PYTHONPATH=$(pwd) && exec bash"]
\ No newline at end of file
+ENV PYTHONPATH="/workspace/GPT-SoVITS"
+
+CMD ["/bin/bash", "-c", "source $HOME/anaconda3/etc/profile.d/conda.sh && exec bash"]
\ No newline at end of file
diff --git a/docker-compose.yaml b/docker-compose.yaml
index 649db4f3..f05c4e23 100644
--- a/docker-compose.yaml
+++ b/docker-compose.yaml
@@ -16,7 +16,6 @@ services:
       - /workspace/tools/asr/models
       - /workspace/tools/uvr5/uvr5_weights
     environment:
-      - PYTHONPATH=/workspace/GPT-SoVITS
       - is_half=true
     tty: true
     stdin_open: true
@@ -38,7 +37,6 @@ services:
       - /workspace/tools/asr/models
       - /workspace/tools/uvr5/uvr5_weights
     environment:
-      - PYTHONPATH=/workspace/GPT-SoVITS
       - is_half=true
     tty: true
     stdin_open: true
diff --git a/install.sh b/install.sh
index 5da9d4b6..615bec47 100644
--- a/install.sh
+++ b/install.sh
@@ -17,7 +17,7 @@ trap 'echo "Error Occured at \"$BASH_COMMAND\" with exit code $?"; exit 1' ERR
 USE_CUDA=false
 USE_ROCM=false
 USE_CPU=false
-SKIP_CHECK=false
+WORKFLOW=${WORKFLOW:-"false"}
 
 USE_HF=false
 USE_HF_MIRROR=false
@@ -66,17 +66,6 @@ while [[ $# -gt 0 ]]; do
         esac
         shift 2
         ;;
-    --skip-check)
-        case "$2" in
-        true)
-            SKIP_CHECK=true
-            ;;
-        *)
-            :
-            ;;
-        esac
-        shift 2
-        ;;
     --device)
         case "$2" in
         CU124)
@@ -204,7 +193,7 @@ if [ "$DOWNLOAD_UVR5" = "true" ]; then
     fi
 fi
 
-if [ "$USE_CUDA" = true ] && [ $SKIP_CHECK = false ]; then
+if [ "$USE_CUDA" = true ] && [ "$WORKFLOW" = false ]; then
     echo "Checking for CUDA installation..."
     if command -v nvidia-smi &>/dev/null; then
         echo "CUDA found."
@@ -215,7 +204,7 @@ if [ "$USE_CUDA" = true ] && [ $SKIP_CHECK = false ]; then
     fi
 fi
 
-if [ "$USE_ROCM" = true ] && [ $SKIP_CHECK = false ]; then
+if [ "$USE_ROCM" = true ] && [ "$WORKFLOW" = false ]; then
     echo "Checking for ROCm installation..."
     if [ -d "/opt/rocm" ]; then
         echo "ROCm found."