diff --git a/.gitignore b/.gitignore
index 3ad1f0a0..2f51f5fb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -12,3 +12,5 @@ server/memo.txt
 client/lib/dist
 client/lib/worklet/dist
 # client/demo/dist/ # demo用に残す
+
+docker/cudnn/
\ No newline at end of file
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 14e2955c..ec16c715 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -1,14 +1,15 @@
-FROM debian:bullseye-slim as base
+FROM nvidia/cuda:11.8.0-cudnn8-runtime-ubuntu22.04 as base
 
 ARG DEBIAN_FRONTEND=noninteractive
 
 RUN apt-get update 
 RUN apt-get install -y python3-pip git
-RUN apt-get install -y espeak
-RUN apt-get install -y cmake
+# RUN apt-get install -y espeak
+# RUN apt-get install -y cmake
 
-RUN pip install torch==1.12.1+cu113 torchvision==0.13.1+cu113 torchaudio==0.12.1 --extra-index-url https://download.pytorch.org/whl/cu113
+#RUN pip install torch==1.12.1+cu113 torchvision==0.13.1+cu113 torchaudio==0.12.1 --extra-index-url https://download.pytorch.org/whl/cu113
 
+RUN pip install torch torchvision torchaudio
 
 RUN pip install Cython==0.29.32
 RUN pip install numpy==1.22.4 
@@ -29,65 +30,41 @@ RUN pip install python-multipart==0.0.5
 RUN pip install uvicorn==0.18.3
 RUN pip install websockets==10.4
 RUN pip install pyOpenSSL==23.0.0
+RUN pip install onnxruntime-gpu==1.13.1
 
-RUN pip install pyopenjtalk==0.2.0
-RUN pip install tensorboard==2.10.0
-
-RUN git clone --depth 1 https://github.com/isletennos/MMVC_Trainer.git -b v1.3.1.3
+RUN git clone --depth 1 https://github.com/isletennos/MMVC_Trainer.git -b v1.3.2.2
 WORKDIR /MMVC_Trainer/monotonic_align
-RUN cythonize -3 -i core.pyx \
- && mv core.cpython-39-x86_64-linux-gnu.so monotonic_align/
+RUN python3 setup.py build_ext --inplace
  
 WORKDIR /
 ADD dummy /
 
-RUN git clone https://github.com/w-okada/voice-changer.git -b v.1.3.0
+RUN git clone  --depth 1 https://github.com/w-okada/voice-changer.git -b v.1.3.0
+
+
+#FROM debian:bullseye-slim
+#FROM nvidia/cuda:12.0.0-runtime-ubuntu22.04
+FROM nvidia/cuda:11.8.0-cudnn8-runtime-ubuntu22.04
+
 
 
-FROM debian:bullseye-slim
 RUN apt-get update \
-        && apt-get install -y python3-pip espeak gosu libsndfile1-dev\
+        && apt-get install -y python3-pip espeak gosu libsndfile1-dev emacs \
         && apt-get clean \
         && rm -rf /var/lib/apt/lists/*
 
-# ### Copy local resource
-# COPY fine_model/G_180000.pth /MMVC_Trainer/fine_model/G_180000.pth
-# COPY fine_model/D_180000.pth /MMVC_Trainer/fine_model/D_180000.pth
-
 ### Copy from base
-COPY --from=base --chmod=777 /usr/local/lib/python3.9/dist-packages /usr/local/lib/python3.9/dist-packages
+COPY --from=base --chmod=777 /usr/local/lib/python3.10/dist-packages /usr/local/lib/python3.10/dist-packages
 
 COPY --from=base --chmod=777 /voice-changer /voice-changer
 COPY --from=base --chmod=777 /MMVC_Trainer /voice-changer/server/MMVC_Trainer
+RUN chmod 0777 /voice-changer/server/MMVC_Trainer
+RUN chmod 0777 /voice-changer/server
+
+ADD /setup.sh  /voice-changer/server
+ADD /exec.sh  /voice-changer/server
 
 
-# # # ### Copy from frontend
-# # # ##### MMVC Trainer
-# # # COPY --from=front --chmod=777 /MMVC_Trainer /MMVC_Trainer
-# # # RUN chmod 0777 /MMVC_Trainer 
-
-# # # ADD /setup.sh  /MMVC_Trainer/
-# # # ADD /exec.sh  /MMVC_Trainer/
-
-# # ##### Voice changer Internal
-# # COPY --from=front --chmod=777 /voice-changer-internal/frontend/dist /voice-changer-internal/frontend/dist
-# # COPY --from=front --chmod=777 /voice-changer-internal/voice-change-service /voice-changer-internal/voice-change-service
-# # RUN chmod 0777 /voice-changer-internal/voice-change-service 
-
-# # ADD /setup.sh  /voice-changer-internal/voice-change-service/
-# # ADD /exec.sh  /voice-changer-internal/voice-change-service/
-# # COPY fine_model/G_180000.pth /voice-changer-internal/voice-change-service/MMVC_Trainer/fine_model/G_180000.pth
-# # COPY fine_model/D_180000.pth /voice-changer-internal/voice-change-service/MMVC_Trainer/fine_model/D_180000.pth
-
-# # ## 歴史的な経緯でsetup.shをMMVC_Trainerに置いているのでそこを起動時のWORKDIRにしている。
-# # WORKDIR /voice-changer-internal/voice-change-service
-
-# # # ##### Soft VC
-# # # COPY --from=front /hubert /hubert
-# # # COPY --from=front /acoustic-model /acoustic-model
-# # # COPY --from=front /hifigan /hifigan
-# # # COPY --from=front /models /models 
-
-
-# # ENTRYPOINT ["/bin/bash", "setup.sh"]
-# # CMD [ "-h"]
+WORKDIR /voice-changer/server
+ENTRYPOINT ["/bin/bash", "setup.sh"]
+CMD [ "-h"]
diff --git a/docker/exec.sh b/docker/exec.sh
index fbe6751e..e0cd9426 100644
--- a/docker/exec.sh
+++ b/docker/exec.sh
@@ -13,16 +13,17 @@ echo "PARAMS: $PARAMS"
 # echo "VERBOSE: $VERBOSE"
 echo "------"
 
-cd /voice-changer-internal/voice-change-service
+#cd /voice-changer-internal/voice-change-service
 # 起動
 if  [ "${MODE}" = "MMVC" ] ; then
-    if [[ -e /resources/setting.json ]]; then
-        echo "指定された設定(setting.json)を使用します。"
-        cp /resources/setting.json ../frontend/dist/assets/setting.json
-    fi
+    # if [[ -e /resources/setting.json ]]; then
+    #     echo "指定された設定(setting.json)を使用します。"
+    #     cp /resources/setting.json ../frontend/dist/assets/setting.json
+    # fi
 
-    find /resources/ -type f -name "config.json" | xargs -I{} sh -c 'echo "config.jsonをコピーします。" && cp {} ./'
+    # find /resources/ -type f -name "config.json" | xargs -I{} sh -c 'echo "config.jsonをコピーします。" && cp {} ./'
     find /resources/ -type f -name "*.pth"       | xargs -I{} sh -c 'echo "`basename {}`をコピーします。" && cp {} ./'
+    find /resources/ -type f -name "*.onnx"       | xargs -I{} sh -c 'echo "`basename {}`をコピーします。" && cp {} ./'
 
     echo "MMVCを起動します"
     python3 MMVCServerSIO.py -t MMVC $PARAMS #2>stderr.txt
diff --git a/server/voice_changer/VoiceChanger.py b/server/voice_changer/VoiceChanger.py
index e5f91194..cc17e039 100755
--- a/server/voice_changer/VoiceChanger.py
+++ b/server/voice_changer/VoiceChanger.py
@@ -115,6 +115,8 @@ class VoiceChanger():
                 providers = self.onnx_session.get_providers()
                 print("Providers:", providers)
                 if "CUDAExecutionProvider" in providers:
+                    if self.settings.gpu < 0 or self.settings.gpu >= self.gpu_num:
+                        self.settings.gpu = 0
                     provider_options=[{'device_id': self.settings.gpu}]
                     self.onnx_session.set_providers(providers=["CUDAExecutionProvider"], provider_options=provider_options)
             if key == "crossFadeOffsetRate" or key == "crossFadeEndRate":