diff --git a/voice_conversion/rvc-v2-brandon/Dockerfile b/voice_conversion/rvc-v2-brandon/Dockerfile
index 8fa80fc..ec6ea16 100644
--- a/voice_conversion/rvc-v2-brandon/Dockerfile
+++ b/voice_conversion/rvc-v2-brandon/Dockerfile
@@ -1,40 +1,40 @@
 # syntax=docker/dockerfile:1
 
-FROM python:3.10-bullseye
+#FROM python:3.10-bullseye
 
 # Alternatively,
-# FROM nvidia/cuda:12.0.1-runtime-ubuntu22.04
-# 
-# ENV DEBIAN_FRONTEND=noninteractive
-# 
-# # NB: ffmpeg for transcoding opus -> wav
-# # NB(bt,2023-05-04): Installing lsof, htop, ripgrep, and other debugging tools
-# # NB(bt,2023-05-04): Installing rsync to monitor time it takes for files to sync
-# RUN apt-get update && apt-get install -y \
-#     build-essential \
-#     curl \
-#     ffmpeg \
-#     htop \
-#     libsndfile1 \
-#     lsof \
-#     nvidia-driver-515 \
-#     python3-pip \
-#     python3.10 \
-#     python3.10-dev \
-#     python3.10-venv \
-#     ripgrep \
-#     rsync \
-#     vim \
-#     wget \
-#     --no-install-recommends \
-#     && apt-get clean autoclean && apt-get autoremove -y && rm -rf /var/lib/{apt,dpkg,cache,log}/
+FROM nvidia/cuda:12.0.1-runtime-ubuntu22.04
 
 ENV DEBIAN_FRONTEND=noninteractive
 
+# NB: ffmpeg for transcoding opus -> wav
+# NB(bt,2023-05-04): Installing lsof, htop, ripgrep, and other debugging tools
+# NB(bt,2023-05-04): Installing rsync to monitor time it takes for files to sync
 RUN apt-get update && apt-get install -y \
-     rsync \
-     --no-install-recommends \
-     && apt-get clean autoclean && apt-get autoremove -y && rm -rf /var/lib/{apt,dpkg,cache,log}/
+    build-essential \
+    curl \
+    ffmpeg \
+    htop \
+    libsndfile1 \
+    lsof \
+    nvidia-driver-515 \
+    python3-pip \
+    python3.10 \
+    python3.10-dev \
+    python3.10-venv \
+    ripgrep \
+    rsync \
+    vim \
+    wget \
+    --no-install-recommends \
+    && apt-get clean autoclean && apt-get autoremove -y && rm -rf /var/lib/{apt,dpkg,cache,log}/
+
+#ENV DEBIAN_FRONTEND=noninteractive
+#
+#RUN apt-get update && apt-get install -y \
+#     rsync \
+#     --no-install-recommends \
+#     && apt-get clean autoclean && apt-get autoremove -y && rm -rf /var/lib/{apt,dpkg,cache,log}/
 
 RUN mkdir /python_install
 RUN mkdir /model_code