diff --git a/Dockerfile b/Dockerfile
index 92608a133..c87baba0d 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -128,20 +128,27 @@ RUN /bin/mkdir -p '/usr/local/lib' && \
 #
 # TensorRT Support
 #
-# 1. Build the pycuda wheel for cp39-x86_64
-# 2. Download and convert a model for the tensorRT runtime
+# 1. Download and convert a model for the tensorRT runtime
 #
 ####
-# Build CUDA Python Bindings for Python 3.9
-# FROM wget as pycuda-build
-# ARG DEBIAN_FRONTEND
-
-# RUN --mount=type=bind,source=docker/build_pycuda.sh,target=/build/build_pycuda.sh \
-#     /build/build_pycuda.sh
 
 # Download and Convert TensorRT Model
 # FROM base_amd64 as tensorrt-converter
-## TODO
+
+# RUN apt-get update && apt-get install -y --no-install-recommends git sudo software-properties-common \
+#     cmake build-essential unzip python3.9-dev libnvinfer-dev python-is-python3 libnvparsers-dev libnvinfer-plugin-dev
+
+# RUN git clone https://github.com/jkjung-avt/tensorrt_demos.git /tensorrt_demos
+
+# ENV CUDA_HOME=/usr/local/cuda
+# ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64
+# ENV PATH=$PATH:$CUDA_HOME/bin
+# RUN python3 -m pip install --upgrade pip
+# # ADD install_protobuf.sh /install_protobuf.sh
+# # RUN /install_protobuf.sh
+# RUN pip3 install cython protobuf onnx==1.4.1
+# RUN cd /tensorrt_demos/yolo && ./download_yolo.sh
+# ADD run.sh /run.sh
 
 
 
diff --git a/docker/install_tensorrt.sh b/docker/install_tensorrt.sh
index e587cce64..ff84de118 100755
--- a/docker/install_tensorrt.sh
+++ b/docker/install_tensorrt.sh
@@ -2,12 +2,13 @@
 
 set -euxo pipefail
 
-"${CUDA_LIB_VERSION:=11.8}"
-"${CUDA_PKG_VERSION:=11-8}"
-"${CUDNN_VERSION:=8.6.0.84}"
-"${TENSORRT_VERSION:=7.2.2}"
+echo "${CUDA_LIB_VERSION:=11.8}"
+echo "${CUDA_PKG_VERSION:=11-8}"
+echo "${CUDNN_VERSION:=8.6.0.84}"
+echo "${TENSORRT_VERSION:=8.5.1}"
 
 # Add NVidia Repo
+apt-get -qq update && apt-get install -y --no-install-recommends software-properties-common
 # wget -q -O - https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/3bf863cc.pub | apt-key add -
 # echo "deb https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/ /" | tee /etc/apt/sources.list.d/nvidia-cuda.list
 wget https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/cuda-keyring_1.0-1_all.deb
@@ -19,8 +20,8 @@ apt-get -qq update
 apt-get install -y --no-install-recommends \
     cuda-cudart-${CUDA_PKG_VERSION} \
     cuda-compat-${CUDA_PKG_VERSION} \
-    cuda-cupti-${CUDA_PKG_VERSION} && \
-    ln -s cuda-${CUDA_LIB_VERSION} /usr/local/cuda
+    cuda-cupti-${CUDA_PKG_VERSION}
+#ln -s cuda-${CUDA_LIB_VERSION} /usr/local/cuda
 
 # CUDA Runtime
 apt-get install -y --no-install-recommends \
@@ -35,4 +36,8 @@ apt-get install -y --no-install-recommends \
 
 # TensorRT Runtime
 apt-get install -y --no-install-recommends \
-    libvinfer
+    tensorrt-libs python3-libnvinfer
+
+# apt-get clean autoclean -y
+# apt-get autoremove --purge -y
+# rm -rf /var/lib/apt/lists/*
\ No newline at end of file
diff --git a/frigate/detectors/tensorrt.py b/frigate/detectors/tensorrt.py
index 8e4b66aa0..32289fbff 100644
--- a/frigate/detectors/tensorrt.py
+++ b/frigate/detectors/tensorrt.py
@@ -65,7 +65,7 @@ class TensorRtDetector(DetectionApi):
         outputs = []
         bindings = []
         output_idx = 0
-        stream = cuda.Stream()
+        stream = cuda.cuStream()
         for binding in self.engine:
             binding_dims = self.engine.get_binding_shape(binding)
             if len(binding_dims) == 4:
diff --git a/requirements-tensorrt.txt b/requirements-tensorrt.txt
index e36fd6b18..134960075 100644
--- a/requirements-tensorrt.txt
+++ b/requirements-tensorrt.txt
@@ -2,4 +2,8 @@ cuda-python == 11.8.*
 tensorrt == 8.5.*
 nvidia-cuda-runtime-cu11 == 11.8.*
 nvidia-cublas-cu11 == 11.11.*
-nvidia-cudnn-cu11 == 8.7.*
\ No newline at end of file
+nvidia-cudnn-cu11 == 8.7.*
+pyindex-nvidia
+polygraphy-trtexec
+# tensorflow
+# easydict
\ No newline at end of file