diff --git a/kilosort4/Dockerfile_cuda13 b/kilosort4/Dockerfile_cuda13
new file mode 100644
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+++ b/kilosort4/Dockerfile_cuda13
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+FROM nvidia/cuda:13.3.0-base-ubuntu22.04
+
+LABEL maintainer="Alessio Buccino <alessiop.buccino@gmail.com>"
+
+ENV KILOSORT4_VERSION=4.1.7
+
+
+# USER root
+# Ubuntu package installs
+RUN apt update && \
+    apt install -y --no-install-recommends \
+    libfftw3-dev \
+    git \
+    wget && \
+    apt clean && \
+    rm -rf /var/lib/apt/lists/*
+
+# install miniconda
+ENV MINICONDA_VERSION=25.5.1-0
+ENV PYTHON_VERSION=py312
+ENV CONDA_DIR=/home/miniconda3
+ENV LATEST_CONDA_SCRIPT="Miniconda3-${PYTHON_VERSION}_${MINICONDA_VERSION}-Linux-x86_64.sh"
+    
+RUN wget --quiet https://repo.anaconda.com/miniconda/$LATEST_CONDA_SCRIPT -O ~/miniconda.sh && \
+    bash ~/miniconda.sh -b -p $CONDA_DIR && \
+    rm ~/miniconda.sh
+ENV PATH=$CONDA_DIR/bin:$PATH
+RUN conda tos accept --override-channels --channel https://repo.anaconda.com/pkgs/main && \
+    conda tos accept --override-channels --channel https://repo.anaconda.com/pkgs/r && \
+    conda update conda && \
+    conda install conda-build
+
+# make conda activate command available from /bin/bash --login shells
+RUN echo ". $CONDA_DIR/etc/profile.d/conda.sh" >> /root/.profile 
+# make conda activate command available from /bin/bash --interactive shells
+RUN conda init bash
+
+# install torch
+# RUN conda install -y pytorch pytorch-cuda=11.8 -c pytorch -c nvidia
+RUN pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118
+
+# install kilosort4
+RUN pip install kilosort==$KILOSORT4_VERSION
diff --git a/kilosort4/build_cuda13.sh b/kilosort4/build_cuda13.sh
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+++ b/kilosort4/build_cuda13.sh
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+#!/bin/bash
+
+# Extract the KILOSORT4_VERSION from the Dockerfile
+KILOSORT4_VERSION=$(grep -E '^ENV KILOSORT4_VERSION=' "Dockerfile" | awk -F= '{print $2}' | tr -d '[:space:]')
+echo "Building kilosort4-base:$KILOSORT4_VERSION"
+
+docker build -t spikeinterface/kilosort4-base:latest -t spikeinterface/kilosort4-base:${KILOSORT4_VERSION}_cuda-13.3.0 .