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+FROM nvcr.io/nvidia/pytorch:25.04-py3
+
+ARG PYPI_MIRROR=https://pypi.org/simple
+ARG PIP_EXTRA_INDEX_URL=
+ARG DEBIAN_FRONTEND=noninteractive
+
+ARG CLEAR_PIP_CONSTRAINTS=1
+RUN set -eux; \
+    if [ "${CLEAR_PIP_CONSTRAINTS}" = "1" ] && [ -f /etc/pip/constraint.txt ]; then \
+        cp /etc/pip/constraint.txt /etc/pip/constraint.txt.bak; \
+        : > /etc/pip/constraint.txt; \
+    fi
+
+RUN apt-get update && \
+    apt-get install -y --no-install-recommends \
+        git jq vim less rsync wget curl ca-certificates openssh-client \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /workspace
+
+COPY requirements.txt /workspace/requirements.txt
+RUN pip install --no-cache-dir -i ${PYPI_MIRROR} \
+    ${PIP_EXTRA_INDEX_URL:+--extra-index-url ${PIP_EXTRA_INDEX_URL}} \
+    -r /workspace/requirements.txt
+
+# Remove nvidia-modelopt to avoid from_pretrained interference
+RUN pip uninstall -y nvidia-modelopt || true
+
+RUN rm -r /workspace/requirements.txt /workspace/README.md /workspace/docker-examples /workspace/license.txt /workspace/tutorials
+
+
+CMD ["/bin/bash"]