Try using apt-get instead of yum. e.g.
# Get basic dependencies, update OS
RUN apt-get update && apt-get install -
rsyslog \
which \
tar \
hostname \
net-tools \
wget \
&& rm -rf /var/lib/apt/lists/*Tony
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