SVG Twig Extension is in the core (previously, it was a dedicated extension puswhord/svg).
By default, it's use FontAwesome. You just need to use twig svg function :
svg('surprise')
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By default, this extension load FontAwesome's icons.
You can choose to use your custom SVG icons by specifyng the svg_dir in your app config or under pushword_svg.