They are compiled packages. It is these files you are referencing when you write import foo/bar. It refers to $GOROOT/pkg/$GOOS_$GOARCH/foo/bar.a and not $GOROOT/src/foo/bar/*.go.
These files contain the compiled package binary code, along with debug symbols and source information.