In the short run, I'd agree with SEL49 and in fact I have done this on a non-production amp.
However, for an amp intended to be used for a long period of time, I think 1N5062 diodes are a better bet, or even better yet a 3A 1kV bridge rectifier.
My own BJs typically draw about 1.2 amps. So each diode in my bridge will pass 0.6A when turned on and allowing current to flow. For me, that's too close to the current rating of a 1N4007 for long term use.
Edit: That was from memory, which was incorrect. The BJs I have owned and/or built usually consume about 0.5A from the wall, from my records and measurements.
A 1N5062 is good for 2A, though at a lower (but very acceptable) max reverse voltage spec.
I normally use "packaged" bridge rectifiers, and spec them so that they are rated for twice my average expected (total) current without a heat sink. The packaged rectifiers at the low end are usually rated for 1.8A or so when used without any cooling, but you can easily find them rated at > 3A as well. Or simply use thermal glue to mount them to a small piece of aluminum plate (salvaged from your transformer cut).
These are not expensive -- a buck or two at Mouser, and you can buy them on Amazon for about $5 for two of them (though safer to buy at Mouser, Digi-Key or Farnell).