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Guys, It became obvious that I had too much work still to do on the developer series to stabilize it for this summer, so I have issued 3.10.2 that fixes several bugs in the old stable. There are quite a few bug fixes, but probably the most important are: http://math-atlas.sourceforge.net/errata3.10.1.html#syrknan http://math-atlas.sourceforge.net/errata3.10.1.html#cqtau http://math-atlas.sourceforge.net/errata3.10.1.html#sztyp These bugs may effect even a successfully-installed 3.10.1, so you may want to scope them to see if you want to install 3.10.2. 3.10.2 doesn't have any performance wins that I know of over 3.10.1. Since the developer series has changed the GEMM kernel usage, backporting kernel support doesn't really work, so if you are using modern machines (vectorization of AVX or later for x86), the developer series can more than double performance over the stable. Due to the ongoing threading rewrite, the developer can also be much more efficient when your number of cores exceed 4 or so. So, for best performance, you may want to see if the developer series works on your platform. If it does, you can run all the provided tests that I do during stabilization, which should make it almost as reliable as the stable release for a given platform (though this takes some knowledge; I can provide some help if needed). Regards, Clint ATLAS 3.10.2 released 07/10/14, highlights of changes from 3.10.1 * Fixed all errataed bugs: + Failure to init workspace can cause NaNs in SYRK + Complex row-major Q-type factorizations produce bad TAU + Failure to cast causes integer overflow on 64-byt platforms + Missing IBM S390 assembly file * Fixed Make.bin to have threaded latime built to do parallel cache flushing * Extended extract string lengths as patched by SAGE folks * Backported fixes & some arch support to configure framework, including host of Itanium and UST1 stuff provided by SAGE folks NOTE: 3.10.2 is terribly out of date, and was released only because the threading rewrite it taking too long. If possible, you should use a developer release after testing that it works for your particular platform. In particular, developer releases are *much* faster for any x86 that uses AVX or later SIMD ISA, or any machine with ncores >= 8. The developer release also supports ARM architectures better (though performance is not hugely better if you can get stable installed).