Even AVX VCMPPS (with it's greatly enhanced choice of predicates) doesn't give us a single-instruction predicate for this. You have to do at least two compares and combine the results. It's not too bad, though.
different NaN encodings aren't equal: effectively 2 extra insns (adding 2 uops). Without AVX: One extra movaps
beyond that.
different NaN encodings are equal: effectively 4 extra insns (adding 4 uops). Without AVX: Two extra movaps
insn
An IEEE compare-and-branch is 3 uops: cmpeqps
/ movmskps
/ test-and-branch. Intel and AMD both macro-fuse the test-and-branch into a single uop/m-op.
With AVX512: bitwise-NaN is probably just one extra instruction, since normal vector compare and branch probably uses vcmpEQ_OQps
/ ktest same,same
/ jcc
, so combining two different mask regs is free (just change the args to ktest
). The only cost is the extra vpcmpeqd k2, xmm0,xmm1
.
AVX512 any-NaN is just two extra instructions (2x VFPCLASSPS
, with the 2nd one using the result of the first as a zeromask. See below). Again, then ktest
with two different args to set flag.
My best idea so far: ieee_equal || bitwise_equal
If we give up on considering different NaN encodings equal to each other:
- Bitwise equal catches two identical NaNs.
- IEEE equal catches the
+0 == -0
case.
There are no cases where either compare gives a false positive (since ieee_equal
is false when either operand is NaN: we want just equal, not equal-or-unordered. AVX vcmpps
provides both options, while SSE only provides a plain equal operation.)
We want to know when all elements are equal, so we should start with inverted comparisons. It's easier to check for at least one non-zero element than to check for all elements being non-zero. (i.e. horizontal AND is hard, horizontal OR is easy (pmovmskb
/ test
, or ptest
). Taking the opposite sense of a comparison is free (jnz
instead of jz
).) This is the same trick that Paul R used.
; inputs in xmm0, xmm1
movaps xmm2, xmm0 ; unneeded with 3-operand AVX instructions
cmpneqps xmm2, xmm1 ; 0:A and B are ordered and equal. -1:not ieee_equal. predicate=NEQ_UQ in VEX encoding expanded notation
pcmpeqd xmm0, xmm1 ; -1:bitwise equal 0:otherwise
; xmm0 xmm2
; 0 0 -> equal (ieee_equal only)
; 0 -1 -> unequal (neither)
; -1 0 -> equal (bitwise equal and ieee_equal)
; -1 -1 -> equal (bitwise equal only: only happens when both are NaN)
andnps xmm0, xmm2 ; NOT(xmm0) AND xmm2
; xmm0 elements are -1 where (not bitwise equal) AND (not IEEE equal).
; xmm0 all-zero iff every element was bitwise or IEEE equal, or both
movmskps eax, xmm0
test eax, eax ; it's too bad movmsk doesn't set EFLAGS according to the result
jz no_differences
For double-precision, ...PS
and pcmpeqQ
will work the same.
If the not-equal code goes on to find out which element isn't equal, a bit-scan on the movmskps
result will give you the position of the first difference.
With SSE4.1 PTEST
you can replace andnps
/movmskps
/test-and-branch with:
ptest xmm0, xmm2 ; CF = 0 == (NOT(xmm0) AND xmm2).
jc no_differences
I expect this is the first time most people have ever seen the CF
result of PTEST
be useful for anything. :)
It's still three uops on Intel and AMD CPUs ( (2ptest + 1jcc) vs (pandn + movmsk + fused-test&branch)), but fewer instructions. It is more efficient if you're going to setcc
or cmovcc
instead of jcc
, since those can't macro-fuse with test
.
That makes a total of 6 uops (5 with AVX) for a reflexive compare-and-branch, vs. 3 uops for an IEEE compare-and-branch. (cmpeqps
/ movmskps
/ test-and-branch.)
PTEST
has a very high latency on AMD Bulldozer-family CPUs (14c on Steamroller). They have one cluster of vector execution units shared by two integer cores. (This is their alternative to hyperthreading.) This increases the time until a branch mispredict can be detected, or the latency of a data-dependency chain (cmovcc
/ setcc
).
PTEST sets ZF
when 0==(xmm0 AND xmm2)
: set if no elements were both bitwise_equal
AND IEEE (neq or unordered). i.e. ZF is unset if any element was bitwise_equal
while also being !ieee_equal
. This can only happen when a pair of elements contain bitwise-equal NaN
s (but can happen when other elements are unequal).
movaps xmm2, xmm0
cmpneqps xmm2, xmm1 ; 0:A and B are ordered and equal.
pcmpeqd xmm0, xmm1 ; -1:bitwise equal
ptest xmm0, xmm2
jc equal_reflexive ; other cases
...
equal_reflexive:
setnz dl ; set if at least one both-nan element
There's no condition that tests CF=1
AND anything about ZF
. ja
tests CF=0 and ZF=1
. It's unlikely that you'd only want to test that anyway, so putting a jnz
in the jc
branch target works fine. (And if you did only want to test equal_reflexive
AND at_least_one_nan
, a different setup could probably set flags appropriately).
Considering all NaNs equal, even when not bitwise equal:
This is the same idea as Paul R's answer, but with a bugfix (combine NaN check with IEEE check using AND rather than OR.)
; inputs in xmm0, xmm1
movaps xmm2, xmm0
cmpordps xmm2, xmm2 ; find NaNs in A. (0: NaN. -1: anything else). Same as cmpeqps since src and dest are the same.
movaps xmm3, xmm1
cmpordps xmm3, xmm3 ; find NaNs in B
orps xmm2, xmm3 ; 0:A and B are both NaN. -1:anything else
cmpneqps xmm0, xmm1 ; 0:IEEE equal (and ordered). -1:unequal or unordered
; xmm0 AND xmm2 is zero where elements are IEEE equal, or both NaN
; xmm0 xmm2
; 0 0 -> equal (ieee_equal and both NaN (impossible))
; 0 -1 -> equal (ieee_equal)
; -1 0 -> equal (both NaN)
; -1 -1 -> unequal (neither equality condition)
ptest xmm0, xmm2 ; ZF= 0 == (xmm0 AND xmm2). Set if no differences in any element
jz equal_reflexive
; else at least one element was unequal
; alternative to PTEST: andps xmm0, xmm2 / movmskps / test / jz
So in this case we don't need PTEST
's CF
result after all. We do when using PCMPEQD
, because it doesn't have an inverse (the way cmpunordps
has cmpordps
).
9 fused-domain uops for Intel SnB-family CPUs. (7 with AVX: use non-destructive 3-operand instructions to avoid the movaps
.) However, pre-Skylake SnB-family CPUs can only run cmpps
on p1, so this bottlenecks on the FP-add unit if throughput is a concern. Skylake runs cmpps
on p0/p1.
andps
has a shorter encoding than pand
, and Intel CPUs from Nehalem to Broadwell can only run it on port5. That may be desirable to prevent it from stealing a p0 or p1 cycle from surrounding FP code. Otherwise pandn
is probably a better choice. On AMD BD-family, andnps
runs in the ivec domain anyway, so you don't avoid the bypass delay between int and FP vectors (which you might otherwise expect to manage if you use movmskps
instead of ptest
, in this version that only uses cmpps
, not pcmpeqd
). Also note that instruction ordering is chosen for human readability here. Putting the FP compare(A,B) earlier, before the ANDPS
, might help the CPU get started on that a cycle sooner.
If one operand is reused, it should be possible to reuse its self-NaN-finding result. The new operand still needs its self-NaN check, and a compare against the reused operand, so we only save one movaps
/cmpps
.
If the vectors are in memory, at least one of them needs to be loaded with a separate load insn. The other one can just be referenced twice from memory. This sucks if it's unaligned or the addressing mode can't micro-fuse, but could be useful. If one of the operands to vcmpps
is a vector known to not have any NaNs (e.g. a zeroed register), vcmpunord_qps xmm2, xmm15, [rsi]
will find NaNs in [rsi]
.
If we don't want to use PTEST
, we can get the same result by using the opposite comparisons, but combining them with the opposite logical operator (AND vs. OR).
; inputs in xmm0, xmm1
movaps xmm2, xmm0
cmpunordps xmm2, xmm2 ; find NaNs in A (-1:NaN 0:anything else)
movaps xmm3, xmm1
cmpunordps xmm3, xmm3 ; find NaNs in B
andps xmm2, xmm3 ; xmm2 = (-1:both NaN 0:anything else)
; now in the same boat as before: xmm2 is set for elements we want to consider equal, even though they're not IEEE equal
cmpeqps xmm0, xmm1 ; -1:ieee_equal 0:unordered or unequal
; xmm0 xmm2
; -1 0 -> equal (ieee_equal)
; -1 -1 -> equal (ieee_equal and both NaN (impossible))
; 0 0 -> unequal (neither)
; 0 -1 -> equal (both NaN)
orps xmm0, xmm2 ; 0: unequal. -1:reflexive_equal
movmskps eax, xmm0
test eax, eax
jnz equal_reflexive
Other ideas: unfinished, non-viable, broken, or worse-than-the-above
The all-ones result of a true comparison is an encoding of NaN
. (Try it out. Perhaps we can avoid using POR
or PAND
to combine results from cmpps
on each operand separately?
; inputs in A:xmm0 B:xmm1
movaps xmm2, xmm0
cmpordps xmm2, xmm2 ; find NaNs in A. (0: NaN. -1: anything else). Same as cmpeqps since src and dest are the same.
; cmpunordps wouldn't be useful: NaN stays NaN, while other values are zeroed. (This could be useful if ORPS didn't exist)
; integer -1 (all-ones) is a NaN encoding, but all-zeros is 0.0
cmpunordps xmm2, xmm1
; A:NaN B:0 -> 0 unord 0 -> false
; A:0 B:NaN -> NaN unord NaN -> true
; A:0 B:0 -> NaN unord 0 -> true
; A:NaN B:NaN -> 0 unord NaN -> true
; Desired: 0 where A and B are both NaN.
cmpordps xmm2, xmm1
just flips the final result for each case, with the "odd-man-out" still on the 1st row.
We can only get the result we want (true iff A and B are both NaN) if both inputs are inverted (NaN -> non-NaN and vice versa). This means we could use this idea for cmpordps
as a replacement for pand
after doing cmpordps self,self
on both A and B. This isn't useful: even if we have AVX but not AVX2, we can use vandps
and vandnps
(and vmovmskps
since vptest
is AVX2 only). Bitwise booleans are only single-cycle latency, and don't tie up the vector-FP-add execution port(s) which is already a bottleneck for this code.
VFIXUPIMMPS
I spent a while with the manual grokking its operation.
It can modify a destination element if a source element is NaN, but that can't be conditional on anything about the dest element.
I was hoping I could think of a way to vcmpneqps
and then fixup that result, once with each source operand (to elide the boolean instructions that combine the results of 3 vcmpps
instructions). I'm now fairly sure that's impossible, because knowing that one operand is NaN isn't enough by itself make a change to the IEEE_equal(A,B)
result.
I think the only way we could use vfixupimmps
is for detecting NaNs in each source operand separately, like vcmpunord_qps
but worse. Or as a
really stupid replacement for andps
, detecting either 0 or all-ones(NaN) in the mask results of previous compares.
AVX512 mask registers
Using AVX512 mask registers could help combine the results of compares. Most AVX512 compare instructions put the result into a mask register instead of a mask vector in a vector reg, so we actually have to do things this way if we want to operate in 512b chunks.
VFPCLASSPS k2 {k1}, xmm2, imm8
writes to a mask register, optionally masked by a different mask register. By setting only the QNaN and SNaN bits of the imm8, we can get a mask of where there are NaNs in a vector. By setting all the other bits, we can get the inverse.
By using the mask from A as a zero-mask for the vfpclassps
on B, we can find the both-NaN positions with only 2 instructions, instead of the usual cmp/cmp/combine. So we save an or
or andn
instruction. Incidentally, I wonder why there's no OR-NOT operation. Probably it comes up even less often than AND-NOT, or they just didn't want porn
in the instruction set.
Neither yasm nor nasm can assemble this, so I'm not even sure if I have the syntax correct!
; I think this works
; 0x81 = CLASS_QNAN|CLASS_SNAN (first and last bits of the imm8)
VFPCLASSPS k1, zmm0, 0x81 ; k1 = 1:NaN in A. 0:non-NaN
VFPCLASSPS k2{k1}, zmm1, 0x81 ; k2 = 1:NaNs in BOTH
;; where A doesn't have a NaN, k2 will be zero because of the zeromask
;; where B doesn't have a NaN, k2 will be zero because that's the FPCLASS result
;; so k2 is like the bitwise-equal result from pcmpeqd: it's an override for ieee_equal
vcmpNEQ_UQps k3, zmm0, zmm1
;; k3= 0 only where IEEE equal (because of cmpneqps normal operation)
; k2 k3 ; same logic table as the pcmpeqd bitwise-NaN version
; 0 0 -> equal (ieee equal)
; 0 1 -> unequal (neither)
; 1 0 -> equal (ieee equal and both-NaN (impossible))
; 1 1 -> equal (both NaN)
; not(k2) AND k3 is true only when the element is unequal (bitwise and ieee)
KTESTW k2, k3 ; same as PTEST: set CF from 0 == (NOT(k2) AND k2)
jc .reflexive_equal
We could reuse the same mask register as both zeromask and destination for the 2nd vfpclassps
insn, but I used different registers in case I wanted to distinguish between them in a comment. This code needs a minimum of two mask registers, but no extra vector registers. We could also use k0
instead of k3
as the destination for vcmpps
, since we don't need to use it as a predicate, only as a dest and src. (k0
is the register that can't be used as a predicate, because that encoding means instead means "no masking".)
I'm not sure we could create a single mask with the reflexive_equal
result for each element, without a k...
instruction to combine two masks at some point (e.g. kandnw
instead of ktestw
). Masks only work as zero-masks, not one-masks that can force a result to one, so combining the vfpclassps
results only works as an AND. So I think we're stuck with 1-means-both-NaN, which is the wrong sense for using it as a zeromask with vcmpps
. Doing vcmpps
first, and then using the mask register as destination and predicate for vfpclassps
, doesn't help either. Merge-masking instead of zero-masking would do the trick, but isn't available when writing to a mask register.
;;; Demonstrate that it's hard (probably impossible) to avoid using any k... instructions
vcmpneq_uqps k1, zmm0, zmm1 ; 0:ieee equal 1:unequal or unordered
vfpclassps k2{k1}, zmm0, 0x81 ; 0:ieee equal or A is NaN. 1:unequal
vfpclassps k2{k2}, zmm1, 0x81 ; 0:ieee equal | A is NaN | B is NaN. 1:unequal
;; This is just a slow way to do vcmpneq_Oqps: ordered and unequal.
vfpclassps k3{k1}, zmm0, ~0x81 ; 0:ieee equal or A is not NaN. 1:unequal and A is NaN
vfpclassps k3{k3}, zmm1, ~0x81 ; 0:ieee equal | A is not NaN | B is not NaN. 1:unequal & A is NaN & B is NaN
;; nope, mixes the conditions the wrong way.
;; The bits that remain set don't have any information from vcmpneqps left: both-NaN is always ieee-unequal.
If ktest
ends up being 2 uops like ptest
, and can't macro-fuse, then kmov eax, k2
/ test-and-branch will probably be cheaper than ktest k1,k2
/ jcc. Hopefully it will only be one uop, since mask registers are more like integer registers, and can be designed from the start to be interally "close" to the flags. ptest
was only added in SSE4.1, after many generations of designs with no interaction between vectors and EFLAGS
.
kmov
does set you up for popcnt, bsf or bsr, though. (bsf
/jcc
doesn't macro-fuse, so in a search loop you're probably still going to want to test/jcc and only bsf when a non-zero is found. The extra byte to encode tzcnt doesn't buy you anything unless you're doing something branchless, because bsf
still sets ZF on a zero input, even though the dest register is undefined. lzcnt
gives 32 - bsr
, though, so it can be useful even when you know the input is non-zero.)
We can also use vcmpEQps
and combine our results differently:
VFPCLASSPS k1, zmm0, 0x81 ; k1 = set where there are NaNs in A
VFPCLASSPS k2{k1}, zmm1, 0x81 ; k2 = set where there are NaNs in BOTH
;; where A doesn't have a NaN, k2 will be zero because of the zeromask
;; where B doesn't have a NaN, k2 will be zero because that's the FPCLASS result
vcmpEQ_OQps k3, zmm0, zmm1
;; k3= 1 only where IEEE equal and ordered (cmpeqps normal operation)
; k3 k2
; 1 0 -> equal (ieee equal)
; 1 1 -> equal (ieee equal and both-NaN (impossible))
; 0 0 -> unequal (neither)
; 0 1 -> equal (both NaN)
KORTESTW k3, k2 ; CF = set iff k3|k2 is all-ones.
jc .reflexive_equal
This way only works when there's a size of kortest
that exactly matches the number of elements in our vectors. e.g. a 256b vector of double-precision elements only has 4 elements, but kortestb
still sets CF according to the low 8 bits of the input mask registers.
Using only integer ops
Other than NaN, +/-0 is the only time when IEEE_equal is different from bitwise_equal. (Unless I'm missing something. Double-check this assumption before using!) +0
and -0
have all their bits zero, except that -0
has the sign bit set (the MSB).
If we ignore different NaN encodings, then bitwise_equal is the result we want, except in the the +/- 0 case. A OR B
will be 0 everywhere except the sign bit iff A and B are +/- 0. A left-shift by one makes it all-zero or not-all-zero for depending on whether or not we need to override the bitwise-equal test.
This uses one more instruction than cmpneqps
, because we're emulating the functionality we need from it with por
/ paddD
. (or pslld
by one, but that's one byte longer. It does run on a different port than pcmpeq
, but you need to consider the the port distribution of the surrounding code to factor that into the decision.)
This algorithm might be useful on different SIMD architectures that don't provide the same vector FP tests for detecting NaN.
;inputs in xmm0:A xmm1:B
movaps xmm2, xmm0
pcmpeqd xmm2, xmm1 ; xmm2=bitwise_equal. (0:unequal -1:equal)
por xmm0, xmm1
paddD xmm0, xmm0 ; left-shift by 1 (one byte shorter than pslld xmm0, 1, and can run on more ports).
; xmm0=all-zero only in the +/- 0 case (where A and B are IEEE equal)
; xmm2 xmm0 desired result (0 means "no difference found")
; -1 0 -> 0 ; bitwise equal and +/-0 equal
; -1 non-zero -> 0 ; just bitwise equal
; 0 0 -> 0 ; just +/-0 equal
; 0 non-zero -> non-zero ; neither
ptest xmm2, xmm0 ; CF = ( (not(xmm2) AND xmm0) == 0)
jc reflexive_equal
The latency is lower than the cmpneqps
version above, by one or two cycles.
We're really taking full advantage of PTEST
here: Using its ANDN between two different operands, and using its compare-against-zero of the whole thing. We can't replace it with pandn / movmskps
because we need to check all the bits, not just the sign bit of each element.
I haven't actually tested this, so it might be wrong even if my conclusion that +/-0 is the only time IEEE_equal is different from bitwise_equal (other than NaNs).
Handling non-bitwise-identical NaNs with integer-only ops is probably not worth it. The encoding is so similar to +/-Inf that I can't think of any simple checks that wouldn't take several instructions. Inf has all the exponent bits set, and an all-zero mantissa. NaN has all the exponent bits set, with a non-zero mantissa aka significand (so there are 23 bits of payload). The MSB of the mantissa is interpreted as an is_quiet
flag to distinguish signalling / quiet NaNs. Also see Intel manual vol1, table 4-3 (Floating-Point Number and NaN Encodings
).
If it wasn't for -Inf using the top-9-bits-set encoding, we could check for NaN with an unsigned compare for A > 0x7f800000
. (0x7f800000
is single-precision +Inf). However, note that pcmpgtd
/ pcmpgtq
are signed integer compares. AVX512F VPCMPUD
is an unsigned compare (dest = a mask register).
The OP's idea: !(a<b) && !(b<a)
The OP's suggestion of !(a<b) && !(b<a)
can't work, and neither can any variation of it. You can't tell the difference between one NaN and two NaNs just from two compares with reversed operands. Even mixing predicates can't help: No VCMPPS
predicate differentiates one operand being NaN from both operands being NaN, or depends on whether it's the first or second operand that's NaN. Thus, it's impossible for a combination of them to have that information.
Paul R's solution of comparing a vector with itself does let us detect where there are NaNs and handle them "manually". No combination of results from VCMPPS
between the two operands is sufficient, but using operands other than A
and B
does help. (Either a known-non-NaN vector or same operand twice).
Without the inversion, the bitwise-NaN code finds when at least one element is equal. (There's no inverse for pcmpeqd
, so we can't use different logical operators and still get a test for all-equal):
; inputs in xmm0, xmm1
movaps xmm2, xmm0
cmpeqps xmm2, xmm1 ; -1:ieee_equal. EQ_OQ predicate in the expanded notation for VEX encoding
pcmpeqd xmm0, xmm1 ; -1:bitwise equal
orps xmm0, xmm2
; xmm0 = -1:(where an element is bitwise or ieee equal) 0:elsewhere
movmskps eax, xmm0
test eax, eax
jnz at_least_one_equal
; else all different
PTEST
isn't useful this way, since combining with OR is the only useful thing.
// UNFINISHED start of an idea
bitdiff = _mm_xor_si128(A, B);
signbitdiff = _mm_srai_epi32(bitdiff, 31); // broadcast the diff in sign bit to the whole vector
signbitdiff = _mm_srli_epi32(bitdiff, 1); // zero the sign bit
something = _mm_and_si128(bitdiff, signbitdiff);