[MLIR][KernelGen] Add cosh kernels and tests
Allow for relative tolerance in unary kernel tests. In case of the cosh kernels, this allows to accept an observed difference of 5.6e-8 between the kernel and the `std::cosh` reference (32829984.568665262 vs. 32829984.568665318) in one of the test cases. PiperOrigin-RevId: 351983698
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@ -398,6 +398,19 @@ def HLOClient_ConjOp : HLOClient_UnaryElementwiseOp<"conj", [],
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}];
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}];
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}
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}
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def HLOClient_CoshOp : HLOClient_UnaryElementwiseOp<"cosh", [],
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HLO_FpOrComplexTensor> {
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let summary = "Cosh operator";
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let description = [{
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Returns `Cosh(operand)` element-wise.
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$$
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\cosh(x) = (e^x + e^-x) / 2
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$$
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}];
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}
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def HLOClient_SinhOp : HLOClient_UnaryElementwiseOp<"sinh", [],
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def HLOClient_SinhOp : HLOClient_UnaryElementwiseOp<"sinh", [],
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HLO_FpOrComplexTensor> {
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HLO_FpOrComplexTensor> {
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let summary = "Sinh operation";
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let summary = "Sinh operation";
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@ -62,7 +62,7 @@ def : Pat<(HLOClient_AcosOp NonComplexElementType:$input),
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// Expand asin to MHLO dialect as follows:
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// Expand asin to MHLO dialect as follows:
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// asin(x) = 2 * atan(x / (1 + sqrt(1 - x^2)))
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// asin(x) = 2 * atan(x / (1 + sqrt(1 - x^2)))
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def : Pat<(HLOClient_AsinOp $input),
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def : Pat<(HLOClient_AsinOp NonComplexElementType:$input),
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(HLO_MulOp
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(HLO_MulOp
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(HLO_ConstantLike<"2"> $input),
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(HLO_ConstantLike<"2"> $input),
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(HLO_Atan2Op
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(HLO_Atan2Op
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@ -92,6 +92,36 @@ def : Pat<(HLOClient_AtanOp $input),
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def : Pat<(HLOClient_ConjOp $v),
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def : Pat<(HLOClient_ConjOp $v),
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(HLO_ComplexOp (HLO_RealOp $v), (HLO_NegOp (HLO_ImagOp $v)))>;
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(HLO_ComplexOp (HLO_RealOp $v), (HLO_NegOp (HLO_ImagOp $v)))>;
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// Express `cosh` as
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// cosh(x) = (e^x + e^-x) / 2
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// = e^(x + log(1/2)) + e^(-x + log(1/2))
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//
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// The second formulation avoids overflowing when e^x = inf but (e^x)/2 is not.
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//
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// This incorrectly overflows to inf for two f32 input values, namely
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// +/-89.4159851, due to rounding error when computing x +/- log(1/2). The
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// correct answer of 3.40281961e+38 (0x7f7fffec) is very close to max-float, so
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// we deem this acceptable.
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def : Pat<(HLOClient_CoshOp NonComplexElementType:$input),
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(HLO_AddOp
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(HLO_ExpOp
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(HLO_AddOp
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$input,
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(HLO_LogOp
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(HLO_ConstantLike<"0.5"> $input)
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)
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)
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),
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(HLO_ExpOp
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(HLO_AddOp
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(HLO_NegOp $input),
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(HLO_LogOp
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(HLO_ConstantLike<"0.5"> $input)
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)
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)
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)
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)>;
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// Express `sinh` as
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// Express `sinh` as
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// sinh(x) = (e^x - e^-x) / 2 if |x| < 1
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// sinh(x) = (e^x - e^-x) / 2 if |x| < 1
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// = e^(x + log(1/2)) - e^(-x + log(1/2)) otherwise.
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// = e^(x + log(1/2)) - e^(-x + log(1/2)) otherwise.
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@ -136,7 +166,7 @@ def : Pat<(HLOClient_SinhOp NonComplexElementType:$input),
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// Express tan in MHLO dialect as
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// Express tan in MHLO dialect as
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// tan(x) = sin(x) / cos(x).
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// tan(x) = sin(x) / cos(x).
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def : Pat<(HLOClient_TanOp $input),
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def : Pat<(HLOClient_TanOp NonComplexElementType:$input),
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(HLO_DivOp
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(HLO_DivOp
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(HLO_SinOp $input),
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(HLO_SinOp $input),
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(HLO_CosOp $input)
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(HLO_CosOp $input)
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@ -50,9 +50,9 @@ namespace {
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sep fn(ShiftRightLogicalOp) sep fn(SubOp) sep fn(XorOp)
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sep fn(ShiftRightLogicalOp) sep fn(SubOp) sep fn(XorOp)
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// TODO(herhut): Generate these out of op definitions.
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// TODO(herhut): Generate these out of op definitions.
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#define MAP_CHLO_OPERATION_CWISE_UNARY(fn, sep) \
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#define MAP_CHLO_OPERATION_CWISE_UNARY(fn, sep) \
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fn(AcosOp) sep fn(AsinOp) sep fn(AtanOp) sep fn(ConjOp) sep fn(ErfOp) \
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fn(AcosOp) sep fn(AsinOp) sep fn(AtanOp) sep fn(ConjOp) sep fn(CoshOp) \
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sep fn(ErfcOp) sep fn(SinhOp) sep fn(TanOp)
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sep fn(ErfOp) sep fn(ErfcOp) sep fn(SinhOp) sep fn(TanOp)
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template <typename OpTy>
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template <typename OpTy>
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inline void AddLegalOpOnRankedTensor(ConversionTarget *target) {
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inline void AddLegalOpOnRankedTensor(ConversionTarget *target) {
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