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Add an erf based gelu op (#900)
* Erf based gelu. * Add the erf backed gelu. * Test the new gelu op (which is not gelu_new).
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@ -58,6 +58,7 @@ pub enum UnaryOp {
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Sqr,
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Sqrt,
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Gelu,
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GeluErf,
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Relu,
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Tanh,
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}
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@ -325,6 +326,7 @@ pub(crate) struct Recip;
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pub(crate) struct Sqr;
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pub(crate) struct Sqrt;
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pub(crate) struct Gelu;
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pub(crate) struct GeluErf;
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pub(crate) struct Relu;
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pub(crate) struct Tanh;
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@ -621,6 +623,40 @@ impl UnaryOpT for Gelu {
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}
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}
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impl UnaryOpT for GeluErf {
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const NAME: &'static str = "gelu_erf";
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const KERNEL: &'static str = "ugelu_erf";
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const V: Self = GeluErf;
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#[inline(always)]
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fn bf16(v: bf16) -> bf16 {
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bf16::from_f64(Self::f64(v.to_f64()))
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}
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#[inline(always)]
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fn f16(v: f16) -> f16 {
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f16::from_f64(Self::f64(v.to_f64()))
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}
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#[inline(always)]
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fn f32(v: f32) -> f32 {
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Self::f64(v as f64) as f32
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}
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#[inline(always)]
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fn f64(v: f64) -> f64 {
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(crate::cpu::erf::erf(v / 2f64.sqrt()) + 1.) * 0.5 * v
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}
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#[inline(always)]
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fn u8(_: u8) -> u8 {
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0
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}
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#[inline(always)]
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fn u32(_: u32) -> u32 {
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0
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}
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#[inline(always)]
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fn i64(_: i64) -> i64 {
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0
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}
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}
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impl UnaryOpT for Relu {
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const NAME: &'static str = "relu";
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const KERNEL: &'static str = "urelu";
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