use crate::{DType, Result, Tensor, WithDType};
use float8::F8E4M3 as f8e4m3;
use half::{bf16, f16};
#[derive(Debug, Clone, Copy, PartialEq)]
pub enum Scalar {
U8(u8),
U32(u32),
I16(i16),
I32(i32),
I64(i64),
BF16(bf16),
F16(f16),
F32(f32),
F64(f64),
F8E4M3(f8e4m3),
}
impl<T: WithDType> From<T> for Scalar {
fn from(value: T) -> Self {
value.to_scalar()
}
}
impl Scalar {
pub fn zero(dtype: DType) -> Self {
match dtype {
DType::U8 => Scalar::U8(0),
DType::U32 => Scalar::U32(0),
DType::I16 => Scalar::I16(0),
DType::I32 => Scalar::I32(0),
DType::I64 => Scalar::I64(0),
DType::BF16 => Scalar::BF16(bf16::ZERO),
DType::F16 => Scalar::F16(f16::ZERO),
DType::F32 => Scalar::F32(0.0),
DType::F64 => Scalar::F64(0.0),
DType::F8E4M3 => Scalar::F8E4M3(f8e4m3::ZERO),
DType::F6E2M3 | DType::F6E3M2 | DType::F4 | DType::F8E8M0 => {
panic!("Cannot create zero scalar for dummy type {dtype:?}")
}
}
}
pub fn one(dtype: DType) -> Self {
match dtype {
DType::U8 => Scalar::U8(1),
DType::U32 => Scalar::U32(1),
DType::I16 => Scalar::I16(1),
DType::I32 => Scalar::I32(1),
DType::I64 => Scalar::I64(1),
DType::BF16 => Scalar::BF16(bf16::ONE),
DType::F16 => Scalar::F16(f16::ONE),
DType::F32 => Scalar::F32(1.0),
DType::F64 => Scalar::F64(1.0),
DType::F8E4M3 => Scalar::F8E4M3(f8e4m3::ONE),
DType::F6E2M3 | DType::F6E3M2 | DType::F4 | DType::F8E8M0 => {
panic!("Cannot create one scalar for dummy type {dtype:?}")
}
}
}
pub fn dtype(&self) -> DType {
match self {
Scalar::U8(_) => DType::U8,
Scalar::U32(_) => DType::U32,
Scalar::I16(_) => DType::I16,
Scalar::I32(_) => DType::I32,
Scalar::I64(_) => DType::I64,
Scalar::BF16(_) => DType::BF16,
Scalar::F16(_) => DType::F16,
Scalar::F32(_) => DType::F32,
Scalar::F64(_) => DType::F64,
Scalar::F8E4M3(_) => DType::F8E4M3,
}
}
pub fn to_f64(&self) -> f64 {
match self {
Scalar::U8(v) => *v as f64,
Scalar::U32(v) => *v as f64,
Scalar::I16(v) => *v as f64,
Scalar::I32(v) => *v as f64,
Scalar::I64(v) => *v as f64,
Scalar::BF16(v) => v.to_f64(),
Scalar::F16(v) => v.to_f64(),
Scalar::F32(v) => *v as f64,
Scalar::F64(v) => *v,
Scalar::F8E4M3(v) => v.to_f64(),
}
}
}
pub enum TensorScalar {
Tensor(Tensor),
Scalar(Tensor),
}
pub trait TensorOrScalar {
fn to_tensor_scalar(self) -> Result<TensorScalar>;
}
impl TensorOrScalar for &Tensor {
fn to_tensor_scalar(self) -> Result<TensorScalar> {
Ok(TensorScalar::Tensor(self.clone()))
}
}
impl<T: WithDType> TensorOrScalar for T {
fn to_tensor_scalar(self) -> Result<TensorScalar> {
let scalar = Tensor::new(self, &crate::Device::Cpu)?;
Ok(TensorScalar::Scalar(scalar))
}
}