Files
mlx/mlx/backend/cuda/quantized/cuda_fp4.h
Awni Hannun ec72b44417 Add quantize/dequantize for mxfp8 and nvfp4 (#2688)
* Add quantize/dequantize slow path for mxfp8 and nvfp4

* fast cuda kernel for mx/nv quantization

* fallback for cuda < 12.8 (#2697)

* format (#2700)

* fix (#2701)

* metal kernels

* docs

* fix jit

* add default bits and group sizes

* improve quant docs

* fix output type of mxfp4 matmuls
2025-10-28 16:23:12 -07:00

84 lines
1.5 KiB
C++

#pragma once
struct __nv_fp8_e8m0 {
__device__ __nv_fp8_e8m0(float x) {
if (!std::isfinite(x)) {
__x = 0xFF;
return;
}
if (x < 0.0f) {
__x = 0x00;
return;
}
float le = std::log2f(x);
int n = static_cast<int>(std::nearbyintf(le));
n = n < -127 ? -127 : n;
n = n > 127 ? 127 : n;
__x = static_cast<uint8_t>(n + 127);
}
__device__ operator float() {
if (__x == 0xFF) {
return std::numeric_limits<float>::quiet_NaN();
}
return std::ldexp(1.0f, static_cast<int>(__x) - 127);
}
uint8_t __x{0};
};
struct __nv_fp4_e2m1 {
__device__ __nv_fp4_e2m1(float x) {
if (std::isnan(x)) {
__x = 0x7;
return;
}
const uint8_t sign_bit = (std::signbit(x)) ? 0x8 : 0x0;
x = std::abs(x);
if (x > 5.0f) {
__x = 0x7;
} else if (x >= 3.5f) {
__x = 0x6;
} else if (x > 2.5f) {
__x = 0x5;
} else if (x >= 1.75f) {
__x = 0x4;
} else if (x > 1.25f) {
__x = 0x3;
} else if (x >= 0.75f) {
__x = 0x2;
} else if (x > 0.25f) {
__x = 0x1;
} else {
__x = 0x0;
}
__x |= sign_bit;
}
__device__ operator float() {
static const float LUT[16] = {
0.0f,
0.5f,
1.0f,
1.5f,
2.0f,
3.0f,
4.0f,
6.0f,
-0.0f,
-0.5f,
-1.0f,
-1.5f,
-2.0f,
-3.0f,
-4.0f,
-6.0f};
return LUT[__x];
}
uint8_t __x{0};
};