use std::{ffi::c_void, ptr::NonNull, sync::Arc};
use cudarc::driver::CudaStream;
use super::super::{
driver::{Context, Stream},
memory::{DeviceBuffer, ensure_stream},
};
use crate::{Error, Result};
mod paired;
pub use paired::PairedVariableGroupedFp4Plan;
unsafe extern "C" {
fn mircuda_variable_grouped_fp4_create(
groups: i32,
matrices: i32,
max_m: i32,
n: i32,
k: i32,
stream: *mut c_void,
output: *mut *mut c_void,
) -> i32;
fn mircuda_variable_grouped_fp4_execute(
plan: *mut c_void,
stream: *mut c_void,
a: *const c_void,
a_scales: *const c_void,
b: *const c_void,
b_scales: *const c_void,
alphas: *const c_void,
indices: *const u32,
rows: *const u32,
offsets: *const u32,
c: *mut c_void,
) -> i32;
fn mircuda_variable_grouped_fp4_destroy(plan: *mut c_void);
}
#[derive(Clone, Copy, Debug, Eq, PartialEq)]
pub struct VariableGroupedFp4Spec {
pub groups: usize,
pub matrices: usize,
pub max_m: usize,
pub n: usize,
pub k: usize,
pub capacity_rows: usize,
}
#[derive(Debug)]
pub struct VariableGroupedFp4Plan {
raw: NonNull<c_void>,
stream: Arc<CudaStream>,
spec: VariableGroupedFp4Spec,
}
unsafe impl Send for VariableGroupedFp4Plan {}
impl Context {
pub fn create_variable_grouped_fp4_plan(
&self,
stream: &Stream,
spec: VariableGroupedFp4Spec,
) -> Result<VariableGroupedFp4Plan> {
if !Arc::ptr_eq(&self.inner, stream.inner.context()) {
return Err(Error::ContextMismatch);
}
self.inner.bind_to_thread()?;
let mut raw = std::ptr::null_mut();
let status = unsafe {
mircuda_variable_grouped_fp4_create(
i32::try_from(spec.groups)?,
i32::try_from(spec.matrices)?,
i32::try_from(spec.max_m)?,
i32::try_from(spec.n)?,
i32::try_from(spec.k)?,
stream.inner.cu_stream().cast(),
&raw mut raw,
)
};
check(status)?;
Ok(VariableGroupedFp4Plan {
raw: NonNull::new(raw).ok_or(Error::NullAllocation)?,
stream: stream.inner.clone(),
spec,
})
}
}
impl VariableGroupedFp4Plan {
#[allow(clippy::too_many_arguments)]
pub fn execute(
&mut self,
stream: &Stream,
a: &DeviceBuffer,
a_scales: &DeviceBuffer,
b: &DeviceBuffer,
b_scales: &DeviceBuffer,
alphas: &DeviceBuffer,
indices: &DeviceBuffer,
rows: &DeviceBuffer,
offsets: &DeviceBuffer,
c: &DeviceBuffer,
) -> Result<()> {
self.stream.context().bind_to_thread()?;
if !Arc::ptr_eq(&self.stream, &stream.inner) {
return Err(Error::StreamMismatch);
}
for buffer in [a, a_scales, b, b_scales, alphas, indices, rows, offsets, c] {
ensure_stream(buffer, stream)?;
}
validate_sizes(self.spec, a, a_scales, b, b_scales, alphas, indices, rows, offsets, c)?;
let status = unsafe {
mircuda_variable_grouped_fp4_execute(
self.raw.as_ptr(),
stream.inner.cu_stream().cast(),
a.pointer() as *const c_void,
a_scales.pointer() as *const c_void,
b.pointer() as *const c_void,
b_scales.pointer() as *const c_void,
alphas.pointer() as *const c_void,
indices.pointer() as *const u32,
rows.pointer() as *const u32,
offsets.pointer() as *const u32,
c.pointer() as *mut c_void,
)
};
check(status)
}
}
impl Drop for VariableGroupedFp4Plan {
fn drop(&mut self) {
self.stream.context().record_err(self.stream.context().bind_to_thread());
unsafe { mircuda_variable_grouped_fp4_destroy(self.raw.as_ptr()) };
}
}
#[allow(clippy::too_many_arguments)]
pub(super) fn validate_sizes(
spec: VariableGroupedFp4Spec,
a: &DeviceBuffer,
a_scales: &DeviceBuffer,
b: &DeviceBuffer,
b_scales: &DeviceBuffer,
alphas: &DeviceBuffer,
indices: &DeviceBuffer,
rows: &DeviceBuffer,
offsets: &DeviceBuffer,
c: &DeviceBuffer,
) -> Result<()> {
let a_scales_bytes = scale_bytes(spec.max_m, spec.k)?
.checked_mul(spec.groups)
.ok_or(Error::InvalidMatmulBuffer)?;
let b_scales_bytes = scale_bytes(spec.n, spec.k)?
.checked_mul(spec.matrices)
.ok_or(Error::InvalidMatmulBuffer)?;
let metadata_bytes =
spec.groups.checked_mul(size_of::<u32>()).ok_or(Error::InvalidMatmulBuffer)?;
let expected = [
packed_bytes(spec.capacity_rows, spec.k)?,
a_scales_bytes,
packed_bytes(product(spec.matrices, spec.n)?, spec.k)?,
b_scales_bytes,
product(spec.matrices, size_of::<f32>())?,
metadata_bytes,
metadata_bytes,
metadata_bytes,
product(product(spec.capacity_rows, spec.n)?, size_of::<u16>())?,
];
let actual = [
a.bytes(),
a_scales.bytes(),
b.bytes(),
b_scales.bytes(),
alphas.bytes(),
indices.bytes(),
rows.bytes(),
offsets.bytes(),
c.bytes(),
];
if expected == actual {
Ok(())
} else {
Err(Error::InvalidMatmulBuffer)
}
}
fn packed_bytes(rows: usize, k: usize) -> Result<usize> {
rows.checked_mul(k / 2).ok_or(Error::InvalidMatmulBuffer)
}
fn product(left: usize, right: usize) -> Result<usize> {
left.checked_mul(right).ok_or(Error::InvalidMatmulBuffer)
}
fn scale_bytes(rows: usize, k: usize) -> Result<usize> {
rows.div_ceil(128)
.checked_mul(k.div_ceil(64))
.and_then(|tiles| tiles.checked_mul(512))
.ok_or(Error::InvalidMatmulBuffer)
}
pub(super) const fn check(status: i32) -> Result<()> {
if status == 0 {
Ok(())
} else {
Err(Error::Cutlass(status))
}
}