Allow per-column bias in EpilogueTensorBroadcast (#1275)

* Allow per-column bias in EpilogueTensorBroadcast

EpilogueTensorBroadcast only supports per-row vector broadcast, because
the bias stride is hardcoded.

It can easily support both if the bias stride is made conditional, and
the original behavior is maintained by defaulting to per-row.

* Add unit test for EpilogueTensorBroadcast with per-col bias

---------

Co-authored-by: Ali Hassani <ahassanijr@gmail.com>
Co-authored-by: Ali Hassani <ali@hippoml.com>
This commit is contained in:
Ali Hassani
2024-01-04 12:48:31 -05:00
committed by GitHub
parent c9591a694d
commit d4be5ab5d7
4 changed files with 71 additions and 9 deletions

View File

@ -69,7 +69,8 @@ template <
class StrideC_,
class StrideD_,
class ThreadEpilogueOp_,
class EpilogueSchedule_
class EpilogueSchedule_,
bool PerColumnBias_ = false
>
class EpilogueTensorBroadcast {
public:
@ -101,6 +102,9 @@ public:
static constexpr bool IsBinaryOp1Enabled = ThreadEpilogueOp::IsBinaryOp1Enabled;
static constexpr bool IsUnaryOpEnabled = ThreadEpilogueOp::IsUnaryOpEnabled;
static constexpr bool PerColumnBias = PerColumnBias_;
using BiasStride = typename cute::conditional_t<PerColumnBias, Stride<_0, _1, _0>, Stride<_1, _0, _0>>;
struct SharedStorage { };
// Host side epilogue arguments
@ -194,7 +198,7 @@ public:
auto stride_c = detail::get_epilogue_stride<EpilogueSchedule>(params.dC);
auto stride_d = detail::get_epilogue_stride<EpilogueSchedule>(params.dD);
auto stride_bias = detail::get_epilogue_stride<EpilogueSchedule>(Stride<_1, _0, _0>{});
auto stride_bias = detail::get_epilogue_stride<EpilogueSchedule>(BiasStride{});
// Represent the full output tensor
Tensor mC0_mnl = make_tensor(make_gmem_ptr(params.ptr_C0), make_shape(M,N,L), stride_c); // (m,n,l)