adding implicit gemm v4 (nchw, kcyx)

This commit is contained in:
Chao Liu
2019-05-30 00:07:39 -05:00
parent 8c385cf5cf
commit 0a2657312e
16 changed files with 747 additions and 27 deletions

View File

@@ -40,6 +40,14 @@ struct ConstantTensorDescriptor
#endif
}
__host__ __device__ static constexpr auto GetOriginalTensorDescriptor() { return Type{}; }
template <index_t IDim>
__host__ __device__ static constexpr auto GetContainedOriginalDimensions(Number<IDim>)
{
return Sequence<IDim>{};
}
__host__ __device__ static constexpr index_t GetNumOfDimension() { return nDim; }
__host__ __device__ static constexpr auto GetLengths() { return Lengths{}; }
@@ -66,6 +74,19 @@ struct ConstantTensorDescriptor
return MemoryRanks{}.Get(Number<I>{});
}
__host__ __device__ static constexpr bool AreStridesNonAscending()
{
bool flag = true;
static_for<0, nDim - 1, 1>{}([&](auto IDim) {
constexpr auto IDim_p1 = Number<IDim.Get() + 1>{};
flag = flag && (GetLength(IDim) >= GetLength(IDim_p1));
});
return flag;
}
template <class T>
__host__ __device__ static constexpr bool ContainMultipleOriginalDimensions(T)
{
@@ -167,6 +188,46 @@ struct ConstantTensorDescriptor
return multi_id;
}
__host__ __device__ static auto
GetOriginalMultiIndexFromMultiIndex(Array<index_t, nDim> multi_id)
{
return multi_id;
}
// This function doesn't do carry check on the highest dimension, for performance reason.
// It is the user's responsibility to make sure the result "new_mutli_id" is not out-of-bound
// on the highest dimension
__host__ __device__ static Array<index_t, nDim>
UpdateMultiIndexGivenStepSizeOf1dIndex(Array<index_t, nDim> old_multi_id,
index_t step_size_of_1d_index)
{
auto new_multi_id = old_multi_id + GetMultiIndexFrom1dIndex(step_size_of_1d_index);
bool carry = false;
// do carry check in reversed order, starting from lowest dimension
// don't check the highest dimension
static_for<0, nDim - 1, 1>{}([&](auto IDimReverse) {
constexpr index_t idim = nDim - 1 - IDimReverse.Get();
constexpr auto IDim = Number<idim>{};
if(carry)
{
++new_multi_id[idim];
}
carry = false;
if(new_multi_id[idim] >= GetLength(IDim))
{
new_multi_id[idim] -= GetLength(IDim);
carry = true;
}
});
return new_multi_id;
}
// WRONG! Ranks is broken
template <index_t... IDims>
__host__ __device__ static constexpr auto Extract(Number<IDims>... extract_dims)
@@ -193,6 +254,19 @@ struct ConstantTensorDescriptor
return Extract(Number<IDims>{}...);
}
template <class... Ts>
__host__ __device__ static constexpr auto Inject(ConstantTensorDescriptor<Ts...>)
{
using leaf_tensor = ConstantTensorDescriptor<Ts...>;
// memory rank is broken
// TODO: remove memory rank info from tensor descritpor
return ConstantTensorDescriptor<decltype(GetLengths().Append(leaf_tensor::GetLengths())),
decltype(GetStrides().Append(leaf_tensor::GetStrides())),
decltype(GetMemoryRanks().Append(
leaf_tensor::GetMemoryRanks()))>{};
}
template <index_t IDim, index_t SliceLen>
__host__ __device__ static constexpr auto Slice(Number<IDim>, Number<SliceLen>)
{