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Commit c7c514c2 authored by yangzhong's avatar yangzhong
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push 2.0.9 version

parent cf967b1f
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csrc/hip/scatter_hip_hip.hip deleted 100644 → 0
View file @ cf967b1f
#include "hip/hip_runtime.h"
#include "scatter_hip.h"
#include <ATen/hip/HIPContext.h>
#include <ATen/hip/detail/IndexUtils.cuh>
#include <ATen/hip/detail/TensorInfo.cuh>
#include "reducer.cuh"
#include "utils.cuh"
#define THREADS 1024
#define BLOCKS(N) (N + THREADS - 1) / THREADS
template <typename scalar_t, ReductionType REDUCE>
__global__ void
scatter_kernel(const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> index_info,
scalar_t *out_data, int E, int K, int N, int numel) {
int thread_idx = blockIdx.x * blockDim.x + threadIdx.x;
int b = thread_idx / (E * K);
int k = thread_idx % K;
if (thread_idx < numel) {
int offset = at::cuda::detail::IndexToOffset<int64_t, int, -1>::get(
thread_idx, index_info);
int64_t idx = index_info.data[offset];
Reducer<scalar_t, REDUCE>::atomic_write(out_data + b * N * K + idx * K + k,
src_data[thread_idx]);
}
}
template <typename scalar_t>
__global__ void
scatter_arg_kernel(const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> index_info,
const scalar_t *out_data, int64_t *arg_out_data, int E,
int K, int N, int numel) {
int thread_idx = blockIdx.x * blockDim.x + threadIdx.x;
int b = thread_idx / (E * K);
int e = (thread_idx / K) % E;
int k = thread_idx % K;
if (thread_idx < numel) {
int offset = at::cuda::detail::IndexToOffset<int64_t, int, -1>::get(
thread_idx, index_info);
int64_t idx = index_info.data[offset];
if (src_data[thread_idx] == out_data[b * N * K + idx * K + k]) {
arg_out_data[b * N * K + idx * K + k] = e;
}
}
}
std::tuple<torch::Tensor, torch::optional<torch::Tensor>>
scatter_cuda(torch::Tensor src, torch::Tensor index, int64_t dim,
torch::optional<torch::Tensor> optional_out,
torch::optional<int64_t> dim_size, std::string reduce) {
CHECK_CUDA(src);
CHECK_CUDA(index);
if (optional_out.has_value())
CHECK_CUDA(optional_out.value());
hipSetDevice(src.get_device());
CHECK_INPUT(src.dim() == index.dim());
for (auto i = 0; i < index.dim() - 1; i++)
CHECK_INPUT(src.size(i) >= index.size(i));
src = src.contiguous();
torch::Tensor out;
if (optional_out.has_value()) {
out = optional_out.value().contiguous();
for (auto i = 0; i < out.dim(); i++)
if (i != dim)
CHECK_INPUT(src.size(i) == out.size(i));
} else {
auto sizes = src.sizes().vec();
if (dim_size.has_value())
sizes[dim] = dim_size.value();
else if (index.numel() == 0)
sizes[dim] = 0;
else {
sizes[dim] = 1 + index.max().cpu().data_ptr<int64_t>()[0];
}
out = torch::empty(sizes, src.options());
}
torch::optional<torch::Tensor> arg_out = torch::nullopt;
int64_t *arg_out_data = nullptr;
if (reduce2REDUCE.at(reduce) == MIN || reduce2REDUCE.at(reduce) == MAX) {
arg_out = torch::full_like(out, src.size(dim), index.options());
arg_out_data = arg_out.value().data_ptr<int64_t>();
}
if (src.numel() == 0) {
if (!optional_out.has_value())
out.fill_(0);
return std::make_tuple(out, arg_out);
}
auto B = 1;
for (auto i = 0; i < dim; i++)
B *= src.size(i);
auto E = src.size(dim);
auto K = src.numel() / (B * E);
auto N = out.size(dim);
auto index_info = at::cuda::detail::getTensorInfo<int64_t, int>(index);
auto stream = at::hip::getCurrentHIPStreamMasqueradingAsCUDA();
AT_DISPATCH_ALL_TYPES_AND(at::ScalarType::Half, src.scalar_type(), "_", [&] {
auto src_data = src.data_ptr<scalar_t>();
auto out_data = out.data_ptr<scalar_t>();
AT_DISPATCH_REDUCTION_TYPES(reduce, [&] {
if (!optional_out.has_value())
out.fill_(Reducer<scalar_t, REDUCE>::init());
hipLaunchKernelGGL(( scatter_kernel<scalar_t, REDUCE>)
, dim3(BLOCKS(src.numel())), dim3(THREADS), 0, stream,
src_data, index_info, out_data, E, K, N, src.numel());
if (!optional_out.has_value() && (REDUCE == MIN || REDUCE == MAX))
out.masked_fill_(out == Reducer<scalar_t, REDUCE>::init(), (scalar_t)0);
if (REDUCE == MIN || REDUCE == MAX)
hipLaunchKernelGGL(( scatter_arg_kernel<scalar_t>)
, dim3(BLOCKS(src.numel())), dim3(THREADS), 0, stream,
src_data, index_info, out_data, arg_out_data, E, K, N,
src.numel());
});
});
return std::make_tuple(out, arg_out);
}
csrc/hip/segment_coo_hip_hip.hip deleted 100644 → 0
View file @ cf967b1f
#include "hip/hip_runtime.h"
#include "segment_coo_hip.h"
#include <ATen/hip/HIPContext.h>
#include <ATen/hip/detail/IndexUtils.cuh>
#include <ATen/hip/detail/TensorInfo.cuh>
#include "reducer.cuh"
#include "utils.cuh"
#define THREADS 256
#define BLOCKS(TB, N) (TB * N + THREADS - 1) / THREADS
#define FULL_MASK 0xffffffff
template <typename scalar_t, ReductionType REDUCE, bool HAS_VAL>
__global__ void
segment_coo_kernel(const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> index_info,
scalar_t *out_data, size_t E, size_t N) {
// Each thread processes exactly one entry. Within a warp, we perform a
// parallel reduction across equal indices, and write the intermediate
// result via atomics.
int row_idx = blockIdx.x * blockDim.x + threadIdx.x;
int lane_idx = row_idx & (32 - 1);
int D = index_info.sizes[index_info.dims - 1];
if (row_idx < E) {
int offset = at::cuda::detail::IndexToOffset<int64_t, int, -1>::get(
row_idx, index_info);
int64_t idx = index_info.data[offset], next_idx;
int out_idx = (row_idx / D) * N + idx;
scalar_t val = HAS_VAL ? src_data[row_idx] : (scalar_t)1, tmp;
#pragma unroll
for (int i = 1; i < 32; i *= 2) {
// Parallel reduction inside a single warp.
tmp = __shfl_up_sync(FULL_MASK, val, i);
next_idx = __shfl_up_sync(FULL_MASK, idx, i);
if (lane_idx >= i && row_idx / D == (row_idx - i) / D) {
assert(idx >= next_idx);
if (idx == next_idx)
Reducer<scalar_t, REDUCE>::update(&val, tmp);
}
}
next_idx = __shfl_down_sync(FULL_MASK, idx, 1);
if (lane_idx == 32 - 1 || row_idx / D != (row_idx + 1) / D ||
idx != next_idx)
Reducer<scalar_t, REDUCE>::atomic_write(out_data + out_idx, val);
}
}
template <typename scalar_t>
__global__ void segment_coo_arg_kernel(
const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> index_info,
scalar_t *out_data, int64_t *arg_out_data, size_t E, size_t N) {
int row_idx = blockIdx.x * blockDim.x + threadIdx.x;
int D = index_info.sizes[index_info.dims - 1];
if (row_idx < E) {
int offset = at::cuda::detail::IndexToOffset<int64_t, int, -1>::get(
row_idx, index_info);
int64_t idx = index_info.data[offset];
int out_idx = (row_idx / D) * N + idx;
scalar_t val = __ldg(out_data + out_idx);
if (src_data[row_idx] == val)
arg_out_data[out_idx] = row_idx % D;
}
}
template <typename scalar_t, ReductionType REDUCE, int TB>
__global__ void segment_coo_broadcast_kernel(
const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> index_info,
scalar_t *out_data, size_t E, size_t K, size_t N) {
// Each thread processes a single column and `TB` index entries. Coalesced
// read and write is performed in column-major order. The intermediate
// results are written via atomics.
int D = index_info.sizes[index_info.dims - 1];
int E_1 = E / D;
int E_2 = (D - 1) + TB - ((D - 1) % TB);
int row_idx = blockIdx.x * blockDim.y + threadIdx.y;
int col_idx = blockIdx.y * blockDim.x + threadIdx.x;
int dim_start = (row_idx * TB) / E_2;
int row_start = (row_idx * TB) % E_2;
if (dim_start < E_1 && col_idx < K) {
int offset = at::cuda::detail::IndexToOffset<int64_t, int, -1>::get(
dim_start * D + row_start, index_info);
int idx1 = __ldg(index_info.data + offset), idx2;
scalar_t val = src_data[K * (dim_start * D + row_start) + col_idx];
#pragma unroll
for (int i = 1; i < TB; i++) {
if (row_start + i >= D)
break;
idx2 = __ldg(index_info.data + offset +
i * index_info.strides[index_info.dims - 1]);
assert(idx1 <= idx2);
if (idx1 == idx2) {
Reducer<scalar_t, REDUCE>::update(
&val, src_data[K * (dim_start * D + row_start + i) + col_idx]);
} else {
Reducer<scalar_t, REDUCE>::atomic_write(
out_data + (dim_start * N + idx1) * K + col_idx, val);
val = src_data[K * (dim_start * D + row_start + i) + col_idx];
}
idx1 = idx2;
}
Reducer<scalar_t, REDUCE>::atomic_write(
out_data + (dim_start * N + idx1) * K + col_idx, val);
}
}
template <typename scalar_t>
__global__ void segment_coo_arg_broadcast_kernel(
const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> index_info,
scalar_t *out_data, int64_t *arg_out_data, size_t E, size_t K, size_t N) {
int thread_idx = blockIdx.x * blockDim.x + threadIdx.x;
int row_idx = thread_idx / K;
int col_idx = thread_idx % K;
int D = index_info.sizes[index_info.dims - 1];
if (row_idx < E && col_idx < K) {
int offset = at::cuda::detail::IndexToOffset<int64_t, int, -1>::get(
row_idx, index_info);
int idx = __ldg(index_info.data + offset);
int out_idx = ((row_idx / D) * N + idx) * K + col_idx;
scalar_t val = __ldg(out_data + out_idx);
if (src_data[thread_idx] == val)
arg_out_data[out_idx] = row_idx % D;
}
}
std::tuple<torch::Tensor, torch::optional<torch::Tensor>>
segment_coo_cuda(torch::Tensor src, torch::Tensor index,
torch::optional<torch::Tensor> optional_out,
torch::optional<int64_t> dim_size, std::string reduce) {
CHECK_CUDA(src);
CHECK_CUDA(index);
if (optional_out.has_value())
CHECK_CUDA(optional_out.value());
hipSetDevice(src.get_device());
CHECK_INPUT(src.dim() >= index.dim());
auto sizes = index.sizes().vec();
for (int i = 0; i < index.dim(); i++) {
sizes[i] = src.size(i);
}
index = index.expand(sizes);
auto dim = index.dim() - 1;
src = src.contiguous();
torch::Tensor out;
if (optional_out.has_value()) {
out = optional_out.value().contiguous();
for (int i = 0; i < out.dim(); i++)
if (i != dim)
CHECK_INPUT(src.size(i) == out.size(i));
} else {
sizes = src.sizes().vec();
if (dim_size.has_value())
sizes[dim] = dim_size.value();
else if (index.numel() == 0)
sizes[dim] = 0;
else {
auto tmp = index.select(dim, index.size(dim) - 1);
tmp = tmp.numel() > 1 ? tmp.max() : tmp;
sizes[dim] = 1 + tmp.cpu().data_ptr<int64_t>()[0];
}
out = torch::zeros(sizes, src.options());
}
torch::optional<torch::Tensor> arg_out = torch::nullopt;
int64_t *arg_out_data = nullptr;
if (reduce2REDUCE.at(reduce) == MIN || reduce2REDUCE.at(reduce) == MAX) {
arg_out = torch::full_like(out, src.size(dim), index.options());
arg_out_data = arg_out.value().data_ptr<int64_t>();
} else if (reduce2REDUCE.at(reduce) == MEAN) {
auto sizes = index.sizes().vec();
sizes[dim] = out.size(dim);
arg_out = torch::zeros(sizes, out.options());
}
if (index.numel() == 0)
return std::make_tuple(out, arg_out);
auto E = index.numel();
auto E_2 = index.size(dim);
auto E_1 = index.numel() / E_2;
auto K = src.numel() / E;
auto N = out.size(dim);
auto avg_len = (float)E_2 / (float)N;
auto index_info = at::cuda::detail::getTensorInfo<int64_t, int>(index);
auto stream = at::hip::getCurrentHIPStreamMasqueradingAsCUDA();
AT_DISPATCH_ALL_TYPES_AND(at::ScalarType::Half, src.scalar_type(), "_", [&] {
auto src_data = src.data_ptr<scalar_t>();
auto out_data = out.data_ptr<scalar_t>();
AT_DISPATCH_REDUCTION_TYPES(reduce, [&] {
if (!optional_out.has_value())
out.fill_(Reducer<scalar_t, REDUCE>::init());
if (K == 1)
hipLaunchKernelGGL(( segment_coo_kernel<scalar_t, REDUCE, true>)
, dim3(BLOCKS(1, E)), dim3(THREADS), 0, stream, src_data, index_info,
out_data, E, N);
else if (avg_len <= 8)
hipLaunchKernelGGL(( segment_coo_broadcast_kernel<scalar_t, REDUCE, 4>)
, dim3(dim3((E_1 * ((E_2 + 3) / 4) + 7) / 8, (K + 31) / 32)),
dim3(dim3(32, 8)), 0, stream, src_data, index_info, out_data, E, K,
N);
else if (avg_len <= 16)
hipLaunchKernelGGL(( segment_coo_broadcast_kernel<scalar_t, REDUCE, 8>)
, dim3(dim3((E_1 * ((E_2 + 7) / 8) + 7) / 8, (K + 31) / 32)),
dim3(dim3(32, 8)), 0, stream, src_data, index_info, out_data, E, K,
N);
else if (avg_len <= 32)
hipLaunchKernelGGL(( segment_coo_broadcast_kernel<scalar_t, REDUCE, 16>)
, dim3(dim3((E_1 * ((E_2 + 15) / 16) + 7) / 8, (K + 31) / 32)),
dim3(dim3(32, 8)), 0, stream, src_data, index_info, out_data, E, K,
N);
else
hipLaunchKernelGGL(( segment_coo_broadcast_kernel<scalar_t, REDUCE, 32>)
, dim3(dim3((E_1 * ((E_2 + 31) / 32) + 7) / 8, (K + 31) / 32)),
dim3(dim3(32, 8)), 0, stream, src_data, index_info, out_data, E, K,
N);
if (!optional_out.has_value() && (REDUCE == MIN || REDUCE == MAX))
out.masked_fill_(out == Reducer<scalar_t, REDUCE>::init(), (scalar_t)0);
if (REDUCE == MIN || REDUCE == MAX) {
if (K == 1)
hipLaunchKernelGGL(( segment_coo_arg_kernel<scalar_t>)
, dim3(BLOCKS(1, E)), dim3(THREADS), 0, stream,
src_data, index_info, out_data, arg_out_data, E, N);
else
hipLaunchKernelGGL(( segment_coo_arg_broadcast_kernel<scalar_t>)
, dim3(BLOCKS(1, E * K)), dim3(THREADS), 0, stream,
src_data, index_info, out_data, arg_out_data, E, K, N);
}
if (REDUCE == MEAN) {
auto count_data = arg_out.value().data_ptr<scalar_t>();
hipLaunchKernelGGL(( segment_coo_kernel<scalar_t, SUM, false>)
, dim3(BLOCKS(1, E)), dim3(THREADS), 0, stream, nullptr, index_info,
count_data, E, N);
arg_out.value().masked_fill_(arg_out.value() < (scalar_t)1,
(scalar_t)1);
auto count = arg_out.value();
for (int i = dim + 1; i < out.dim(); i++)
count = count.unsqueeze(-1);
if (out.is_floating_point())
out.true_divide_(count);
else
out.div_(count, "floor");
}
});
});
return std::make_tuple(out, arg_out);
}
template <typename scalar_t>
__global__ void
gather_coo_kernel(const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> index_info,
scalar_t *out_data, size_t E, size_t N) {
int row_idx = blockIdx.x * blockDim.x + threadIdx.x;
if (row_idx < E) {
int offset = at::cuda::detail::IndexToOffset<int64_t, int, -1>::get(
row_idx, index_info);
int row = index_info.data[offset];
offset = (row_idx / index_info.sizes[index_info.dims - 1]) * N;
scalar_t val = __ldg(src_data + offset + row);
out_data[row_idx] = val;
}
}
template <typename scalar_t>
__global__ void gather_coo_broadcast_kernel(
const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> index_info,
scalar_t *out_data, size_t E, size_t K, size_t N) {
int thread_idx = blockIdx.x * blockDim.x + threadIdx.x;
int row_idx = thread_idx / K;
int col_idx = thread_idx % K;
if (thread_idx < E * K) {
int offset = at::cuda::detail::IndexToOffset<int64_t, int, -1>::get(
row_idx, index_info);
int row = index_info.data[offset];
offset = (row_idx / index_info.sizes[index_info.dims - 1]) * N * K;
scalar_t val = __ldg(src_data + offset + K * row + col_idx);
out_data[thread_idx] = val;
}
}
torch::Tensor gather_coo_cuda(torch::Tensor src, torch::Tensor index,
torch::optional<torch::Tensor> optional_out) {
CHECK_CUDA(src);
CHECK_CUDA(index);
if (optional_out.has_value())
CHECK_CUDA(optional_out.value());
hipSetDevice(src.get_device());
CHECK_INPUT(src.dim() >= index.dim());
auto sizes = index.sizes().vec();
for (auto i = 0; i < index.dim() - 1; i++)
sizes[i] = src.size(i);
index = index.expand(sizes);
auto dim = index.dim() - 1;
src = src.contiguous();
torch::Tensor out;
if (optional_out.has_value()) {
out = optional_out.value().contiguous();
for (auto i = 0; i < src.dim(); i++)
if (i != dim)
CHECK_INPUT(src.size(i) == out.size(i));
CHECK_INPUT(index.size(dim) == out.size(dim));
} else {
auto sizes = src.sizes().vec();
sizes[dim] = index.size(dim);
out = torch::empty(sizes, src.options());
}
if (index.numel() == 0)
return out;
auto E = index.numel();
auto K = out.numel() / E;
auto N = src.size(dim);
auto index_info = at::cuda::detail::getTensorInfo<int64_t, int>(index);
auto stream = at::hip::getCurrentHIPStreamMasqueradingAsCUDA();
AT_DISPATCH_ALL_TYPES_AND(at::ScalarType::Half, src.scalar_type(), "_", [&] {
auto src_data = src.data_ptr<scalar_t>();
auto out_data = out.data_ptr<scalar_t>();
if (K == 1)
hipLaunchKernelGGL(( gather_coo_kernel<scalar_t>), dim3(BLOCKS(1, E)), dim3(THREADS), 0, stream,
src_data, index_info, out_data, E, N);
else
hipLaunchKernelGGL(( gather_coo_broadcast_kernel<scalar_t>)
, dim3(BLOCKS(1, E * K)), dim3(THREADS), 0, stream, src_data, index_info,
out_data, E, K, N);
});
return out;
}
csrc/hip/segment_csr_hip_hip.hip deleted 100644 → 0
View file @ cf967b1f
#include "hip/hip_runtime.h"
#include "segment_csr_hip.h"
#include <ATen/hip/HIPContext.h>
#include <ATen/hip/detail/IndexUtils.cuh>
#include <ATen/hip/detail/TensorInfo.cuh>
#include "index_info.cuh"
#include "reducer.cuh"
#include "utils.cuh"
#define THREADS 256
#define BLOCKS(TB, N) (TB * N + THREADS - 1) / THREADS
#define FULL_MASK 0xffffffff
template <typename scalar_t, ReductionType REDUCE, int TB>
__global__ void
segment_csr_kernel(const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> indptr_info,
scalar_t *out_data, int64_t *arg_out_data, size_t N,
size_t E) {
// Each warp processes exactly `32/TB` rows and aggregates all row values
// via a parallel reduction.
int thread_idx = blockIdx.x * blockDim.x + threadIdx.x;
int row_idx = thread_idx / TB;
int lane_idx = thread_idx & (TB - 1);
if (row_idx < N) {
int offset = IndexPtrToOffset<int64_t>::get(row_idx, indptr_info);
int64_t row_start = __ldg(indptr_info.data + offset);
int64_t row_end = __ldg(indptr_info.data + offset +
indptr_info.strides[indptr_info.dims - 1]);
scalar_t val = Reducer<scalar_t, REDUCE>::init();
int64_t arg, arg_tmp;
offset = (row_idx / (indptr_info.sizes[indptr_info.dims - 1] - 1)) * E;
for (int64_t src_idx = row_start + lane_idx; src_idx < row_end;
src_idx += TB) {
Reducer<scalar_t, REDUCE>::update(&val, src_data[offset + src_idx], &arg,
src_idx);
}
#pragma unroll
for (int i = TB / 2; i > 0; i /= 2) {
// Parallel reduction inside a single warp.
if (REDUCE == MIN || REDUCE == MAX)
arg_tmp = __shfl_down_sync(FULL_MASK, arg, i);
Reducer<scalar_t, REDUCE>::update(
&val, __shfl_down_sync(FULL_MASK, val, i), &arg, arg_tmp);
}
if (lane_idx == 0) {
Reducer<scalar_t, REDUCE>::write(out_data + row_idx, val,
arg_out_data + row_idx, arg,
row_end - row_start);
}
}
}
template <typename scalar_t, ReductionType REDUCE>
__global__ void segment_csr_broadcast_kernel(
const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> indptr_info,
scalar_t *out_data, int64_t *arg_out_data, size_t N, size_t K, size_t E) {
// Each thread processes exactly one row. It turned out that is more
// efficient than using shared memory due to avoiding synchronization
// barriers.
int thread_idx = blockIdx.x * blockDim.x + threadIdx.x;
int row_idx = thread_idx / K;
int lane_idx = thread_idx % K;
if (thread_idx < N * K) {
int offset = IndexPtrToOffset<int64_t>::get(row_idx, indptr_info);
int64_t row_start = __ldg(indptr_info.data + offset);
int64_t row_end = __ldg(indptr_info.data + offset +
indptr_info.strides[indptr_info.dims - 1]);
scalar_t val = Reducer<scalar_t, REDUCE>::init();
int64_t arg;
offset = (row_idx / (indptr_info.sizes[indptr_info.dims - 1] - 1)) * E * K;
for (int64_t src_idx = row_start; src_idx < row_end; src_idx++) {
Reducer<scalar_t, REDUCE>::update(
&val, src_data[offset + K * src_idx + lane_idx], &arg, src_idx);
}
Reducer<scalar_t, REDUCE>::write(out_data + thread_idx, val,
arg_out_data + thread_idx, arg,
row_end - row_start);
}
}
std::tuple<torch::Tensor, torch::optional<torch::Tensor>>
segment_csr_cuda(torch::Tensor src, torch::Tensor indptr,
torch::optional<torch::Tensor> optional_out,
std::string reduce) {
CHECK_CUDA(src);
CHECK_CUDA(indptr);
if (optional_out.has_value())
CHECK_CUDA(optional_out.value());
hipSetDevice(src.get_device());
CHECK_INPUT(src.dim() >= indptr.dim());
auto sizes = indptr.sizes().vec();
for (auto i = 0; i < indptr.dim() - 1; i++)
sizes[i] = src.size(i);
indptr = indptr.expand(sizes);
auto dim = indptr.dim() - 1;
src = src.contiguous();
torch::Tensor out;
if (optional_out.has_value()) {
out = optional_out.value().contiguous();
for (int i = 0; i < out.dim(); i++)
if (i != dim)
CHECK_INPUT(src.size(i) == out.size(i));
CHECK_INPUT(src.numel() == 0 || out.size(dim) == indptr.size(dim) - 1);
} else {
sizes = src.sizes().vec();
sizes[dim] = std::max<int64_t>(indptr.size(dim) - 1, 0);
out = torch::empty(sizes, src.options());
}
torch::optional<torch::Tensor> arg_out = torch::nullopt;
int64_t *arg_out_data = nullptr;
if (reduce2REDUCE.at(reduce) == MIN || reduce2REDUCE.at(reduce) == MAX) {
arg_out = torch::full(out.sizes(), src.size(dim), indptr.options());
arg_out_data = arg_out.value().data_ptr<int64_t>();
}
if (src.numel() == 0) {
if (!optional_out.has_value())
out.fill_(0);
return std::make_tuple(out, arg_out);
}
auto N = out.size(dim) * (indptr.numel() / indptr.size(-1));
auto K = out.numel() / N;
auto E = src.size(dim);
auto indptr_info = at::cuda::detail::getTensorInfo<int64_t, int>(indptr);
auto stream = at::hip::getCurrentHIPStreamMasqueradingAsCUDA();
AT_DISPATCH_ALL_TYPES_AND(at::ScalarType::Half, src.scalar_type(), "_", [&] {
auto src_data = src.data_ptr<scalar_t>();
auto out_data = out.data_ptr<scalar_t>();
AT_DISPATCH_REDUCTION_TYPES(reduce, [&] {
if (K == 1) {
hipLaunchKernelGGL(( segment_csr_kernel<scalar_t, REDUCE, 1>)
, dim3(BLOCKS(32, N)), dim3(THREADS), 0, stream,
src_data, indptr_info, out_data, arg_out_data, N, E);
} else {
hipLaunchKernelGGL(( segment_csr_broadcast_kernel<scalar_t, REDUCE>)
, dim3(BLOCKS(1, N * K)), dim3(THREADS), 0, stream,
src_data, indptr_info, out_data, arg_out_data, N, K, E);
}
});
});
return std::make_tuple(out, arg_out);
}
template <typename scalar_t, int TB>
__global__ void
gather_csr_kernel(const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> indptr_info,
scalar_t *out_data, size_t N, size_t E) {
int thread_idx = blockIdx.x * blockDim.x + threadIdx.x;
int row_idx = thread_idx / TB;
int lane_idx = thread_idx % TB;
if (row_idx < N) {
int offset = IndexPtrToOffset<int64_t>::get(row_idx, indptr_info);
int row_start = __ldg(indptr_info.data + offset);
int row_end = __ldg(indptr_info.data + offset +
indptr_info.strides[indptr_info.dims - 1]);
scalar_t val = __ldg(src_data + row_idx);
offset = (row_idx / (indptr_info.sizes[indptr_info.dims - 1] - 1)) * E;
for (int out_idx = row_start + lane_idx; out_idx < row_end; out_idx += TB) {
out_data[offset + out_idx] = val; // "Mostly" coalesced.
}
}
}
template <typename scalar_t>
__global__ void gather_csr_broadcast_kernel(
const scalar_t *src_data,
const at::cuda::detail::TensorInfo<int64_t, int> indptr_info,
scalar_t *out_data, size_t N, size_t K, size_t E) {
int thread_idx = blockIdx.x * blockDim.x + threadIdx.x;
int row_idx = thread_idx / K;
int lane_idx = thread_idx % K;
if (thread_idx < N * K) {
int offset = IndexPtrToOffset<int64_t>::get(row_idx, indptr_info);
int row_start = __ldg(indptr_info.data + offset);
int row_end = __ldg(indptr_info.data + offset +
indptr_info.strides[indptr_info.dims - 1]);
scalar_t val = src_data[thread_idx]; // Coalesced.
offset = (row_idx / (indptr_info.sizes[indptr_info.dims - 1] - 1)) * E * K;
for (int out_idx = row_start; out_idx < row_end; out_idx++) {
out_data[offset + K * out_idx + lane_idx] = val; // "Mostly" coalesced.
}
}
}
torch::Tensor gather_csr_cuda(torch::Tensor src, torch::Tensor indptr,
torch::optional<torch::Tensor> optional_out) {
CHECK_CUDA(src);
CHECK_CUDA(indptr);
if (optional_out.has_value())
CHECK_CUDA(optional_out.value());
hipSetDevice(src.get_device());
CHECK_INPUT(src.dim() >= indptr.dim());
auto sizes = indptr.sizes().vec();
for (auto i = 0; i < indptr.dim() - 1; i++)
sizes[i] = src.size(i);
indptr = indptr.expand(sizes);
auto dim = indptr.dim() - 1;
CHECK_INPUT(src.size(dim) == 0 || src.size(dim) == indptr.size(dim) - 1);
src = src.contiguous();
torch::Tensor out;
if (optional_out.has_value()) {
out = optional_out.value().contiguous();
for (auto i = 0; i < out.dim(); i++)
if (i != dim)
CHECK_INPUT(src.size(i) == out.size(i));
} else {
auto sizes = src.sizes().vec();
if (src.numel() > 0) {
sizes[dim] = indptr.flatten()[-1].cpu().data_ptr<int64_t>()[0];
} else {
sizes[dim] = 0;
}
out = torch::empty(sizes, src.options());
}
if (src.numel() == 0) {
if (!optional_out.has_value())
out.fill_(0);
return out;
}
auto N = src.size(dim) * (indptr.numel() / indptr.size(-1));
auto K = src.numel() / N;
auto E = out.size(dim);
auto indptr_info = at::cuda::detail::getTensorInfo<int64_t, int>(indptr);
auto stream = at::hip::getCurrentHIPStreamMasqueradingAsCUDA();
AT_DISPATCH_ALL_TYPES_AND(at::ScalarType::Half, src.scalar_type(), "_", [&] {
auto src_data = src.data_ptr<scalar_t>();
auto out_data = out.data_ptr<scalar_t>();
if (K == 1)
hipLaunchKernelGGL(( gather_csr_kernel<scalar_t, 4>), dim3(BLOCKS(1, 4 * N)), dim3(THREADS), 0, stream,
src_data, indptr_info, out_data, N, E);
else
hipLaunchKernelGGL(( gather_csr_broadcast_kernel<scalar_t>)
, dim3(BLOCKS(1, N * K)), dim3(THREADS), 0, stream, src_data, indptr_info,
out_data, N, K, E);
});
return out;
}
csrc/scatter.cpp
View file @ c7c514c2
...@@ -4,12 +4,12 @@ ...@@ -4,12 +4,12 @@
#include "cpu/scatter_cpu.h" #include "cpu/scatter_cpu.h"
#include "utils.h" #include "utils.h"
#ifdef WITH_HIP #ifdef WITH_CUDA
#include "hip/scatter_hip.h" #include "cuda/scatter_cuda.h"
#endif #endif
#ifdef _WIN32 #ifdef _WIN32
#ifdef WITH_HIP #ifdef WITH_CUDA
PyMODINIT_FUNC PyInit__scatter_cuda(void) { return NULL; } PyMODINIT_FUNC PyInit__scatter_cuda(void) { return NULL; }
#else #else
PyMODINIT_FUNC PyInit__scatter_cpu(void) { return NULL; } PyMODINIT_FUNC PyInit__scatter_cpu(void) { return NULL; }
...@@ -31,7 +31,7 @@ scatter_fw(torch::Tensor src, torch::Tensor index, int64_t dim, ...@@ -31,7 +31,7 @@ scatter_fw(torch::Tensor src, torch::Tensor index, int64_t dim,
torch::optional<torch::Tensor> optional_out, torch::optional<torch::Tensor> optional_out,
torch::optional<int64_t> dim_size, std::string reduce) { torch::optional<int64_t> dim_size, std::string reduce) {
if (src.device().is_cuda()) { if (src.device().is_cuda()) {
#ifdef WITH_HIP #ifdef WITH_CUDA
return scatter_cuda(src, index, dim, optional_out, dim_size, reduce); return scatter_cuda(src, index, dim, optional_out, dim_size, reduce);
#else #else
AT_ERROR("Not compiled with CUDA support"); AT_ERROR("Not compiled with CUDA support");
......
csrc/segment_coo.cpp
View file @ c7c514c2
...@@ -4,12 +4,12 @@ ...@@ -4,12 +4,12 @@
#include "cpu/segment_coo_cpu.h" #include "cpu/segment_coo_cpu.h"
#include "utils.h" #include "utils.h"
#ifdef WITH_HIP #ifdef WITH_CUDA
#include "hip/segment_coo_hip.h" #include "cuda/segment_coo_cuda.h"
#endif #endif
#ifdef _WIN32 #ifdef _WIN32
#ifdef WITH_HIP #ifdef WITH_CUDA
PyMODINIT_FUNC PyInit__segment_coo_cuda(void) { return NULL; } PyMODINIT_FUNC PyInit__segment_coo_cuda(void) { return NULL; }
#else #else
PyMODINIT_FUNC PyInit__segment_coo_cpu(void) { return NULL; } PyMODINIT_FUNC PyInit__segment_coo_cpu(void) { return NULL; }
...@@ -21,7 +21,7 @@ segment_coo_fw(torch::Tensor src, torch::Tensor index, ...@@ -21,7 +21,7 @@ segment_coo_fw(torch::Tensor src, torch::Tensor index,
torch::optional<torch::Tensor> optional_out, torch::optional<torch::Tensor> optional_out,
torch::optional<int64_t> dim_size, std::string reduce) { torch::optional<int64_t> dim_size, std::string reduce) {
if (src.device().is_cuda()) { if (src.device().is_cuda()) {
#ifdef WITH_HIP #ifdef WITH_CUDA
return segment_coo_cuda(src, index, optional_out, dim_size, reduce); return segment_coo_cuda(src, index, optional_out, dim_size, reduce);
#else #else
AT_ERROR("Not compiled with CUDA support"); AT_ERROR("Not compiled with CUDA support");
...@@ -34,7 +34,7 @@ segment_coo_fw(torch::Tensor src, torch::Tensor index, ...@@ -34,7 +34,7 @@ segment_coo_fw(torch::Tensor src, torch::Tensor index,
torch::Tensor gather_coo_fw(torch::Tensor src, torch::Tensor index, torch::Tensor gather_coo_fw(torch::Tensor src, torch::Tensor index,
torch::optional<torch::Tensor> optional_out) { torch::optional<torch::Tensor> optional_out) {
if (src.device().is_cuda()) { if (src.device().is_cuda()) {
#ifdef WITH_HIP #ifdef WITH_CUDA
return gather_coo_cuda(src, index, optional_out); return gather_coo_cuda(src, index, optional_out);
#else #else
AT_ERROR("Not compiled with CUDA support"); AT_ERROR("Not compiled with CUDA support");
......
csrc/segment_csr.cpp
View file @ c7c514c2
...@@ -4,12 +4,12 @@ ...@@ -4,12 +4,12 @@
#include "cpu/segment_csr_cpu.h" #include "cpu/segment_csr_cpu.h"
#include "utils.h" #include "utils.h"
#ifdef WITH_HIP #ifdef WITH_CUDA
#include "hip/segment_csr_hip.h" #include "cuda/segment_csr_cuda.h"
#endif #endif
#ifdef _WIN32 #ifdef _WIN32
#ifdef WITH_HIP #ifdef WITH_CUDA
PyMODINIT_FUNC PyInit__segment_csr_cuda(void) { return NULL; } PyMODINIT_FUNC PyInit__segment_csr_cuda(void) { return NULL; }
#else #else
PyMODINIT_FUNC PyInit__segment_csr_cpu(void) { return NULL; } PyMODINIT_FUNC PyInit__segment_csr_cpu(void) { return NULL; }
...@@ -21,7 +21,7 @@ segment_csr_fw(torch::Tensor src, torch::Tensor indptr, ...@@ -21,7 +21,7 @@ segment_csr_fw(torch::Tensor src, torch::Tensor indptr,
torch::optional<torch::Tensor> optional_out, torch::optional<torch::Tensor> optional_out,
std::string reduce) { std::string reduce) {
if (src.device().is_cuda()) { if (src.device().is_cuda()) {
#ifdef WITH_HIP #ifdef WITH_CUDA
return segment_csr_cuda(src, indptr, optional_out, reduce); return segment_csr_cuda(src, indptr, optional_out, reduce);
#else #else
AT_ERROR("Not compiled with CUDA support"); AT_ERROR("Not compiled with CUDA support");
...@@ -34,7 +34,7 @@ segment_csr_fw(torch::Tensor src, torch::Tensor indptr, ...@@ -34,7 +34,7 @@ segment_csr_fw(torch::Tensor src, torch::Tensor indptr,
torch::Tensor gather_csr_fw(torch::Tensor src, torch::Tensor indptr, torch::Tensor gather_csr_fw(torch::Tensor src, torch::Tensor indptr,
torch::optional<torch::Tensor> optional_out) { torch::optional<torch::Tensor> optional_out) {
if (src.device().is_cuda()) { if (src.device().is_cuda()) {
#ifdef WITH_HIP #ifdef WITH_CUDA
return gather_csr_cuda(src, indptr, optional_out); return gather_csr_cuda(src, indptr, optional_out);
#else #else
AT_ERROR("Not compiled with CUDA support"); AT_ERROR("Not compiled with CUDA support");
......
csrc/version.cpp
View file @ c7c514c2
#include <Python.h> #include <Python.h>
#include <torch/script.h> #include <torch/script.h>
#ifdef WITH_HIP #ifdef WITH_CUDA
#include <hip/hip_runtime.h> #include <cuda.h>
#endif #endif
#ifdef _WIN32 #ifdef _WIN32
#ifdef WITH_HIP #ifdef WITH_CUDA
PyMODINIT_FUNC PyInit__version_cuda(void) { return NULL; } PyMODINIT_FUNC PyInit__version_cuda(void) { return NULL; }
#else #else
PyMODINIT_FUNC PyInit__version_cpu(void) { return NULL; } PyMODINIT_FUNC PyInit__version_cpu(void) { return NULL; }
...@@ -14,8 +14,8 @@ PyMODINIT_FUNC PyInit__version_cpu(void) { return NULL; } ...@@ -14,8 +14,8 @@ PyMODINIT_FUNC PyInit__version_cpu(void) { return NULL; }
#endif #endif
int64_t cuda_version() { int64_t cuda_version() {
#ifdef WITH_HIP #ifdef WITH_CUDA
return TORCH_HIP_VERSION; return CUDA_VERSION;
#else #else
return -1; return -1;
#endif #endif
......
docs/Makefile 0 → 100644
View file @ c7c514c2
SPHINXBUILD := sphinx-build
SPHINXPROJ := pytorch_scatter
SOURCEDIR := source
BUILDDIR := build
.PHONY: help Makefile
%: Makefile
@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)"
docs/index.html 0 → 100644
View file @ c7c514c2
<!DOCTYPE html>
<html>
<head>
<title>Redirect</title>
<meta http-equiv="refresh" content="0; url=https://pytorch-scatter.readthedocs.io" />
</head>
</html>
docs/requirements.txt 0 → 100644
View file @ c7c514c2
numpy
https://download.pytorch.org/whl/cpu/torch-1.5.0%2Bcpu-cp37-cp37m-linux_x86_64.whl
sphinx>=3
sphinx_rtd_theme
docs/source/_figures/add.svg 0 → 100644
View file @ c7c514c2
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docs/source/_figures/add.tex 0 → 100644
View file @ c7c514c2
\def\indices{{0, 0, 1, 0, 2, 2, 3, 3}}
\def\inputs{{5, 1, 7, 2, 3, 2, 1, 3}}
\def\outputs{{8, 7, 5, 4}}
\def\colors{{"cyan", "orange", "olive", "magenta"}}
\def\numberInputs{7}
\def\numberOutputs{3}
\def\operation{add}
\input{template}
docs/source/_figures/build.sh 0 → 100644
View file @ c7c514c2
#!/bin/bash
files=(add sub mul div mean max min std)
for name in "${files[@]}"; do
pdflatex "$name"
pdf2svg "$name.pdf" "$name.svg"
done
docs/source/_figures/div.svg 0 → 100644
View file @ c7c514c2
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docs/source/_figures/div.tex 0 → 100644
View file @ c7c514c2
\def\indices{{0, 0, 1, 0, 2, 2, 3, 3}}
\def\inputs{{5, 1, 7, 2, 3, 2, 1, 3}}
\def\outputs{{"$\frac{1}{10}$", "$\frac{1}{7}$", "$\frac{1}{6}$", "$\frac{1}{3}$"}}
\def\colors{{"cyan", "orange", "olive", "magenta"}}
\def\numberInputs{7}
\def\numberOutputs{3}
\def\operation{div}
\input{template}
docs/source/_figures/max.svg 0 → 100644
View file @ c7c514c2
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docs/source/_figures/max.tex 0 → 100644
View file @ c7c514c2
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docs/source/_figures/mean.svg 0 → 100644
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