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https://github.com/ggml-org/llama.cpp.git
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cuda : fix CUB argsort corruption caused by in-place keys (#28389)
argsort_f32_i32_cuda_cub called the one-shot DeviceRadixSort::SortPairs API with d_keys_in == d_keys_out (temp_keys, temp_keys). CUB's internal double-buffer ping-pong requires distinct key buffers: with aliased buffers the sort partially overwrites its own input mid-pass and emits a corrupted permutation, surfacing as intermittent garbage indices (e.g. backend top_k over a 248k-column vocab on Maxwell/CUDA 12.5/CCCL 2.x, which then triggered out-of-bounds gathers in downstream get_rows). Use a distinct keys-out buffer for all six call sites (plain and segmented, ascending and descending, size-query and execute). --------- Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com> Co-authored-by: Oliver Simons <osimons@nvidia.com>
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@@ -51,9 +51,12 @@ void argsort_f32_i32_cuda_cub(ggml_cuda_pool & pool,
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cudaStream_t stream) {
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ggml_cuda_pool_alloc<int> temp_indices_alloc(pool, ncols * nrows);
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ggml_cuda_pool_alloc<float> temp_keys_alloc(pool, ncols * nrows);
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// Device*Sort algorithms currently do not allow for in-place sorting/aliasing of input/outputs
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ggml_cuda_pool_alloc<float> temp_keys_out_alloc(pool, ncols * nrows);
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int * temp_indices = temp_indices_alloc.get();
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float * temp_keys = temp_keys_alloc.get();
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float * temp_keys_out = temp_keys_out_alloc.get();
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static const int block_size = 256;
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const dim3 grid_size((ncols + block_size - 1) / block_size, nrows);
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@@ -85,18 +88,18 @@ void argsort_f32_i32_cuda_cub(ggml_cuda_pool & pool,
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if (order == GGML_SORT_ORDER_ASC) {
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if (nrows == 1) {
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CUDA_CHECK(DeviceRadixSort::SortPairs(nullptr, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place)
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CUDA_CHECK(DeviceRadixSort::SortPairs(nullptr, temp_storage_bytes, temp_keys, temp_keys_out, // keys in, keys out
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temp_indices, dst, // values (indices)
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ncols, 0, sizeof(float) * 8, stream));
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} else if (is_capturing) {
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CUDA_CHECK(DeviceSegmentedRadixSort::SortPairs(
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nullptr, temp_storage_bytes, temp_keys, temp_keys, // keys (in-place)
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nullptr, temp_storage_bytes, temp_keys, temp_keys_out, // keys in, keys out
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temp_indices, dst, // values (indices)
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ncols * nrows, nrows, // num items, num segments
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offset_iterator, offset_iterator + 1, 0, sizeof(float) * 8, stream));
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} else {
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CUDA_CHECK(DeviceSegmentedSort::SortPairs(nullptr, temp_storage_bytes, temp_keys,
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temp_keys, // keys (in-place)
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temp_keys_out, // keys out
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temp_indices, dst, // values (indices)
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ncols * nrows, nrows, // num items, num segments
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offset_iterator, offset_iterator + 1, stream));
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@@ -104,15 +107,15 @@ void argsort_f32_i32_cuda_cub(ggml_cuda_pool & pool,
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} else {
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if (nrows == 1) {
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CUDA_CHECK(DeviceRadixSort::SortPairsDescending(nullptr, temp_storage_bytes, temp_keys,
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temp_keys, // keys (in-place)
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temp_keys_out, // keys out
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temp_indices, dst, // values (indices)
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ncols, 0, sizeof(float) * 8, stream));
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} else if (is_capturing) {
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CUDA_CHECK(DeviceSegmentedRadixSort::SortPairsDescending(
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nullptr, temp_storage_bytes, temp_keys, temp_keys, temp_indices, dst, ncols * nrows, nrows,
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nullptr, temp_storage_bytes, temp_keys, temp_keys_out, temp_indices, dst, ncols * nrows, nrows,
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offset_iterator, offset_iterator + 1, 0, sizeof(float) * 8, stream));
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} else {
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CUDA_CHECK(DeviceSegmentedSort::SortPairsDescending(nullptr, temp_storage_bytes, temp_keys, temp_keys,
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CUDA_CHECK(DeviceSegmentedSort::SortPairsDescending(nullptr, temp_storage_bytes, temp_keys, temp_keys_out,
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temp_indices, dst, ncols * nrows, nrows,
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offset_iterator, offset_iterator + 1, stream));
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}
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@@ -124,31 +127,31 @@ void argsort_f32_i32_cuda_cub(ggml_cuda_pool & pool,
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if (order == GGML_SORT_ORDER_ASC) {
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if (nrows == 1) {
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CUDA_CHECK(DeviceRadixSort::SortPairs(d_temp_storage, temp_storage_bytes, temp_keys,
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temp_keys, // keys (in-place)
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temp_keys_out, // keys out
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temp_indices, dst, // values (indices)
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ncols, 0, sizeof(float) * 8, stream));
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} else if (is_capturing) {
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CUDA_CHECK(DeviceSegmentedRadixSort::SortPairs(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys,
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CUDA_CHECK(DeviceSegmentedRadixSort::SortPairs(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys_out,
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temp_indices, dst, ncols * nrows, nrows, offset_iterator,
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offset_iterator + 1, 0, sizeof(float) * 8, stream));
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} else {
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CUDA_CHECK(DeviceSegmentedSort::SortPairs(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys,
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CUDA_CHECK(DeviceSegmentedSort::SortPairs(d_temp_storage, temp_storage_bytes, temp_keys, temp_keys_out,
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temp_indices, dst, ncols * nrows, nrows, offset_iterator,
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offset_iterator + 1, stream));
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}
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} else {
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if (nrows == 1) {
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CUDA_CHECK(DeviceRadixSort::SortPairsDescending(d_temp_storage, temp_storage_bytes, temp_keys,
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temp_keys, // keys (in-place)
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temp_keys_out, // keys out
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temp_indices, dst, // values (indices)
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ncols, 0, sizeof(float) * 8, stream));
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} else if (is_capturing) {
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CUDA_CHECK(DeviceSegmentedRadixSort::SortPairsDescending(
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d_temp_storage, temp_storage_bytes, temp_keys, temp_keys, temp_indices, dst, ncols * nrows, nrows,
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d_temp_storage, temp_storage_bytes, temp_keys, temp_keys_out, temp_indices, dst, ncols * nrows, nrows,
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offset_iterator, offset_iterator + 1, 0, sizeof(float) * 8, stream));
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} else {
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CUDA_CHECK(DeviceSegmentedSort::SortPairsDescending(d_temp_storage, temp_storage_bytes, temp_keys,
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temp_keys, temp_indices, dst, ncols * nrows, nrows,
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temp_keys_out, temp_indices, dst, ncols * nrows, nrows,
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offset_iterator, offset_iterator + 1, stream));
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}
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}
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