diff options
Diffstat (limited to 'llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/cumsum.wgsl')
| -rw-r--r-- | llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/cumsum.wgsl | 66 |
1 files changed, 66 insertions, 0 deletions
diff --git a/llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/cumsum.wgsl b/llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/cumsum.wgsl new file mode 100644 index 0000000..e622552 --- /dev/null +++ b/llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/cumsum.wgsl @@ -0,0 +1,66 @@ +@group(0) @binding(0) +var<storage, read_write> src: array<f32>; + +@group(0) @binding(1) +var<storage, read_write> dst: array<f32>; + +struct Params { + offset_src: u32, // in elements + offset_dst: u32, // in elements + ne0: u32, +}; + +@group(0) @binding(2) +var<uniform> params: Params; + +var<workgroup> shared_sum: array<f32, WG_SIZE>; + +@compute @workgroup_size(WG_SIZE) +fn main(@builtin(workgroup_id) wid: vec3<u32>, + @builtin(local_invocation_id) lid: vec3<u32>) { + let row_idx = params.offset_src + wid.x * params.ne0; + let elems = (params.ne0 + WG_SIZE - 1) / WG_SIZE; + var local_sum: f32 = 0.0; + for (var col = lid.x * elems; col < (lid.x + 1) * elems && col < params.ne0; col ++) { + local_sum += src[row_idx + col]; + } + shared_sum[lid.x] = local_sum; + workgroupBarrier(); + + // upsweep + var offset = 1u; + while (offset < WG_SIZE) { + let idx = (lid.x + 1) * offset * 2 - 1; + if (idx < WG_SIZE) { + shared_sum[idx] = shared_sum[idx] + shared_sum[idx - offset]; + } + workgroupBarrier(); + offset <<= 1; + } + + // set last to 0 for exclusive sum + if (lid.x == 0) { + shared_sum[WG_SIZE - 1] = 0.0; + } + workgroupBarrier(); + + // downsweep + offset = WG_SIZE >> 1; + while (offset > 0) { + let idx = (lid.x + 1) * offset * 2 - 1; + if (idx < WG_SIZE) { + let t = shared_sum[idx - offset]; + shared_sum[idx - offset] = shared_sum[idx]; + shared_sum[idx] = shared_sum[idx] + t; + } + workgroupBarrier(); + offset = offset >> 1; + } + + // shared_sum[lid] is exclusive prefix sum up to this thread. + var running_sum = shared_sum[lid.x]; + for (var col = lid.x * elems; col < (lid.x + 1) * elems && col < params.ne0; col ++) { + running_sum += src[row_idx + col]; + dst[params.offset_dst + wid.x * params.ne0 + col] = running_sum; + } +} |
