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| author | Mitja Felicijan <mitja.felicijan@gmail.com> | 2026-02-12 20:57:17 +0100 |
|---|---|---|
| committer | Mitja Felicijan <mitja.felicijan@gmail.com> | 2026-02-12 20:57:17 +0100 |
| commit | b333b06772c89d96aacb5490d6a219fba7c09cc6 (patch) | |
| tree | 211df60083a5946baa2ed61d33d8121b7e251b06 /llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl | |
| download | llmnpc-b333b06772c89d96aacb5490d6a219fba7c09cc6.tar.gz | |
Engage!
Diffstat (limited to 'llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl')
| -rw-r--r-- | llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl | 97 |
1 files changed, 97 insertions, 0 deletions
diff --git a/llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl b/llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl new file mode 100644 index 0000000..109ff8d --- /dev/null +++ b/llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl @@ -0,0 +1,97 @@ +#decl(SHMEM_VEC) +fn store_shmem(val: vec4<f16>, idx: u32) { + shmem[idx] = val.x; + shmem[idx + 1] = val.y; + shmem[idx + 2] = val.z; + shmem[idx + 3] = val.w; +} +#enddecl(SHMEM_VEC) + +#decl(SHMEM_SCALAR) +fn store_shmem(val: f16, idx: u32) { + shmem[idx] = val; +} +#enddecl(SHMEM_SCALAR) + +#decl(INIT_SRC0_SHMEM_FLOAT) + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + for (var elem_idx = thread_id * {{VEC_SIZE}}; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE * {{VEC_SIZE}}) { + let tile_m = elem_idx / TILE_K; + let tile_k = elem_idx % TILE_K; + let global_m = offset_m + tile_m; + let global_k = k_outer + tile_k; + let src0_idx = batch_offset + global_m * params.stride_01 + global_k; + let src0_val = select( // taking a slight performance hit to avoid oob + {{SRC0_TYPE}}(0.0), + src0[src0_idx/{{VEC_SIZE}}], + global_m < params.m && global_k < params.k); + store_shmem({{SHMEM_TYPE}}(src0_val), elem_idx); + } +} + +#enddecl(INIT_SRC0_SHMEM_FLOAT) + +#decl(INIT_SRC1_SHMEM) + +fn init_shmem_src1(thread_id: u32, batch_offset: u32, offset_n: u32, k_outer: u32) { + for (var elem_idx = thread_id * {{VEC_SIZE}}; elem_idx < TILE_SRC1_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE * {{VEC_SIZE}}) { + let tile_n = elem_idx / TILE_K; + let tile_k = elem_idx % TILE_K; + let global_n = offset_n + tile_n; + let global_k = k_outer + tile_k; + let src1_idx = batch_offset + global_n * params.stride_11 + global_k; + let src1_val = select( + {{SRC1_TYPE}}(0.0), + src1[src1_idx/{{VEC_SIZE}}], + global_n < params.n && global_k < params.k); + store_shmem({{SHMEM_TYPE}}(src1_val), TILE_SRC0_SHMEM + elem_idx); + } +} + +#enddecl(INIT_SRC1_SHMEM) + +#decl(INIT_SRC0_SHMEM_Q4_0) + +const BLOCK_SIZE = 32u; +// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types. +override BLOCKS_K = TILE_K/BLOCK_SIZE; +const NQ = 16u; +const F16_PER_BLOCK = 9u; // 1 scale + 8x4 packed weights +const WEIGHTS_PER_F16 = 4u; // 4 weights per f16 +const F16_PER_THREAD = NQ / WEIGHTS_PER_F16; + +fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) { + for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) { + let blck_idx = i / BLOCK_SIZE; + let block_offset = (i % BLOCK_SIZE) / WEIGHTS_PER_F16; + let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * 2u; + + let tile_m = blck_idx / BLOCKS_K; + let global_m = offset_m + tile_m; + let block_k = blck_idx % BLOCKS_K; + let global_k = k_outer / BLOCK_SIZE + block_k; + + if (global_m < params.m && global_k < params.k / BLOCK_SIZE) { + let src0_idx = batch_offset + global_m * params.stride_01 + global_k; + let scale_idx = src0_idx * F16_PER_BLOCK; + let d = src0[scale_idx]; + + for (var j = 0u; j < F16_PER_THREAD; j += 2) { + let q_0 = src0[scale_idx + 1u + block_offset + j]; + let q_1 = src0[scale_idx + 1u + block_offset + j + 1]; + + let q_packed = bitcast<u32>(vec2(q_0, q_1)); + for (var k = 0u; k < 4u; k++) { + let q_byte = get_byte(q_packed, k); + let q_hi = (f16((q_byte >> 4) & 0xF) - 8.0) * d; + let q_lo = (f16(q_byte & 0xF) - 8.0) * d; + shmem[shmem_idx + j * 2 + k] = q_lo; + shmem[shmem_idx + j * 2 + k + 16u] = q_hi; + } + } + } + } +} + +#enddecl(INIT_SRC0_SHMEM_Q4_0) |
