// // MIT license // Copyright (C) 2025 Codeplay Software Ltd. // Copyright (C) 2025 Intel Corporation // SPDX-License-Identifier: MIT // // // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. // See https://llvm.org/LICENSE.txt for license information. // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception // #ifndef GGML_SYCL_QUANTS_HPP #define GGML_SYCL_QUANTS_HPP #include "ggml-common.h" #include "ggml.h" namespace ggml_sycl_reordered { // The reordered block moves quants (qs) and scales(d) to two // uniform regions of memory that is contiguous in the same tensor. // What this means is that instead of having: // [d0, qs0] [d1, qs1] [d2, qs2] ... [dN, qsN] // We have: // [qs0, qs1, qs2, ..., qsN] [d0, d1, d2, ..., dN] // // Notes: out-of-bounds qs will run into d values // Aligment relies on the allocated size of qs template struct block_q_t; // qk number of weights / quants in a block // qr number of weights in a byte (described as 'before dequantization') // for quantization types that has low and high bits split, qr is calculated with // using the lower bits, e.g for Q6 quants QR6 is 2 // qi number of 32 bit integers needed to represent all the quants from a block (`qs` field) // See ggml-common.h to see how these are calculated template <> struct block_q_t { struct traits { static constexpr uint32_t qk = QK4_0; static constexpr uint32_t qi = QI4_0; static constexpr uint32_t qr = QR4_0; static constexpr uint32_t vdr_mmvq = 2; }; static constexpr int get_block_offset(const int block_index) { return block_index * (traits::qk / traits::qr); } static constexpr int get_d_offset(int nrows, int ncols, const int block_index) { return (ncols / traits::qr * nrows) + block_index * sizeof(ggml_half); } static constexpr int block_to_q8_1_ratio() { return traits::qk / QK8_1; } }; template <> struct block_q_t { struct traits { static constexpr uint32_t qk = QK_K; static constexpr uint32_t qi = QI4_K; static constexpr uint32_t qr = QR4_K; static constexpr uint32_t vdr_mmvq = 2; }; static constexpr int get_block_offset(const int block_index) { return block_index * (traits::qk / traits::qr); } static constexpr int get_d_offset(int nrows, int ncols, const int block_index) { auto nblocks = (nrows * (ncols / traits::qk)); return (nblocks * QK_K / 2) + (nblocks * K_SCALE_SIZE) + (block_index * sizeof(ggml_half2)); } static constexpr int block_to_q8_1_ratio() { return traits::qk / QK8_1; } constexpr size_t get_total_qs_bytes(int nblocks) { return nblocks * QK_K / 2; } constexpr size_t get_dm_offset(int nblocks) { return get_total_qs_bytes(nblocks) + nblocks * K_SCALE_SIZE; } }; } // namespace ggml_sycl_reordered #endif // GGML_SYCL_QUANTS_HPP