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mlx/mlx/backend/metal/kernels/fp4_quantized.metal
2025-08-28 18:26:25 -07:00

128 lines
4.2 KiB
Metal

// Copyright © 2025 Apple Inc.
// clang-format off
#include "mlx/backend/metal/kernels/utils.h"
#include "mlx/backend/metal/kernels/steel/gemm/gemm.h"
#include "mlx/backend/metal/kernels/quantized_utils.h"
#include "mlx/backend/metal/kernels/fp4_quantized.h"
#define instantiate_quantized(name, type) \
instantiate_kernel( \
#name "_" #type "_gs_32_b_4", \
name, \
type, \
32, \
uint8_t)
#define instantiate_quantized_batched(name, type, batched) \
instantiate_kernel( \
#name "_" #type "_gs_32_b_4_batch_" #batched, \
name, \
type, \
32, \
uint8_t, \
batched)
#define instantiate_quantized_aligned(name, type, aligned) \
instantiate_kernel( \
#name "_" #type "_gs_32_b_4_alN_" #aligned, \
name, \
type, \
32, \
uint8_t, \
aligned)
#define instantiate_quantized_aligned_batched(name, type, aligned, batched) \
instantiate_kernel( \
#name "_" #type "_gs_32_b_4_alN_" #aligned "_batch_" #batched, \
name, \
type, \
32, \
uint8_t, \
aligned, \
batched)
#define instantiate_quantized_quad(name, type, D, batched) \
instantiate_kernel( \
#name "_" #type "_gs_32_b_4_d_" #D "_batch_" #batched, \
name, \
type, \
32, \
uint8_t, \
D, \
batched)
#define instantiate_quantized_split_k(name, type, split_k) \
instantiate_kernel( \
#name "_" #type "_gs_32_b_4_spk_" #split_k, \
name, \
type, \
32, \
uint8_t, \
split_k)
#define instantiate_gather_qmm_rhs(func, name, type, bm, bn, bk, wm, wn, transpose) \
instantiate_kernel( \
#name "_" #type "_gs_32_b_4_bm_" #bm "_bn_" #bn "_bk_" #bk "_wm_" #wm "_wn_" #wn, \
func, \
type, \
32, \
uint8_t, \
bm, \
bn, \
bk, \
wm, \
wn, \
transpose)
#define instantiate_quantized_batched_wrap(name, type) \
instantiate_quantized_batched(name, type, 1) \
instantiate_quantized_batched(name, type, 0)
#define instantiate_quantized_all_batched(type) \
instantiate_quantized_batched_wrap(mxfp4_qmv_fast, type) \
instantiate_quantized_batched_wrap(mxfp4_qmv, type) \
instantiate_quantized_batched_wrap(mxfp4_qvm, type) \
instantiate_quantized_batched_wrap(mxfp4_qmm_n, type)
#define instantiate_quantized_all_single(type) \
instantiate_quantized(mxfp4_gather_qmv_fast, type) \
instantiate_quantized(mxfp4_gather_qmv, type) \
instantiate_quantized(mxfp4_gather_qvm, type) \
instantiate_quantized(mxfp4_gather_qmm_n, type)
#define instantiate_quantized_all_aligned(type) \
instantiate_quantized_aligned(mxfp4_gather_qmm_t, type, true) \
instantiate_quantized_aligned(mxfp4_gather_qmm_t, type, false) \
instantiate_quantized_aligned_batched(mxfp4_qmm_t, type, true, 1) \
instantiate_quantized_aligned_batched(mxfp4_qmm_t, type, true, 0) \
instantiate_quantized_aligned_batched(mxfp4_qmm_t, type, false, 1) \
instantiate_quantized_aligned_batched(mxfp4_qmm_t, type, false, 0)
#define instantiate_quantized_all_quad(type) \
instantiate_quantized_quad(mxfp4_qmv_quad, type, 64, 1) \
instantiate_quantized_quad(mxfp4_qmv_quad, type, 64, 0) \
instantiate_quantized_quad(mxfp4_qmv_quad, type, 128, 1) \
instantiate_quantized_quad(mxfp4_qmv_quad, type, 128, 0)
#define instantiate_quantized_all_splitk(type) \
instantiate_quantized_split_k(mxfp4_qvm_split_k, type, 8) \
instantiate_quantized_split_k(mxfp4_qvm_split_k, type, 32)
#define instantiate_quantized_all_rhs(type) \
instantiate_gather_qmm_rhs(mxfp4_gather_qmm_rhs, mxfp4_gather_qmm_rhs_nt, type, 16, 32, 32, 1, 2, true) \
instantiate_gather_qmm_rhs(mxfp4_gather_qmm_rhs, mxfp4_gather_qmm_rhs_nn, type, 16, 32, 32, 1, 2, false)
#define instantiate_quantized_types(type) \
instantiate_quantized_all_batched(type) \
instantiate_quantized_all_quad(type) \
instantiate_quantized_all_splitk(type) \
instantiate_quantized_all_single(type) \
instantiate_quantized_all_aligned(type) \
instantiate_quantized_all_rhs(type)
instantiate_quantized_types(float)
instantiate_quantized_types(bfloat16_t)
instantiate_quantized_types(float16_t)
// clang-format on