Files
ds4/cuda/mmq/quantize.cuh
T
EntrpiandClaude Fable 5 0f62c620e8 cuda: vendored mmq prefill tier (raw entries) from batched-serving fork
Vendors the Entrpi/ds4 fork's cuda/mmq module at its v0.5.1 state
(llama.cpp mmq kernels pinned in cuda/mmq/VENDOR.md, MIT, plus the
fork's ds4_mmq C ABI, D2R kernels and repack library; fused prefill
pipeline portions carry Marco Palaferri's Portions-Copyright headers)
and wires the RAW-layout tier only: dense Q8_0 GEMMs and the IQ2_XXS
gate/up pair + Q2_K down routed-MoE pipeline at n_tok >= 2. The
aligned-SoA / D2R / producer-quantized tiers and the weight server are
deliberately not wired (they need the repack artifact pipeline).
Decode (n_tok == 1) is untouched. mmq changes FP32 reduction order vs
the cublas+dequant pipeline, so prefill logits drift at ULP scale:
gated on quality mode off, DS4_CUDA_MMQ=0 restores legacy dispatch.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_011CsqQzZEeuz9biUSEkGm8b
2026-08-02 00:47:10 +02:00

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#pragma once
#include "common.cuh"
#include "mmq.cuh"
#include <cstdint>
#define CUDA_QUANTIZE_BLOCK_SIZE 256
#define CUDA_QUANTIZE_BLOCK_SIZE_MMQ 128
static_assert(MATRIX_ROW_PADDING % CUDA_QUANTIZE_BLOCK_SIZE == 0, "Risk of out-of-bounds access.");
static_assert(MATRIX_ROW_PADDING % (4*CUDA_QUANTIZE_BLOCK_SIZE_MMQ) == 0, "Risk of out-of-bounds access.");
typedef void (*quantize_cuda_t)(
const float * x, const int32_t * ids, void * vy,
ggml_type type_src0, int64_t ne00, int64_t s01, int64_t s02, int64_t s03,
int64_t ne0, int64_t ne1, int64_t ne2, int64_t ne3, cudaStream_t stream);
void quantize_row_q8_1_cuda(
const float * x, const int32_t * ids, void * vy,
ggml_type type_src0, int64_t ne00, int64_t s01, int64_t s02, int64_t s03,
int64_t ne0, int64_t ne1, int64_t ne2, int64_t ne3, cudaStream_t stream);
void quantize_mmq_q8_1_cuda(
const float * x, const int32_t * ids, void * vy,
ggml_type type_src0, int64_t ne00, int64_t s01, int64_t s02, int64_t s03,
int64_t ne0, int64_t ne1, int64_t ne2, int64_t ne3, cudaStream_t stream);
void quantize_mmq_fp4_cuda(const float * x,
const int32_t * ids,
void * vy,
ggml_type type_src0,
int64_t ne00,
int64_t s01,
int64_t s02,
int64_t s03,
int64_t ne0,
int64_t ne1,
int64_t ne2,
int64_t ne3,
cudaStream_t stream);