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1,595 changes: 648 additions & 947 deletions ggml/src/ggml-vulkan/ggml-vulkan.cpp

Large diffs are not rendered by default.

8 changes: 4 additions & 4 deletions ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs_cm2.glsl
Original file line number Diff line number Diff line change
Expand Up @@ -1041,7 +1041,7 @@ float16_t dequantFuncIQ2_S(const in decodeBufIQ2_S bl, const in uint blockCoords
const uint scale = (bl.block.scales[ib32] >> ((idx & 0x10) >> 2)) & 0xf;
const uint qs = bl.block.qs[ib8];
const uint qh = bl.block.qh[ib32];
const uint sign = bl.block.qs[QUANT_K / 8 + ib8] >> (idx & 0x6);
const uint sign = bl.block.qs[QUANT_K_IQ2_S / 8 + ib8] >> (idx & 0x6);

const float d = float(bl.block.d);
const float db = d * 0.25 * (0.5 + scale);
Expand All @@ -1063,7 +1063,7 @@ f16vec4 dequantFuncIQ2_S_v(const in decodeBufIQ2_S bl, const in uint blockCoords
const uint scale = (bl.block.scales[ib32] >> ((idx & 0x10) >> 2)) & 0xf;
const uint qs = bl.block.qs[ib8];
const uint qh = bl.block.qh[ib32];
const uint sb = uint(bl.block.qs[QUANT_K / 8 + ib8]) >> (idx & 0x6u);
const uint sb = uint(bl.block.qs[QUANT_K_IQ2_S / 8 + ib8]) >> (idx & 0x6u);

const float d = float(bl.block.d);
const float db = d * 0.25 * (0.5 + scale);
Expand Down Expand Up @@ -1094,7 +1094,7 @@ float16_t dequantFuncIQ3_XXS(const in decodeBufIQ3_XXS bl, const in uint blockCo
uint idx = coordInBlock[1];

const uint iqs = (idx & 0xFC) >> 2; // 0..63
const uint is = QUANT_K / 4 + ((idx & 0xE0) >> 3);// 8 values
const uint is = QUANT_K_IQ3_XXS / 4 + ((idx & 0xE0) >> 3);// 8 values

const float d = float(bl.block.d);
const uint qs = bl.block.qs[iqs];
Expand All @@ -1117,7 +1117,7 @@ f16vec4 dequantFuncIQ3_XXS_v(const in decodeBufIQ3_XXS bl, const in uint blockCo
const uint idx = coordInBlock[1];

const uint iqs = idx >> 2;
const uint is = QUANT_K / 4 + ((idx & 0xE0) >> 3);
const uint is = QUANT_K_IQ3_XXS / 4 + ((idx & 0xE0) >> 3);

const float d = float(bl.block.d);
const uint qs = bl.block.qs[iqs];
Expand Down
42 changes: 16 additions & 26 deletions ggml/src/ggml-vulkan/vulkan-shaders/fa_types.glsl
Original file line number Diff line number Diff line change
@@ -1,32 +1,22 @@
#if !defined(GGML_FA_TYPES_COMP)
#define GGML_FA_TYPES_COMP

// FaTypeK / FaTypeV spec constant values. These mirror enum ggml_type so the
// host can pass the type directly. Keep in sync with ggml.h.
#define FA_TYPE_F32 0u
#define FA_TYPE_F16 1u
#define FA_TYPE_Q4_0 2u
#define FA_TYPE_Q4_1 3u
#define FA_TYPE_Q5_0 6u
#define FA_TYPE_Q5_1 7u
#define FA_TYPE_Q8_0 8u
#define FA_TYPE_IQ4_NL 20u
#define FA_TYPE_BF16 30u
#include "ggml_type_ids.glsl"

// Number of matrix elements per buffer block, derived from the K/V type spec
// constant. F32 is treated as a vec4 "block" of 4 floats. F16 uses block size 1
// and bypasses the dequant path entirely. Quants follow their ggml block sizes.
uint fa_block_elems(uint ty) {
switch (ty) {
case FA_TYPE_F32: return 4u;
case FA_TYPE_F16: return 1u;
case FA_TYPE_Q4_0: return uint(QUANT_K_Q4_0);
case FA_TYPE_Q4_1: return uint(QUANT_K_Q4_1);
case FA_TYPE_Q5_0: return uint(QUANT_K_Q5_0);
case FA_TYPE_Q5_1: return uint(QUANT_K_Q5_1);
case FA_TYPE_Q8_0: return uint(QUANT_K_Q8_0);
case FA_TYPE_IQ4_NL: return uint(QUANT_K_IQ4_NL);
case FA_TYPE_BF16: return 1u;
case GGML_TYPE_F32: return 4u;
case GGML_TYPE_F16: return 1u;
case GGML_TYPE_Q4_0: return uint(QUANT_K_Q4_0);
case GGML_TYPE_Q4_1: return uint(QUANT_K_Q4_1);
case GGML_TYPE_Q5_0: return uint(QUANT_K_Q5_0);
case GGML_TYPE_Q5_1: return uint(QUANT_K_Q5_1);
case GGML_TYPE_Q8_0: return uint(QUANT_K_Q8_0);
case GGML_TYPE_IQ4_NL: return uint(QUANT_K_IQ4_NL);
case GGML_TYPE_BF16: return 1u;
default: return 1u;
}
}
Expand All @@ -36,18 +26,18 @@ uint fa_block_elems(uint ty) {
// of int32s per 32-element block on the MMQ K path: ints_per_block == 8 / R.
uint fa_quant_r_mmq(uint ty) {
switch (ty) {
case FA_TYPE_Q4_0: return uint(QUANT_R_Q4_0);
case FA_TYPE_Q4_1: return uint(QUANT_R_Q4_1);
case FA_TYPE_Q5_0: return uint(QUANT_R_Q5_0);
case FA_TYPE_Q5_1: return uint(QUANT_R_Q5_1);
case FA_TYPE_Q8_0: return uint(QUANT_R_Q8_0);
case GGML_TYPE_Q4_0: return uint(QUANT_R_Q4_0);
case GGML_TYPE_Q4_1: return uint(QUANT_R_Q4_1);
case GGML_TYPE_Q5_0: return uint(QUANT_R_Q5_0);
case GGML_TYPE_Q5_1: return uint(QUANT_R_Q5_1);
case GGML_TYPE_Q8_0: return uint(QUANT_R_Q8_0);
default: return 1u;
}
}

bool fa_type_needs_shmem(uint ty) {
switch (ty) {
case FA_TYPE_IQ4_NL: return true;
case GGML_TYPE_IQ4_NL: return true;
default: return false;
}
}
Expand Down
6 changes: 3 additions & 3 deletions ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp
Original file line number Diff line number Diff line change
Expand Up @@ -134,7 +134,7 @@ void main() {

// Q8_0 K only needs (qd, _); the asymmetric Q4_*/Q5_* family also stores
// the row-sum scaled by qd, used in k_dot_correction.
if (FaTypeK == FA_TYPE_Q8_0) {
if (FaTypeK == GGML_TYPE_Q8_0) {
if (buf_iqs == 0) {
Qf[buf_ib].ds = FLOAT_TYPEV2(qd, 0.0f);
}
Expand Down Expand Up @@ -367,15 +367,15 @@ void main() {
// Q4_*/Q5_* take the block-8 fast path when one step covers a full
// block; Q8_0 always goes through the per-int get_k_qs* helpers
// (its qs is byte-packed, not nibble-packed).
const bool block8_fast = (d_per_step == 8) && (FaTypeK != FA_TYPE_Q8_0);
const bool block8_fast = (d_per_step == 8) && (FaTypeK != GGML_TYPE_Q8_0);

if (SHMEM_STAGING != 0) {
const uint k_block_idx = (d_tid * (HSK_per_thread / 4) + d_block) / 8;
const uint buf_ib = (c * cols_per_iter + col_tid) * qf_stride + k_block_idx;
k_dm = ACC_TYPEV2(kblocksh[buf_ib].dm);

if (block8_fast) {
const bool has_qh = (FaTypeK == FA_TYPE_Q5_0) || (FaTypeK == FA_TYPE_Q5_1);
const bool has_qh = (FaTypeK == GGML_TYPE_Q5_0) || (FaTypeK == GGML_TYPE_Q5_1);
[[unroll]] for (uint32_t d = 0; d < 4; d++) {
uint vui = kblocksh[buf_ib].qs[d];
k_quants[d ] = int32_t( vui & 0x0F0F0F0F);
Expand Down
4 changes: 2 additions & 2 deletions ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_base.glsl
Original file line number Diff line number Diff line change
Expand Up @@ -105,8 +105,8 @@ layout (binding = 6) readonly buffer MO {uint32_t data_mask_opt[];};
#define BLOCK_SIZE_V fa_block_elems(FaTypeV)
// F16 reads f16 elements directly from the binding; everything else routes
// through dequantize4 / the MMQ helpers to unpack from the packed block layout.
#define USE_DECODE_K (FaTypeK != FA_TYPE_F16)
#define USE_DECODE_V (FaTypeV != FA_TYPE_F16)
#define USE_DECODE_K (FaTypeK != GGML_TYPE_F16)
#define USE_DECODE_V (FaTypeV != GGML_TYPE_F16)

#define CEIL_DIV(a, b) (((a) + (b) - 1) / (b))

Expand Down
58 changes: 30 additions & 28 deletions ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm2.comp
Original file line number Diff line number Diff line change
Expand Up @@ -40,53 +40,55 @@ layout(buffer_reference, std430, buffer_reference_align = 1) buffer decodeBufFA_
#if !defined(BFLOAT16)
float16_t faDecodeK(const decodeBufFA_K bl_in, const uint blockCoords[2], const uint coordInBlock[2]) {
switch (FaTypeK) {
case FA_TYPE_F32: return dequantFuncF32 (decodeBufF32 (bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q4_0: return dequantFuncQ4_0(decodeBufQ4_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q4_1: return dequantFuncQ4_1(decodeBufQ4_1(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q5_0: return dequantFuncQ5_0(decodeBufQ5_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q5_1: return dequantFuncQ5_1(decodeBufQ5_1(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q8_0: return dequantFuncQ8_0(decodeBufQ8_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_IQ4_NL: return dequantFuncIQ4_NL(decodeBufIQ4_NL(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_F32: return dequantFuncF32 (decodeBufF32 (bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q4_0: return dequantFuncQ4_0(decodeBufQ4_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q4_1: return dequantFuncQ4_1(decodeBufQ4_1(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q5_0: return dequantFuncQ5_0(decodeBufQ5_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q5_1: return dequantFuncQ5_1(decodeBufQ5_1(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q8_0: return dequantFuncQ8_0(decodeBufQ8_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_IQ4_NL: return dequantFuncIQ4_NL(decodeBufIQ4_NL(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q1_0: return dequantFuncQ1_0(decodeBufQ1_0(bl_in), blockCoords, coordInBlock);
default: return float16_t(0);
}
}

float16_t faDecodeV(const decodeBufFA_V bl_in, const uint blockCoords[2], const uint coordInBlock[2]) {
switch (FaTypeV) {
case FA_TYPE_F32: return dequantFuncF32 (decodeBufF32 (bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q4_0: return dequantFuncQ4_0(decodeBufQ4_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q4_1: return dequantFuncQ4_1(decodeBufQ4_1(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q5_0: return dequantFuncQ5_0(decodeBufQ5_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q5_1: return dequantFuncQ5_1(decodeBufQ5_1(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q8_0: return dequantFuncQ8_0(decodeBufQ8_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_IQ4_NL: return dequantFuncIQ4_NL(decodeBufIQ4_NL(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_F32: return dequantFuncF32 (decodeBufF32 (bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q4_0: return dequantFuncQ4_0(decodeBufQ4_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q4_1: return dequantFuncQ4_1(decodeBufQ4_1(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q5_0: return dequantFuncQ5_0(decodeBufQ5_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q5_1: return dequantFuncQ5_1(decodeBufQ5_1(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q8_0: return dequantFuncQ8_0(decodeBufQ8_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_IQ4_NL: return dequantFuncIQ4_NL(decodeBufIQ4_NL(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q1_0: return dequantFuncQ1_0(decodeBufQ1_0(bl_in), blockCoords, coordInBlock);
default: return float16_t(0);
}
}

// V=4 vector decode for K/V; dispatches to per-format _v decoders.
f16vec4 faDecodeKVector(const decodeBufFA_K bl_in, const uint blockCoords[2], const uint coordInBlock[2]) {
switch (FaTypeK) {
case FA_TYPE_F32: return f16vec4(decodeBufF32(bl_in).block);
case FA_TYPE_Q4_0: return dequantFuncQ4_0_v(decodeBufQ4_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q4_1: return dequantFuncQ4_1_v(decodeBufQ4_1(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q5_0: return dequantFuncQ5_0_v(decodeBufQ5_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q5_1: return dequantFuncQ5_1_v(decodeBufQ5_1(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q8_0: return dequantFuncQ8_0_v(decodeBufQ8_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_IQ4_NL: return dequantFuncIQ4_NL_v(decodeBufIQ4_NL(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_F32: return f16vec4(decodeBufF32(bl_in).block);
case GGML_TYPE_Q4_0: return dequantFuncQ4_0_v(decodeBufQ4_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q4_1: return dequantFuncQ4_1_v(decodeBufQ4_1(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q5_0: return dequantFuncQ5_0_v(decodeBufQ5_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q5_1: return dequantFuncQ5_1_v(decodeBufQ5_1(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q8_0: return dequantFuncQ8_0_v(decodeBufQ8_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_IQ4_NL: return dequantFuncIQ4_NL_v(decodeBufIQ4_NL(bl_in), blockCoords, coordInBlock);
default: return f16vec4(0);
}
}

f16vec4 faDecodeVVector(const decodeBufFA_V bl_in, const uint blockCoords[2], const uint coordInBlock[2]) {
switch (FaTypeV) {
case FA_TYPE_F32: return f16vec4(decodeBufF32(bl_in).block);
case FA_TYPE_Q4_0: return dequantFuncQ4_0_v(decodeBufQ4_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q4_1: return dequantFuncQ4_1_v(decodeBufQ4_1(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q5_0: return dequantFuncQ5_0_v(decodeBufQ5_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q5_1: return dequantFuncQ5_1_v(decodeBufQ5_1(bl_in), blockCoords, coordInBlock);
case FA_TYPE_Q8_0: return dequantFuncQ8_0_v(decodeBufQ8_0(bl_in), blockCoords, coordInBlock);
case FA_TYPE_IQ4_NL: return dequantFuncIQ4_NL_v(decodeBufIQ4_NL(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_F32: return f16vec4(decodeBufF32(bl_in).block);
case GGML_TYPE_Q4_0: return dequantFuncQ4_0_v(decodeBufQ4_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q4_1: return dequantFuncQ4_1_v(decodeBufQ4_1(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q5_0: return dequantFuncQ5_0_v(decodeBufQ5_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q5_1: return dequantFuncQ5_1_v(decodeBufQ5_1(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_Q8_0: return dequantFuncQ8_0_v(decodeBufQ8_0(bl_in), blockCoords, coordInBlock);
case GGML_TYPE_IQ4_NL: return dequantFuncIQ4_NL_v(decodeBufIQ4_NL(bl_in), blockCoords, coordInBlock);
default: return f16vec4(0);
}
}
Expand Down
32 changes: 16 additions & 16 deletions ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_dequant.glsl
Original file line number Diff line number Diff line change
Expand Up @@ -121,25 +121,25 @@ layout (binding = 1) readonly buffer K_PACKED_Q5_1_P32 { block_q5_1_packed32 dat
FLOAT_TYPEV4 dequantize4(uint ib, uint iqs, uint a_offset, uint binding_idx) {
if (binding_idx == BINDING_IDX_K) {
switch (FaTypeK) {
case FA_TYPE_F32: FA_DEQUANT4_F32 (k_packed_f32)
case FA_TYPE_Q4_0: FA_DEQUANT4_Q4_0(k_packed_q4_0)
case FA_TYPE_Q4_1: FA_DEQUANT4_Q4_1(k_packed_q4_1)
case FA_TYPE_Q5_0: FA_DEQUANT4_Q5_0(k_packed_q5_0)
case FA_TYPE_Q5_1: FA_DEQUANT4_Q5_1(k_packed_q5_1)
case FA_TYPE_Q8_0: FA_DEQUANT4_Q8_0(k_packed_q8_0)
case FA_TYPE_IQ4_NL: FA_DEQUANT4_IQ4_NL(k_packed_iq4_nl)
case FA_TYPE_BF16: FA_DEQUANT4_BF16(k_packed_bf16)
case GGML_TYPE_F32: FA_DEQUANT4_F32 (k_packed_f32)
case GGML_TYPE_Q4_0: FA_DEQUANT4_Q4_0(k_packed_q4_0)
case GGML_TYPE_Q4_1: FA_DEQUANT4_Q4_1(k_packed_q4_1)
case GGML_TYPE_Q5_0: FA_DEQUANT4_Q5_0(k_packed_q5_0)
case GGML_TYPE_Q5_1: FA_DEQUANT4_Q5_1(k_packed_q5_1)
case GGML_TYPE_Q8_0: FA_DEQUANT4_Q8_0(k_packed_q8_0)
case GGML_TYPE_IQ4_NL: FA_DEQUANT4_IQ4_NL(k_packed_iq4_nl)
case GGML_TYPE_BF16: FA_DEQUANT4_BF16(k_packed_bf16)
}
} else {
switch (FaTypeV) {
case FA_TYPE_F32: FA_DEQUANT4_F32 (v_packed_f32)
case FA_TYPE_Q4_0: FA_DEQUANT4_Q4_0(v_packed_q4_0)
case FA_TYPE_Q4_1: FA_DEQUANT4_Q4_1(v_packed_q4_1)
case FA_TYPE_Q5_0: FA_DEQUANT4_Q5_0(v_packed_q5_0)
case FA_TYPE_Q5_1: FA_DEQUANT4_Q5_1(v_packed_q5_1)
case FA_TYPE_Q8_0: FA_DEQUANT4_Q8_0(v_packed_q8_0)
case FA_TYPE_IQ4_NL: FA_DEQUANT4_IQ4_NL(v_packed_iq4_nl)
case FA_TYPE_BF16: FA_DEQUANT4_BF16(v_packed_bf16)
case GGML_TYPE_F32: FA_DEQUANT4_F32 (v_packed_f32)
case GGML_TYPE_Q4_0: FA_DEQUANT4_Q4_0(v_packed_q4_0)
case GGML_TYPE_Q4_1: FA_DEQUANT4_Q4_1(v_packed_q4_1)
case GGML_TYPE_Q5_0: FA_DEQUANT4_Q5_0(v_packed_q5_0)
case GGML_TYPE_Q5_1: FA_DEQUANT4_Q5_1(v_packed_q5_1)
case GGML_TYPE_Q8_0: FA_DEQUANT4_Q8_0(v_packed_q8_0)
case GGML_TYPE_IQ4_NL: FA_DEQUANT4_IQ4_NL(v_packed_iq4_nl)
case GGML_TYPE_BF16: FA_DEQUANT4_BF16(v_packed_bf16)
}
}
return FLOAT_TYPEV4(0);
Expand Down
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