llama-cpp-sys-4 0.2.46

Low Level Bindings to llama.cpp
Documentation 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99

#include "common.cuh"

static __device__ __forceinline__ void dequantize_q1_0(const void * vx, const int64_t ib, const int iqs, float2 & v){
    const block_q1_0 * x = (const block_q1_0 *) vx;

    const float d = x[ib].d;

    const int bit_index_0 = iqs;
    const int bit_index_1 = iqs + 1;

    const int byte_index_0 = bit_index_0 / 8;
    const int bit_offset_0 = bit_index_0 % 8;

    const int byte_index_1 = bit_index_1 / 8;
    const int bit_offset_1 = bit_index_1 % 8;

    // Extract bits: 1 = +d, 0 = -d (branchless)
    const int bit_0 = (x[ib].qs[byte_index_0] >> bit_offset_0) & 1;
    const int bit_1 = (x[ib].qs[byte_index_1] >> bit_offset_1) & 1;

    v.x = (2*bit_0 - 1) * d;
    v.y = (2*bit_1 - 1) * d;
}

static __device__ __forceinline__ void dequantize_q4_0(const void * vx, const int64_t ib, const int iqs, float2 & v){
    const block_q4_0 * x = (const block_q4_0 *) vx;

    const float d = x[ib].d;

    const int vui = x[ib].qs[iqs];

    v.x = vui & 0xF;
    v.y = vui >> 4;

    v.x = (v.x - 8.0f) * d;
    v.y = (v.y - 8.0f) * d;
}

static __device__ __forceinline__ void dequantize_q4_1(const void * vx, const int64_t ib, const int iqs, float2 & v){
    const block_q4_1 * x = (const block_q4_1 *) vx;

    const float2 dm = __half22float2(x[ib].dm);

    const int vui = x[ib].qs[iqs];

    v.x = vui & 0xF;
    v.y = vui >> 4;

    v.x = (v.x * dm.x) + dm.y;
    v.y = (v.y * dm.x) + dm.y;
}

static __device__ __forceinline__ void dequantize_q5_0(const void * vx, const int64_t ib, const int iqs, float2 & v){
    const block_q5_0 * x = (const block_q5_0 *) vx;

    const float d = x[ib].d;

    uint32_t qh;
    memcpy(&qh, x[ib].qh, sizeof(qh));

    const int xh_0 = ((qh >> (iqs +  0)) << 4) & 0x10;
    const int xh_1 = ((qh >> (iqs + 12))     ) & 0x10;

    v.x = ((x[ib].qs[iqs] & 0xf) | xh_0);
    v.y = ((x[ib].qs[iqs] >>  4) | xh_1);

    v.x = (v.x - 16.0f) * d;
    v.y = (v.y - 16.0f) * d;
}

static __device__ __forceinline__ void dequantize_q5_1(const void * vx, const int64_t ib, const int iqs, float2 & v){
    const block_q5_1 * x = (const block_q5_1 *) vx;

    const float2 dm = __half22float2(x[ib].dm);

    uint32_t qh;
    memcpy(&qh, x[ib].qh, sizeof(qh));

    const int xh_0 = ((qh >> (iqs +  0)) << 4) & 0x10;
    const int xh_1 = ((qh >> (iqs + 12))     ) & 0x10;

    v.x = ((x[ib].qs[iqs] & 0xf) | xh_0);
    v.y = ((x[ib].qs[iqs] >>  4) | xh_1);

    v.x = (v.x * dm.x) + dm.y;
    v.y = (v.y * dm.x) + dm.y;
}

static __device__ __forceinline__ void dequantize_q8_0(const void * vx, const int64_t ib, const int iqs, float2 & v){
    const block_q8_0 * x = (const block_q8_0 *) vx;

    const float d = x[ib].d;

    v.x = x[ib].qs[iqs + 0];
    v.y = x[ib].qs[iqs + 1];

    v.x *= d;
    v.y *= d;
}