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-rw-r--r--ggml-cuda.cu85
1 files changed, 85 insertions, 0 deletions
diff --git a/ggml-cuda.cu b/ggml-cuda.cu
index f104ed5..b1bd29b 100644
--- a/ggml-cuda.cu
+++ b/ggml-cuda.cu
@@ -37,6 +37,23 @@ typedef struct {
} block_q4_3;
static_assert(sizeof(block_q4_3) == 2 * sizeof(ggml_fp16_t) + QK4_3 / 2, "wrong q4_3 block size/padding");
+#define QK5_0 32
+typedef struct {
+ __half d; // delta
+ uint8_t qh[4]; // 5-th bit of quants
+ uint8_t qs[QK5_0 / 2]; // nibbles / quants
+} block_q5_0;
+static_assert(sizeof(block_q5_0) == sizeof(ggml_fp16_t) + sizeof(uint32_t) + QK5_0 / 2, "wrong q5_0 block size/padding");
+
+#define QK5_1 32
+typedef struct {
+ __half d; // delta
+ __half m; // min
+ uint32_t qh; // 5-th bit of quants
+ uint8_t qs[QK5_1 / 2]; // nibbles / quants
+} block_q5_1;
+static_assert(sizeof(block_q5_1) == 2 * sizeof(ggml_fp16_t) + sizeof(uint32_t) + QK5_1 / 2, "wrong q5_1 block size/padding");
+
#define QK8_0 32
typedef struct {
float d; // delta
@@ -138,6 +155,64 @@ static __global__ void dequantize_block_q4_3(const void * vx, float * y) {
}
}
+static __global__ void dequantize_block_q5_0(const void * vx, float * y) {
+ const block_q5_0 * x = (const block_q5_0 *) vx;
+
+ const int i = blockIdx.x;
+
+ const float d = x[i].d;
+
+ const uint8_t * pp = x[i].qs;
+
+ uint32_t qh;
+ memcpy(&qh, x[i].qh, sizeof(qh));
+
+ for (int l = 0; l < QK5_0; l += 2) {
+ const uint8_t vi = pp[l/2];
+
+ const int8_t vh0 = ((qh & (1 << (l + 0))) >> (l + 0)) << 4;
+ const int8_t vh1 = ((qh & (1 << (l + 1))) >> (l + 1)) << 4;
+
+ const int8_t vi0 = ((vi & 0xf) | vh0);
+ const int8_t vi1 = ((vi >> 4) | vh1);
+
+ const float v0 = (vi0 - 16)*d;
+ const float v1 = (vi1 - 16)*d;
+
+ y[i*QK5_0 + l + 0] = v0;
+ y[i*QK5_0 + l + 1] = v1;
+ }
+}
+
+static __global__ void dequantize_block_q5_1(const void * vx, float * y) {
+ const block_q5_1 * x = (const block_q5_1 *) vx;
+
+ const int i = blockIdx.x;
+
+ const float d = x[i].d;
+ const float m = x[i].m;
+
+ const uint8_t * pp = x[i].qs;
+
+ const uint32_t qh = x[i].qh;
+
+ for (int l = 0; l < QK5_1; l += 2) {
+ const uint8_t vi = pp[l/2];
+
+ const int8_t vh0 = ((qh & (1 << (l + 0))) >> (l + 0)) << 4;
+ const int8_t vh1 = ((qh & (1 << (l + 1))) >> (l + 1)) << 4;
+
+ const int8_t vi0 = (vi & 0xf) | vh0;
+ const int8_t vi1 = (vi >> 4) | vh1;
+
+ const float v0 = vi0*d + m;
+ const float v1 = vi1*d + m;
+
+ y[i*QK5_1 + l + 0] = v0;
+ y[i*QK5_1 + l + 1] = v1;
+ }
+}
+
static __global__ void dequantize_block_q8_0(const void * vx, float * y) {
const block_q8_0 * x = (const block_q8_0 *) vx;
@@ -174,6 +249,16 @@ void dequantize_row_q4_3_cuda(const void * vx, float * y, int k, cudaStream_t st
dequantize_block_q4_3<<<nb, 1, 0, stream>>>(vx, y);
}
+void dequantize_row_q5_0_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
+ const int nb = k / QK5_0;
+ dequantize_block_q5_0<<<nb, 1, 0, stream>>>(vx, y);
+}
+
+void dequantize_row_q5_1_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
+ const int nb = k / QK5_1;
+ dequantize_block_q5_1<<<nb, 1, 0, stream>>>(vx, y);
+}
+
void dequantize_row_q8_0_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
const int nb = k / QK8_0;
dequantize_block_q8_0<<<nb, 1, 0, stream>>>(vx, y);