vulkan: Support Q1_0

ggml/src/ggml-vulkan/vulkan-shaders/copy_to_quant.comp

@@ -184,6 +184,31 @@ void quantize(uint dst_idx, uint src_idx)
 }
 #endif
 
+#if defined(DATA_A_Q1_0)
+void quantize(uint dst_idx, uint src_idx)
+{
+    float sum_abs = 0.0;
+
+    [[unroll]] for (int j = 0; j < QUANT_K_Q1_0; j++) {
+        sum_abs += abs(data_s[src_idx + j]);
+    }
+
+    const float d = sum_abs / QUANT_K_Q1_0;
+
+    data_q[dst_idx].d = float16_t(d);
+
+    [[unroll]] for (int j = 0; j < QUANT_K_Q1_0 / 8; ++j) {
+        data_q[dst_idx].qs[j] = uint8_t(0);
+    }
+
+    [[unroll]] for (int j = 0; j < QUANT_K_Q1_0; ++j) {
+        if (data_s[src_idx + j] >= 0.0) {
+            data_q[dst_idx].qs[j / 8] |= uint8_t(1 << (j % 8));
+        }
+    }
+}
+#endif
+
 #if defined(DATA_A_IQ4_NL)
 uint best_index(float x) {
     if (x <= kvalues_iq4nl[0]) return 0;

ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs.glsl

@@ -87,6 +87,23 @@ vec4 dequantize4(uint ib, uint iqs, uint a_offset) {
 }
 #endif
 
+#if defined(DATA_A_Q1_0)
+vec2 dequantize(uint ib, uint iqs, uint a_offset) {
+    const uint bits = uint(data_a[a_offset + ib].qs[iqs / 8u]) >> (iqs % 8u);
+    return vec2(
+        (bits & 1u) != 0u ? 1.0f : -1.0f,
+        (bits & 2u) != 0u ? 1.0f : -1.0f);
+}
+vec4 dequantize4(uint ib, uint iqs, uint a_offset) {
+    const uint bits = uint(data_a[a_offset + ib].qs[iqs / 8u]) >> (iqs % 8u);
+    return vec4(
+        (bits & 1u) != 0u ? 1.0f : -1.0f,
+        (bits & 2u) != 0u ? 1.0f : -1.0f,
+        (bits & 4u) != 0u ? 1.0f : -1.0f,
+        (bits & 8u) != 0u ? 1.0f : -1.0f);
+}
+#endif
+
 #if defined(DATA_A_IQ1_S)
 vec2 dequantize(uint ib, uint iqs, uint a_offset) {
     const uint ib32 = iqs / 32;
@@ -454,6 +471,13 @@ vec2 get_dm(uint ib, uint a_offset) {
 }
 #endif
 
+#if defined(DATA_A_Q1_0)
+vec2 get_dm(uint ib, uint a_offset) {
+    const float d = float(data_a[a_offset + ib].d);
+    return vec2(d, 0);
+}
+#endif
+
 #if defined(DATA_A_MXFP4)
 vec2 get_dm(uint ib, uint a_offset) {
     return vec2(e8m0_to_fp32(data_a[a_offset + ib].e), 0);

ggml/src/ggml-vulkan/vulkan-shaders/dequant_funcs_cm2.glsl

@@ -13,6 +13,18 @@ float16_t dequantFuncF32(const in decodeBufF32 bl, const in uint blockCoords[2],
     return vf16[idx];
 }
 
+layout(buffer_reference, std430, buffer_reference_align = 2) buffer decodeBufQ1_0 {
+   block_q1_0 block;
+};
+
+float16_t dequantFuncQ1_0(const in decodeBufQ1_0 bl, const in uint blockCoords[2], const in uint coordInBlock[2])
+{
+    const float16_t d = bl.block.d;
+    const uint idx = coordInBlock[1];
+    const uint bit = (uint(bl.block.qs[(idx & 0x78) >> 3]) >> (idx & 0x7)) & 1u;
+    return bit != 0u ? d : -d;
+}
+
 layout(buffer_reference, std430, buffer_reference_align = 2) buffer decodeBufQ4_0 {
    block_q4_0_packed16 block;
 };
@@ -685,7 +697,9 @@ float16_t dequantFuncMXFP4(const in decodeBufMXFP4 bl, const in uint blockCoords
 }
 #endif
 
-#if defined(DATA_A_Q4_0)
+#if defined(DATA_A_Q1_0)
+#define dequantFuncA dequantFuncQ1_0
+#elif defined(DATA_A_Q4_0)
 #define dequantFuncA dequantFuncQ4_0
 #elif defined(DATA_A_Q4_1)
 #define dequantFuncA dequantFuncQ4_1

ggml/src/ggml-vulkan/vulkan-shaders/dequant_q1_0.comp

@@ -0,0 +1,29 @@
+#version 450
+
+#include "dequant_head.glsl"
+
+layout(local_size_x = 256, local_size_y = 1, local_size_z = 1) in;
+
+layout (binding = 0) readonly buffer A {block_q1_0 data_a[];};
+layout (binding = 1) writeonly buffer D {D_TYPE data_b[];};
+
+void main() {
+    const uint i = gl_WorkGroupID.x * 4 + gl_LocalInvocationID.x / 64;
+
+    const uint tid = gl_LocalInvocationID.x % 64;
+    const uint il  = tid / 4;
+    const uint ir  = tid % 4;
+    const uint ib = 4*i + ir;
+    if (ib >= p.nel / 128) {
+        return;
+    }
+
+    const uint b_idx = 512*i + 128*ir + 8*il;
+
+    const float d = float(data_a[ib].d);
+    const uint bits = uint(data_a[ib].qs[il]);
+
+    [[unroll]] for (uint l = 0; l < 8; ++l) {
+        data_b[b_idx + l] = D_TYPE((bits & (1u << l)) != 0u ? d : -d);
+    }
+}

ggml/src/ggml-vulkan/vulkan-shaders/mul_mm_funcs.glsl

@@ -130,6 +130,20 @@ void load_a_to_shmem(const uint pos_a, const uint row, const uint col, const uin
 
             buf_a[buf_idx    ] = FLOAT_TYPEV2(v.xy);
             buf_a[buf_idx + 1] = FLOAT_TYPEV2(v.zw);
+#elif defined(DATA_A_Q1_0)
+            const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row;
+            const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2;
+
+            const uint ib = idx / 16;
+            const uint iqs = idx & 0xfu;
+
+            const float d = float(data_a[ib].d);
+            const uint bits = uint(data_a[ib].qs[iqs]);
+
+            buf_a[buf_idx    ] = FLOAT_TYPEV2((bits & 0x01u) != 0u ? d : -d, (bits & 0x02u) != 0u ? d : -d);
+            buf_a[buf_idx + 1] = FLOAT_TYPEV2((bits & 0x04u) != 0u ? d : -d, (bits & 0x08u) != 0u ? d : -d);
+            buf_a[buf_idx + 2] = FLOAT_TYPEV2((bits & 0x10u) != 0u ? d : -d, (bits & 0x20u) != 0u ? d : -d);
+            buf_a[buf_idx + 3] = FLOAT_TYPEV2((bits & 0x40u) != 0u ? d : -d, (bits & 0x80u) != 0u ? d : -d);
 #elif defined(DATA_A_Q2_K)
             const uint idx = pos_a + col * p.stride_a / LOAD_VEC_A + row;
             const uint buf_idx = col * SHMEM_STRIDE + row * LOAD_VEC_A / 2;

ggml/src/ggml-vulkan/vulkan-shaders/types.glsl

@@ -188,6 +188,22 @@ struct block_q8_0_packed16
 #define DATA_A_QUANT_LEGACY
 #endif
 
+#define QUANT_K_Q1_0 128
+#define QUANT_R_Q1_0 1
+
+struct block_q1_0
+{
+    float16_t d;
+    uint8_t qs[QUANT_K_Q1_0 / 8];
+};
+
+#if defined(DATA_A_Q1_0)
+#define QUANT_K QUANT_K_Q1_0
+#define QUANT_R QUANT_R_Q1_0
+#define QUANT_AUXF 1
+#define A_TYPE block_q1_0
+#endif
+
 #define QUANT_K_Q8_1 32
 #define QUANT_R_Q8_1 1
 

ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp

@@ -45,6 +45,7 @@ std::string target_cpp = "";
 const std::vector<std::string> type_names = {
     "f32",
     "f16",
+    "q1_0",
     "q4_0",
     "q4_1",
     "q5_0",
@@ -553,7 +554,7 @@ void matmul_shaders(bool fp16, MatMulIdType matmul_id_type, bool coopmat, bool c
 
     for (const auto& tname : type_names) {
         std::string load_vec_quant = "2";
-        if ((tname == "q4_0") || (tname == "q4_1") || (tname == "q5_1") || (tname == "iq1_s") || (tname == "iq1_m") || (tname == "iq2_xxs") || (tname == "iq2_xs") || (tname == "iq2_s"))
+        if ((tname == "q1_0") || (tname == "q4_0") || (tname == "q4_1") || (tname == "q5_1") || (tname == "iq1_s") || (tname == "iq1_m") || (tname == "iq2_xxs") || (tname == "iq2_xs") || (tname == "iq2_s"))
             load_vec_quant = "8";
         else if ((tname == "q5_0") || (tname == "q8_0") || (tname == "q2_k") || (tname == "q4_k") || (tname == "q5_k") || (tname == "iq3_xxs") || (tname == "iq3_s") || (tname == "iq4_xs") || (tname == "iq4_nl") || (tname == "mxfp4"))
             load_vec_quant = "4";
@@ -758,13 +759,13 @@ void process_shaders() {
     string_to_spv("cpy_transpose_16", "copy_transpose.comp", {{"A_TYPE", "uint16_t"}, {"D_TYPE", "uint16_t"}});
     string_to_spv("cpy_transpose_32", "copy_transpose.comp", {{"A_TYPE", "uint"}, {"D_TYPE", "uint"}});
 
-    for (std::string t : {"q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) {
+    for (std::string t : {"q1_0", "q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) {
         string_to_spv("cpy_f32_" + t, "copy_to_quant.comp", {{"DATA_A_" + to_uppercase(t), "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
         string_to_spv("cpy_f32_" + t + "_rte", "copy_to_quant.comp", {{"DATA_A_" + to_uppercase(t), "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"RTE16", "1"}});
         string_to_spv("cpy_" + t + "_f32", "copy_from_quant.comp", {{"DATA_A_" + to_uppercase(t), "1"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
     }
 
-    for (std::string t : {"f32", "f16", "bf16", "q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) {
+    for (std::string t : {"f32", "f16", "bf16", "q1_0", "q4_0", "q4_1", "q5_0", "q5_1", "q8_0", "iq4_nl"}) {
         string_to_spv("set_rows_" + t + "_i32",     "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uint"}, {"B_SIZE", "32"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});
         string_to_spv("set_rows_" + t + "_i32_rte", "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uint"}, {"B_SIZE", "32"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}, {"RTE16", "1"}});
         string_to_spv("set_rows_" + t + "_i64",     "copy_to_quant.comp", {{"SET_ROWS", "1"}, {"DATA_A_" + to_uppercase(t), "1"}, {"B_TYPE", "uvec2"}, {"B_SIZE", "64"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}});

tests/test-backend-ops.cpp

@@ -7265,6 +7265,7 @@ static const ggml_type all_types[] = {
 static const ggml_type base_types[] = {
     GGML_TYPE_F32, GGML_TYPE_F16,
     GGML_TYPE_Q8_0, // for I8MM tests
+    GGML_TYPE_Q1_0,
     GGML_TYPE_Q4_0,
     GGML_TYPE_Q4_1, // for I8MM tests
     GGML_TYPE_Q4_K,