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authorKawrakow <48489457+ikawrakow@users.noreply.github.com>2024-02-26 18:28:38 +0200
committerGitHub <noreply@github.com>2024-02-26 18:28:38 +0200
commita33e6a0d2a66104ea9a906bdbf8a94d050189d91 (patch)
tree30478b4a0b1792d1af66c5d64e2c3c4fa1af74ab /ggml.c
parent47bb7b48c7cec9d8f57d56812ce811ec130b89a3 (diff)
Adding IQ2_S and IQ2_M to complete coverage of the 2-3 bit quantization range (#5721)
* Adding IQ2_S and IQ2_M as a single cumulative commit * Update examples/quantize/quantize.cpp Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Diffstat (limited to 'ggml.c')
-rw-r--r--ggml.c31
1 files changed, 31 insertions, 0 deletions
diff --git a/ggml.c b/ggml.c
index 1d81553f..6be07bb6 100644
--- a/ggml.c
+++ b/ggml.c
@@ -690,6 +690,18 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = {
.vec_dot_type = GGML_TYPE_Q8_K,
.nrows = 1,
},
+ [GGML_TYPE_IQ2_S] = {
+ .type_name = "iq2_s",
+ .blck_size = QK_K,
+ .type_size = sizeof(block_iq2_s),
+ .is_quantized = true,
+ .to_float = (ggml_to_float_t) dequantize_row_iq2_s,
+ .from_float = quantize_row_iq2_s,
+ .from_float_reference = (ggml_from_float_t)quantize_row_iq2_s_reference,
+ .vec_dot = ggml_vec_dot_iq2_s_q8_K,
+ .vec_dot_type = GGML_TYPE_Q8_K,
+ .nrows = 1,
+ },
[GGML_TYPE_IQ1_S] = {
.type_name = "iq1_s",
.blck_size = QK_K,
@@ -2317,6 +2329,7 @@ enum ggml_type ggml_ftype_to_ggml_type(enum ggml_ftype ftype) {
case GGML_FTYPE_MOSTLY_IQ1_S: wtype = GGML_TYPE_IQ1_S; break;
case GGML_FTYPE_MOSTLY_IQ4_NL: wtype = GGML_TYPE_IQ4_NL; break;
case GGML_FTYPE_MOSTLY_IQ3_S: wtype = GGML_TYPE_IQ3_S; break;
+ case GGML_FTYPE_MOSTLY_IQ2_S: wtype = GGML_TYPE_IQ2_S; break;
case GGML_FTYPE_UNKNOWN: wtype = GGML_TYPE_COUNT; break;
case GGML_FTYPE_MOSTLY_Q4_1_SOME_F16: wtype = GGML_TYPE_COUNT; break;
}
@@ -7752,6 +7765,7 @@ static void ggml_compute_forward_add(
case GGML_TYPE_IQ1_S:
case GGML_TYPE_IQ4_NL:
case GGML_TYPE_IQ3_S:
+ case GGML_TYPE_IQ2_S:
{
ggml_compute_forward_add_q_f32(params, dst);
} break;
@@ -8032,6 +8046,7 @@ static void ggml_compute_forward_add1(
case GGML_TYPE_IQ1_S:
case GGML_TYPE_IQ4_NL:
case GGML_TYPE_IQ3_S:
+ case GGML_TYPE_IQ2_S:
{
ggml_compute_forward_add1_q_f32(params, dst);
} break;
@@ -8157,6 +8172,7 @@ static void ggml_compute_forward_acc(
case GGML_TYPE_IQ1_S:
case GGML_TYPE_IQ4_NL:
case GGML_TYPE_IQ3_S:
+ case GGML_TYPE_IQ2_S:
default:
{
GGML_ASSERT(false);
@@ -11056,6 +11072,7 @@ static void ggml_compute_forward_out_prod(
case GGML_TYPE_IQ1_S:
case GGML_TYPE_IQ4_NL:
case GGML_TYPE_IQ3_S:
+ case GGML_TYPE_IQ2_S:
{
ggml_compute_forward_out_prod_q_f32(params, dst);
} break;
@@ -11245,6 +11262,7 @@ static void ggml_compute_forward_set(
case GGML_TYPE_IQ1_S:
case GGML_TYPE_IQ4_NL:
case GGML_TYPE_IQ3_S:
+ case GGML_TYPE_IQ2_S:
default:
{
GGML_ASSERT(false);
@@ -11448,6 +11466,7 @@ static void ggml_compute_forward_get_rows(
case GGML_TYPE_IQ1_S:
case GGML_TYPE_IQ4_NL:
case GGML_TYPE_IQ3_S:
+ case GGML_TYPE_IQ2_S:
{
ggml_compute_forward_get_rows_q(params, dst);
} break;
@@ -12149,6 +12168,7 @@ static void ggml_compute_forward_alibi(
case GGML_TYPE_IQ1_S:
case GGML_TYPE_IQ4_NL:
case GGML_TYPE_IQ3_S:
+ case GGML_TYPE_IQ2_S:
case GGML_TYPE_Q8_K:
case GGML_TYPE_I8:
case GGML_TYPE_I16:
@@ -12233,6 +12253,7 @@ static void ggml_compute_forward_clamp(
case GGML_TYPE_IQ1_S:
case GGML_TYPE_IQ4_NL:
case GGML_TYPE_IQ3_S:
+ case GGML_TYPE_IQ2_S:
case GGML_TYPE_Q8_K:
case GGML_TYPE_I8:
case GGML_TYPE_I16:
@@ -19482,6 +19503,7 @@ void ggml_quantize_init(enum ggml_type type) {
switch (type) {
case GGML_TYPE_IQ2_XXS:
case GGML_TYPE_IQ2_XS:
+ case GGML_TYPE_IQ2_S:
case GGML_TYPE_IQ1_S: iq2xs_init_impl(type); break;
case GGML_TYPE_IQ3_XXS: iq3xs_init_impl(256); break;
case GGML_TYPE_IQ3_S: iq3xs_init_impl(512); break;
@@ -19768,6 +19790,15 @@ size_t ggml_quantize_chunk(enum ggml_type type, const float * src, void * dst, i
result = quantize_iq3_s(src + start, (char *)dst + start_row * row_size, nrows, n_per_row, hist, imatrix);
GGML_ASSERT(result == row_size * nrows);
} break;
+ case GGML_TYPE_IQ2_S:
+ {
+ GGML_ASSERT(start % QK_K == 0);
+ GGML_ASSERT(start % n_per_row == 0);
+ size_t start_row = start / n_per_row;
+ size_t row_size = ggml_row_size(type, n_per_row);
+ result = quantize_iq2_s(src + start, (char *)dst + start_row * row_size, nrows, n_per_row, hist, imatrix);
+ GGML_ASSERT(result == row_size * nrows);
+ } break;
case GGML_TYPE_IQ1_S:
{
GGML_ASSERT(start % QK_K == 0);