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-rw-r--r--ggml.c174
-rw-r--r--llama.cpp5
2 files changed, 40 insertions, 139 deletions
diff --git a/ggml.c b/ggml.c
index db68ed1..625ef60 100644
--- a/ggml.c
+++ b/ggml.c
@@ -2638,7 +2638,7 @@ static inline int ggml_up(int n, int m) {
// assert that pointer is aligned to GGML_MEM_ALIGN
#define ggml_assert_aligned(ptr) \
- assert(((uintptr_t) (ptr))%GGML_MEM_ALIGN == 0)
+ GGML_ASSERT(((uintptr_t) (ptr))%GGML_MEM_ALIGN == 0)
////////////////////////////////////////////////////////////////////////////////
@@ -4566,7 +4566,7 @@ static void ggml_compute_forward_dup_f16(
if (src0->nb[0] == sizeof(ggml_fp16_t)) {
if (dst->type == GGML_TYPE_F16) {
- int id = 0;
+ size_t id = 0;
const size_t rs = ne00*nb00;
for (int i03 = 0; i03 < ne03; i03++) {
@@ -4582,7 +4582,7 @@ static void ggml_compute_forward_dup_f16(
}
}
} else if (dst->type == GGML_TYPE_F32) {
- int id = 0;
+ size_t id = 0;
float * dst_ptr = (float *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) {
@@ -4604,7 +4604,7 @@ static void ggml_compute_forward_dup_f16(
//printf("%s: this is not optimal - fix me\n", __func__);
if (dst->type == GGML_TYPE_F32) {
- int id = 0;
+ size_t id = 0;
float * dst_ptr = (float *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) {
@@ -4620,7 +4620,7 @@ static void ggml_compute_forward_dup_f16(
}
}
} else if (dst->type == GGML_TYPE_F16) {
- int id = 0;
+ size_t id = 0;
ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) {
@@ -4670,7 +4670,7 @@ static void ggml_compute_forward_dup_f32(
if (src0->nb[0] == sizeof(float)) {
if (dst->type == GGML_TYPE_F32) {
- int id = 0;
+ size_t id = 0;
const size_t rs = ne00*nb00;
for (int i03 = 0; i03 < ne03; i03++) {
@@ -4686,7 +4686,7 @@ static void ggml_compute_forward_dup_f32(
}
}
} else if (dst->type == GGML_TYPE_F16) {
- int id = 0;
+ size_t id = 0;
ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) {
@@ -4708,7 +4708,7 @@ static void ggml_compute_forward_dup_f32(
//printf("%s: this is not optimal - fix me\n", __func__);
if (dst->type == GGML_TYPE_F32) {
- int id = 0;
+ size_t id = 0;
float * dst_ptr = (float *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) {
@@ -4724,7 +4724,7 @@ static void ggml_compute_forward_dup_f32(
}
}
} else if (dst->type == GGML_TYPE_F16) {
- int id = 0;
+ size_t id = 0;
ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) {
@@ -5854,20 +5854,11 @@ static bool ggml_compute_forward_mul_mat_use_blas(
const int ne0 = dst->ne[0];
const int ne1 = dst->ne[1];
- // TMP: disable BLAS for now there is definitely a bug
- return false;
-
// TODO: find the optimal values for these
if (ggml_is_contiguous(src0) &&
ggml_is_contiguous(src1) && ((ne0 >= 32 && ne1 >= 32 && ne10 >= 32))) {
- // disable BLAS for Q4_0 and Q4_1
- // there is a bug that has to be fixed before enabling
- if (src0->type == GGML_TYPE_Q4_0 || src0->type == GGML_TYPE_Q4_1) {
- return false;
- }
-
- //printf("BLAS: %d %d %d %d %d\n", ne0, ne1, ne10, ne00, ne01);
+ /*printf("BLAS: %d %d %d %d %d\n", ne0, ne1, ne10, ne00, ne01);*/
return true;
}
@@ -5960,19 +5951,17 @@ static void ggml_compute_forward_mul_mat_f32(
for (int i03 = 0; i03 < ne03; i03++) {
for (int i02 = 0; i02 < ne02; i02++) {
- const float * x = (float *) (src0->data);
+ const float * x = (float *) ((char *) src0->data + i02*nb02 + i03*nb03);
const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13);
float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3);
// zT = y * xT
- {
- cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
- ne11, ne01, ne10,
- 1.0f, y, ne10,
- x, ne10,
- 0.0f, d, ne01);
- }
+ cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
+ ne11, ne01, ne10,
+ 1.0f, y, ne10,
+ x, ne10,
+ 0.0f, d, ne01);
}
}
@@ -6208,7 +6197,7 @@ static void ggml_compute_forward_mul_mat_f16_f32(
for (int i03 = 0; i03 < ne03; i03++) {
for (int i02 = 0; i02 < ne02; i02++) {
{
- int id = 0;
+ size_t id = 0;
for (int i01 = 0; i01 < ne01; ++i01) {
for (int i00 = 0; i00 < ne00; ++i00) {
wdata[id++] = GGML_FP16_TO_FP32(*(ggml_fp16_t *) ((char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00));
@@ -6219,43 +6208,14 @@ static void ggml_compute_forward_mul_mat_f16_f32(
const float * x = wdata;
const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13);
- // float * z = wdata + ne00*ne01;
-
- // z = x * yT
- //{
- // cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
- // ne01, ne11, ne00,
- // 1.0f, x, ne00,
- // y, ne00,
- // 0.0f, z, ne11);
- //}
-
float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3);
- // transpose z
- //for (int j = 0; j < ne11; ++j) {
- // for (int i = 0; i < ne01; ++i) {
- // d[j*ne01 + i] = z[i*ne11 + j];
- // }
- //}
-
- {
-#if 1
- // zT = y * xT
- cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
- ne11, ne01, ne10,
- 1.0f, y, ne00,
- x, ne00,
- 0.0f, d, ne01);
-#else
- // zT = (xT * y)T
- cblas_sgemm(CblasColMajor, CblasTrans, CblasNoTrans,
- ne01, ne11, ne10,
- 1.0f, x, ne00,
- y, ne00,
- 0.0f, d, ne01);
-#endif
- }
+ // zT = y * xT
+ cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
+ ne11, ne01, ne10,
+ 1.0f, y, ne10,
+ x, ne10,
+ 0.0f, d, ne01);
}
}
@@ -6269,7 +6229,7 @@ static void ggml_compute_forward_mul_mat_f16_f32(
if (nb01 >= nb00) {
ggml_fp16_t * const wdata = params->wdata;
- int id = 0;
+ size_t id = 0;
for (int i13 = 0; i13 < ne13; ++i13) {
for (int i12 = 0; i12 < ne12; ++i12) {
for (int i11 = 0; i11 < ne11; ++i11) {
@@ -6514,7 +6474,7 @@ static void ggml_compute_forward_mul_mat_q4_0_f32(
for (int i03 = 0; i03 < ne03; i03++) {
for (int i02 = 0; i02 < ne02; i02++) {
{
- int id = 0;
+ size_t id = 0;
for (int i01 = 0; i01 < ne01; ++i01) {
//for (int i00 = 0; i00 < ne00; ++i00) {
// wdata[id++] = GGML_FP16_TO_FP32(*(ggml_fp16_t *) ((char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00));
@@ -6527,43 +6487,14 @@ static void ggml_compute_forward_mul_mat_q4_0_f32(
const float * x = wdata;
const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13);
- // float * z = wdata + ne00*ne01;
-
- // z = x * yT
- //{
- // cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
- // ne01, ne11, ne00,
- // 1.0f, x, ne00,
- // y, ne00,
- // 0.0f, z, ne11);
- //}
-
float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3);
- // transpose z
- //for (int j = 0; j < ne11; ++j) {
- // for (int i = 0; i < ne01; ++i) {
- // d[j*ne01 + i] = z[i*ne11 + j];
- // }
- //}
-
- {
-#if 1
- // zT = y * xT
- cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
- ne11, ne01, ne10,
- 1.0f, y, ne00,
- x, ne00,
- 0.0f, d, ne01);
-#else
- // zT = (xT * y)T
- cblas_sgemm(CblasColMajor, CblasTrans, CblasNoTrans,
- ne01, ne11, ne10,
- 1.0f, x, ne00,
- y, ne00,
- 0.0f, d, ne01);
-#endif
- }
+ // zT = y * xT
+ cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
+ ne11, ne01, ne10,
+ 1.0f, y, ne10,
+ x, ne10,
+ 0.0f, d, ne01);
}
}
@@ -6814,7 +6745,7 @@ static void ggml_compute_forward_mul_mat_q4_1_f32(
for (int i03 = 0; i03 < ne03; i03++) {
for (int i02 = 0; i02 < ne02; i02++) {
{
- int id = 0;
+ size_t id = 0;
for (int i01 = 0; i01 < ne01; ++i01) {
//for (int i00 = 0; i00 < ne00; ++i00) {
// wdata[id++] = GGML_FP16_TO_FP32(*(ggml_fp16_t *) ((char *) src0->data + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00));
@@ -6827,43 +6758,14 @@ static void ggml_compute_forward_mul_mat_q4_1_f32(
const float * x = wdata;
const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13);
- // float * z = wdata + ne00*ne01;
-
- // z = x * yT
- //{
- // cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
- // ne01, ne11, ne00,
- // 1.0f, x, ne00,
- // y, ne00,
- // 0.0f, z, ne11);
- //}
-
float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3);
- // transpose z
- //for (int j = 0; j < ne11; ++j) {
- // for (int i = 0; i < ne01; ++i) {
- // d[j*ne01 + i] = z[i*ne11 + j];
- // }
- //}
-
- {
-#if 1
- // zT = y * xT
- cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
- ne11, ne01, ne10,
- 1.0f, y, ne00,
- x, ne00,
- 0.0f, d, ne01);
-#else
- // zT = (xT * y)T
- cblas_sgemm(CblasColMajor, CblasTrans, CblasNoTrans,
- ne01, ne11, ne10,
- 1.0f, x, ne00,
- y, ne00,
- 0.0f, d, ne01);
-#endif
- }
+ // zT = y * xT
+ cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
+ ne11, ne01, ne10,
+ 1.0f, y, ne10,
+ x, ne10,
+ 0.0f, d, ne01);
}
}
diff --git a/llama.cpp b/llama.cpp
index 14de611..bb7bdea 100644
--- a/llama.cpp
+++ b/llama.cpp
@@ -917,8 +917,7 @@ static bool llama_eval_internal(
struct ggml_tensor * KQ_scaled =
ggml_scale(ctx0,
KQ,
- ggml_new_f32(ctx0, 1.0f/sqrt(float(n_embd)/n_head))
- );
+ ggml_new_f32(ctx0, 1.0f/sqrt(float(n_embd)/n_head)));
// KQ_masked = mask_past(KQ_scaled)
struct ggml_tensor * KQ_masked = ggml_diag_mask_inf(ctx0, KQ_scaled, n_past);
@@ -934,7 +933,7 @@ static bool llama_eval_internal(
ggml_view_1d(ctx0, kv_self.v, (n_past + N)*n_embd, il*n_ctx*ggml_element_size(kv_self.v)*n_embd),
n_embd/n_head, n_head, n_past + N),
1, 2, 0, 3),
- ggml_new_tensor_3d(ctx0, GGML_TYPE_F32, n_past + N, n_embd/n_head, n_head));
+ ggml_new_tensor_3d(ctx0, kv_self.v->type, n_past + N, n_embd/n_head, n_head));
// KQV = transpose(V) * KQ_soft_max
struct ggml_tensor * KQV = ggml_mul_mat(ctx0, V_trans, KQ_soft_max);
generated by cgit v1.2.3 (git 2.25.1) at 2024-12-26 07:09:52 +0000