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Fix nasty bug in ggml_compute_forward_mul_mat_f32() and reenable BLAS

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This commit is contained in:
Georgi Gerganov 2023-03-25 16:09:54 +02:00
parent e899bf54b2
commit 2a2e63ce05
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GPG Key ID: 449E073F9DC10735
2 changed files with 40 additions and 139 deletions
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174
ggml.c
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@ -2638,7 +2638,7 @@ static inline int ggml_up(int n, int m) {
// assert that pointer is aligned to GGML_MEM_ALIGN // assert that pointer is aligned to GGML_MEM_ALIGN
#define ggml_assert_aligned(ptr) \ #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 (src0->nb[0] == sizeof(ggml_fp16_t)) {
if (dst->type == GGML_TYPE_F16) { if (dst->type == GGML_TYPE_F16) {
int id = 0; size_t id = 0;
const size_t rs = ne00*nb00; const size_t rs = ne00*nb00;
for (int i03 = 0; i03 < ne03; i03++) { 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) { } else if (dst->type == GGML_TYPE_F32) {
int id = 0; size_t id = 0;
float * dst_ptr = (float *) dst->data; float * dst_ptr = (float *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) { 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__); //printf("%s: this is not optimal - fix me\n", __func__);
if (dst->type == GGML_TYPE_F32) { if (dst->type == GGML_TYPE_F32) {
int id = 0; size_t id = 0;
float * dst_ptr = (float *) dst->data; float * dst_ptr = (float *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) { 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) { } else if (dst->type == GGML_TYPE_F16) {
int id = 0; size_t id = 0;
ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data; ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) { 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 (src0->nb[0] == sizeof(float)) {
if (dst->type == GGML_TYPE_F32) { if (dst->type == GGML_TYPE_F32) {
int id = 0; size_t id = 0;
const size_t rs = ne00*nb00; const size_t rs = ne00*nb00;
for (int i03 = 0; i03 < ne03; i03++) { 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) { } else if (dst->type == GGML_TYPE_F16) {
int id = 0; size_t id = 0;
ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data; ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) { 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__); //printf("%s: this is not optimal - fix me\n", __func__);
if (dst->type == GGML_TYPE_F32) { if (dst->type == GGML_TYPE_F32) {
int id = 0; size_t id = 0;
float * dst_ptr = (float *) dst->data; float * dst_ptr = (float *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) { 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) { } else if (dst->type == GGML_TYPE_F16) {
int id = 0; size_t id = 0;
ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data; ggml_fp16_t * dst_ptr = (ggml_fp16_t *) dst->data;
for (int i03 = 0; i03 < ne03; i03++) { 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 ne0 = dst->ne[0];
const int ne1 = dst->ne[1]; 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 // TODO: find the optimal values for these
if (ggml_is_contiguous(src0) && if (ggml_is_contiguous(src0) &&
ggml_is_contiguous(src1) && ((ne0 >= 32 && ne1 >= 32 && ne10 >= 32))) { ggml_is_contiguous(src1) && ((ne0 >= 32 && ne1 >= 32 && ne10 >= 32))) {
// disable BLAS for Q4_0 and Q4_1 /*printf("BLAS: %d %d %d %d %d\n", ne0, ne1, ne10, ne00, ne01);*/
// 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);
return true; return true;
} }
@ -5960,19 +5951,17 @@ static void ggml_compute_forward_mul_mat_f32(
for (int i03 = 0; i03 < ne03; i03++) { for (int i03 = 0; i03 < ne03; i03++) {
for (int i02 = 0; i02 < ne02; i02++) { 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); const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13);
float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3); float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3);
// zT = y * xT // zT = y * xT
{ cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans, ne11, ne01, ne10,
ne11, ne01, ne10, 1.0f, y, ne10,
1.0f, y, ne10, x, ne10,
x, ne10, 0.0f, d, ne01);
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 i03 = 0; i03 < ne03; i03++) {
for (int i02 = 0; i02 < ne02; i02++) { for (int i02 = 0; i02 < ne02; i02++) {
{ {
int id = 0; size_t id = 0;
for (int i01 = 0; i01 < ne01; ++i01) { for (int i01 = 0; i01 < ne01; ++i01) {
for (int i00 = 0; i00 < ne00; ++i00) { 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)); 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 * x = wdata;
const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13); 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); float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3);
// transpose z // zT = y * xT
//for (int j = 0; j < ne11; ++j) { cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
// for (int i = 0; i < ne01; ++i) { ne11, ne01, ne10,
// d[j*ne01 + i] = z[i*ne11 + j]; 1.0f, y, ne10,
// } x, ne10,
//} 0.0f, d, ne01);
{
#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
}
} }
} }
@ -6269,7 +6229,7 @@ static void ggml_compute_forward_mul_mat_f16_f32(
if (nb01 >= nb00) { if (nb01 >= nb00) {
ggml_fp16_t * const wdata = params->wdata; ggml_fp16_t * const wdata = params->wdata;
int id = 0; size_t id = 0;
for (int i13 = 0; i13 < ne13; ++i13) { for (int i13 = 0; i13 < ne13; ++i13) {
for (int i12 = 0; i12 < ne12; ++i12) { for (int i12 = 0; i12 < ne12; ++i12) {
for (int i11 = 0; i11 < ne11; ++i11) { 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 i03 = 0; i03 < ne03; i03++) {
for (int i02 = 0; i02 < ne02; i02++) { for (int i02 = 0; i02 < ne02; i02++) {
{ {
int id = 0; size_t id = 0;
for (int i01 = 0; i01 < ne01; ++i01) { for (int i01 = 0; i01 < ne01; ++i01) {
//for (int i00 = 0; i00 < ne00; ++i00) { //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)); // 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 * x = wdata;
const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13); 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); float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3);
// transpose z // zT = y * xT
//for (int j = 0; j < ne11; ++j) { cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
// for (int i = 0; i < ne01; ++i) { ne11, ne01, ne10,
// d[j*ne01 + i] = z[i*ne11 + j]; 1.0f, y, ne10,
// } x, ne10,
//} 0.0f, d, ne01);
{
#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
}
} }
} }
@ -6814,7 +6745,7 @@ static void ggml_compute_forward_mul_mat_q4_1_f32(
for (int i03 = 0; i03 < ne03; i03++) { for (int i03 = 0; i03 < ne03; i03++) {
for (int i02 = 0; i02 < ne02; i02++) { for (int i02 = 0; i02 < ne02; i02++) {
{ {
int id = 0; size_t id = 0;
for (int i01 = 0; i01 < ne01; ++i01) { for (int i01 = 0; i01 < ne01; ++i01) {
//for (int i00 = 0; i00 < ne00; ++i00) { //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)); // 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 * x = wdata;
const float * y = (float *) ((char *) src1->data + i02*nb12 + i03*nb13); 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); float * d = (float *) ((char *) dst->data + i02*nb2 + i03*nb3);
// transpose z // zT = y * xT
//for (int j = 0; j < ne11; ++j) { cblas_sgemm(CblasRowMajor, CblasNoTrans, CblasTrans,
// for (int i = 0; i < ne01; ++i) { ne11, ne01, ne10,
// d[j*ne01 + i] = z[i*ne11 + j]; 1.0f, y, ne10,
// } x, ne10,
//} 0.0f, d, ne01);
{
#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
}
} }
} }

5
llama.cpp
View File

@ -917,8 +917,7 @@ static bool llama_eval_internal(
struct ggml_tensor * KQ_scaled = struct ggml_tensor * KQ_scaled =
ggml_scale(ctx0, ggml_scale(ctx0,
KQ, 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) // KQ_masked = mask_past(KQ_scaled)
struct ggml_tensor * KQ_masked = ggml_diag_mask_inf(ctx0, KQ_scaled, n_past); 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), 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), n_embd/n_head, n_head, n_past + N),
1, 2, 0, 3), 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 // KQV = transpose(V) * KQ_soft_max
struct ggml_tensor * KQV = ggml_mul_mat(ctx0, V_trans, KQ_soft_max); struct ggml_tensor * KQV = ggml_mul_mat(ctx0, V_trans, KQ_soft_max);