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ggml : extend support for n_seq for soft_max and fattn
ggml-ci
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@@ -4853,7 +4853,8 @@ static void ggml_compute_forward_soft_max_f32(
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GGML_TENSOR_UNARY_OP_LOCALS
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GGML_TENSOR_UNARY_OP_LOCALS
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//const int64_t ne11 = src1 ? src1->ne[1] : 1;
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const int64_t nb11 = src1 ? src1->nb[1] : 1;
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const int64_t nb12 = src1 ? src1->nb[2] : 1;
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// TODO: is this supposed to be ceil instead of floor?
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// TODO: is this supposed to be ceil instead of floor?
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// https://huggingface.co/mosaicml/mpt-7b/blob/main/attention.py#L370
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// https://huggingface.co/mosaicml/mpt-7b/blob/main/attention.py#L370
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@@ -4878,6 +4879,10 @@ static void ggml_compute_forward_soft_max_f32(
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const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16);
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const bool use_f16 = (src1 && src1->type == GGML_TYPE_F16);
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for (int i1 = ir0; i1 < ir1; i1++) {
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for (int i1 = ir0; i1 < ir1; i1++) {
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const int64_t i11 = (i1%ne01);
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//const int64_t i12 = (i1/ne01)%ne02;
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const int64_t i13 = (i1/ne01)/ne02;
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// ALiBi
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// ALiBi
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const uint32_t h = (i1/ne01)%ne02; // head
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const uint32_t h = (i1/ne01)%ne02; // head
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const float slope = (max_bias > 0.0f) ? h < n_head_log2 ? powf(m0, h + 1) : powf(m1, 2*(h - n_head_log2) + 1) : 1.0f;
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const float slope = (max_bias > 0.0f) ? h < n_head_log2 ? powf(m0, h + 1) : powf(m1, 2*(h - n_head_log2) + 1) : 1.0f;
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@@ -4886,8 +4891,8 @@ static void ggml_compute_forward_soft_max_f32(
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float * dp = (float *)((char *) dst->data + i1*dst->nb[1]);
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float * dp = (float *)((char *) dst->data + i1*dst->nb[1]);
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// broadcast the mask across rows
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// broadcast the mask across rows
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ggml_fp16_t * mp_f16 = src1 ? (ggml_fp16_t *)((char *) src1->data) + (i1%ne01)*ne00 : NULL;
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ggml_fp16_t * mp_f16 = src1 ? (ggml_fp16_t *)((char *) src1->data + i11*nb11 + i13*nb12) : NULL;
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float * mp_f32 = src1 ? (float *)((char *) src1->data) + (i1%ne01)*ne00 : NULL;
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float * mp_f32 = src1 ? (float *)((char *) src1->data + i11*nb11 + i13*nb12) : NULL;
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ggml_vec_cpy_f32 (nc, wp, sp);
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ggml_vec_cpy_f32 (nc, wp, sp);
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ggml_vec_scale_f32(nc, wp, scale);
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ggml_vec_scale_f32(nc, wp, scale);
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@@ -7227,7 +7232,7 @@ static void ggml_compute_forward_flash_attn_ext_f16(
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memset(VKQ32, 0, DV*sizeof(float));
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memset(VKQ32, 0, DV*sizeof(float));
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}
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}
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const ggml_fp16_t * mp = mask ? (ggml_fp16_t *)((char *) mask->data + iq1*mask->nb[1]) : NULL;
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const ggml_fp16_t * mp = mask ? (ggml_fp16_t *)((char *) mask->data + iq1*mask->nb[1] + iq3*mask->nb[2]) : NULL;
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// k indices
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// k indices
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const int ik3 = iq3 / rk3;
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const int ik3 = iq3 / rk3;
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