mirror of
https://github.com/ggml-org/llama.cpp.git
synced 2026-09-19 17:24:57 +02:00
ggml: support ggml_rope_set_offset on vulkan
This commit is contained in:
@@ -1644,6 +1644,7 @@ struct vk_op_rope_push_constants {
|
||||
uint32_t rope_mode;
|
||||
uint32_t nrows;
|
||||
uint32_t n_dims;
|
||||
uint32_t n_offs;
|
||||
float freq_scale;
|
||||
float freq_base;
|
||||
float ext_factor;
|
||||
@@ -1655,6 +1656,7 @@ struct vk_op_rope_push_constants {
|
||||
uint32_t is_imrope;
|
||||
uint32_t is_back;
|
||||
uint32_t set_rows_stride;
|
||||
uint32_t inplace;
|
||||
uint32_t ne00;
|
||||
uint32_t ne01;
|
||||
uint32_t ne02;
|
||||
@@ -13117,9 +13119,10 @@ static uint32_t ggml_vk_rms_partials_size(ggml_backend_vk_context * ctx, const g
|
||||
return num_bytes;
|
||||
}
|
||||
|
||||
static vk_op_rope_push_constants ggml_vk_make_rope_constants(const ggml_tensor *dst, const ggml_tensor *src0, const bool has_ff, bool backprop, const uint32_t set_rows_stride) {
|
||||
static vk_op_rope_push_constants ggml_vk_make_rope_constants(const ggml_tensor *dst, const ggml_tensor *src0, const bool has_ff, bool backprop, const uint32_t set_rows_stride, const bool inplace) {
|
||||
const int n_dims = ((const int32_t *) dst->op_params)[1];
|
||||
const int mode = ((const int32_t *) dst->op_params)[2];
|
||||
const int n_offs = ((const int32_t *) dst->op_params)[15];
|
||||
// const int n_ctx = ((const int32_t *) dst->op_params)[3];
|
||||
const int n_ctx_orig = ((const int32_t *) dst->op_params)[4];
|
||||
const float freq_base = ((const float *) dst->op_params)[5];
|
||||
@@ -13149,9 +13152,9 @@ static vk_op_rope_push_constants ggml_vk_make_rope_constants(const ggml_tensor *
|
||||
uint32_t nb13 = dst->nb[3] / ggml_type_size(dst->type);
|
||||
|
||||
vk_op_rope_push_constants rope {
|
||||
(uint32_t)mode, (uint32_t)ggml_nrows(src0), (uint32_t)n_dims, freq_scale,
|
||||
(uint32_t)mode, (uint32_t)ggml_nrows(src0), (uint32_t)n_dims, (uint32_t)n_offs, freq_scale,
|
||||
freq_base, ext_factor, attn_factor, {corr_dims[0], corr_dims[1]}, theta_scale, has_ff,
|
||||
{ sections[0], sections[1], sections[2], sections[3] }, is_imrope, backprop, set_rows_stride,
|
||||
{ sections[0], sections[1], sections[2], sections[3] }, is_imrope, backprop, set_rows_stride, inplace,
|
||||
|
||||
(uint32_t)src0->ne[0],
|
||||
(uint32_t)src0->ne[1],
|
||||
@@ -13220,7 +13223,7 @@ static void ggml_vk_rms_norm(ggml_backend_vk_context * ctx, vk_context& subctx,
|
||||
|
||||
vk_op_rms_norm_mul_rope_push_constants pc;
|
||||
pc.bin = bin;
|
||||
pc.rope = ggml_vk_make_rope_constants(rope, rope->src[0], tensors[4] != nullptr, false, set_rows_stride);
|
||||
pc.rope = ggml_vk_make_rope_constants(rope, rope->src[0], tensors[4] != nullptr, false, set_rows_stride, false);
|
||||
|
||||
vk_pipeline pipeline = tensors[5]->type == GGML_TYPE_F16 ? ctx->device->pipeline_rms_norm_mul_rope_f32_f16 : ctx->device->pipeline_rms_norm_mul_rope_f32_f32;
|
||||
|
||||
@@ -13568,8 +13571,11 @@ static void ggml_vk_rope(ggml_backend_vk_context * ctx, vk_context& subctx, cons
|
||||
dst = cgraph->nodes[node_idx + 2];
|
||||
}
|
||||
|
||||
// when dst aliases src0, the channels outside the rotated window already hold the correct data
|
||||
const bool inplace = dst->data == src0->data;
|
||||
|
||||
ggml_vk_op_f32<vk_op_rope_push_constants>(ctx, subctx, src0, src1, src2, src3, dst, GGML_OP_ROPE,
|
||||
ggml_vk_make_rope_constants(cgraph->nodes[node_idx], src0, src2 != nullptr, backprop, set_rows_stride));
|
||||
ggml_vk_make_rope_constants(cgraph->nodes[node_idx], src0, src2 != nullptr, backprop, set_rows_stride, inplace));
|
||||
}
|
||||
|
||||
static void ggml_vk_argsort(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) {
|
||||
@@ -18253,15 +18259,8 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm
|
||||
case GGML_OP_REPEAT_BACK:
|
||||
return op->type == GGML_TYPE_F32 && op->src[0]->type == GGML_TYPE_F32;
|
||||
case GGML_OP_ROPE:
|
||||
if (((const int32_t *) op->op_params)[15] != 0) {
|
||||
return false; // FIXME: support ggml_rope_set_offset
|
||||
}
|
||||
return ggml_is_contiguous_rows(op) && ggml_is_contiguous_rows(op->src[0]);
|
||||
case GGML_OP_ROPE_BACK:
|
||||
if (((const int32_t *) op->op_params)[15] != 0) {
|
||||
return false; // FIXME: support ggml_rope_set_offset
|
||||
}
|
||||
return true;
|
||||
case GGML_OP_NONE:
|
||||
case GGML_OP_RESHAPE:
|
||||
case GGML_OP_VIEW:
|
||||
@@ -19202,6 +19201,10 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph *
|
||||
tensor_clone = ggml_rope_ext_back(ggml_ctx, src_clone[0], src_clone[1], src_clone[2], n_dims, mode, n_ctx_orig_ggml, freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow);
|
||||
}
|
||||
}
|
||||
const int n_offs = ((int32_t *) tensor->op_params)[15];
|
||||
if (n_offs != 0) {
|
||||
tensor_clone = ggml_rope_set_offset(tensor_clone, n_offs);
|
||||
}
|
||||
} else if (tensor->op == GGML_OP_UNARY) {
|
||||
switch (ggml_get_unary_op(tensor)) {
|
||||
case GGML_UNARY_OP_EXP:
|
||||
|
||||
@@ -50,19 +50,24 @@ void rope_norm(const uint i0, const uint i1, const uint i2, const uint i3, rope_
|
||||
}
|
||||
idst += p.d_offset;
|
||||
|
||||
if (i0 >= p.n_dims) {
|
||||
if (i0 < p.n_offs || i0 >= p.n_offs + p.n_dims) {
|
||||
if (p.inplace != 0) {
|
||||
return;
|
||||
}
|
||||
rope_data_d[idst + 0] = ROPE_D_TYPE(rope_data_a[ix + 0]);
|
||||
rope_data_d[idst + 1] = ROPE_D_TYPE(rope_data_a[ix + 1]);
|
||||
|
||||
return;
|
||||
}
|
||||
|
||||
const float theta_base = rope_data_pos[i2] * pow(p.theta_scale, i0/2.0f);
|
||||
const uint iw = i0 - p.n_offs; // channel index relative to the rotated window
|
||||
|
||||
const float freq_factor = p.has_ff != 0 ? rope_data_ff[i0/2] : 1.0f;
|
||||
const float theta_base = rope_data_pos[i2] * pow(p.theta_scale, iw/2.0f);
|
||||
|
||||
const float freq_factor = p.has_ff != 0 ? rope_data_ff[iw/2] : 1.0f;
|
||||
|
||||
float cos_theta, sin_theta;
|
||||
rope_yarn(theta_base / freq_factor, i0, cos_theta, sin_theta, p);
|
||||
rope_yarn(theta_base / freq_factor, iw, cos_theta, sin_theta, p);
|
||||
|
||||
const float x0 = float(rope_data_a[ix + 0]);
|
||||
const float x1 = float(rope_data_a[ix + 1]);
|
||||
@@ -87,25 +92,31 @@ void rope_neox(const uint i0, const uint i1, const uint i2, const uint i3, rope_
|
||||
}
|
||||
idst += p.d_offset;
|
||||
|
||||
if (i0 >= p.n_dims) {
|
||||
if (i0 < p.n_offs || i0 >= p.n_offs + p.n_dims) {
|
||||
if (p.inplace != 0) {
|
||||
return;
|
||||
}
|
||||
rope_data_d[idst + i0/2 + 0] = ROPE_D_TYPE(rope_data_a[ix + i0/2 + 0]);
|
||||
rope_data_d[idst + i0/2 + 1] = ROPE_D_TYPE(rope_data_a[ix + i0/2 + 1]);
|
||||
|
||||
return;
|
||||
}
|
||||
|
||||
const float theta_base = rope_data_pos[i2] * pow(p.theta_scale, i0/2.0f);
|
||||
const uint iw = i0 - p.n_offs; // channel index relative to the rotated window
|
||||
|
||||
const float freq_factor = p.has_ff != 0 ? rope_data_ff[i0/2] : 1.0f;
|
||||
const float theta_base = rope_data_pos[i2] * pow(p.theta_scale, iw/2.0f);
|
||||
|
||||
const float freq_factor = p.has_ff != 0 ? rope_data_ff[iw/2] : 1.0f;
|
||||
|
||||
float cos_theta, sin_theta;
|
||||
rope_yarn(theta_base / freq_factor, i0, cos_theta, sin_theta, p);
|
||||
rope_yarn(theta_base / freq_factor, iw, cos_theta, sin_theta, p);
|
||||
|
||||
const float x0 = float(rope_data_a[ix + 0]);
|
||||
const float x1 = float(rope_data_a[ix + p.n_dims/2]);
|
||||
// idst/ix point at channel i0/2; the first channel of the rotated pair is p.n_offs + iw/2 = i0/2 + p.n_offs/2
|
||||
const float x0 = float(rope_data_a[ix + p.n_offs/2 + 0]);
|
||||
const float x1 = float(rope_data_a[ix + p.n_offs/2 + p.n_dims/2]);
|
||||
|
||||
rope_data_d[idst + 0] = ROPE_D_TYPE(x0*cos_theta - x1*sin_theta);
|
||||
rope_data_d[idst + p.n_dims/2] = ROPE_D_TYPE(x0*sin_theta + x1*cos_theta);
|
||||
rope_data_d[idst + p.n_offs/2 + 0] = ROPE_D_TYPE(x0*cos_theta - x1*sin_theta);
|
||||
rope_data_d[idst + p.n_offs/2 + p.n_dims/2] = ROPE_D_TYPE(x0*sin_theta + x1*cos_theta);
|
||||
}
|
||||
|
||||
|
||||
@@ -125,53 +136,59 @@ void rope_multi(const uint i0, const uint i1, const uint i2, const uint i3, rope
|
||||
}
|
||||
idst += p.d_offset;
|
||||
|
||||
if (i0 >= p.n_dims) {
|
||||
if (i0 < p.n_offs || i0 >= p.n_offs + p.n_dims) {
|
||||
if (p.inplace != 0) {
|
||||
return;
|
||||
}
|
||||
rope_data_d[idst + i0/2 + 0] = ROPE_D_TYPE(rope_data_a[ix + i0/2 + 0]);
|
||||
rope_data_d[idst + i0/2 + 1] = ROPE_D_TYPE(rope_data_a[ix + i0/2 + 1]);
|
||||
|
||||
return;
|
||||
}
|
||||
|
||||
const uint iw = i0 - p.n_offs; // channel index relative to the rotated window
|
||||
|
||||
const int sect_dims = p.sections[0] + p.sections[1] + p.sections[2] + p.sections[3];
|
||||
const int sec_w = p.sections[1] + p.sections[0];
|
||||
const uint sector = (i0 / 2) % sect_dims;
|
||||
const uint sector = (iw / 2) % sect_dims;
|
||||
|
||||
float theta_base = 0.0;
|
||||
if (p.is_imrope != 0) {
|
||||
if (sector % 3 == 1 && sector < 3 * p.sections[1]) {
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 1]*pow(p.theta_scale, i0/2.0f);
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 1]*pow(p.theta_scale, iw/2.0f);
|
||||
} else if (sector % 3 == 2 && sector < 3 * p.sections[2]) {
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 2]*pow(p.theta_scale, i0/2.0f);
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 2]*pow(p.theta_scale, iw/2.0f);
|
||||
} else if (sector % 3 == 0 && sector < 3 * p.sections[0]) {
|
||||
theta_base = rope_data_pos[i2]*pow(p.theta_scale, i0/2.0f);
|
||||
theta_base = rope_data_pos[i2]*pow(p.theta_scale, iw/2.0f);
|
||||
} else {
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 3]*pow(p.theta_scale, i0/2.0f);
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 3]*pow(p.theta_scale, iw/2.0f);
|
||||
}
|
||||
} else {
|
||||
if (sector < p.sections[0]) {
|
||||
theta_base = rope_data_pos[i2]*pow(p.theta_scale, i0/2.0f);
|
||||
theta_base = rope_data_pos[i2]*pow(p.theta_scale, iw/2.0f);
|
||||
}
|
||||
else if (sector >= p.sections[0] && sector < sec_w) {
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 1]*pow(p.theta_scale, i0/2.0f);
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 1]*pow(p.theta_scale, iw/2.0f);
|
||||
}
|
||||
else if (sector >= sec_w && sector < sec_w + p.sections[2]) {
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 2]*pow(p.theta_scale, i0/2.0f);
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 2]*pow(p.theta_scale, iw/2.0f);
|
||||
}
|
||||
else if (sector >= sec_w + p.sections[2]) {
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 3]*pow(p.theta_scale, i0/2.0f);
|
||||
theta_base = rope_data_pos[i2 + p.ne02 * 3]*pow(p.theta_scale, iw/2.0f);
|
||||
}
|
||||
}
|
||||
|
||||
const float freq_factor = p.has_ff != 0 ? rope_data_ff[i0/2] : 1.0f;
|
||||
const float freq_factor = p.has_ff != 0 ? rope_data_ff[iw/2] : 1.0f;
|
||||
|
||||
float cos_theta, sin_theta;
|
||||
rope_yarn(theta_base / freq_factor, i0, cos_theta, sin_theta, p);
|
||||
rope_yarn(theta_base / freq_factor, iw, cos_theta, sin_theta, p);
|
||||
|
||||
const float x0 = float(rope_data_a[ix + 0]);
|
||||
const float x1 = float(rope_data_a[ix + p.n_dims/2]);
|
||||
// idst/ix point at channel i0/2; the first channel of the rotated pair is p.n_offs + iw/2 = i0/2 + p.n_offs/2
|
||||
const float x0 = float(rope_data_a[ix + p.n_offs/2 + 0]);
|
||||
const float x1 = float(rope_data_a[ix + p.n_offs/2 + p.n_dims/2]);
|
||||
|
||||
rope_data_d[idst + 0] = ROPE_D_TYPE(x0*cos_theta - x1*sin_theta);
|
||||
rope_data_d[idst + p.n_dims/2] = ROPE_D_TYPE(x0*sin_theta + x1*cos_theta);
|
||||
rope_data_d[idst + p.n_offs/2 + 0] = ROPE_D_TYPE(x0*cos_theta - x1*sin_theta);
|
||||
rope_data_d[idst + p.n_offs/2 + p.n_dims/2] = ROPE_D_TYPE(x0*sin_theta + x1*cos_theta);
|
||||
}
|
||||
|
||||
void rope_vision(const uint i0, const uint i1, const uint i2, const uint i3, rope_params p) {
|
||||
|
||||
@@ -5,6 +5,7 @@ struct rope_params {
|
||||
uint rope_mode;
|
||||
uint nrows;
|
||||
uint n_dims;
|
||||
uint n_offs;
|
||||
float freq_scale;
|
||||
float freq_base;
|
||||
float ext_factor;
|
||||
@@ -16,6 +17,7 @@ struct rope_params {
|
||||
uint is_imrope;
|
||||
uint is_back;
|
||||
uint set_rows_stride;
|
||||
uint inplace;
|
||||
|
||||
uint ne00;
|
||||
uint ne01;
|
||||
|
||||
Reference in New Issue
Block a user