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https://github.com/ggml-org/llama.cpp.git
synced 2025-07-15 07:14:32 +00:00
cuda : fix rope with partial rotation and non-cont src (#14580)
* cuda : fix rope non-cont ggml-ci * cont : fix multi-rope + add test ggml-ci * sycl : try fix ggml-ci * cont : fix sycl + clean-up cuda ggml-ci
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@ -50,21 +50,19 @@ static __global__ void rope_norm(
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const int row_dst = blockDim.x*blockIdx.x + threadIdx.x;
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if (i0 >= n_dims) {
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const int i = row_dst*ne0 + i0;
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dst[i + 0] = x[i + 0];
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dst[i + 1] = x[i + 1];
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return;
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}
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const int row_x = row_dst % ne1;
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const int channel_x = row_dst / ne1;
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const int idst = row_dst*ne0 + i0;
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const int ix = channel_x*s2 + row_x*s1 + i0;
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if (i0 >= n_dims) {
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dst[idst + 0] = x[ix + 0];
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dst[idst + 1] = x[ix + 1];
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return;
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}
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const float theta_base = pos[channel_x]*powf(theta_scale, i0/2.0f);
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const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f;
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@ -94,21 +92,19 @@ static __global__ void rope_neox(
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const int row_dst = blockDim.x*blockIdx.x + threadIdx.x;
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if (i0 >= n_dims) {
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const int i = row_dst*ne0 + i0;
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dst[i + 0] = x[i + 0];
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dst[i + 1] = x[i + 1];
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return;
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}
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const int row_x = row_dst % ne1;
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const int channel_x = row_dst / ne1;
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const int idst = row_dst*ne0 + i0/2;
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const int ix = channel_x*s2 + row_x*s1 + i0/2;
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if (i0 >= n_dims) {
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dst[idst + i0/2 + 0] = x[ix + i0/2 + 0];
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dst[idst + i0/2 + 1] = x[ix + i0/2 + 1];
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return;
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}
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const float theta_base = pos[channel_x]*powf(theta_scale, i0/2.0f);
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const float freq_factor = has_ff ? freq_factors[i0/2] : 1.0f;
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@ -138,21 +134,19 @@ static __global__ void rope_multi(
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const int row_dst = blockDim.x*blockIdx.x + threadIdx.x;
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if (i0 >= n_dims) {
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const int i = row_dst*ne0 + i0;
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dst[i + 0] = x[i + 0];
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dst[i + 1] = x[i + 1];
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return;
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}
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const int row_x = row_dst % ne1;
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const int channel_x = row_dst / ne1;
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const int idst = row_dst*ne0 + i0/2;
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const int ix = channel_x*s2 + row_x*s1 + i0/2;
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if (i0 >= n_dims) {
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dst[idst + i0/2 + 0] = x[ix + i0/2 + 0];
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dst[idst + i0/2 + 1] = x[ix + i0/2 + 1];
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return;
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}
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const int sect_dims = sections.v[0] + sections.v[1] + sections.v[2] + sections.v[3];
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const int sec_w = sections.v[1] + sections.v[0];
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const int sector = (i0 / 2) % sect_dims;
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@ -47,18 +47,17 @@ static void rope_norm(const T * x, T * dst, const int ne0, const int ne1, const
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const int row = item_ct1.get_local_range(2) * item_ct1.get_group(2) + item_ct1.get_local_id(2);
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if (i0 >= n_dims) {
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const int i = row * ne0 + i0;
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*reinterpret_cast<sycl::vec<T, 2> *>(dst + i) = *reinterpret_cast<const sycl::vec<T, 2> *>(x + i);
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return;
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}
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const int row0 = row % ne1;
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const int channel0 = row / ne1;
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const int i = row * ne0 + i0;
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const int i2 = channel0 * s2 + row0 * s1 + i0;
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if (i0 >= n_dims) {
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*reinterpret_cast<sycl::vec<T, 2> *>(dst + i) = *reinterpret_cast<const sycl::vec<T, 2> *>(x + i2);
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return;
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}
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const float theta_base = pos[channel0] * sycl::pow(theta_scale, i0 / 2.0f);
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const float freq_factor = has_ff ? freq_factors[i0 / 2] : 1.0f;
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@ -88,18 +87,17 @@ static void rope_neox(const T * x, T * dst, const int ne0, const int ne1, const
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const int row = item_ct1.get_local_range(2) * item_ct1.get_group(2) + item_ct1.get_local_id(2);
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if (i0 >= n_dims) {
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const int i = row * ne0 + i0;
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*reinterpret_cast<sycl::vec<T, 2> *>(dst + i) = *reinterpret_cast<const sycl::vec<T, 2> *>(x + i);
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return;
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}
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const int row0 = row % ne1;
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const int channel0 = row / ne1;
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const int i = row * ne0 + i0 / 2;
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const int i2 = channel0 * s2 + row0 * s1 + i0 / 2;
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if (i0 >= n_dims) {
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*reinterpret_cast<sycl::vec<T, 2> *>(dst + i + i0 / 2) = *reinterpret_cast<const sycl::vec<T, 2> *>(x + i2 + i0 / 2);
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return;
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}
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const float theta_base = pos[channel0] * sycl::pow(theta_scale, i0 / 2.0f);
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const float freq_factor = has_ff ? freq_factors[i0 / 2] : 1.0f;
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@ -129,17 +127,16 @@ static void rope_multi(const T * x, T * dst, const int ne0, const int ne1, const
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}
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const int row_dst = (item_ct1.get_group(2) * item_ct1.get_local_range(2)) + item_ct1.get_local_id(2);
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if (i0 >= n_dims) {
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const int i = row_dst*ne0 + i0;
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*reinterpret_cast<sycl::vec<T, 2> *>(dst + i) = *reinterpret_cast<const sycl::vec<T, 2> *>(x + i);
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return;
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}
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const int row_x = row_dst % ne1;
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const int channel_x = row_dst / ne1;
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const int idst = (row_dst * ne0) + (i0 / 2);
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const size_t ix = ((size_t) channel_x * s2) + ((size_t) row_x * s1) + (i0 / 2);
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if (i0 >= n_dims) {
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*reinterpret_cast<sycl::vec<T, 2> *>(dst + idst + i0 / 2) = *reinterpret_cast<const sycl::vec<T, 2> *>(x + i0 / 2 + ix);
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return;
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}
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const int sect_dims = sections.v[0] + sections.v[1] + sections.v[2] + sections.v[3];
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const int sec_w = sections.v[1] + sections.v[0];
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const int sector = (i0 / 2) % sect_dims;
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@ -5323,12 +5323,12 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
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for (bool fw : {true, false}) { // fw == forward
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bool all = true;
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for (float v : { 0, 1 }) {
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for (float fs : { 1.0f, 1.4245f }) {
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for (float ef : { 0.0f, 0.7465f }) {
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for (float af : { 1.0f, 1.4245f }) {
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for (ggml_type type : {GGML_TYPE_F32, GGML_TYPE_F16}) {
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for (bool ff : {false, true}) { // freq_factors
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for (float fs : { 1.0f, 1.4245f }) {
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for (float ef : { 0.0f, 0.7465f }) {
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for (float af : { 1.0f, 1.4245f }) {
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for (ggml_type type : {GGML_TYPE_F32, GGML_TYPE_F16}) {
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for (bool ff : {false, true}) { // freq_factors
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for (float v : { 0, 1 }) {
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test_cases.emplace_back(new test_rope(type, {128, 32, 2, 1}, 128, 0, 512, fs, ef, af, ff, v, fw)); // llama 7B
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if (all) {
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@ -5341,13 +5341,21 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
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test_cases.emplace_back(new test_rope(type, { 64, 1, 2, 1}, 64, 2, 512, fs, ef, af, ff, v, fw)); // neox (falcon 7B)
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test_cases.emplace_back(new test_rope(type, { 64, 71, 2, 1}, 64, 2, 512, fs, ef, af, ff, v, fw)); // neox (falcon 7B)
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test_cases.emplace_back(new test_rope(type, { 64, 8, 2, 1}, 64, 2, 512, fs, ef, af, ff, v, fw)); // neox (falcon 40B)
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test_cases.emplace_back(new test_rope(type, { 80, 32, 2, 1}, 20, 0, 512, fs, ef, af, ff, v, fw));
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test_cases.emplace_back(new test_rope(type, { 80, 32, 2, 1}, 32, 0, 512, fs, ef, af, ff, v, fw));
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test_cases.emplace_back(new test_rope(type, { 80, 32, 4, 1}, 32, 0, 512, fs, ef, af, ff, v, fw));
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test_cases.emplace_back(new test_rope(type, { 80, 32, 2, 1}, 20, 2, 512, fs, ef, af, ff, v, fw)); // neox (stablelm)
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test_cases.emplace_back(new test_rope(type, { 80, 32, 2, 1}, 32, 2, 512, fs, ef, af, ff, v, fw)); // neox (phi-2)
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test_cases.emplace_back(new test_rope(type, { 80, 32, 4, 1}, 32, 2, 512, fs, ef, af, ff, v, fw)); // neox (phi-2)
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}
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if (all) {
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test_cases.emplace_back(new test_rope(type, {128, 12, 2, 1}, 128, GGML_ROPE_TYPE_MROPE, 512, fs, ef, af, ff, v, fw)); // rope_multi,m-rope (qwen2vl 2B)
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test_cases.emplace_back(new test_rope(type, {128, 28, 2, 1}, 128, GGML_ROPE_TYPE_MROPE, 512, fs, ef, af, ff, v, fw)); // rope_multi,m-rope (qwen2vl 7B)
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test_cases.emplace_back(new test_rope(type, {128, 12, 2, 1}, 20, GGML_ROPE_TYPE_MROPE, 512, fs, ef, af, ff, v, fw));
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test_cases.emplace_back(new test_rope(type, {128, 28, 2, 1}, 32, GGML_ROPE_TYPE_MROPE, 512, fs, ef, af, ff, v, fw));
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test_cases.emplace_back(new test_rope(type, { 80, 16, 2, 1}, 80, GGML_ROPE_TYPE_VISION, 512, fs, ef, af, ff, v, fw)); // rope_multi,m-rope (qwen2vl ViT)
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}
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