ggml: add ggml_rope_set_offset (+ metal support) (#27120)
* add params * cpu kernel * metal kernel * add test backend ops * gate other backends * ggml: (cuda) support ggml_rope_set_offset (#27121) * rm cuda supports_op guard, fix webgpu clang-format * ggml: support ggml_rope_set_offset on vulkan (#27344) * ggml: support ggml_rope_set_offset on vulkan * remove inplace optimization
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@@ -5352,24 +5352,27 @@ struct test_rope : public test_case {
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int v; // view (1 : non-contiguous a)
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bool forward;
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bool inplace;
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int n_offs; // offset of the rotated dims window, set via ggml_rope_set_offset()
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std::string vars() override {
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// forward can be inferred from the op, does not need to be printed
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return VARS_TO_STR11(type, ne_a, n_dims, mode, n_ctx, fs, ef, af, ff, v, inplace);
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return VARS_TO_STR12(type, ne_a, n_dims, mode, n_ctx, fs, ef, af, ff, v, inplace, n_offs);
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}
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test_rope(ggml_type type = GGML_TYPE_F32,
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std::array<int64_t, 4> ne_a = {10, 5, 3, 1},
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int n_dims = 10, int mode = GGML_ROPE_TYPE_NORMAL, int n_ctx = 512, float fs = 1.0f,
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float ef = 0.0f, float af = 0.0f, bool ff = false, int v = 0, bool forward = true, bool inplace = false)
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: type(type), ne_a(ne_a), n_dims(n_dims), mode(mode), n_ctx(n_ctx), fs(fs), ef(ef), af(af), ff(ff), v(v), forward(forward), inplace(inplace) {}
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float ef = 0.0f, float af = 0.0f, bool ff = false, int v = 0, bool forward = true, bool inplace = false,
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int n_offs = 0)
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: type(type), ne_a(ne_a), n_dims(n_dims), mode(mode), n_ctx(n_ctx), fs(fs), ef(ef), af(af), ff(ff), v(v), forward(forward), inplace(inplace), n_offs(n_offs) {}
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ggml_tensor * build_graph(ggml_context * ctx) override {
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ggml_tensor * a;
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if (v & 1) {
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auto ne = ne_a; ne[0] *= 2; ne[1] *= 4; ne[2] *= 3;
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a = ggml_new_tensor(ctx, type, 4, ne.data());
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if (forward) {
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if (forward && n_offs == 0) {
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// FIXME: support gradients with n_offs > 0
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ggml_set_param(a);
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}
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ggml_set_name(a, "a");
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@@ -5382,7 +5385,8 @@ struct test_rope : public test_case {
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// non-aligned buffer offset, which exercises backends' alignment paths.
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auto ne = ne_a; ne[0] *= 2;
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a = ggml_new_tensor(ctx, type, 4, ne.data());
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if (forward) {
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if (forward && n_offs == 0) {
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// FIXME: support gradients with n_offs > 0
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ggml_set_param(a);
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}
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ggml_set_name(a, "a");
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@@ -5393,7 +5397,8 @@ struct test_rope : public test_case {
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ggml_set_name(a, "view_of_a");
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} else {
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a = ggml_new_tensor(ctx, type, 4, ne_a.data());
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if (forward) {
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if (forward && n_offs == 0) {
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// FIXME: support gradients with n_offs > 0
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ggml_set_param(a);
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}
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ggml_set_name(a, "a");
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@@ -5454,6 +5459,9 @@ struct test_rope : public test_case {
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out = ggml_rope_ext_back(ctx, a, pos, freq, n_dims, mode, 0, 10000.0f, fs, ef, af, 1.0f, 1.0f);
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}
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}
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if (n_offs != 0) {
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out = ggml_rope_set_offset(out, n_offs);
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}
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ggml_set_name(out, "out");
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return out;
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@@ -9621,6 +9629,20 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
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}
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}
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// rotated dims window at an offset (ggml_rope_set_offset), not supported for vision mode
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for (ggml_type type : {GGML_TYPE_F32, GGML_TYPE_F16}) {
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for (bool fw : {true, false}) { // fw == forward
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for (bool ff : {false, true}) {
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test_cases.emplace_back(new test_rope(type, {128, 32, 2, 1}, 32, GGML_ROPE_TYPE_NORMAL, 512, 1.4245f, 0.7465f, 1.4245f, ff, 0, fw, false, 32));
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test_cases.emplace_back(new test_rope(type, {128, 32, 2, 1}, 32, GGML_ROPE_TYPE_NEOX, 512, 1.4245f, 0.7465f, 1.4245f, ff, 0, fw, false, 32));
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test_cases.emplace_back(new test_rope(type, {128, 12, 2, 1}, 24, GGML_ROPE_TYPE_MROPE, 512, 1.4245f, 0.7465f, 1.4245f, ff, 0, fw, false, 32));
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test_cases.emplace_back(new test_rope(type, {128, 12, 2, 1}, 24, GGML_ROPE_TYPE_IMROPE, 512, 1.4245f, 0.7465f, 1.4245f, ff, 0, fw, false, 32));
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}
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}
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// inplace with an offset
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test_cases.emplace_back(new test_rope(type, {128, 32, 2, 1}, 32, GGML_ROPE_TYPE_NEOX, 512, 1.4245f, 0.7465f, 1.4245f, false, 0, true, true, 32));
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}
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for (int v : { 0, 1, 2, 3 }) {
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for (int dim : { 0, 1, 2, 3, }) {
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test_cases.emplace_back(new test_concat(GGML_TYPE_F32, {11, 12, 13, 14}, 7, dim, v));
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