// test_rope_manual.cpp — verify manual HF-style RoPE against Python reference. #include "acl_common.h" #include "acl_runtime.h" #include "rope.h" #include #include #include #include #include static float bf16_to_float(uint16_t x) { uint32_t u = (uint32_t)x << 16; float f; std::memcpy(&f, &u, 4); return f; } static std::vector read_file(const std::string& p) { std::ifstream f(p, std::ios::binary | std::ios::ate); size_t s = f.tellg(); f.seekg(0); std::vector v(s); f.read((char*)v.data(), s); return v; } int main() { const std::string data = "tests/attn_data"; AclRuntime rt; rt.init(0); const int64_t B = 1, S = 5, Hq = 64, Hkv = 4, Dh = 128; auto qn_h = read_file(data + "/q_normed.bin"); auto kn_h = read_file(data + "/k_normed.bin"); auto cos_h = read_file(data + "/cos.bin"); auto sin_h = read_file(data + "/sin.bin"); auto qr_h = read_file(data + "/q_roped.bin"); auto kr_h = read_file(data + "/k_roped.bin"); DeviceBuffer q_d(qn_h.size()), k_d(kn_h.size()), cos_d(cos_h.size()), sin_d(sin_h.size()); DeviceBuffer scratch_d(B * S * Hq * Dh * 2); // max of Nq, Nk ACL_CHECK(aclrtMemcpy(q_d.get(), qn_h.size(), qn_h.data(), qn_h.size(), ACL_MEMCPY_HOST_TO_DEVICE)); ACL_CHECK(aclrtMemcpy(k_d.get(), kn_h.size(), kn_h.data(), kn_h.size(), ACL_MEMCPY_HOST_TO_DEVICE)); ACL_CHECK(aclrtMemcpy(cos_d.get(), cos_h.size(), cos_h.data(), cos_h.size(), ACL_MEMCPY_HOST_TO_DEVICE)); ACL_CHECK(aclrtMemcpy(sin_d.get(), sin_h.size(), sin_h.data(), sin_h.size(), ACL_MEMCPY_HOST_TO_DEVICE)); apply_rope_manual(rt.stream(), q_d.get(), B, S, Hq, Dh, k_d.get(), Hkv, cos_d.get(), sin_d.get(), scratch_d.get()); rt.sync(); auto compare = [&](const char* tag, const DeviceBuffer& buf, int64_t N, const std::vector& ref_h) { std::vector cxx(B * S * N * Dh); ACL_CHECK(aclrtMemcpy(cxx.data(), cxx.size()*2, buf.get(), cxx.size()*2, ACL_MEMCPY_DEVICE_TO_HOST)); auto* ref = (const uint16_t*)ref_h.data(); double l2d = 0, l2r = 0, maxd = 0; for (size_t i = 0; i < cxx.size(); i++) { float a = bf16_to_float(cxx[i]), b = bf16_to_float(ref[i]); l2d += (a-b)*(a-b); l2r += b*b; if (std::abs(a-b) > maxd) maxd = std::abs(a-b); } double rel = std::sqrt(l2d) / (std::sqrt(l2r) + 1e-10); printf("%s rel=%.4e max_abs=%.4f\n", tag, rel, maxd); printf(" cxx[0,0,:4]: "); for (int i = 0; i < 4; i++) printf("%.4f ", bf16_to_float(cxx[i])); printf("\n ref[0,0,:4]: "); for (int i = 0; i < 4; i++) printf("%.4f ", bf16_to_float(ref[i])); printf("\n"); return rel < 1e-2; }; bool ok_q = compare("Q", q_d, Hq, qr_h); bool ok_k = compare("K", k_d, Hkv, kr_h); bool pass = ok_q && ok_k; printf("\n%s\n", pass ? "=== test_rope_manual PASS ===" : "=== test_rope_manual FAIL ==="); return pass ? 0 : 1; }