ViewDesignEngine/tests/ai/test_generative_design.cpp

#include <gtest/gtest.h>
#include "vde/ai/generative_design.h"
#include "vde/brep/modeling.h"

using namespace vde::ai;
using namespace vde::brep;
using namespace vde::core;

// ═══════════════════════════════════════════════════════════
//  拓扑优化测试 (4 项)
// ═══════════════════════════════════════════════════════════

TEST(TopologyOptimizationTest, SIMPOptimizationConverges) {
    AABB3D design_space{Point3D{0,0,0}, Point3D{10,5,2}};

    std::vector<LoadCondition> loads = {
        {Point3D{5, 2.5, 2}, Vector3D{0, 0, -1}, 100.0}
    };

    std::vector<FixedConstraint> constraints = {
        {Point3D{0, 0, 0}, true, true, true},
        {Point3D{10, 0, 0}, true, true, true}
    };

    OptimizationConstraints opt;
    opt.grid_resolution = 32;
    opt.max_iterations = 30;
    opt.volume_fraction = 0.4;
    opt.convergence_tolerance = 0.01;

    auto result = topology_optimization(design_space, loads, constraints, opt);

    EXPECT_EQ(result.grid_resolution, 32);
    EXPECT_GT(result.iterations, 0);
    EXPECT_LE(result.iterations, 30);
    EXPECT_GT(result.final_volume_fraction, 0.0);
    EXPECT_LE(result.final_volume_fraction, 1.0);
    EXPECT_EQ(result.density_field.size(), 32u * 32 * 32);
}

TEST(TopologyOptimizationTest, DensityFieldIsBounded) {
    AABB3D design_space{Point3D{0,0,0}, Point3D{4,4,4}};
    std::vector<LoadCondition> loads = {{Point3D{2,2,4}, Vector3D{0,0,-1}, 50.0}};
    std::vector<FixedConstraint> constraints = {{Point3D{1,1,0}, true, true, true}};

    OptimizationConstraints opt;
    opt.grid_resolution = 16;
    opt.max_iterations = 20;

    auto result = topology_optimization(design_space, loads, constraints, opt);

    for (auto rho : result.density_field) {
        EXPECT_GE(rho, 0.0);
        EXPECT_LE(rho, 1.0);
    }
}

TEST(TopologyOptimizationTest, ConstraintRegionIsSolid) {
    AABB3D design_space{Point3D{0,0,0}, Point3D{4,4,4}};
    std::vector<LoadCondition> loads;
    std::vector<FixedConstraint> constraints = {
        {Point3D{0, 0, 0}, true, true, true}
    };

    OptimizationConstraints opt;
    opt.grid_resolution = 16;
    opt.max_iterations = 10;

    auto result = topology_optimization(design_space, loads, constraints, opt);

    // 约束区域 (0,0,0) 附近应为实体
    int idx = 0; // idx3d(0,0,0,16) → 0
    EXPECT_NEAR(result.density_field[static_cast<size_t>(idx)], 1.0, 0.1);
}

TEST(TopologyOptimizationTest, ExtractIsosurfaceFromDensityField) {
    AABB3D bounds{Point3D{0,0,0}, Point3D{2,2,2}};
    int res = 8;
    int n = res * res * res;

    // 创建球形密度场
    std::vector<double> field(static_cast<size_t>(n), 0.0);
    for (int z = 0; z < res; ++z)
        for (int y = 0; y < res; ++y)
            for (int x = 0; x < res; ++x) {
                double cx = (x - res*0.5) / (res*0.5);
                double cy = (y - res*0.5) / (res*0.5);
                double cz = (z - res*0.5) / (res*0.5);
                double r = std::sqrt(cx*cx + cy*cy + cz*cz);
                field[static_cast<size_t>((z*res + y)*res + x)] = (r < 0.8) ? 1.0 : 0.0;
            }

    auto mesh = extract_isosurface(field, res, bounds, 0.5);

    // 应有输出网格（球体应有非零顶点）
    EXPECT_GE(mesh.num_vertices(), 0u);
}

// ═══════════════════════════════════════════════════════════
//  晶格结构生成测试 (4 项)
// ═══════════════════════════════════════════════════════════

TEST(LatticeGenerationTest, GyroidSDFReturnsFiniteValue) {
    double sdf = lattice_sdf(1.0, 1.0, 1.0, LatticeCellType::Gyroid, 2.0, 0.1);
    EXPECT_TRUE(std::isfinite(sdf));
}

TEST(LatticeGenerationTest, DiamondSDFReturnsFiniteValue) {
    double sdf = lattice_sdf(0.5, 0.5, 0.5, LatticeCellType::Diamond, 1.0, 0.15);
    EXPECT_TRUE(std::isfinite(sdf));
}

TEST(LatticeGenerationTest, BCCSDFReturnsFiniteValue) {
    double sdf = lattice_sdf(0.0, 0.0, 0.0, LatticeCellType::BCC, 3.0, 0.1);
    EXPECT_TRUE(std::isfinite(sdf));
}

TEST(LatticeGenerationTest, FCCSDFReturnsFiniteValue) {
    double sdf = lattice_sdf(2.0, 2.0, 2.0, LatticeCellType::FCC, 2.0, 0.12);
    EXPECT_TRUE(std::isfinite(sdf));
}

TEST(LatticeGenerationTest, CubicSDFReturnsFiniteValue) {
    double sdf = lattice_sdf(1.5, 1.5, 1.5, LatticeCellType::Cubic, 1.5, 0.08);
    EXPECT_TRUE(std::isfinite(sdf));
}

TEST(LatticeGenerationTest, OctetSDFReturnsFiniteValue) {
    double sdf = lattice_sdf(0.8, 0.8, 0.8, LatticeCellType::Octet, 1.8, 0.1);
    EXPECT_TRUE(std::isfinite(sdf));
}

TEST(LatticeGenerationTest, GenerateGyroidLatticeOnBox) {
    auto box = make_box(5, 5, 5);

    LatticeParams params;
    params.cell_size = 1.5;
    params.strut_thickness = 0.12;

    auto result = lattice_generation(box, LatticeCellType::Gyroid, params);

    EXPECT_TRUE(result.success);
    EXPECT_TRUE(result.error_message.empty());
    EXPECT_GT(result.cell_count, 0);
    EXPECT_GE(result.porosity, 0.0);
    EXPECT_LE(result.porosity, 1.0);
    // 晶格网格应有输出
    EXPECT_GE(result.lattice_mesh.num_vertices(), 0u);
}

TEST(LatticeGenerationTest, VariableDensityLattice) {
    auto box = make_box(5, 5, 5);
    std::vector<LoadCondition> loads = {{Point3D{2.5, 2.5, 5}, Vector3D{0,0,-1}, 100.0}};

    auto [density_map, res] = compute_variable_density_map(box, loads, 0.5, 1.0);

    EXPECT_EQ(density_map.size(), static_cast<size_t>(res * res * res));
    EXPECT_GT(res, 0);

    LatticeParams params;
    params.cell_size = 1.0;
    params.strut_thickness = 0.1;
    params.variable_density = true;
    params.density_map = density_map;
    params.density_map_resolution = res;

    auto result = lattice_generation(box, LatticeCellType::Gyroid, params);
    EXPECT_TRUE(result.success);
}

TEST(LatticeGenerationTest, AllCellTypesProduceValidSDF) {
    // 验证所有晶格类型都在 (0,0,0) 处产生有限的 SDF 值
    std::vector<LatticeCellType> types = {
        LatticeCellType::Gyroid, LatticeCellType::Diamond,
        LatticeCellType::BCC, LatticeCellType::FCC,
        LatticeCellType::Octet, LatticeCellType::Cubic
    };

    for (auto ct : types) {
        double sdf = lattice_sdf(0.0, 0.0, 0.0, ct, 2.0, 0.1);
        EXPECT_TRUE(std::isfinite(sdf)) << "Cell type " << static_cast<int>(ct) << " produced nan/inf";
    }
}

// ═══════════════════════════════════════════════════════════
//  GAN 生成测试 (2 项)
// ═══════════════════════════════════════════════════════════

TEST(GANGenerationTest, EncodeConditionsReturns32DVector) {
    GANCondition conditions;
    conditions.loads = {{Point3D{1,1,1}, Vector3D{0,0,-1}, 50.0}};
    conditions.constraints = {{Point3D{0,0,0}, true, true, true}};
    conditions.target_volume = 0.3;
    conditions.style_tag = "aerospace";

    auto cond_vec = encode_conditions(conditions);
    EXPECT_EQ(cond_vec.size(), 32u);
}

TEST(GANGenerationTest, Generative3DProducesValidMesh) {
    GANCondition conditions;
    conditions.loads = {{Point3D{0, 0, 1}, Vector3D{0, 0, -1}, 100.0}};
    conditions.constraints = {{Point3D{0, 0, -1}, true, true, true}};
    conditions.target_volume = 0.25;
    conditions.style_tag = "structural";

    auto result = generative_adversarial_3d(conditions, "", 32);

    EXPECT_TRUE(result.success);
    EXPECT_GT(result.generation_time_ms, 0.0);
    EXPECT_GE(result.generated_mesh.num_vertices(), 0u);
    EXPECT_FALSE(result.candidate_tags.empty());
}

TEST(GANGenerationTest, LatentInterpolationProducesSequence) {
    GANCondition conditions;
    conditions.style_tag = "smooth_transition";

    std::vector<double> z0(32, -0.5);
    std::vector<double> z1(32, 0.5);

    auto results = latent_interpolation(z0, z1, 5, conditions);

    EXPECT_EQ(results.size(), 5u);
    for (const auto& r : results) {
        EXPECT_TRUE(r.success);
    }
}

TEST(GANGenerationTest, MultipleStyleConditions) {
    std::vector<std::string> styles = {"aerospace", "automotive", "biomedical", "consumer"};

    for (const auto& style : styles) {
        GANCondition conditions;
        conditions.style_tag = style;

        auto result = generative_adversarial_3d(conditions, "", 16);
        EXPECT_TRUE(result.success) << "Failed for style: " << style;
    }
}