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RemoveDuplicateVertices Implementation for TriangleMesh. #6414

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1 change: 1 addition & 0 deletions CHANGELOG.md
Original file line number Diff line number Diff line change
Expand Up @@ -23,6 +23,7 @@
* Check for support of CUDA Memory Pools at runtime (#4679)
* Fix `toString`, `CreateFromPoints` methods and improve docs in `AxisAlignedBoundingBox`. 🐛📝
* Migrate Open3d documentation to furo theme ✨ (#6470)
* Implemented functionality for removing duplicate vertices from TriangleMesh (PR #6414).

## 0.13

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133 changes: 133 additions & 0 deletions cpp/open3d/t/geometry/TriangleMesh.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -1215,6 +1215,139 @@ TriangleMesh TriangleMesh::SelectByIndex(const core::Tensor &indices) const {
return result;
}

namespace {

/// This is a templatized local version of RemoveDuplicates.
/// Use of templates allows us to use common code for different
/// datatype possibilities for vertex.positions, namely, float32, float64,
/// and triangle.indices, namely, int32, int64.
/// This function first computes two maps
/// (MapA.) From vertex coordinates to their indices.
// This is implemented using unordered_map.
/// (MapB.) From the vertex indices before duplicate removal to indices after removal.
/// This is implemented using std::vector.
///
/// MapA allows the function to detect duplicates and MapB allows it update triangle indices.
/// During the computation of the above maps unique vertex attributes including positions
/// are moved to beginning of the corresponding attribute tensor.
///
/// Caveats:
/// The unordered_map approach is fast in general but if the inputs are close, the
/// hashing could cause problems and it might be good to consider a sorting based algorithms,
/// which can do a better job of comparing the double values.
/// \param mesh The mesh from which duplicate vertices are to be removed.
template<typename Coord_t, typename Tindex_t>
TriangleMesh& RemoveDuplicateVerticesWorker(TriangleMesh &mesh)
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{
//Algorithm based on Eigen implementation
if(!mesh.HasVertexPositions()) {
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Could you please run python util/check_style.py --apply on your changes? There are a few accidental space misses.

utility::LogWarning("TriangeMesh::RemoveDuplicateVertices: No vertices present, ignoring.");
return mesh;
}

typedef std::tuple<Coord_t, Coord_t, Coord_t> Point3d;
std::unordered_map<Point3d, size_t, utility::hash_tuple<Point3d>>
point_to_old_index;

auto vertices = mesh.GetVertexPositions();
auto orig_num_vertices = vertices.GetLength();
const auto vmask_type = core::Int32;
using vmask_itype = int32_t;
core::Tensor vertex_mask = core::Tensor::Zeros({orig_num_vertices}, vmask_type);
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If the mask is not used to store the remapped indices, I think we can have it as Bool right from the initialization.

using Length_t = decltype(orig_num_vertices);
std::vector<Length_t> index_old_to_new(orig_num_vertices);

//REM_DUP_VERT_STEP 1:
// Compute map from points to old indices, and use a counter
// to compute a map from old indices to new unique indices.
const Coord_t *vertices_ptr = vertices.GetDataPtr<Coord_t>();
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I think we need to move vertices tensor to CPU device, too.

vmask_itype * vertex_mask_ptr = vertex_mask.GetDataPtr<vmask_itype>();
Length_t k = 0; // new index
for (Length_t i = 0; i < orig_num_vertices; ++i) { // old index
Point3d coord = std::make_tuple(vertices_ptr[i * 3], vertices_ptr[i * 3 + 1],
vertices_ptr[i * 3 + 2]);
if (point_to_old_index.find(coord) == point_to_old_index.end()) {
point_to_old_index[coord] = i;
index_old_to_new[i] = k;
++k;
vertex_mask_ptr[i] = 1;
} else {
index_old_to_new[i] = index_old_to_new[point_to_old_index[coord]];
}
}
vertex_mask = vertex_mask.To(mesh.GetDevice(), core::Bool);

//REM_DUP_VERT_STEP 2:
// Update vertex attributes, by shrinking them appropriately.
for (auto item : mesh.GetVertexAttr()) {
mesh.SetVertexAttr(item.first, item.second.IndexGet({vertex_mask}));
}

//REM_DUP_VERT_STEP 3:
// Remap triangle indices to new unique vertex indices, if required.
if (k < orig_num_vertices) {
core::Tensor tris = mesh.GetTriangleIndices();
core::Tensor tris_cpu = tris.To(core::Device()).Contiguous();
const int64_t num_tris = tris_cpu.GetLength();
//Update triangle indices.
Tindex_t *indices_ptr = tris_cpu.GetDataPtr<Tindex_t>();
for(int64_t i = 0; i < num_tris * 3; ++i) {
int64_t new_idx = index_old_to_new[indices_ptr[i]];
indices_ptr[i] = Tindex_t(new_idx);
}
//Update triangle indices, no need to update other attributes.
tris = tris_cpu.To(mesh.GetDevice());
mesh.SetTriangleIndices(tris);
}

utility::LogDebug(
"[RemoveDuplicatedVertices] {:d} vertices have been removed.",
(int)(orig_num_vertices - k));

return mesh;

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Nit: this empty line is not needed.

}

} //Anonymous namespace

///
/// Remove duplicate vertices from a mesh and return the resulting mesh.
///
TriangleMesh& TriangleMesh::RemoveDuplicateVertices()
{
/// This function mainly does some checks and then calls the RemoveDuplicateVerticesWorker
/// with appropriate data type.
if(!HasVertexPositions()) {
utility::LogWarning("TriangeMesh::RemoveDuplicateVertices: No vertices present, ignoring.");
return *this;
}
auto vertices = GetVertexPositions();
auto triangles = GetTriangleIndices();
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There could be meshes w/o triangles tensor. In this case, the call to GetTrianglesIndices throws.
Could you please add safety checks for this case?

if (core::Int32 != triangles.GetDtype() && core::Int64 != triangles.GetDtype()) {
utility::LogError("Only Int32 or Int64 are supported for triangle indices");
return *this;
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I think we don't need to return after utility::LogError. (here and below)

}
if (core::Float32 != vertices.GetDtype() && core::Float64 != vertices.GetDtype()) {
utility::LogError("Only Float32 or Float64 is supported for vertex coordinates");
return *this;
}

if(core::Float32 == vertices.GetDtype()) {
if (core::Int32 == triangles.GetDtype()) {
return RemoveDuplicateVerticesWorker<float, int>(*this);
} else {
return RemoveDuplicateVerticesWorker<float, int64_t>(*this);
}
} else {
if (core::Int32 == triangles.GetDtype()) {
return RemoveDuplicateVerticesWorker<double, int>(*this);
} else {
return RemoveDuplicateVerticesWorker<double, int64_t>(*this);
}
}
Comment on lines +1335 to +1347
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While working on my SelectByIndex method, I discovered a set of macros to do this in more compact way:
https://github.com/isl-org/Open3D/blob/main/cpp/open3d/core/Dispatch.h#L90
I think we could rewrite it as smt like:

Suggested change
if(core::Float32 == vertices.GetDtype()) {
if (core::Int32 == triangles.GetDtype()) {
return RemoveDuplicateVerticesWorker<float, int>(*this);
} else {
return RemoveDuplicateVerticesWorker<float, int64_t>(*this);
}
} else {
if (core::Int32 == triangles.GetDtype()) {
return RemoveDuplicateVerticesWorker<double, int>(*this);
} else {
return RemoveDuplicateVerticesWorker<double, int64_t>(*this);
}
}
DISPATCH_FLOAT_INT_DTYPE_TO_TEMPLATE(vertices.GetDtype(), triangles.GetDtype()), [&]() {
RemoveDuplicateVerticesWorker<scalar_t, int_t>(*this);
});

}


} // namespace geometry
} // namespace t
} // namespace open3d
6 changes: 6 additions & 0 deletions cpp/open3d/t/geometry/TriangleMesh.h
Original file line number Diff line number Diff line change
Expand Up @@ -931,6 +931,12 @@ class TriangleMesh : public Geometry, public DrawableGeometry {
/// empty, return an empty mesh.
TriangleMesh SelectFacesByMask(const core::Tensor &mask) const;


/// Removes duplicate vertices and their associated attributes.
/// It also updates the triangle indices to refer to the reduced array of vertices.
/// \return Mesh with the duplicate vertices removed.
TriangleMesh& RemoveDuplicateVertices();

/// Returns a new mesh with the vertices selected by a vector of indices.
/// If an item from the indices list exceeds the max vertex number of
/// the mesh or has a negative value, it is ignored.
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4 changes: 4 additions & 0 deletions cpp/pybind/t/geometry/trianglemesh.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -891,6 +891,10 @@ the partition id for each face.
print(np.unique(mesh.triangle.partition_ids.numpy(), return_counts=True))

)");
triangle_mesh.def(
"remove_duplicate_vertices", &TriangleMesh::RemoveDuplicateVertices,
"Removes duplicate vertices from vertex attribute"
"'positions' and updates other vertex attributes and triangle indices.");

triangle_mesh.def(
"select_faces_by_mask", &TriangleMesh::SelectFacesByMask, "mask"_a,
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51 changes: 51 additions & 0 deletions cpp/tests/t/geometry/TriangleMesh.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -260,6 +260,57 @@ TEST_P(TriangleMeshPermuteDevices, Transform) {
core::Tensor::Init<float>({{2, 2, 1}, {2, 2, 1}}, device)));
}

TEST_P(TriangleMeshPermuteDevices, RemoveDuplicateVertices) {
core::Device device = GetParam();
t::geometry::TriangleMesh mesh(device);
mesh.SetVertexPositions(
core::Tensor::Init<float>({{0.0, 0.0, 0.0},
{1.0, 0.0, 0.0},
{0.0, 0.0, 1.0},
{1.0, 0.0, 1.0},
{0.0, 1.0, 0.0},
{1.0, 1.0, 0.0},
{0.0, 1.0, 1.0},
{1.0, 0.0, 0.0},
{1.0, 1.0, 1.0}}, device));
mesh.SetTriangleIndices(
core::Tensor::Init<int>({{4, 8, 5},
{4, 6, 8},
{0, 2, 4},
{2, 6, 4},
{0, 1, 2},
{1, 3, 2},
{7, 5, 8},
{7, 8, 3},
{2, 3, 8},
{2, 8, 6},
{0, 4, 1},
{1, 4, 5}}, device));
mesh.RemoveDuplicateVertices();
EXPECT_TRUE(mesh.GetVertexPositions().AllClose(
core::Tensor::Init<float>({{0.0, 0.0, 0.0},
{1.0, 0.0, 0.0},
{0.0, 0.0, 1.0},
{1.0, 0.0, 1.0},
{0.0, 1.0, 0.0},
{1.0, 1.0, 0.0},
{0.0, 1.0, 1.0},
{1.0, 1.0, 1.0}})));
EXPECT_TRUE(mesh.GetTriangleIndices().AllClose(
core::Tensor::Init<int>({{4, 7, 5},
{4, 6, 7},
{0, 2, 4},
{2, 6, 4},
{0, 1, 2},
{1, 3, 2},
{1, 5, 7},
{1, 7, 3},
{2, 3, 7},
{2, 7, 6},
{0, 4, 1},
{1, 4, 5}})));
}

TEST_P(TriangleMeshPermuteDevices, Translate) {
core::Device device = GetParam();

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