OpenVDB: nanovdb/util/NodeManager.h Source File

OpenVDB 10.0.1

NodeManager.h
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1// Copyright Contributors to the OpenVDB Project
2// SPDX-License-Identifier: MPL-2.0
3
4/*!
5 \file NodeManager.h
6
7 \author Ken Museth
8
9 \date February 12, 2021
10
11 \brief This class allows for sequential access to nodes
12 in a NanoVDB tree on both the host and device.
13
14 \details The ordering of the sequential access to nodes is always breadth-first!
15*/
16
17#include "../NanoVDB.h"// for NanoGrid etc
18#include "HostBuffer.h"// for HostBuffer
19
20#ifndef NANOVDB_NODEMANAGER_H_HAS_BEEN_INCLUDED
21#define NANOVDB_NODEMANAGER_H_HAS_BEEN_INCLUDED
22
23namespace nanovdb {
24
25/// @brief NodeManager allows for sequential access to nodes
26template <typename BuildT>
27class NodeManager;
28
29/// @brief NodeManagerHandle manages the memory of a NodeManager
30template<typename BufferT = HostBuffer>
31class NodeManagerHandle;
32
33/// @brief brief Construct a NodeManager and return its handle
34///
35/// @param grid grid whose nodes will be accessed sequentially
36/// @param buffer buffer from which to allocate the output handle
37///
38/// @note This is the only way to create a NodeManager since it's using
39/// managed memory pointed to by a NodeManagerHandle.
40template <typename BuildT, typename BufferT = HostBuffer>
41NodeManagerHandle<BufferT> createNodeManager(const NanoGrid<BuildT> &grid,
42 const BufferT& buffer = BufferT());
43
44 struct NodeManagerData
45{// 48B = 6*8B
46 uint64_t mMagic;// 8B
47 void *mGrid;// 8B pointer to either host or device grid
48 union {int64_t *mPtr[3], mOff[3];};// 24B, use mOff if mLinear!=0
49 uint8_t mLinear, mPadding[7];// 7B padding to 8B boundary
50};
51
52/// @brief This class serves to manage a raw memory buffer of a NanoVDB NodeManager or LeafManager.
53template<typename BufferT>
54 class NodeManagerHandle
55{
56 BufferT mBuffer;
57
58 template<typename BuildT>
59 const NodeManager<BuildT>* getMgr() const;
60
61 template<typename BuildT, typename U = BufferT>
62 typename std::enable_if<BufferTraits<U>::hasDeviceDual, const NodeManager<BuildT>*>::type
63 getDeviceMgr() const;
64
65 template <typename T>
66 static T* no_const(const T* ptr) { return const_cast<T*>(ptr); }
67
68public:
69 /// @brief Move constructor from a buffer
70 NodeManagerHandle(BufferT&& buffer) { mBuffer = std::move(buffer); }
71 /// @brief Empty ctor
72 NodeManagerHandle() = default;
73 /// @brief Disallow copy-construction
74 NodeManagerHandle(const NodeManagerHandle&) = delete;
75 /// @brief Disallow copy assignment operation
76 NodeManagerHandle& operator=(const NodeManagerHandle&) = delete;
77 /// @brief Move copy assignment operation
78 NodeManagerHandle& operator=(NodeManagerHandle&& other) noexcept
79 {
80 mBuffer = std::move(other.mBuffer);
81 return *this;
82 }
83 /// @brief Move copy-constructor
84 NodeManagerHandle(NodeManagerHandle&& other) noexcept { mBuffer = std::move(other.mBuffer); }
85 /// @brief Default destructor
86 ~NodeManagerHandle() { this->reset(); }
87 /// @brief clear the buffer
88 void reset() { mBuffer.clear(); }
89
90 /// @brief Return a reference to the buffer
91 BufferT& buffer() { return mBuffer; }
92
93 /// @brief Return a const reference to the buffer
94 const BufferT& buffer() const { return mBuffer; }
95
96 /// @brief Returns a non-const pointer to the data.
97 ///
98 /// @warning Note that the return pointer can be NULL if the NodeManagerHandle was not initialized
99 uint8_t* data() { return mBuffer.data(); }
100
101 /// @brief Returns a const pointer to the data.
102 ///
103 /// @warning Note that the return pointer can be NULL if the NodeManagerHandle was not initialized
104 const uint8_t* data() const { return mBuffer.data(); }
105
106 /// @brief Returns the size in bytes of the raw memory buffer managed by this NodeManagerHandle's allocator.
107 uint64_t size() const { return mBuffer.size(); }
108
109 /// @brief Returns a const pointer to the NodeManager encoded in this NodeManagerHandle.
110 ///
111 /// @warning Note that the return pointer can be NULL if the template parameter does not match the specified grid!
112 template<typename BuildT>
113 const NodeManager<BuildT>* mgr() const { return this->template getMgr<BuildT>(); }
114
115 /// @brief Returns a pointer to the NodeManager encoded in this NodeManagerHandle.
116 ///
117 /// @warning Note that the return pointer can be NULL if the template parameter does not match the specified grid!
118 template<typename BuildT>
119 NodeManager<BuildT>* mgr() { return no_const(this->template getMgr<BuildT>()); }
120
121 /// @brief Return a const pointer to the NodeManager encoded in this NodeManagerHandle on the device, e.g. GPU
122 ///
123 /// @warning Note that the return pointer can be NULL if the template parameter does not match the specified grid!
124 template<typename BuildT, typename U = BufferT>
125 typename std::enable_if<BufferTraits<U>::hasDeviceDual, const NodeManager<BuildT>*>::type
126 deviceMgr() const { return this->template getDeviceMgr<BuildT>(); }
127
128 /// @brief Return a const pointer to the NodeManager encoded in this NodeManagerHandle on the device, e.g. GPU
129 ///
130 /// @warning Note that the return pointer can be NULL if the template parameter does not match the specified grid!
131 template<typename BuildT, typename U = BufferT>
132 typename std::enable_if<BufferTraits<U>::hasDeviceDual, NodeManager<BuildT>*>::type
133 deviceMgr() { return no_const(this->template getDeviceMgr<BuildT>()); }
134
135 /// @brief Upload the NodeManager to the device, e.g. from CPU to GPU
136 ///
137 /// @note This method is only available if the buffer supports devices
138 template<typename U = BufferT>
139 typename std::enable_if<BufferTraits<U>::hasDeviceDual, void>::type
140 deviceUpload(void* deviceGrid, void* stream = nullptr, bool sync = true)
141 {
142 assert(deviceGrid);
143 auto *data = reinterpret_cast<NodeManagerData*>(mBuffer.data());
144 void *tmp = data->mGrid;
145 data->mGrid = deviceGrid;
146 mBuffer.deviceUpload(stream, sync);
147 data->mGrid = tmp;
148 }
149
150 /// @brief Download the NodeManager to from the device, e.g. from GPU to CPU
151 ///
152 /// @note This method is only available if the buffer supports devices
153 template<typename U = BufferT>
154 typename std::enable_if<BufferTraits<U>::hasDeviceDual, void>::type
155 deviceDownload(void* stream = nullptr, bool sync = true)
156 {
157 auto *data = reinterpret_cast<NodeManagerData*>(mBuffer.data());
158 void *tmp = data->mGrid;
159 mBuffer.deviceDownload(stream, sync);
160 data->mGrid = tmp;
161 }
162};// NodeManagerHandle
163
164template<typename BufferT>
165template<typename BuildT>
166inline const NodeManager<BuildT>* NodeManagerHandle<BufferT>::getMgr() const
167{
168 using T = const NodeManager<BuildT>*;
169 T mgr = reinterpret_cast<T>(mBuffer.data());// host
170 return mgr && mgr->grid().gridType() == mapToGridType<BuildT>() ? mgr : nullptr;
171}
172
173template<typename BufferT>
174template<typename BuildT, typename U>
175inline typename std::enable_if<BufferTraits<U>::hasDeviceDual, const NodeManager<BuildT>*>::type
176NodeManagerHandle<BufferT>::getDeviceMgr() const
177{
178 using T = const NodeManager<BuildT>*;
179 T mgr = reinterpret_cast<T>(mBuffer.data());// host
180 return mgr && mgr->grid().gridType() == mapToGridType<BuildT>() ? reinterpret_cast<T>(mBuffer.deviceData()) : nullptr;
181}
182
183/// @brief This class allows for sequential access to nodes in a NanoVDB tree
184///
185/// @details Nodes are always arranged breadth first during sequential access of nodes
186/// at a particular level.
187template<typename BuildT>
188 class NodeManager : private NodeManagerData
189{
190 using DataT = NodeManagerData;
191 using GridT = NanoGrid<BuildT>;
192 using TreeT = typename GridTree<GridT>::type;
193 template<int LEVEL>
194 using NodeT = typename NodeTrait<TreeT, LEVEL>::type;
195 using RootT = NodeT<3>;// root node
196 using Node2 = NodeT<2>;// upper internal node
197 using Node1 = NodeT<1>;// lower internal node
198 using Node0 = NodeT<0>;// leaf node
199 static constexpr bool FIXED_SIZE = Node0::FIXED_SIZE && Node1::FIXED_SIZE && Node2::FIXED_SIZE;
200
201public:
202
203 NodeManager(const NodeManager&) = delete;
204 NodeManager(NodeManager&&) = delete;
205 NodeManager& operator=(const NodeManager&) = delete;
206 NodeManager& operator=(NodeManager&&) = delete;
207 ~NodeManager() = delete;
208
209 /// @brief return true if the nodes have both fixed size and are arranged breadth-first in memory.
210 /// This allows for direct and memory-efficient linear access to nodes.
211 __hostdev__ static bool isLinear(const GridT &grid) {return FIXED_SIZE && grid.isBreadthFirst();}
212
213 /// @brief return true if the nodes have both fixed size and are arranged breadth-first in memory.
214 /// This allows for direct and memory-efficient linear access to nodes.
215 __hostdev__ bool isLinear() const {return DataT::mLinear!=0u;}
216
217 /// @brief Return the memory footprint in bytes of the NodeManager derived from the specified grid
218 __hostdev__ static uint64_t memUsage(const GridT &grid) {
219 uint64_t size = sizeof(NodeManagerData);
220 if (!NodeManager::isLinear(grid)) {
221 const uint32_t *p = grid.tree().data()->mNodeCount;
222 size += sizeof(int64_t)*(p[0]+p[1]+p[2]);
223 }
224 return size;
225 }
226
227 /// @brief Return the memory footprint in bytes of this instance
228 __hostdev__ uint64_t memUsage() const {return NodeManager::memUsage(this->grid());}
229
230 /// @brief Return a reference to the grid
231 __hostdev__ GridT& grid() { return *reinterpret_cast<GridT*>(DataT::mGrid); }
232 __hostdev__ const GridT& grid() const { return *reinterpret_cast<const GridT*>(DataT::mGrid); }
233
234 /// @brief Return a reference to the tree
235 __hostdev__ TreeT& tree() { return this->grid().tree(); }
236 __hostdev__ const TreeT& tree() const { return this->grid().tree(); }
237
238 /// @brief Return a reference to the root
239 __hostdev__ RootT& root() { return this->tree().root(); }
240 __hostdev__ const RootT& root() const { return this->tree().root(); }
241
242 /// @brief Return the number of tree nodes at the specified level
243 /// @details 0 is leaf, 1 is lower internal, and 2 is upper internal level
244 __hostdev__ uint64_t nodeCount(int level) const { return this->tree().nodeCount(level); }
245
246 /// @brief Return the i'th leaf node with respect to breadth-first ordering
247 template <int LEVEL>
248 __hostdev__ const NodeT<LEVEL>& node(uint32_t i) const {
249 NANOVDB_ASSERT(i < this->nodeCount(LEVEL));
250 const NodeT<LEVEL>* ptr = nullptr;
251 if (DataT::mLinear) {
252 ptr = PtrAdd<const NodeT<LEVEL>>(DataT::mGrid, DataT::mOff[LEVEL]) + i;
253 } else {
254 ptr = PtrAdd<const NodeT<LEVEL>>(DataT::mGrid, DataT::mPtr[LEVEL][i]);
255 }
256 NANOVDB_ASSERT(isValid(ptr));
257 return *ptr;
258 }
259
260 /// @brief Return the i'th node with respect to breadth-first ordering
261 template <int LEVEL>
262 __hostdev__ NodeT<LEVEL>& node(uint32_t i) {
263 NANOVDB_ASSERT(i < this->nodeCount(LEVEL));
264 NodeT<LEVEL>* ptr = nullptr;
265 if (DataT::mLinear) {
266 ptr = PtrAdd<NodeT<LEVEL>>(DataT::mGrid, DataT::mOff[LEVEL]) + i;
267 } else {
268 ptr = PtrAdd<NodeT<LEVEL>>(DataT::mGrid, DataT::mPtr[LEVEL][i]);
269 }
270 NANOVDB_ASSERT(isValid(ptr));
271 return *ptr;
272 }
273
274 /// @brief Return the i'th leaf node with respect to breadth-first ordering
275 __hostdev__ const Node0& leaf(uint32_t i) const { return this->node<0>(i); }
276 __hostdev__ Node0& leaf(uint32_t i) { return this->node<0>(i); }
277
278 /// @brief Return the i'th lower internal node with respect to breadth-first ordering
279 __hostdev__ const Node1& lower(uint32_t i) const { return this->node<1>(i); }
280 __hostdev__ Node1& lower(uint32_t i) { return this->node<1>(i); }
281
282 /// @brief Return the i'th upper internal node with respect to breadth-first ordering
283 __hostdev__ const Node2& upper(uint32_t i) const { return this->node<2>(i); }
284 __hostdev__ Node2& upper(uint32_t i) { return this->node<2>(i); }
285
286}; // NodeManager<BuildT> class
287
288template <typename BuildT, typename BufferT>
289 NodeManagerHandle<BufferT> createNodeManager(const NanoGrid<BuildT> &grid,
290 const BufferT& buffer)
291{
292 NodeManagerHandle<BufferT> handle(BufferT::create(NodeManager<BuildT>::memUsage(grid), &buffer));
293 auto *data = reinterpret_cast<NodeManagerData*>(handle.data());
294 NANOVDB_ASSERT(isValid(data));
295 data->mMagic = NANOVDB_MAGIC_NUMBER;
296 data->mGrid = const_cast<NanoGrid<BuildT>*>(&grid);
297
298 if ((data->mLinear = NodeManager<BuildT>::isLinear(grid)?1u:0u)) {
299 data->mOff[0] = PtrDiff(grid.tree().template getFirstNode<0>(), &grid);
300 data->mOff[1] = PtrDiff(grid.tree().template getFirstNode<1>(), &grid);
301 data->mOff[2] = PtrDiff(grid.tree().template getFirstNode<2>(), &grid);
302 } else {
303 int64_t *ptr0 = data->mPtr[0] = reinterpret_cast<int64_t*>(data + 1);
304 int64_t *ptr1 = data->mPtr[1] = data->mPtr[0] + grid.tree().nodeCount(0);
305 int64_t *ptr2 = data->mPtr[2] = data->mPtr[1] + grid.tree().nodeCount(1);
306 // Performs depth first traversal but breadth first insertion
307 for (auto it2 = grid.tree().root().beginChild(); it2; ++it2) {
308 *ptr2++ = PtrDiff(&*it2, &grid);
309 for (auto it1 = it2->beginChild(); it1; ++it1) {
310 *ptr1++ = PtrDiff(&*it1, &grid);
311 for (auto it0 = it1->beginChild(); it0; ++it0) {
312 *ptr0++ = PtrDiff(&*it0, &grid);
313 }// loop over child nodes of the lower internal node
314 }// loop over child nodes of the upper internal node
315 }// loop over child nodes of the root node
316 }
317
318 return handle;// // is converted to r-value so return value is move constructed!
319}
320
321} // namespace nanovdb
322
323#endif // NANOVDB_NODEMANAGER_H_HAS_BEEN_INCLUDED
HostBuffer.h
HostBuffer - a buffer that contains a shared or private bump pool to either externally or internally ...
__hostdev__
#define __hostdev__
Definition: NanoVDB.h:192
NANOVDB_ASSERT
#define NANOVDB_ASSERT(x)
Definition: NanoVDB.h:173
NANOVDB_MAGIC_NUMBER
#define NANOVDB_MAGIC_NUMBER
Definition: NanoVDB.h:121
nanovdb::Grid
Highest level of the data structure. Contains a tree and a world->index transform (that currently onl...
Definition: NanoVDB.h:2556
nanovdb::Grid::isBreadthFirst
bool isBreadthFirst() const
Definition: NanoVDB.h:2687
nanovdb::Grid::tree
const TreeT & tree() const
Return a const reference to the tree.
Definition: NanoVDB.h:2598
nanovdb::NodeManagerHandle
NodeManagerHandle manages the memory of a NodeManager.
Definition: NodeManager.h:55
nanovdb::NodeManagerHandle::operator=
NodeManagerHandle & operator=(const NodeManagerHandle &)=delete
Disallow copy assignment operation.
nanovdb::NodeManagerHandle::deviceMgr
std::enable_if< BufferTraits< U >::hasDeviceDual, NodeManager< BuildT > * >::type deviceMgr()
Return a const pointer to the NodeManager encoded in this NodeManagerHandle on the device,...
Definition: NodeManager.h:133
nanovdb::NodeManagerHandle::data
const uint8_t * data() const
Returns a const pointer to the data.
Definition: NodeManager.h:104
nanovdb::NodeManagerHandle::buffer
BufferT & buffer()
Return a reference to the buffer.
Definition: NodeManager.h:91
nanovdb::NodeManagerHandle::deviceDownload
std::enable_if< BufferTraits< U >::hasDeviceDual, void >::type deviceDownload(void *stream=nullptr, bool sync=true)
Download the NodeManager to from the device, e.g. from GPU to CPU.
Definition: NodeManager.h:155
nanovdb::NodeManagerHandle::NodeManagerHandle
NodeManagerHandle(BufferT &&buffer)
Move constructor from a buffer.
Definition: NodeManager.h:70
nanovdb::NodeManagerHandle::operator=
NodeManagerHandle & operator=(NodeManagerHandle &&other) noexcept
Move copy assignment operation.
Definition: NodeManager.h:78
nanovdb::NodeManagerHandle::size
uint64_t size() const
Returns the size in bytes of the raw memory buffer managed by this NodeManagerHandle's allocator.
Definition: NodeManager.h:107
nanovdb::NodeManagerHandle::deviceMgr
std::enable_if< BufferTraits< U >::hasDeviceDual, constNodeManager< BuildT > * >::type deviceMgr() const
Return a const pointer to the NodeManager encoded in this NodeManagerHandle on the device,...
Definition: NodeManager.h:126
nanovdb::NodeManagerHandle::buffer
const BufferT & buffer() const
Return a const reference to the buffer.
Definition: NodeManager.h:94
nanovdb::NodeManagerHandle::mgr
NodeManager< BuildT > * mgr()
Returns a pointer to the NodeManager encoded in this NodeManagerHandle.
Definition: NodeManager.h:119
nanovdb::NodeManagerHandle::data
uint8_t * data()
Returns a non-const pointer to the data.
Definition: NodeManager.h:99
nanovdb::NodeManagerHandle::deviceUpload
std::enable_if< BufferTraits< U >::hasDeviceDual, void >::type deviceUpload(void *deviceGrid, void *stream=nullptr, bool sync=true)
Upload the NodeManager to the device, e.g. from CPU to GPU.
Definition: NodeManager.h:140
nanovdb::NodeManagerHandle::mgr
const NodeManager< BuildT > * mgr() const
Returns a const pointer to the NodeManager encoded in this NodeManagerHandle.
Definition: NodeManager.h:113
nanovdb::NodeManagerHandle::NodeManagerHandle
NodeManagerHandle()=default
Empty ctor.
nanovdb::NodeManagerHandle::NodeManagerHandle
NodeManagerHandle(const NodeManagerHandle &)=delete
Disallow copy-construction.
nanovdb::NodeManagerHandle::reset
void reset()
clear the buffer
Definition: NodeManager.h:88
nanovdb::NodeManagerHandle::NodeManagerHandle
NodeManagerHandle(NodeManagerHandle &&other) noexcept
Move copy-constructor.
Definition: NodeManager.h:84
nanovdb::NodeManagerHandle::~NodeManagerHandle
~NodeManagerHandle()
Default destructor.
Definition: NodeManager.h:86
nanovdb::NodeManager
NodeManager allows for sequential access to nodes.
Definition: NodeManager.h:189
nanovdb::NodeManager::operator=
NodeManager & operator=(const NodeManager &)=delete
nanovdb::NodeManager::lower
Node1 & lower(uint32_t i)
Definition: NodeManager.h:280
nanovdb::NodeManager::isLinear
bool isLinear() const
return true if the nodes have both fixed size and are arranged breadth-first in memory....
Definition: NodeManager.h:215
nanovdb::NodeManager::operator=
NodeManager & operator=(NodeManager &&)=delete
nanovdb::NodeManager::memUsage
static uint64_t memUsage(const GridT &grid)
Return the memory footprint in bytes of the NodeManager derived from the specified grid.
Definition: NodeManager.h:218
nanovdb::NodeManager::nodeCount
uint64_t nodeCount(int level) const
Return the number of tree nodes at the specified level.
Definition: NodeManager.h:244
nanovdb::NodeManager::upper
const Node2 & upper(uint32_t i) const
Return the i'th upper internal node with respect to breadth-first ordering.
Definition: NodeManager.h:283
nanovdb::NodeManager::NodeManager
NodeManager(const NodeManager &)=delete
nanovdb::NodeManager::leaf
const Node0 & leaf(uint32_t i) const
Return the i'th leaf node with respect to breadth-first ordering.
Definition: NodeManager.h:275
nanovdb::NodeManager::upper
Node2 & upper(uint32_t i)
Definition: NodeManager.h:284
nanovdb::NodeManager::NodeManager
NodeManager(NodeManager &&)=delete
nanovdb::NodeManager::grid
GridT & grid()
Return a reference to the grid.
Definition: NodeManager.h:231
nanovdb::NodeManager::~NodeManager
~NodeManager()=delete
nanovdb::NodeManager::leaf
Node0 & leaf(uint32_t i)
Definition: NodeManager.h:276
nanovdb::NodeManager::isLinear
static bool isLinear(const GridT &grid)
return true if the nodes have both fixed size and are arranged breadth-first in memory....
Definition: NodeManager.h:211
nanovdb::NodeManager::memUsage
uint64_t memUsage() const
Return the memory footprint in bytes of this instance.
Definition: NodeManager.h:228
nanovdb::NodeManager::node
NodeT< LEVEL > & node(uint32_t i)
Return the i'th node with respect to breadth-first ordering.
Definition: NodeManager.h:262
nanovdb::NodeManager::node
const NodeT< LEVEL > & node(uint32_t i) const
Return the i'th leaf node with respect to breadth-first ordering.
Definition: NodeManager.h:248
nanovdb::NodeManager::tree
const TreeT & tree() const
Definition: NodeManager.h:236
nanovdb::NodeManager::root
RootT & root()
Return a reference to the root.
Definition: NodeManager.h:239
nanovdb::NodeManager::tree
TreeT & tree()
Return a reference to the tree.
Definition: NodeManager.h:235
nanovdb::NodeManager::grid
const GridT & grid() const
Definition: NodeManager.h:232
nanovdb::NodeManager::root
const RootT & root() const
Definition: NodeManager.h:240
nanovdb::NodeManager::lower
const Node1 & lower(uint32_t i) const
Return the i'th lower internal node with respect to breadth-first ordering.
Definition: NodeManager.h:279
nanovdb
Definition: Camera.h:16
nanovdb::isValid
static bool isValid(const void *p)
return true if the specified pointer is aligned and not NULL
Definition: NanoVDB.h:504
nanovdb::PtrDiff
static int64_t PtrDiff(const T1 *p, const T2 *q)
Definition: NanoVDB.h:535
nanovdb::createNodeManager
NodeManagerHandle< BufferT > createNodeManager(const NanoGrid< BuildT > &grid, const BufferT &buffer=BufferT())
brief Construct a NodeManager and return its handle
Definition: NodeManager.h:289
nanovdb::GridTree::type
typename GridT::TreeType type
Definition: NanoVDB.h:2785
nanovdb::NodeManagerData
Definition: NodeManager.h:45
nanovdb::NodeManagerData::mPtr
int64_t * mPtr[3]
Definition: NodeManager.h:48
nanovdb::NodeManagerData::mPadding
uint8_t mPadding[7]
Definition: NodeManager.h:49
nanovdb::NodeManagerData::mOff
int64_t mOff[3]
Definition: NodeManager.h:48
nanovdb::NodeManagerData::mMagic
uint64_t mMagic
Definition: NodeManager.h:46
nanovdb::NodeManagerData::mGrid
void * mGrid
Definition: NodeManager.h:47
nanovdb::NodeManagerData::mLinear
uint8_t mLinear
Definition: NodeManager.h:49
nanovdb::NodeTrait
Struct to derive node type from its level in a given grid, tree or root while preserving constness.
Definition: NanoVDB.h:2343