File: host_device_vector.cc

package info (click to toggle)
xgboost 3.0.4-1
  • links: PTS, VCS
  • area: main
  • in suites: sid
  • size: 13,848 kB
  • sloc: cpp: 67,603; python: 35,537; java: 4,676; ansic: 1,426; sh: 1,352; xml: 1,226; makefile: 204; javascript: 19
file content (411 lines) | stat: -rw-r--r-- 11,402 bytes parent folder | download | duplicates (2)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
/**
 * Copyright 2017-2024 by XGBoost contributors
 */

#ifdef XGBOOST_USE_SYCL

// implementation of HostDeviceVector with sycl support

#include <memory>
#include <utility>
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-W#pragma-messages"
#pragma GCC diagnostic ignored "-Wtautological-constant-compare"
#include "xgboost/host_device_vector.h"
#pragma GCC diagnostic pop

#include "../device_manager.h"
#include "../data.h"

namespace xgboost {
template <typename T>
class HostDeviceVectorImpl {
  using DeviceStorage = sycl::USMVector<T, sycl::MemoryType::on_device>;

 public:
  explicit HostDeviceVectorImpl(size_t size, T v, DeviceOrd device) : device_(device) {
    if (device.IsSycl()) {
      device_access_ = GPUAccess::kWrite;
      SetDevice();
      data_d_->Resize(qu_, size, v);
    } else {
      data_h_.resize(size, v);
    }
  }

  template <class Initializer>
  HostDeviceVectorImpl(const Initializer& init, DeviceOrd device) : device_(device) {
    if (device.IsSycl()) {
      device_access_ = GPUAccess::kWrite;

      ResizeDevice(init.size());
      Copy(init);
    } else {
      data_h_ = init;
    }
  }

  HostDeviceVectorImpl(HostDeviceVectorImpl<T>&& that) : device_{that.device_},
                                                         data_h_{std::move(that.data_h_)},
                                                         data_d_{std::move(that.data_d_)},
                                                         device_access_{that.device_access_} {}

  std::vector<T>& HostVector() {
    SyncHost(GPUAccess::kNone);
    return data_h_;
  }

  const std::vector<T>& ConstHostVector() {
    SyncHost(GPUAccess::kRead);
    return data_h_;
  }

  void SetDevice(DeviceOrd device) {
    if (device_ == device) { return; }
    if (device_.IsSycl()) {
      SyncHost(GPUAccess::kNone);
    }

    if (device_.IsSycl() && device.IsSycl()) {
      CHECK_EQ(device_, device)
          << "New device is different from previous one.";
    }
    device_ = device;
    if (device_.IsSycl()) {
      ResizeDevice(data_h_.size());
    }
  }

  template <typename... U>
  void Resize(size_t new_size, U&&... args) {
    if (new_size == Size()) {
      return;
    }
    if ((Size() == 0 && device_.IsSycl()) || (DeviceCanWrite() && device_.IsSycl())) {
      // fast on-device resize
      device_access_ = GPUAccess::kWrite;
      SetDevice();
      auto old_size = data_d_->Size();
      data_d_->Resize(qu_, new_size, std::forward<U>(args)...);
    } else {
      // resize on host
      SyncHost(GPUAccess::kNone);
      auto old_size = data_h_.size();
      data_h_.resize(new_size, std::forward<U>(args)...);
    }
  }

  void SyncHost(GPUAccess access) {
    if (HostCanAccess(access)) { return; }
    if (HostCanRead()) {
      // data is present, just need to deny access to the device
      device_access_ = access;
      return;
    }
    device_access_ = access;
    if (data_h_.size() != data_d_->Size()) { data_h_.resize(data_d_->Size()); }
    SetDevice();
    qu_->memcpy(data_h_.data(), data_d_->Data(), data_d_->Size() * sizeof(T)).wait();
  }

  void SyncDevice(GPUAccess access) {
    if (DeviceCanAccess(access)) { return; }
    if (DeviceCanRead()) {
      device_access_ = access;
      return;
    }
    // data is on the host
    ResizeDevice(data_h_.size());
    SetDevice();
    qu_->memcpy(data_d_->Data(), data_h_.data(), data_d_->Size() * sizeof(T)).wait();
    device_access_ = access;
  }

  bool HostCanAccess(GPUAccess access) const { return device_access_ <= access; }
  bool HostCanRead() const { return HostCanAccess(GPUAccess::kRead); }
  bool HostCanWrite() const { return HostCanAccess(GPUAccess::kNone); }
  bool DeviceCanAccess(GPUAccess access) const { return device_access_ >= access; }
  bool DeviceCanRead() const { return DeviceCanAccess(GPUAccess::kRead); }
  bool DeviceCanWrite() const { return DeviceCanAccess(GPUAccess::kWrite); }
  GPUAccess Access() const { return device_access_; }

  size_t Size() const {
    return HostCanRead() ? data_h_.size() : data_d_ ? data_d_->Size() : 0;
  }

  DeviceOrd Device() const { return device_; }

  T* DevicePointer() {
    SyncDevice(GPUAccess::kWrite);
    return data_d_->Data();
  }

  const T* ConstDevicePointer() {
    SyncDevice(GPUAccess::kRead);
    return data_d_->DataConst();
  }

  common::Span<T> DeviceSpan() {
    SyncDevice(GPUAccess::kWrite);
    return {this->DevicePointer(), Size()};
  }

  common::Span<const T> ConstDeviceSpan() {
    SyncDevice(GPUAccess::kRead);
    return {this->ConstDevicePointer(), Size()};
  }

  void Fill(T v) {
    if (HostCanWrite()) {
      std::fill(data_h_.begin(), data_h_.end(), v);
    } else {
      device_access_ = GPUAccess::kWrite;
      SetDevice();
      qu_->fill(data_d_->Data(), v, data_d_->Size()).wait();
    }
  }

  void Copy(HostDeviceVectorImpl<T>* other) {
    CHECK_EQ(Size(), other->Size());
    SetDevice(other->device_);
    // Data is on host.
    if (HostCanWrite() && other->HostCanWrite()) {
      std::copy(other->data_h_.begin(), other->data_h_.end(), data_h_.begin());
      return;
    }
    SetDevice();
    CopyToDevice(other);
  }

  void Copy(const std::vector<T>& other) {
    CHECK_EQ(Size(), other.size());
    if (HostCanWrite()) {
      std::copy(other.begin(), other.end(), data_h_.begin());
    } else {
      CopyToDevice(other.data());
    }
  }

  void Copy(std::initializer_list<T> other) {
    CHECK_EQ(Size(), other.size());
    if (HostCanWrite()) {
      std::copy(other.begin(), other.end(), data_h_.begin());
    } else {
      CopyToDevice(other.begin());
    }
  }

  void Extend(HostDeviceVectorImpl* other) {
    auto ori_size = this->Size();
    this->Resize(ori_size + other->Size(), T{});
    if (HostCanWrite() && other->HostCanRead()) {
      auto& h_vec = this->HostVector();
      auto& other_vec = other->HostVector();
      CHECK_EQ(h_vec.size(), ori_size + other->Size());
      std::copy(other_vec.cbegin(), other_vec.cend(), h_vec.begin() + ori_size);
    } else {
      auto ptr = other->ConstDevicePointer();
      SetDevice();
      CHECK_EQ(this->Device(), other->Device());
      qu_->memcpy(this->DevicePointer() + ori_size, ptr, other->Size() * sizeof(T)).wait();
    }
  }

 private:
  void ResizeDevice(size_t new_size) {
    if (data_d_ && new_size == data_d_->Size()) { return; }
    SetDevice();
    data_d_->Resize(qu_, new_size);
  }

  void SetDevice() {
    if (!qu_) {
      qu_ = device_manager_.GetQueue(device_);
    }
    if (!data_d_) {
      data_d_.reset(new DeviceStorage());
    }
  }

  void CopyToDevice(HostDeviceVectorImpl* other) {
    if (other->HostCanWrite()) {
      CopyToDevice(other->data_h_.data());
    } else {
      ResizeDevice(Size());
      device_access_ = GPUAccess::kWrite;
      SetDevice();
      qu_->memcpy(data_d_->Data(), other->data_d_->Data(), data_d_->Size() * sizeof(T)).wait();
    }
  }

  void CopyToDevice(const T* begin) {
    data_d_->ResizeNoCopy(qu_, Size());
    qu_->memcpy(data_d_->Data(), begin, data_d_->Size() * sizeof(T)).wait();
    device_access_ = GPUAccess::kWrite;
  }

  sycl::DeviceManager device_manager_;
  ::sycl::queue* qu_ = nullptr;
  DeviceOrd device_{DeviceOrd::CPU()};
  std::vector<T> data_h_{};
  std::unique_ptr<DeviceStorage> data_d_{};
  GPUAccess device_access_{GPUAccess::kNone};
};

template <typename T>
HostDeviceVector<T>::HostDeviceVector(size_t size, T v, DeviceOrd device)
  : impl_(nullptr) {
  impl_ = new HostDeviceVectorImpl<T>(size, v, device);
}

template <typename T>
HostDeviceVector<T>::HostDeviceVector(std::initializer_list<T> init, DeviceOrd device)
  : impl_(nullptr) {
  impl_ = new HostDeviceVectorImpl<T>(init, device);
}

template <typename T>
HostDeviceVector<T>::HostDeviceVector(const std::vector<T>& init, DeviceOrd device)
  : impl_(nullptr) {
  impl_ = new HostDeviceVectorImpl<T>(init, device);
}

template <typename T>
HostDeviceVector<T>::HostDeviceVector(HostDeviceVector<T>&& that) {
  impl_ = new HostDeviceVectorImpl<T>(std::move(*that.impl_));
}

template <typename T>
HostDeviceVector<T>& HostDeviceVector<T>::operator=(HostDeviceVector<T>&& that) {
  if (this == &that) { return *this; }

  std::unique_ptr<HostDeviceVectorImpl<T>> new_impl(
      new HostDeviceVectorImpl<T>(std::move(*that.impl_)));
  delete impl_;
  impl_ = new_impl.release();
  return *this;
}

template <typename T>
HostDeviceVector<T>::~HostDeviceVector() {
  delete impl_;
  impl_ = nullptr;
}

template <typename T>
size_t HostDeviceVector<T>::Size() const { return impl_->Size(); }

template <typename T>
DeviceOrd HostDeviceVector<T>::Device() const {
  return impl_->Device();
}

template <typename T>
T* HostDeviceVector<T>::DevicePointer() {
  return impl_->DevicePointer();
}

template <typename T>
const T* HostDeviceVector<T>::ConstDevicePointer() const {
  return impl_->ConstDevicePointer();
}

template <typename T>
common::Span<T> HostDeviceVector<T>::DeviceSpan() {
  return impl_->DeviceSpan();
}

template <typename T>
common::Span<const T> HostDeviceVector<T>::ConstDeviceSpan() const {
  return impl_->ConstDeviceSpan();
}

template <typename T>
std::vector<T>& HostDeviceVector<T>::HostVector() { return impl_->HostVector(); }

template <typename T>
const std::vector<T>& HostDeviceVector<T>::ConstHostVector() const {
  return impl_->ConstHostVector();
}

template <typename T>
void HostDeviceVector<T>::Resize(size_t new_size, T v) {
  impl_->Resize(new_size, v);
}

template <typename T>
void HostDeviceVector<T>::Resize(size_t new_size) {
  impl_->Resize(new_size);
}

template <typename T>
void HostDeviceVector<T>::Fill(T v) {
  impl_->Fill(v);
}

template <typename T>
void HostDeviceVector<T>::Copy(const HostDeviceVector<T>& other) {
  impl_->Copy(other.impl_);
}

template <typename T>
void HostDeviceVector<T>::Copy(const std::vector<T>& other) {
  impl_->Copy(other);
}

template <typename T>
void HostDeviceVector<T>::Copy(std::initializer_list<T> other) {
  impl_->Copy(other);
}

template <typename T>
void HostDeviceVector<T>::Extend(HostDeviceVector const& other) {
  impl_->Extend(other.impl_);
}

template <typename T>
bool HostDeviceVector<T>::HostCanRead() const {
  return impl_->HostCanRead();
}

template <typename T>
bool HostDeviceVector<T>::HostCanWrite() const {
  return impl_->HostCanWrite();
}

template <typename T>
bool HostDeviceVector<T>::DeviceCanRead() const {
  return impl_->DeviceCanRead();
}

template <typename T>
bool HostDeviceVector<T>::DeviceCanWrite() const {
  return impl_->DeviceCanWrite();
}

template <typename T>
GPUAccess HostDeviceVector<T>::DeviceAccess() const {
  return impl_->Access();
}

template <typename T>
void HostDeviceVector<T>::SetDevice(DeviceOrd device) const {
  impl_->SetDevice(device);
}

// explicit instantiations are required, as HostDeviceVector isn't header-only
template class HostDeviceVector<bst_float>;
template class HostDeviceVector<double>;
template class HostDeviceVector<GradientPair>;
template class HostDeviceVector<GradientPairPrecise>;
template class HostDeviceVector<int32_t>;   // bst_node_t
template class HostDeviceVector<uint8_t>;
template class HostDeviceVector<int8_t>;
template class HostDeviceVector<FeatureType>;
template class HostDeviceVector<Entry>;
template class HostDeviceVector<bst_idx_t>;
template class HostDeviceVector<uint32_t>;  // bst_feature_t

}  // namespace xgboost

#endif  // XGBOOST_USE_SYCL