"torchvision/csrc/io/decoder/video_sampler.cpp" did not exist on "28b7f8ae219ede3cef93100251bfff75a9a53644"
rpc.cc 16.3 KB
Newer Older
1
2
3
4
5
6
7
/*!
 *  Copyright (c) 2020 by Contributors
 * \file rpc/rpc.cc
 * \brief Implementation of RPC utilities used by both server and client sides.
 */
#include "./rpc.h"

8
9
10
11
12
#include <csignal>
#if defined(__linux__)
#include <unistd.h>
#endif

13
#include <dgl/runtime/container.h>
14
#include <dgl/runtime/parallel_for.h>
15
#include <dgl/packed_func_ext.h>
16
17
#include <dgl/array.h>
#include <dgl/random.h>
18
#include <dgl/zerocopy_serializer.h>
19
#include "../runtime/resource_manager.h"
20
21
22
23
24
25
26
27
#include "../c_api_common.h"

using dgl::network::StringPrintf;
using namespace dgl::runtime;

namespace dgl {
namespace rpc {

28
RPCStatus SendRPCMessage(const RPCMessage& msg, const int32_t target_id) {
29
  std::shared_ptr<std::string> zerocopy_blob(new std::string());
30
31
  StreamWithBuffer zc_write_strm(zerocopy_blob.get(), true);
  zc_write_strm.Write(msg);
32
33
34
  int32_t nonempty_ndarray_count = zc_write_strm.buffer_list().size();
  zerocopy_blob->append(reinterpret_cast<char*>(&nonempty_ndarray_count),
                        sizeof(int32_t));
35
36
37
38
39
  network::Message rpc_meta_msg;
  rpc_meta_msg.data = const_cast<char*>(zerocopy_blob->data());
  rpc_meta_msg.size = zerocopy_blob->size();
  rpc_meta_msg.deallocator = [zerocopy_blob](network::Message*) {};
  CHECK_EQ(RPCContext::ThreadLocal()->sender->Send(
40
    rpc_meta_msg, target_id), ADD_SUCCESS);
41
42
43
44
  // send real ndarray data
  for (auto ptr : zc_write_strm.buffer_list()) {
    network::Message ndarray_data_msg;
    ndarray_data_msg.data = reinterpret_cast<char*>(ptr.data);
45
46
47
    if (ptr.size == 0) {
      LOG(FATAL) << "Cannot send a empty NDArray.";
    }
48
49
50
51
    ndarray_data_msg.size = ptr.size;
    NDArray tensor = ptr.tensor;
    ndarray_data_msg.deallocator = [tensor](network::Message*) {};
    CHECK_EQ(RPCContext::ThreadLocal()->sender->Send(
52
      ndarray_data_msg, target_id), ADD_SUCCESS);
53
54
55
56
57
58
59
60
61
62
63
64
  }
  return kRPCSuccess;
}

RPCStatus RecvRPCMessage(RPCMessage* msg, int32_t timeout) {
  // ignore timeout now
  CHECK_EQ(timeout, 0) << "rpc cannot support timeout now.";
  network::Message rpc_meta_msg;
  int send_id;
  CHECK_EQ(RPCContext::ThreadLocal()->receiver->Recv(
    &rpc_meta_msg, &send_id), REMOVE_SUCCESS);
  char* count_ptr = rpc_meta_msg.data+rpc_meta_msg.size-sizeof(int32_t);
65
  int32_t nonempty_ndarray_count = *(reinterpret_cast<int32_t*>(count_ptr));
66
  // Recv real ndarray data
67
68
  std::vector<void*> buffer_list(nonempty_ndarray_count);
  for (int i = 0; i < nonempty_ndarray_count; ++i) {
69
70
71
72
73
    network::Message ndarray_data_msg;
    CHECK_EQ(RPCContext::ThreadLocal()->receiver->RecvFrom(
        &ndarray_data_msg, send_id), REMOVE_SUCCESS);
    buffer_list[i] = ndarray_data_msg.data;
  }
74
75
76
  StreamWithBuffer zc_read_strm(rpc_meta_msg.data, rpc_meta_msg.size-sizeof(int32_t), buffer_list);
  zc_read_strm.Read(msg);
  rpc_meta_msg.deallocator(&rpc_meta_msg);
77
78
79
80
  return kRPCSuccess;
}

//////////////////////////// C APIs ////////////////////////////
81
82
83
84
DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCReset")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  RPCContext::Reset();
});
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

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCCreateSender")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  int64_t msg_queue_size = args[0];
  std::string type = args[1];
  if (type.compare("socket") == 0) {
    RPCContext::ThreadLocal()->sender = std::make_shared<network::SocketSender>(msg_queue_size);
  } else {
    LOG(FATAL) << "Unknown communicator type for rpc receiver: " << type;
  }
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCCreateReceiver")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  int64_t msg_queue_size = args[0];
  std::string type = args[1];
  if (type.compare("socket") == 0) {
    RPCContext::ThreadLocal()->receiver = std::make_shared<network::SocketReceiver>(msg_queue_size);
  } else {
    LOG(FATAL) << "Unknown communicator type for rpc sender: " << type;
  }
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCFinalizeSender")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  RPCContext::ThreadLocal()->sender->Finalize();
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCFinalizeReceiver")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  RPCContext::ThreadLocal()->receiver->Finalize();
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCReceiverWait")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  std::string ip = args[0];
  int port = args[1];
  int num_sender = args[2];
  std::string addr;
  if (RPCContext::ThreadLocal()->receiver->Type() == "socket") {
    addr = StringPrintf("socket://%s:%d", ip.c_str(), port);
  } else {
    LOG(FATAL) << "Unknown communicator type: " << RPCContext::ThreadLocal()->receiver->Type();
  }
  if (RPCContext::ThreadLocal()->receiver->Wait(addr.c_str(), num_sender) == false) {
    LOG(FATAL) << "Wait sender socket failed.";
  }
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCAddReceiver")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  std::string ip = args[0];
  int port = args[1];
  int recv_id = args[2];
  std::string addr;
  if (RPCContext::ThreadLocal()->sender->Type() == "socket") {
    addr = StringPrintf("socket://%s:%d", ip.c_str(), port);
  } else {
    LOG(FATAL) << "Unknown communicator type: " << RPCContext::ThreadLocal()->sender->Type();
  }
  RPCContext::ThreadLocal()->sender->AddReceiver(addr.c_str(), recv_id);
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCSenderConnect")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  if (RPCContext::ThreadLocal()->sender->Connect() == false) {
    LOG(FATAL) << "Sender connection failed.";
  }
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCSetRank")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const int32_t rank = args[0];
  RPCContext::ThreadLocal()->rank = rank;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCGetRank")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  *rv = RPCContext::ThreadLocal()->rank;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCSetNumServer")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const int32_t num_servers = args[0];
  *rv = RPCContext::ThreadLocal()->num_servers = num_servers;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCGetNumServer")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  *rv = RPCContext::ThreadLocal()->num_servers;
});

177
178
179
180
181
182
183
184
185
186
187
DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCSetNumClient")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const int32_t num_clients = args[0];
  *rv = RPCContext::ThreadLocal()->num_clients = num_clients;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCGetNumClient")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  *rv = RPCContext::ThreadLocal()->num_clients;
});

188
189
190
191
192
193
194
195
196
197
198
DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCSetNumServerPerMachine")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const int32_t num_servers = args[0];
  *rv = RPCContext::ThreadLocal()->num_servers_per_machine = num_servers;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCGetNumServerPerMachine")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  *rv = RPCContext::ThreadLocal()->num_servers_per_machine;
});

199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCIncrMsgSeq")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  *rv = (RPCContext::ThreadLocal()->msg_seq)++;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCGetMsgSeq")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  *rv = RPCContext::ThreadLocal()->msg_seq;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCSetMsgSeq")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const int64_t msg_seq = args[0];
  RPCContext::ThreadLocal()->msg_seq = msg_seq;
});

215
216
217
218
219
220
221
222
223
224
225
DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCGetBarrierCount")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  *rv = RPCContext::ThreadLocal()->barrier_count;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCSetBarrierCount")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const int32_t count = args[0];
  RPCContext::ThreadLocal()->barrier_count = count;
});

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
DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCGetMachineID")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  *rv = RPCContext::ThreadLocal()->machine_id;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCSetMachineID")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const int32_t machine_id = args[0];
  RPCContext::ThreadLocal()->machine_id = machine_id;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCGetNumMachines")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  *rv = RPCContext::ThreadLocal()->num_machines;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCSetNumMachines")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const int32_t num_machines = args[0];
  RPCContext::ThreadLocal()->num_machines = num_machines;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCSendRPCMessage")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  RPCMessageRef msg = args[0];
251
252
  const int32_t target_id = args[1];
  *rv = SendRPCMessage(*(msg.sptr()), target_id);
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
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCRecvRPCMessage")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  int32_t timeout = args[0];
  RPCMessageRef msg = args[1];
  *rv = RecvRPCMessage(msg.sptr().get(), timeout);
});

//////////////////////////// RPCMessage ////////////////////////////

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCCreateEmptyRPCMessage")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  std::shared_ptr<RPCMessage> rst(new RPCMessage);
  *rv = rst;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCCreateRPCMessage")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  std::shared_ptr<RPCMessage> rst(new RPCMessage);
  rst->service_id = args[0];
  rst->msg_seq = args[1];
  rst->client_id = args[2];
  rst->server_id = args[3];
  const std::string data = args[4];  // directly assigning string value raises errors :(
  rst->data = data;
  rst->tensors = ListValueToVector<NDArray>(args[5]);
  *rv = rst;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCMessageGetServiceId")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const RPCMessageRef msg = args[0];
  *rv = msg->service_id;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCMessageGetMsgSeq")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const RPCMessageRef msg = args[0];
  *rv = msg->msg_seq;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCMessageGetClientId")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const RPCMessageRef msg = args[0];
  *rv = msg->client_id;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCMessageGetServerId")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const RPCMessageRef msg = args[0];
  *rv = msg->server_id;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCMessageGetData")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const RPCMessageRef msg = args[0];
  DGLByteArray barr{msg->data.c_str(), msg->data.size()};
  *rv = barr;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCMessageGetTensors")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  const RPCMessageRef msg = args[0];
  List<Value> ret;
  for (size_t i = 0; i < msg->tensors.size(); ++i) {
    ret.push_back(Value(MakeValue(msg->tensors[i])));
  }
  *rv = ret;
});

324
325
#if defined(__linux__)
/*!
326
 * \brief The signal handler.
327
328
 * \param s signal
 */
329
void SigHandler(int s) {
330
  LOG(INFO) << "\nUser pressed Ctrl+C, Exiting";
331
  CleanupResources();
332
333
334
  exit(1);
}

335
DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCHandleSignal")
336
337
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  // Ctrl+C handler
338
339
340
341
342
343
  struct sigaction sigHandler;
  sigHandler.sa_handler = SigHandler;
  sigemptyset(&sigHandler.sa_mask);
  sigHandler.sa_flags = 0;
  sigaction(SIGINT, &sigHandler, nullptr);
  sigaction(SIGTERM, &sigHandler, nullptr);
344
345
346
});
#endif

347
348
349
350
351
//////////////////////////// ServerState ////////////////////////////

DGL_REGISTER_GLOBAL("distributed.server_state._CAPI_DGLRPCGetServerState")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  auto st = RPCContext::ThreadLocal()->server_state;
352
353
354
  if (st.get() == nullptr) {
    RPCContext::ThreadLocal()->server_state = std::make_shared<ServerState>();
  }
355
356
357
  *rv = st;
});

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
//////////////////////////// KVStore ////////////////////////////

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCGetGlobalIDFromLocalPartition")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  NDArray ID = args[0];
  NDArray part_id = args[1];
  int local_machine_id = args[2];
  int64_t* ID_data = static_cast<int64_t*>(ID->data);
  int64_t* part_id_data = static_cast<int64_t*>(part_id->data);
  int64_t ID_size = ID.GetSize() / sizeof(int64_t);
  std::vector<int64_t> global_id;
  for (int64_t i = 0; i < ID_size; ++i) {
    if (part_id_data[i] == local_machine_id) {
      global_id.push_back(ID_data[i]);
    }
  }
  NDArray res_tensor = dgl::aten::VecToIdArray<int64_t>(global_id);
  *rv = res_tensor;
});

DGL_REGISTER_GLOBAL("distributed.rpc._CAPI_DGLRPCFastPull")
.set_body([] (DGLArgs args, DGLRetValue* rv) {
  // Input
  std::string name = args[0];
  int local_machine_id = args[1];
  int machine_count = args[2];
  int group_count = args[3];
  int client_id = args[4];
  int service_id = args[5];
387
  int64_t msg_seq = args[6];
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
  std::string pickle_data = args[7];
  NDArray ID = args[8];
  NDArray part_id = args[9];
  NDArray local_id = args[10];
  NDArray local_data = args[11];
  // Data
  dgl_id_t ID_size = ID.GetSize() / sizeof(dgl_id_t);
  dgl_id_t* ID_data = static_cast<dgl_id_t*>(ID->data);
  dgl_id_t* part_id_data = static_cast<dgl_id_t*>(part_id->data);
  dgl_id_t* local_id_data = static_cast<dgl_id_t*>(local_id->data);
  char* local_data_char = static_cast<char*>(local_data->data);
  std::vector<dgl_id_t> local_ids;
  std::vector<dgl_id_t> local_ids_orginal;
  std::vector<int64_t> local_data_shape;
  std::vector<std::vector<dgl_id_t> > remote_ids(machine_count);
  std::vector<std::vector<dgl_id_t> > remote_ids_original(machine_count);
  // Get row size (in bytes)
  int row_size = 1;
  for (int i = 0; i < local_data->ndim; ++i) {
    local_data_shape.push_back(local_data->shape[i]);
    if (i != 0) {
      row_size *= local_data->shape[i];
    }
  }
  row_size *= (local_data->dtype.bits / 8);
  size_t data_size = local_data.GetSize();
  CHECK_GT(local_data_shape.size(), 0);
  CHECK_EQ(row_size * local_data_shape[0], data_size);
  // Get local id (used in local machine) and
  // remote id (send to remote machine)
  dgl_id_t idx = 0;
  for (dgl_id_t i = 0; i < ID_size; ++i) {
    dgl_id_t p_id = part_id_data[i];
    if (p_id == local_machine_id) {
      dgl_id_t l_id = local_id_data[idx++];
      CHECK_LT(l_id, local_data_shape[0]);
      CHECK_GE(l_id, 0);
      local_ids.push_back(l_id);
      local_ids_orginal.push_back(i);
    } else {
      CHECK_LT(p_id, machine_count) << "Invalid partition ID.";
      dgl_id_t id = ID_data[i];
      remote_ids[p_id].push_back(id);
      remote_ids_original[p_id].push_back(i);
    }
  }
  // Send remote id
  int msg_count = 0;
  for (int i = 0; i < remote_ids.size(); ++i) {
    if (remote_ids[i].size() != 0) {
      RPCMessage msg;
      msg.service_id = service_id;
      msg.msg_seq = msg_seq;
      msg.client_id = client_id;
      int lower = i*group_count;
      int upper = (i+1)*group_count;
      msg.server_id = dgl::RandomEngine::ThreadLocal()->RandInt(lower, upper);
      msg.data = pickle_data;
      NDArray tensor = dgl::aten::VecToIdArray<dgl_id_t>(remote_ids[i]);
      msg.tensors.push_back(tensor);
      SendRPCMessage(msg, msg.server_id);
      msg_count++;
    }
  }
  local_data_shape[0] = ID_size;
  NDArray res_tensor = NDArray::Empty(local_data_shape,
                                      local_data->dtype,
                                      DLContext{kDLCPU, 0});
  char* return_data = static_cast<char*>(res_tensor->data);
  // Copy local data
458
459
460
461
462
463
464
465
466
467
  parallel_for(0, local_ids.size(), [&](size_t b, size_t e) {
    for (auto i = b; i < e; ++i) {
      CHECK_GE(ID_size*row_size, local_ids_orginal[i]*row_size+row_size);
      CHECK_GE(data_size, local_ids[i] * row_size + row_size);
      CHECK_GE(local_ids[i], 0);
      memcpy(return_data + local_ids_orginal[i] * row_size,
             local_data_char + local_ids[i] * row_size,
             row_size);
    }
  });
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
  // Recv remote message
  for (int i = 0; i < msg_count; ++i) {
    RPCMessage msg;
    RecvRPCMessage(&msg, 0);
    int part_id = msg.server_id / group_count;
    char* data_char = static_cast<char*>(msg.tensors[0]->data);
    dgl_id_t id_size = remote_ids[part_id].size();
    for (size_t n = 0; n < id_size; ++n) {
      memcpy(return_data + remote_ids_original[part_id][n] * row_size,
             data_char + n * row_size,
             row_size);
    }
  }
  *rv = res_tensor;
});

484
485
}  // namespace rpc
}  // namespace dgl