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TritonService.cc
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3 
12 
13 #include "grpc_client.h"
14 #include "grpc_service.pb.h"
15 
16 #include <cstdio>
17 #include <cstdlib>
18 #include <filesystem>
19 #include <fstream>
20 #include <utility>
21 #include <tuple>
22 #include <unistd.h>
23 
24 namespace tc = triton::client;
25 
28 
29 namespace {
30  std::pair<std::string, int> execSys(const std::string& cmd) {
31  //redirect stderr to stdout
32  auto pipe = popen((cmd + " 2>&1").c_str(), "r");
33  int thisErrno = errno;
34  if (!pipe)
35  throw cms::Exception("SystemError")
36  << "TritonService: popen() failed with errno " << thisErrno << " for command: " << cmd;
37 
38  //extract output
39  constexpr static unsigned buffSize = 128;
40  std::array<char, buffSize> buffer;
42  while (!feof(pipe)) {
43  if (fgets(buffer.data(), buffSize, pipe))
44  result += buffer.data();
45  else {
46  thisErrno = ferror(pipe);
47  if (thisErrno)
48  throw cms::Exception("SystemError")
49  << "TritonService: failed reading command output with errno " << thisErrno;
50  }
51  }
52 
53  int rv = pclose(pipe);
54  return std::make_pair(result, rv);
55  }
56 } // namespace
57 
59  : verbose_(pset.getUntrackedParameter<bool>("verbose")),
60  fallbackOpts_(pset.getParameterSet("fallback")),
61  currentModuleId_(0),
62  allowAddModel_(false),
63  startedFallback_(false),
64  pid_(std::to_string(::getpid())) {
65  //module construction is assumed to be serial (correct at the time this code was written)
66 
68 
72  //fallback server will be launched (if needed) before beginJob
75 
76  //include fallback server in set if enabled
77  if (fallbackOpts_.enable) {
78  auto serverType = TritonServerType::Remote;
79  if (!fallbackOpts_.useGPU)
80  serverType = TritonServerType::LocalCPU;
81 #ifdef TRITON_ENABLE_GPU
82  else
83  serverType = TritonServerType::LocalGPU;
84 #endif
85 
86  servers_.emplace(std::piecewise_construct,
87  std::forward_as_tuple(Server::fallbackName),
88  std::forward_as_tuple(Server::fallbackName, Server::fallbackAddress, serverType));
89  }
90 
91  //loop over input servers: check which models they have
93  if (verbose_)
94  msg = "List of models for each server:\n";
95  for (const auto& serverPset : pset.getUntrackedParameterSetVector("servers")) {
96  const std::string& serverName(serverPset.getUntrackedParameter<std::string>("name"));
97  //ensure uniqueness
98  auto [sit, unique] = servers_.emplace(serverName, serverPset);
99  if (!unique)
100  throw cms::Exception("DuplicateServer")
101  << "TritonService: Not allowed to specify more than one server with same name (" << serverName << ")";
102  auto& server(sit->second);
103 
104  std::unique_ptr<tc::InferenceServerGrpcClient> client;
106  tc::InferenceServerGrpcClient::Create(&client, server.url, false, server.useSsl, server.sslOptions),
107  "TritonService(): unable to create inference context for " + serverName + " (" + server.url + ")");
108 
109  if (verbose_) {
110  inference::ServerMetadataResponse serverMetaResponse;
111  TRITON_THROW_IF_ERROR(client->ServerMetadata(&serverMetaResponse),
112  "TritonService(): unable to get metadata for " + serverName + " (" + server.url + ")");
113  edm::LogInfo("TritonService") << "Server " << serverName << ": url = " << server.url
114  << ", version = " << serverMetaResponse.version();
115  }
116 
117  inference::RepositoryIndexResponse repoIndexResponse;
119  client->ModelRepositoryIndex(&repoIndexResponse),
120  "TritonService(): unable to get repository index for " + serverName + " (" + server.url + ")");
121 
122  //servers keep track of models and vice versa
123  if (verbose_)
124  msg += serverName + ": ";
125  for (const auto& modelIndex : repoIndexResponse.models()) {
126  const auto& modelName = modelIndex.name();
127  auto mit = models_.find(modelName);
128  if (mit == models_.end())
129  mit = models_.emplace(modelName, "").first;
130  auto& modelInfo(mit->second);
131  modelInfo.servers.insert(serverName);
132  server.models.insert(modelName);
133  if (verbose_)
134  msg += modelName + ", ";
135  }
136  if (verbose_)
137  msg += "\n";
138  }
139  if (verbose_)
140  edm::LogInfo("TritonService") << msg;
141 }
142 
144  numberOfThreads_ = bounds.maxNumberOfThreads();
145 }
146 
148  currentModuleId_ = desc.id();
149  allowAddModel_ = true;
150 }
151 
153  //should only be called in module constructors
154  if (!allowAddModel_)
155  throw cms::Exception("DisallowedAddModel")
156  << "TritonService: Attempt to call addModel() outside of module constructors";
157  //if model is not in the list, then no specified server provides it
158  auto mit = models_.find(modelName);
159  if (mit == models_.end()) {
160  auto& modelInfo(unservedModels_.emplace(modelName, path).first->second);
161  modelInfo.modules.insert(currentModuleId_);
162  //only keep track of modules that need unserved models
164  }
165 }
166 
168 
170  //remove destructed modules from unserved list
171  if (unservedModels_.empty())
172  return;
173  auto id = desc.id();
174  auto oit = modules_.find(id);
175  if (oit != modules_.end()) {
176  const auto& moduleInfo(oit->second);
177  auto mit = unservedModels_.find(moduleInfo.model);
178  if (mit != unservedModels_.end()) {
179  auto& modelInfo(mit->second);
180  modelInfo.modules.erase(id);
181  //remove a model if it is no longer needed by any modules
182  if (modelInfo.modules.empty())
183  unservedModels_.erase(mit);
184  }
185  modules_.erase(oit);
186  }
187 }
188 
189 //second return value is only true if fallback CPU server is being used
191  auto mit = models_.find(model);
192  if (mit == models_.end())
193  throw cms::Exception("MissingModel") << "TritonService: There are no servers that provide model " << model;
194  const auto& modelInfo(mit->second);
195  const auto& modelServers = modelInfo.servers;
196 
197  auto msit = modelServers.end();
198  if (!preferred.empty()) {
199  msit = modelServers.find(preferred);
200  //todo: add a "strict" parameter to stop execution if preferred server isn't found?
201  if (msit == modelServers.end())
202  edm::LogWarning("PreferredServer") << "Preferred server " << preferred << " for model " << model
203  << " not available, will choose another server";
204  }
205  const auto& serverName(msit == modelServers.end() ? *modelServers.begin() : preferred);
206 
207  //todo: use some algorithm to select server rather than just picking arbitrarily
208  const auto& server(servers_.find(serverName)->second);
209  return server;
210 }
211 
213  //only need fallback if there are unserved models
214  if (!fallbackOpts_.enable or unservedModels_.empty())
215  return;
216 
218  if (verbose_)
219  msg = "List of models for fallback server: ";
220  //all unserved models are provided by fallback server
221  auto& server(servers_.find(Server::fallbackName)->second);
222  for (const auto& [modelName, model] : unservedModels_) {
223  auto& modelInfo(models_.emplace(modelName, model).first->second);
224  modelInfo.servers.insert(Server::fallbackName);
225  server.models.insert(modelName);
226  if (verbose_)
227  msg += modelName + ", ";
228  }
229  if (verbose_)
230  edm::LogInfo("TritonService") << msg;
231 
232  //assemble server start command
233  fallbackOpts_.command = "cmsTriton -P -1 -p " + pid_;
234  if (fallbackOpts_.debug)
235  fallbackOpts_.command += " -c";
237  fallbackOpts_.command += " -v";
239  fallbackOpts_.command += " -d";
240  if (fallbackOpts_.useGPU)
241  fallbackOpts_.command += " -g";
242  if (!fallbackOpts_.instanceName.empty())
244  if (fallbackOpts_.retries >= 0)
246  if (fallbackOpts_.wait >= 0)
248  for (const auto& [modelName, model] : unservedModels_) {
249  fallbackOpts_.command += " -m " + model.path;
250  }
251  std::string thread_string = " -I " + std::to_string(numberOfThreads_);
252  fallbackOpts_.command += thread_string;
253  if (!fallbackOpts_.imageName.empty())
255  if (!fallbackOpts_.sandboxName.empty())
257  //don't need this anymore
258  unservedModels_.clear();
259 
260  //get a random temporary directory if none specified
261  if (fallbackOpts_.tempDir.empty()) {
262  auto tmp_dir_path{std::filesystem::temp_directory_path() /= edm::createGlobalIdentifier()};
263  fallbackOpts_.tempDir = tmp_dir_path.string();
264  }
265  //special case ".": use script default (temp dir = .$instanceName)
266  if (fallbackOpts_.tempDir != ".")
268 
270 
271  if (fallbackOpts_.debug)
272  edm::LogInfo("TritonService") << "Fallback server temporary directory: " << fallbackOpts_.tempDir;
273  if (verbose_)
274  edm::LogInfo("TritonService") << command;
275 
276  //mark as started before executing in case of ctrl+c while command is running
277  startedFallback_ = true;
278  const auto& [output, rv] = execSys(command);
279  if (rv != 0) {
280  edm::LogError("TritonService") << output;
281  printFallbackServerLog<edm::LogError>();
282  throw cms::Exception("FallbackFailed")
283  << "TritonService: Starting the fallback server failed with exit code " << rv;
284  } else if (verbose_)
285  edm::LogInfo("TritonService") << output;
286  //get the port
287  const std::string& portIndicator("CMS_TRITON_GRPC_PORT: ");
288  //find last instance in log in case multiple ports were tried
289  auto pos = output.rfind(portIndicator);
290  if (pos != std::string::npos) {
291  auto pos2 = pos + portIndicator.size();
292  auto pos3 = output.find('\n', pos2);
293  const auto& portNum = output.substr(pos2, pos3 - pos2);
294  server.url += ":" + portNum;
295  } else
296  throw cms::Exception("FallbackFailed") << "TritonService: Unknown port for fallback server, log follows:\n"
297  << output;
298 }
299 
301  if (!startedFallback_)
302  return;
303 
305  if (verbose_)
306  edm::LogInfo("TritonService") << command;
307 
308  const auto& [output, rv] = execSys(command);
309  if (rv != 0) {
310  edm::LogError("TritonService") << output;
311  printFallbackServerLog<edm::LogError>();
312  throw cms::Exception("FallbackFailed")
313  << "TritonService: Stopping the fallback server failed with exit code " << rv;
314  } else if (verbose_) {
315  edm::LogInfo("TritonService") << output;
316  printFallbackServerLog<edm::LogInfo>();
317  }
318 }
319 
320 template <typename LOG>
322  std::vector<std::string> logNames{"log_" + fallbackOpts_.instanceName + ".log"};
323  //cmsTriton script moves log from temp to current dir in verbose mode or in some cases when auto_stop is called
324  // -> check both places
325  logNames.push_back(fallbackOpts_.tempDir + "/" + logNames[0]);
326  bool foundLog = false;
327  for (const auto& logName : logNames) {
328  std::ifstream infile(logName);
329  if (infile.is_open()) {
330  LOG("TritonService") << "TritonService: server log " << logName << "\n" << infile.rdbuf();
331  foundLog = true;
332  break;
333  }
334  }
335  if (!foundLog)
336  LOG("TritonService") << "TritonService: could not find server log " << logNames[0] << " in current directory or "
338 }
339 
342  desc.addUntracked<bool>("verbose", false);
343 
345  validator.addUntracked<std::string>("name");
346  validator.addUntracked<std::string>("address");
347  validator.addUntracked<unsigned>("port");
348  validator.addUntracked<bool>("useSsl", false);
349  validator.addUntracked<std::string>("rootCertificates", "");
350  validator.addUntracked<std::string>("privateKey", "");
351  validator.addUntracked<std::string>("certificateChain", "");
352 
353  desc.addVPSetUntracked("servers", validator, {});
354 
355  edm::ParameterSetDescription fallbackDesc;
356  fallbackDesc.addUntracked<bool>("enable", false);
357  fallbackDesc.addUntracked<bool>("debug", false);
358  fallbackDesc.addUntracked<bool>("verbose", false);
359  fallbackDesc.addUntracked<bool>("useDocker", false);
360  fallbackDesc.addUntracked<bool>("useGPU", false);
361  fallbackDesc.addUntracked<int>("retries", -1);
362  fallbackDesc.addUntracked<int>("wait", -1);
363  fallbackDesc.addUntracked<std::string>("instanceBaseName", "triton_server_instance");
364  fallbackDesc.addUntracked<std::string>("instanceName", "");
365  fallbackDesc.addUntracked<std::string>("tempDir", "");
366  fallbackDesc.addUntracked<std::string>("imageName", "");
367  fallbackDesc.addUntracked<std::string>("sandboxName", "");
368  desc.add<edm::ParameterSetDescription>("fallback", fallbackDesc);
369 
370  descriptions.addWithDefaultLabel(desc);
371 }
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