time estimation

llvm/projects/hpvm-tensor-rt/bin/times.py

+
+
+
+class Config:
+  def __init__(self):
+    self.runtime = 0
+    self.fed_runs = 0
+    self.full_runs = 0
+    
+
+def computeTimes(bench):
+
+  conf_runs = 60
+  fed_time = (bench.runtime * 100) + (bench.fed_runs * conf_runs * bench.runtime)
+  fed_time_hrs = fed_time / (60*60)
+  
+  full_time = (bench.runtime * 1000) + (bench.full_runs * conf_runs * bench.runtime)
+  full_time_hrs = full_time / (60*60)
+    
+  print ("fedtime_hrs = ", fed_time_hrs, " full_time_hrs = ", full_time_hrs, "\n")
+  
+  
+
+if __name__ == "__main__":
+    
+
+  resnet = Config()
+  resnet.runtime = 8
+  resnet.fed_runs = 3
+  resnet.full_runs = 5
+
+  computeTimes(resnet)
+
+  alexnet = Config()
+  alexnet.runtime = 7.8
+  alexnet.fed_runs = 47
+  alexnet.full_runs = 274
+
+  computeTimes(alexnet)
+
+  alexnet2 = Config()
+  alexnet2.runtime = 2.3
+  alexnet2.fed_runs = 62
+  alexnet2.full_runs = 339
+
+  computeTimes(alexnet2)
+
+  vgg1 = Config()
+  vgg1.runtime = 7.4
+  vgg1.fed_runs = 15
+  vgg1.full_runs = 211
+
+  computeTimes(vgg1)
+  
+
+  vgg2 = Config()
+  vgg2.runtime = 15.4
+  vgg2.fed_runs = 8
+  vgg2.full_runs = 150
+
+  computeTimes(vgg2)
+  
+  
+  lenet = Config()
+  lenet.runtime = 0.98
+  lenet.fed_runs = 64
+  lenet.full_runs = 228
+
+  computeTimes(lenet)
+  
+  
+  mobilenet = Config()
+  mobilenet.runtime = 11
+  mobilenet.fed_runs = 32
+  mobilenet.full_runs = 267
+
+  computeTimes(mobilenet)
+