在TITAN工作站配tensorflow-gpu環境時遇到的問題
阿新 • • 發佈:2018-12-12
在DELL工作站配tensorflow環境時,遇到的問題
以下報錯均在Anaconda,tensorflow,CUDA,cuDNN安裝完成之後
1、第一次遇到的問題
ImportError: DLL load failed: 找不到指定的模組。
2、第二次遇到的問題
An error ocurred while starting the kernel 2018?? 21:11:45.955960: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 2018?? 21:11:46.356975: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1411] Found device 0 with properties: name: TITAN Xp major: 6 minor: 1 memoryClockRate(GHz): 1.582 pciBusID: 0000:17:00.0 totalMemory: 12.00GiB freeMemory: 9.93GiB 2018?? 21:11:46.361920: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1490] Adding visible gpu devices: 0 2018?? 21:11:47.571801: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] Device interconnect StreamExecutor with strength 1 edge matrix: 2018?? 21:11:47.573474: I tensorflow/core/common_runtime/gpu/gpu_device.cc:977] 0 2018?? 21:11:47.573894: I tensorflow/core/common_runtime/gpu/gpu_device.cc:990] 0: N 2018?? 21:11:47.574456: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1103] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 9600 MB memory) ‑> physical GPU (device: 0, name: TITAN Xp, pci bus id: 0000:17:00.0, compute capability: 6.1) 2018?? 21:11:50.041887: E tensorflow/core/grappler/optimizers/dependency_optimizer.cc:666] Iteration = 0, topological sort failed with message: The graph couldn't be sorted in topological order. 2018?? 21:11:50.047857: E tensorflow/core/grappler/optimizers/dependency_optimizer.cc:666] Iteration = 1, topological sort failed with message: The graph couldn't be sorted in topological order. 2018?? 21:11:50.089746: E tensorflow/core/grappler/optimizers/dependency_optimizer.cc:666] Iteration = 0, topological sort failed with message: The graph couldn't be sorted in topological order. 2018?? 21:11:50.093251: E tensorflow/core/grappler/optimizers/dependency_optimizer.cc:666] Iteration = 1, topological sort failed with message: The graph couldn't be sorted in topological order. 2018?? 21:11:50.409585: E tensorflow/stream_executor/cuda/cuda_dnn.cc:353] Could not create cudnn hand
解決方法:
1、2均是由於tensorflow和CUDA、cuDNN的版本適配問題,推薦一種配和:
Anaconda3-5.2.0-Windows-x86_64
cuda_9.0.176_win10
cudnn-9.0-windows10-x64-v7.3.1.20
親測可行。
網上有各種各樣的解決1、2兩種錯誤的方式,經過各種嘗試,都沒有解決問題,反而搞得很混亂,問題因人而異,但是究其根本,我認為還是tensorflow和CUDA、cuDNN的版本問題。