关于启动Tensorboard时Tensorflow联合失败的Google-Colab教程

如何解决关于启动Tensorboard时Tensorflow联合失败的Google-Colab教程

我正在尝试运行Google Colab found here，这是tensorflow-federated的教程。首先，在单元格的在Tensorboard上显示模型指标的Colab部分中存在错误：

#@test {"skip": true}
with summary_writer.as_default():
  for round_num in range(1,NUM_ROUNDS):
    state,metrics = iterative_process.next(state,federated_train_data)
    for name,value in metrics.train._asdict().items():
      tf.summary.scalar(name,value,step=round_num)

可以通过以下方式解决：

#@test {"skip": true}
with summary_writer.as_default():
  for round_num in range(1,value in metrics['train'].items():
      tf.summary.scalar(name,step=round_num)

但是我被困在同一部分，因为尝试运行tensorboard时出现错误：

ERROR: Failed to launch TensorBoard (exited with 1).
Contents of stderr:
2020-10-15 07:50:26.425571: W tensorflow/stream_executor/platform/default/dso_loader.cc:60] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/lib64-nvidia
2020-10-15 07:50:26.425634: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.
Traceback (most recent call last):
  File "/usr/local/bin/tensorboard",line 8,in <module>
    sys.exit(run_main())
  File "/usr/local/lib/python3.6/dist-packages/tensorboard/main.py",line 75,in run_main
    app.run(tensorboard.main,flags_parser=tensorboard.configure)
  File "/usr/local/lib/python3.6/dist-packages/absl/app.py",line 299,in run
    _run_main(main,args)
  File "/usr/local/lib/python3.6/dist-packages/absl/app.py",line 250,in _run_main
    sys.exit(main(argv))
  File "/usr/local/lib/python3.6/dist-packages/tensorboard/program.py",line 289,in main
    return runner(self.flags) or 0
  File "/usr/local/lib/python3.6/dist-packages/tensorboard/program.py",line 305,in _run_serve_subcommand
    server = self._make_server()
  File "/usr/local/lib/python3.6/dist-packages/tensorboard/program.py",line 419,in _make_server
    ingester.deprecated_multiplexer,File "/usr/local/lib/python3.6/dist-packages/tensorboard/backend/application.py",line 149,in TensorBoardWSGIApp
    experimental_middlewares,line 257,in __init__
    "Duplicate plugins for name %s" % plugin.plugin_name
ValueError: Duplicate plugins for name projector

按照其他帖子的建议搜索错误，我尝试卸载/重新安装软件包tf-nightly和tensorflow，但并没有解决。假设问题是由软件包冲突引起的，则最相关的Colab软件包的版本如下：

tb-nightly                    2.4.0a20201014          
tblib                         1.7.0                   
tensorboard-plugin-wit        1.7.0                   
tensorboardcolab              0.0.22                  
tensorflow                    2.3.0                   
tensorflow-addons             0.8.3                   
tensorflow-datasets           2.1.0                   
tensorflow-estimator          2.3.0                   
tensorflow-federated-nightly  0.16.1.dev20201014      
tensorflow-gcs-config         2.3.0                   
tensorflow-hub                0.9.0                   
tensorflow-metadata           0.24.0                  
tensorflow-model-optimization 0.4.1                   
tensorflow-privacy            0.5.1                   
tensorflow-probability        0.11.0                  
termcolor                     1.1.0                   
terminado                     0.9.1                   
testpath                      0.4.4                   
text-unidecode                1.3                     
textblob                      0.15.3                  
textgenrnn                    1.4.1                   
tf-estimator-nightly          2.4.0.dev2020101401     
tf-nightly                    2.4.0.dev20201014       
tfa-nightly                   0.12.0.dev20201012231340

有人知道如何解决吗？

解决方法

这看起来像 https://github.com/tensorflow/federated/issues/914，很可能已在 https://github.com/tensorflow/federated/commit/2add5c8d9dbb5945f6f8240b13965292625a8f65 中修复。

这应该在 TFF 0.17.0 及更高版本中。