The following is a snippet of the code that I use to monitor events when training DNNRegressor. I'm running from a Jupyter laptop.
During training, I get the following errors in the terminal:
E tensorflow / core / util / events_writer.cc: 162] The event file /Users/eran/Genie/PNP/TB/events.out.tfevents.1473067505.Eran has disappeared. E tensorflow / core / util / events_writer.cc: 131] Failed to clear 2498 events before /Users/eran/Genie/PNP/TB/events.out.tfevents.1473067505.Eran
def add_monitors():
validation_metrics = {'MeanSquaredError': tf.contrib.metrics.streaming_mean_squared_error}
monitors = learn.monitors.ValidationMonitor(valid_X, valid_y, every_n_steps=50, metrics=validation_metrics)
return [monitors]
regressor = learn.DNNRegressor(model_dir='/Users/eran/Genie/PNP/TB',
hidden_units=[32,16], feature_columns=learn.infer_real_valued_columns_from_input(X),
optimizer=tf.train.ProximalAdagradOptimizer(learning_rate=0.1),
config=learn.RunConfig(save_checkpoints_secs=1))
monitors = add_monitors()
regressor.fit(X, y, steps=10000, batch_size=20, monitors=monitors)
Any ideas? When I open TensorBoard, I do not see any registered events.
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