带有 keras fit_generator的张量板回调,'Function'没有属性'fetch_callbacks'



我正在尝试使用 keras 的fit_generator运行一个模型,并带有用于分析特定纪元的tensorboard_callback。我正在为生成器运行以下代码:

def gen(source):
loopable = iter(source)
for batch in loopable:
yield (batch[0], batch[1])

在主训练脚本中,我实例化生成器并使用带有张量板回调的模型,如下所示:

train_gen = gen(train_datasource)
log_dir="logs/profile/" + datetime.datetime.now().strftime("%Y%m%d-%H%M%S")
tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1, profile_batch = 3)
m.fit_generator(train_gen, epochs=5, steps_per_epoch=500, use_multiprocessing=True, workers=32, callbacks=[tensorboard_callback])

我面临的主要问题是训练总是因错误而停止,'Function' has no attribute 'fetch_callbacks'具有以下堆栈跟踪:

m.fit_generator(train_gen, epochs=5, steps_per_epoch=500, use_multiprocessing=True, workers=32, callbacks=[tensorboard_callback])
File "/usr/local/lib/python2.7/dist-packages/keras/legacy/interfaces.py", line 91, in wrapper
return func(*args, **kwargs)
File "/usr/local/lib/python2.7/dist-packages/keras/engine/training.py", line 1418, in fit_generator
initial_epoch=initial_epoch)
File "/usr/local/lib/python2.7/dist-packages/keras/engine/training_generator.py", line 177, in fit_generator
callbacks.on_epoch_begin(epoch)
File "/usr/local/lib/python2.7/dist-packages/keras/callbacks.py", line 65, in on_epoch_begin
callback.on_epoch_begin(epoch, logs)
File "/usr/local/lib/python2.7/dist-packages/tensorflow/python/keras/callbacks_v1.py", line 386, in on_epoch_begin
self.merged] = self._fetch_callback
AttributeError: 'Function' object has no attribute 'fetch_callbacks'

我正在使用张量流 1.15 也尝试降级到 1.14,但仍然没有成功。我正在尝试使用张量板回调进行训练,以调试除第一个纪元以外的特定纪元的性能。但到目前为止,我的尝试未能使回调功能正确。我确保 GPU 正在运行并正确检测到。

任何帮助将不胜感激。

我最终使用了tf.kerasfit 函数而不是 fit 生成器,它按预期正常工作:

m.fit(x=train_gen, epochs=5, steps_per_epoch=500, use_multiprocessing=True, workers=8, callbacks=[tensorboard_callback])

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