关于utils.py测试的问题

[THtanghuan]

当我运行utils.py程序时，程序报错，请你帮我看一下是什么原因呢，谢谢：

################################################################## /home/nchen/anaconda3/bin/python /media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py /home/nchen/anaconda3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88 return f(*args, *kwds) /home/nchen/anaconda3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88 return f(args, **kwds) WARNING:tensorflow:From /media/nchen/Disk_D/TH/speech-emotion-recognition-master/crnn.py:239: BasicLSTMCell.init (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version. Instructions for updating: This class is deprecated, please use tf.nn.rnn_cell.LSTMCell, which supports all the feature this cell currently has. Please replace the existing code with tf.nn.rnn_cell.LSTMCell(name='basic_lstm_cell'). WARNING:tensorflow:From /media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py:61: softmax_cross_entropy_with_logits (from tensorflow.python.ops.nn_ops) is deprecated and will be removed in a future version. Instructions for updating:

Future major versions of TensorFlow will allow gradients to flow into the labels input on backprop by default.

See tf.nn.softmax_cross_entropy_with_logits_v2.

2019-04-23 09:55:58.768043: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX 2019-04-23 09:55:58.772963: I tensorflow/core/common_runtime/process_util.cc:69] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance. 2019-04-23 09:55:58.801735: W tensorflow/core/framework/op_kernel.cc:1273] OP_REQUIRES failed at save_restore_v2_ops.cc:184 : Not found: Key cnn/unit-1/bn1/beta/ExponentialMovingAverage not found in checkpoint Traceback (most recent call last): File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1334, in _do_call return fn(*args) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1319, in _run_fn options, feed_dict, fetch_list, target_list, run_metadata) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1407, in _call_tf_sessionrun run_metadata) tensorflow.python.framework.errors_impl.NotFoundError: Key cnn/unit-1/bn1/beta/ExponentialMovingAverage not found in checkpoint [[{{node save/RestoreV2}} = RestoreV2[dtypes=[DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, ..., DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/RestoreV2/tensor_names, save/RestoreV2/shape_and_slices)]]

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 1546, in restore {self.saver_def.filename_tensor_name: save_path}) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 929, in run run_metadata_ptr) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1152, in _run feed_dict_tensor, options, run_metadata) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1328, in _do_run run_metadata) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1348, in _do_call raise type(e)(node_def, op, message) tensorflow.python.framework.errors_impl.NotFoundError: Key cnn/unit-1/bn1/beta/ExponentialMovingAverage not found in checkpoint [[node save/RestoreV2 (defined at /media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py:64) = RestoreV2[dtypes=[DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, ..., DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/RestoreV2/tensor_names, save/RestoreV2/shape_and_slices)]]

Caused by op 'save/RestoreV2', defined at: File "/media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py", line 154, in evaluate() File "/media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py", line 64, in evaluate saver = tf.train.Saver(variable_to_restore) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 1102, in init self.build() File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 1114, in build self._build(self._filename, build_save=True, build_restore=True) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 1151, in _build build_save=build_save, build_restore=build_restore) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 795, in _build_internal restore_sequentially, reshape) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 406, in _AddRestoreOps restore_sequentially) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 862, in bulk_restore return io_ops.restore_v2(filename_tensor, names, slices, dtypes) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/gen_io_ops.py", line 1466, in restore_v2 shape_and_slices=shape_and_slices, dtypes=dtypes, name=name) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py", line 787, in _apply_op_helper op_def=op_def) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 488, in new_func return func(*args, **kwargs) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 3274, in create_op op_def=op_def) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1770, in init self._traceback = tf_stack.extract_stack()

NotFoundError (see above for traceback): Key cnn/unit-1/bn1/beta/ExponentialMovingAverage not found in checkpoint [[node save/RestoreV2 (defined at /media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py:64) = RestoreV2[dtypes=[DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, ..., DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/RestoreV2/tensor_names, save/RestoreV2/shape_and_slices)]]

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 1556, in restore names_to_keys = object_graph_key_mapping(save_path) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 1830, in object_graph_key_mapping checkpointable.OBJECT_GRAPH_PROTO_KEY) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 371, in get_tensor status) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/errors_impl.py", line 528, in exit c_api.TF_GetCode(self.status.status)) tensorflow.python.framework.errors_impl.NotFoundError: Key _CHECKPOINTABLE_OBJECT_GRAPH not found in checkpoint

During handling of the above exception, another exception occurred:

Traceback (most recent call last): File "/media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py", line 154, in evaluate() File "/media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py", line 72, in evaluate saver.restore(sess,ckpt.model_checkpoint_path) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 1562, in restore err, "a Variable name or other graph key that is missing") tensorflow.python.framework.errors_impl.NotFoundError: Restoring from checkpoint failed. This is most likely due to a Variable name or other graph key that is missing from the checkpoint. Please ensure that you have not altered the graph expected based on the checkpoint. Original error:

Key cnn/unit-1/bn1/beta/ExponentialMovingAverage not found in checkpoint [[node save/RestoreV2 (defined at /media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py:64) = RestoreV2[dtypes=[DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, ..., DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/RestoreV2/tensor_names, save/RestoreV2/shape_and_slices)]]

Caused by op 'save/RestoreV2', defined at: File "/media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py", line 154, in evaluate() File "/media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py", line 64, in evaluate saver = tf.train.Saver(variable_to_restore) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 1102, in init self.build() File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 1114, in build self._build(self._filename, build_save=True, build_restore=True) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 1151, in _build build_save=build_save, build_restore=build_restore) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 795, in _build_internal restore_sequentially, reshape) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 406, in _AddRestoreOps restore_sequentially) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/saver.py", line 862, in bulk_restore return io_ops.restore_v2(filename_tensor, names, slices, dtypes) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/gen_io_ops.py", line 1466, in restore_v2 shape_and_slices=shape_and_slices, dtypes=dtypes, name=name) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py", line 787, in _apply_op_helper op_def=op_def) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 488, in new_func return func(*args, **kwargs) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 3274, in create_op op_def=op_def) File "/home/nchen/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1770, in init self._traceback = tf_stack.extract_stack()

NotFoundError (see above for traceback): Restoring from checkpoint failed. This is most likely due to a Variable name or other graph key that is missing from the checkpoint. Please ensure that you have not altered the graph expected based on the checkpoint. Original error:

Key cnn/unit-1/bn1/beta/ExponentialMovingAverage not found in checkpoint [[node save/RestoreV2 (defined at /media/nchen/Disk_D/TH/speech-emotion-recognition-master/utils.py:64) = RestoreV2[dtypes=[DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, ..., DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT, DT_FLOAT], _device="/job:localhost/replica:0/task:0/device:CPU:0"](_arg_save/Const_0_0, save/RestoreV2/tensor_names, save/RestoreV2/shape_and_slices)]]

Process finished with exit code 1

非常感谢

[xuanjihe]

建议直接用model.py

[THtanghuan]

model.py 是不是用来训练模型的啊，执行完model.py后再执行utils.py来测试吗？。。。trian.py程序又是什么作用呢？谢谢

[xuanjihe]

model.py里面既包含训练，也包含测试模块，边训边测

[THtanghuan]

是拿验证集作为测试集吗？最后验证的最好的结果就是测试最好的结果？？

[xuanjihe]

不是的，这部分代码跟论文不完全一样，你可以在model.py里面自己添加这部分，这不难的，可以参考model1.py

[THtanghuan]

你好，在你的zscore.py, ExtractMel.py 和model.py程序中都没有调用到def getlogspec() 这个函数，那是怎么生成语谱图的呢？

[xuanjihe]

我用的是logfbank，它调用了getlogspec() 这个函数，建议看看源码