问题描述
上下文：
1. python==3.6.6
2. Keras==2.2.4
3. tensorflow==2.1.0
4. pillow==7.0.0
当我加载在Google可教机器中训练的模型时，它会显示以下错误代码。
加载模型程序的代码：
import tensorflow.keras
from PIL import Image,ImageOps
import numpy as np
# Disable scientific notation for clarity
np.set_printoptions(suppress=True)
# Load the model
model = tensorflow.keras.models.load_model('keras_model.h5')
# Create the array of the right shape to feed into the keras model
# The 'length' or number of images you can put into the array is
# determined by the first position in the shape tuple,in this case 1.
data = np.ndarray(shape=(1,224,3),dtype=np.float32)
# Replace this with the path to your image
image = Image.open('38.jpg')
#resize the image to a 224x224 with the same strategy as in TM2:
#resizing the image to be at least 224x224 and then cropping from the center
size = (224,224)
image = ImageOps.fit(image,size,Image.ANTIALIAS)
#turn the image into a numpy array
image_array = np.asarray(image)
# display the resized image
image.show()
# Normalize the image
normalized_image_array = (image_array.astype(np.float32) / 127.0) - 1
# Load the image into the array
data[0] = normalized_image_array
# run the inference
prediction = model.predict(data)
print(prediction)
错误消息：
"/home/muhammad_abdullah/anaconda3/envs/google teachable machine/bin/python" "/home/muhammad_abdullah/PycharmProjects/google teachable machine/main.py"
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type,1) or '1type' as a synonym of type is deprecated; in a future version of numpy,it will be understood as (type,(1,)) / '(1,)type'.
_np_qint8 = np.dtype([("qint8",np.int8,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type,)type'.
_np_quint8 = np.dtype([("quint8",np.uint8,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type,)type'.
_np_qint16 = np.dtype([("qint16",np.int16,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type,)type'.
_np_quint16 = np.dtype([("quint16",np.uint16,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type,)type'.
_np_qint32 = np.dtype([("qint32",np.int32,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type,)type'.
np_resource = np.dtype([("resource",np.ubyte,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type,1)])
/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type,1)])
Traceback (most recent call last):
File "/home/muhammad_abdullah/PycharmProjects/google teachable machine/main.py",line 9,in <module>
model = tensorflow.keras.models.load_model('keras_model.h5')
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/saving/save.py",line 146,in load_model
return hdf5_format.load_model_from_hdf5(filepath,custom_objects,compile)
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/saving/hdf5_format.py",line 212,in load_model_from_hdf5
custom_objects=custom_objects)
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/saving/model_config.py",line 55,in model_from_config
return deserialize(config,custom_objects=custom_objects)
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/layers/serialization.py",line 89,in deserialize
printable_module_name='layer')
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/utils/generic_utils.py",line 192,in deserialize_keras_object
list(custom_objects.items())))
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/engine/sequential.py",line 352,in from_config
custom_objects=custom_objects)
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/layers/serialization.py",in deserialize_keras_object
list(custom_objects.items())))
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/engine/network.py",line 1121,in from_config
process_layer(layer_data)
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/engine/network.py",line 1105,in process_layer
layer = deserialize_layer(layer_data,line 194,in deserialize_keras_object
return cls.from_config(cls_config)
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/engine/base_layer.py",line 446,in from_config
return cls(**config)
File "/home/muhammad_abdullah/anaconda3/envs/google teachable machine/lib/python3.6/site-packages/tensorflow/python/keras/engine/input_layer.py",line 80,in __init__
raise ValueError('Unrecognized keyword arguments:',kwargs.keys())
ValueError: ('Unrecognized keyword arguments:',dict_keys(['ragged']))
Process finished with exit code 1
解决方法
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