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Description
Prerequisites
- I am using the latest TensorFlow Model Garden release and TensorFlow 2.
- I am reporting the issue to the correct repository. (Model Garden official or research directory)
- I checked to make sure that this issue has not already been filed.
I am using the latest TensorFlow Model Garden release but TensorFlow 1 (TensorFlow-Slim Image Classification Model Library is not compatible with tf2).
1. The entire URL of the file you are using
https://github.com/tensorflow/models/blob/master/research/slim/datasets/build_imagenet_data.py
2. Describe the bug
As per the BUILD file, the script build_imagenet_data.py must be compatible with Python 3:
py_binary(
name = "build_imagenet_data",
srcs = ["datasets/build_imagenet_data.py"],
python_version = "PY3",
deps = [
"//learning/brain/public:disable_tf2", # build_cleaner: keep; go/disable_tf2
# "//numpy",
"//third_party/py/six",
# "//tensorflow",
],
)However, it currently only works with Python 2.
3. Steps to reproduce
If I run build_imagenet_data.py with Python 3, it raises a TypeError:
Traceback (most recent call last):
...
(snip)
...
File "/apps/python/3.7.6/lib/python3.7/random.py", line 278, in shuffle
x[i], x[j] = x[j], x[i]
TypeError: 'range' object does not support item assignment4. Expected behavior
The script build_imagenet_data.py is expected to work properly with both Python 2 and 3.
5. Additional context
-
The error comes from the following lines in build_imagenet_data.py:
... # Shuffle the ordering of all image files in order to guarantee # random ordering of the images with respect to label in the # saved TFRecord files. Make the randomization repeatable. shuffled_index = range(len(filenames)) random.seed(12345) random.shuffle(shuffled_index) ...
Since the built-in
range()produces a list in Python 2 but arangeobject in Python 3, the latter of which cannot be passed intorandom.shuffle, it raises theTypeErroras above. -
A cheap solution to this would be to replace the definition of
shuffled_indexabove with:shuffled_index = [x for x in range(len(filenames))]
or alike, so that
shuffled_indexbecomes a list regardless of the Python version. -
The compatibility with Python 3 was declared in the commit two weeks ago.
6. System information
- OS Platform and Distribution: CentOS Linux 7
- Mobile device name if the issue happens on a mobile device: N/A
- TensorFlow installed from (source or binary): binary
- TensorFlow version (use command below): 1.15.3
- Python version: 3.7.6
- Bazel version (if compiling from source): N/A
- GCC/Compiler version (if compiling from source): N/A
- CUDA/cuDNN version: 10.0.130.1/7.6.5
- GPU model and memory: Tesla V100 with 16160MiB memory