我正在使用Coral开发板和Jetson T2开发板。为了向他们发送模型，模型必须具有.pb 扩展名
是否存在模型已经具有.pb扩展名的链接？目前我正在使用此链接：TF_slim
所有的模型都有扩展名.ckpt，仅此而已。没有.meta或其他任何东西。我不知道如何转换为.pb.
我在科拉布工作。这是我的代码：
# Now let's download the pretrained model from tensorflow's model zoo.
!mkdir /content/pretrained_model
%cd /content/pretrained_model
!wget http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz
!tar xvf inception_v4_2016_09_09.tar.gz
#Exporting the inference graph
!python /content/models/research/slim/export_inference_graph.py
--alsologtostderr
--model_name=inception_v4.ckpt
--output_file=/content/pretrained_model/inception_v4_inf_graph.pb
这是我得到的错误：
Traceback (most recent call last):
File "/content/models/research/slim/export_inference_graph.py", line 162, in <module>
tf.app.run()
File "/tensorflow-1.15.2/python3.6/tensorflow_core/python/platform/app.py", line 40, in run
_run(main=main, argv=argv, flags_parser=_parse_flags_tolerate_undef)
File "/usr/local/lib/python3.6/dist-packages/absl/app.py", line 299, in run
_run_main(main, args)
File "/usr/local/lib/python3.6/dist-packages/absl/app.py", line 250, in _run_main
sys.exit(main(argv))
File "/content/models/research/slim/export_inference_graph.py", line 128, in main
FLAGS.dataset_dir)
File "/content/models/research/slim/datasets/dataset_factory.py", line 59, in get_dataset
reader)
File "/content/models/research/slim/datasets/imagenet.py", line 187, in get_split
labels_to_names = create_readable_names_for_imagenet_labels()
File "/content/models/research/slim/datasets/imagenet.py", line 93, in create_readable_names_for_imagenet_labels
filename, _ = urllib.request.urlretrieve(synset_url)
File "/usr/lib/python3.6/urllib/request.py", line 248, in urlretrieve
with contextlib.closing(urlopen(url, data)) as fp:
File "/usr/lib/python3.6/urllib/request.py", line 223, in urlopen
return opener.open(url, data, timeout)
File "/usr/lib/python3.6/urllib/request.py", line 532, in open
response = meth(req, response)
File "/usr/lib/python3.6/urllib/request.py", line 642, in http_response
'http', request, response, code, msg, hdrs)
File "/usr/lib/python3.6/urllib/request.py", line 564, in error
result = self._call_chain(*args)
File "/usr/lib/python3.6/urllib/request.py", line 504, in _call_chain
result = func(*args)
File "/usr/lib/python3.6/urllib/request.py", line 756, in http_error_302
return self.parent.open(new, timeout=req.timeout)
File "/usr/lib/python3.6/urllib/request.py", line 532, in open
response = meth(req, response)
File "/usr/lib/python3.6/urllib/request.py", line 642, in http_response
'http', request, response, code, msg, hdrs)
File "/usr/lib/python3.6/urllib/request.py", line 570, in error
return self._call_chain(*args)
File "/usr/lib/python3.6/urllib/request.py", line 504, in _call_chain
result = func(*args)
File "/usr/lib/python3.6/urllib/request.py", line 650, in http_error_default
raise HTTPError(req.full_url, code, msg, hdrs, fp)
urllib.error.HTTPError: HTTP Error 404: Not Found
谢谢
tensorflow/models中的此URL中似乎有错误。我提交了一份PR tensorflow/型号#9207。
- base_url = 'https://raw.githubusercontent.com/tensorflow/models/master/research/inception/inception/data/'
+ base_url = 'https://raw.githubusercontent.com/tensorflow/models/master/research/slim/datasets'
进行此更改将修复404错误。
请参阅https://github.com/tensorflow/models/tree/master/research/slim#exporting-推理图
导出推理图
保存包含模型体系结构的GraphDef。
要将其与slim定义的型号名称一起使用，请运行：
$ python export_inference_graph.py --alsologtostderr --model_name=inception_v3 --output_file=/tmp/inception_v3_inf_graph.pb $ python export_inference_graph.py --alsologtostderr --model_name=mobilenet_v1 --image_size=224 --output_file=/tmp/mobilenet_v1_224.pb冻结导出的图形如果您想将生成的模型与您自己的或预先训练的检查点一起用作移动设备的一部分
模型，您可以运行freeze_graph来获得带有变量的图形定义内联为常量使用：
bazel build tensorflow/python/tools:freeze_graph bazel-bin/tensorflow/python/tools/freeze_graph --input_graph=/tmp/inception_v3_inf_graph.pb --input_checkpoint=/tmp/checkpoints/inception_v3.ckpt --input_binary=true --output_graph=/tmp/frozen_inception_v3.pb --output_node_names=InceptionV3/Predictions/Reshape_1