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View Code? Open in Web Editor NEWImage classification using Tensorflow (Inception v3)
Home Page: http://tf-classify.herokuapp.com
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Retrained models doesn't work
Hi, I must say thank you for sharing the project but i've encountered some issues.
The original graph.pb and labels.txt works, but not my models(graph+labels).
Do you have a specific way to train your models ?
This is how I train my models:
https://codelabs.developers.google.com/codelabs/tensorflow-for-poets/#3
Prediction not showing?
I have cloned this repo & setup django project. But when I upload a image & click detect button, it didn't show any detected class. Please help.
Erros
Hi I am getting these errors, when I upload the image it says loading and stops, the error in the command line is given below
`Improper call to JPEG library in state 203
Internal Server Error: /classify_image/classify_api/
Traceback (most recent call last):
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/core/handlers/exception.py", line 41, in inner
response = get_response(request)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/core/handlers/base.py", line 187, in _get_response
response = self.process_exception_by_middleware(e, request)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/core/handlers/base.py", line 185, in _get_response
response = wrapped_callback(request, *callback_args, **callback_kwargs)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/views/decorators/csrf.py", line 58, in wrapped_view
return view_func(*args, **kwargs)
File "/Users/neutrino/image-classify-server/classify_image/views.py", line 51, in classify_api
classify_result = tf_classify(tmp_f, int(request.POST.get('k', MAX_K)))
File "/Users/neutrino/image-classify-server/classify_image/views.py", line 72, in tf_classify
predictions = SESS.run(GRAPH_TENSOR, {'DecodeJpeg/contents:0': image_data})
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/tensorflow/python/client/session.py", line 767, in run
run_metadata_ptr)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/tensorflow/python/client/session.py", line 965, in _run
feed_dict_string, options, run_metadata)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/tensorflow/python/client/session.py", line 1015, in _do_run
target_list, options, run_metadata)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/tensorflow/python/client/session.py", line 1035, in _do_call
raise type(e)(node_def, op, message)
InvalidArgumentError: Invalid JPEG data, size 20480
[[Node: DecodeJpeg = DecodeJpeg[acceptable_fraction=1, channels=3, dct_method="", fancy_upscaling=true, ratio=1, try_recover_truncated=false, _device="/job:localhost/replica:0/task:0/cpu:0"](_recv_DecodeJpeg/contents_0)]]
Caused by op u'DecodeJpeg', defined at:
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/utils/autoreload.py", line 227, in wrapper
fn(*args, **kwargs)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/core/management/commands/runserver.py", line 125, in inner_run
self.check(display_num_errors=True)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/core/management/base.py", line 359, in check
include_deployment_checks=include_deployment_checks,
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/core/management/base.py", line 346, in _run_checks
return checks.run_checks(**kwargs)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/core/checks/registry.py", line 81, in run_checks
new_errors = check(app_configs=app_configs)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/core/checks/urls.py", line 16, in check_url_config
return check_resolver(resolver)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/core/checks/urls.py", line 26, in check_resolver
return check_method()
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/urls/resolvers.py", line 254, in check
for pattern in self.url_patterns:
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/utils/functional.py", line 35, in __get__
res = instance.__dict__[self.name] = self.func(instance)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/urls/resolvers.py", line 405, in url_patterns
patterns = getattr(self.urlconf_module, "urlpatterns", self.urlconf_module)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/utils/functional.py", line 35, in __get__
res = instance.__dict__[self.name] = self.func(instance)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/django/urls/resolvers.py", line 398, in urlconf_module
return import_module(self.urlconf_name)
File "/opt/local/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/importlib/__init__.py", line 37, in import_module
__import__(name)
File "/Users/neutrino/image-classify-server/tf_inception/urls.py", line 17, in <module>
from classify_image.views import classify, classify_api
File "/Users/neutrino/image-classify-server/classify_image/views.py", line 31, in <module>
SESS, GRAPH_TENSOR, LABELS = load_graph()
File "/Users/neutrino/image-classify-server/classify_image/views.py", line 25, in load_graph
_ = tf.import_graph_def(graph_def, name='')
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/tensorflow/python/framework/importer.py", line 288, in import_graph_def
op_def=op_def)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/tensorflow/python/framework/ops.py", line 2327, in create_op
original_op=self._default_original_op, op_def=op_def)
File "/Users/neutrino/image-classify-server/tensorflow/lib/python2.7/site-packages/tensorflow/python/framework/ops.py", line 1226, in __init__
self._traceback = _extract_stack()
InvalidArgumentError (see above for traceback): Invalid JPEG data, size 20480
[[Node: DecodeJpeg = DecodeJpeg[acceptable_fraction=1, channels=3, dct_method="", fancy_upscaling=true, ratio=1, try_recover_truncated=false, _device="/job:localhost/replica:0/task:0/cpu:0"](_recv_DecodeJpeg/contents_0)]]`
Errors
As you told previously I tried with 3.6 but getting the following error and I am using .jpg format only
`Not a JPEG file: starts with 0x89 0x50
Internal Server Error: /classify_image/classify_api/
Traceback (most recent call last):
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1022, in _do_call
return fn(*args)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1004, in _run_fn
status, run_metadata)
File "/Users/neutrino/anaconda/lib/python3.6/contextlib.py", line 89, in __exit__
next(self.gen)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/tensorflow/python/framework/errors_impl.py", line 469, in raise_exception_on_not_ok_status
pywrap_tensorflow.TF_GetCode(status))
tensorflow.python.framework.errors_impl.InvalidArgumentError: Invalid JPEG data, size 97175
[[Node: DecodeJpeg = DecodeJpeg[acceptable_fraction=1, channels=3, dct_method="", fancy_upscaling=true, ratio=1, try_recover_truncated=false, _device="/job:localhost/replica:0/task:0/cpu:0"](_recv_DecodeJpeg/contents_0)]]
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/core/handlers/exception.py", line 41, in inner
response = get_response(request)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/core/handlers/base.py", line 187, in _get_response
response = self.process_exception_by_middleware(e, request)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/core/handlers/base.py", line 185, in _get_response
response = wrapped_callback(request, *callback_args, **callback_kwargs)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/views/decorators/csrf.py", line 58, in wrapped_view
return view_func(*args, **kwargs)
File "/Users/neutrino/image-classify-server/classify_image/views.py", line 51, in classify_api
classify_result = tf_classify(tmp_f, int(request.POST.get('k', MAX_K)))
File "/Users/neutrino/image-classify-server/classify_image/views.py", line 72, in tf_classify
predictions = SESS.run(GRAPH_TENSOR, {'DecodeJpeg/contents:0': image_data})
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 767, in run
run_metadata_ptr)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 965, in _run
feed_dict_string, options, run_metadata)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1015, in _do_run
target_list, options, run_metadata)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1035, in _do_call
raise type(e)(node_def, op, message)
tensorflow.python.framework.errors_impl.InvalidArgumentError: Invalid JPEG data, size 97175
[[Node: DecodeJpeg = DecodeJpeg[acceptable_fraction=1, channels=3, dct_method="", fancy_upscaling=true, ratio=1, try_recover_truncated=false, _device="/job:localhost/replica:0/task:0/cpu:0"](_recv_DecodeJpeg/contents_0)]]
Caused by op 'DecodeJpeg', defined at:
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/utils/autoreload.py", line 227, in wrapper
fn(*args, **kwargs)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/core/management/commands/runserver.py", line 125, in inner_run
self.check(display_num_errors=True)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/core/management/base.py", line 359, in check
include_deployment_checks=include_deployment_checks,
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/core/management/base.py", line 346, in _run_checks
return checks.run_checks(**kwargs)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/core/checks/registry.py", line 81, in run_checks
new_errors = check(app_configs=app_configs)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/core/checks/urls.py", line 16, in check_url_config
return check_resolver(resolver)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/core/checks/urls.py", line 26, in check_resolver
return check_method()
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/urls/resolvers.py", line 254, in check
for pattern in self.url_patterns:
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/utils/functional.py", line 35, in __get__
res = instance.__dict__[self.name] = self.func(instance)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/urls/resolvers.py", line 405, in url_patterns
patterns = getattr(self.urlconf_module, "urlpatterns", self.urlconf_module)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/utils/functional.py", line 35, in __get__
res = instance.__dict__[self.name] = self.func(instance)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/django/urls/resolvers.py", line 398, in urlconf_module
return import_module(self.urlconf_name)
File "/Users/neutrino/anaconda/lib/python3.6/importlib/__init__.py", line 126, in import_module
return _bootstrap._gcd_import(name[level:], package, level)
File "<frozen importlib._bootstrap>", line 978, in _gcd_import
File "<frozen importlib._bootstrap>", line 961, in _find_and_load
File "<frozen importlib._bootstrap>", line 950, in _find_and_load_unlocked
File "<frozen importlib._bootstrap>", line 655, in _load_unlocked
File "<frozen importlib._bootstrap_external>", line 678, in exec_module
File "<frozen importlib._bootstrap>", line 205, in _call_with_frames_removed
File "/Users/neutrino/image-classify-server/tf_inception/urls.py", line 17, in <module>
from classify_image.views import classify, classify_api
File "<frozen importlib._bootstrap>", line 961, in _find_and_load
File "<frozen importlib._bootstrap>", line 950, in _find_and_load_unlocked
File "<frozen importlib._bootstrap>", line 655, in _load_unlocked
File "<frozen importlib._bootstrap_external>", line 678, in exec_module
File "<frozen importlib._bootstrap>", line 205, in _call_with_frames_removed
File "/Users/neutrino/image-classify-server/classify_image/views.py", line 31, in <module>
SESS, GRAPH_TENSOR, LABELS = load_graph()
File "/Users/neutrino/image-classify-server/classify_image/views.py", line 25, in load_graph
_ = tf.import_graph_def(graph_def, name='')
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/tensorflow/python/framework/importer.py", line 287, in import_graph_def
op_def=op_def)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 2395, in create_op
original_op=self._default_original_op, op_def=op_def)
File "/Users/neutrino/anaconda/lib/python3.6/site-packages/tensorflow/python/framework/ops.py", line 1264, in __init__
self._traceback = _extract_stack()
InvalidArgumentError (see above for traceback): Invalid JPEG data, size 97175
[[Node: DecodeJpeg = DecodeJpeg[acceptable_fraction=1, channels=3, dct_method="", fancy_upscaling=true, ratio=1, try_recover_truncated=false, _device="/job:localhost/replica:0/task:0/cpu:0"](_recv_DecodeJpeg/contents_0)]]`
How do I use my own model...?
Please solve this error.
D:\Cat_and_Dog_Classifier_Site_UI>python manage.py runserver
Performing system checks...
2018-10-04 00:39:14.188819: W tensorflow/core/framework/op_def_util.cc:355] Op BatchNormWithGlobalNormalization is deprecated. It will cease to work in GraphDef version 9. Use tf.nn.batch_normalization().
Unhandled exception in thread started by <function check_errors..wrapper at 0x00000229B58756A8>
Traceback (most recent call last):
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\utils\autoreload.py", line 225, in wrapper
fn(*args, **kwargs)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\core\management\commands\runserver.py", line 117, in inner_run
self.check(display_num_errors=True)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\core\management\base.py", line 379, in check
include_deployment_checks=include_deployment_checks,
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\core\management\base.py", line 366, in run_checks
return checks.run_checks(**kwargs)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\core\checks\registry.py", line 71, in run_checks
new_errors = check(app_configs=app_configs)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\core\checks\urls.py", line 13, in check_url_config
return check_resolver(resolver)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\core\checks\urls.py", line 23, in check_resolver
return check_method()
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\urls\resolvers.py", line 396, in check
for pattern in self.url_patterns:
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\utils\functional.py", line 37, in get
res = instance.dict[self.name] = self.func(instance)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\urls\resolvers.py", line 533, in url_patterns
patterns = getattr(self.urlconf_module, "urlpatterns", self.urlconf_module)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\utils\functional.py", line 37, in get
res = instance.dict[self.name] = self.func(instance)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\django\urls\resolvers.py", line 526, in urlconf_module
return import_module(self.urlconf_name)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\importlib_init.py", line 126, in import_module
return _bootstrap._gcd_import(name[level:], package, level)
File "", line 994, in _gcd_import
File "", line 971, in _find_and_load
File "", line 955, in _find_and_load_unlocked
File "", line 665, in _load_unlocked
File "", line 678, in exec_module
File "", line 219, in _call_with_frames_removed
File "D:\Cat_and_Dog_Classifier_Site_UI\tf_inception\urls.py", line 19, in
from classify_image.views import classify, classify_api
File "D:\Cat_and_Dog_Classifier_Site_UI\classify_image\views.py", line 31, in
SESS, GRAPH_TENSOR, LABELS = load_graph()
File "D:\Cat_and_Dog_Classifier_Site_UI\classify_image\views.py", line 27, in load_graph
softmax_tensor = sess.graph.get_tensor_by_name('softmax:0')
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\tensorflow\python\framework\ops.py", line 3664, in get_tensor_by_name
return self.as_graph_element(name, allow_tensor=True, allow_operation=False)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\tensorflow\python\framework\ops.py", line 3488, in as_graph_element
return self._as_graph_element_locked(obj, allow_tensor, allow_operation)
File "C:\Users\Ketan Ingale\AppData\Local\Programs\Python\Python36\lib\site-packages\tensorflow\python\framework\ops.py", line 3530, in _as_graph_element_locked
"graph." % (repr(name), repr(op_name)))
KeyError: "The name 'softmax:0' refers to a Tensor which does not exist. The operation, 'softmax', does not exist in the graph."
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