In [2]:
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
import tensorflow as tf
learn=tf.contrib.learn
tf.logging.set_verbosity(tf.logging.ERROR)
In [5]:
mnist=learn.datasets.load_dataset('mnist')
data=mnist.train.images
labels=np.asarray(mnist.train.labels,dtype=np.int32)
test_data=mnist.test.images
test_labels=np.asarray(mnist.test.labels,dtype=np.int32)
Extracting MNIST-data/train-images-idx3-ubyte.gz
Extracting MNIST-data/train-labels-idx1-ubyte.gz
Extracting MNIST-data/t10k-images-idx3-ubyte.gz
Extracting MNIST-data/t10k-labels-idx1-ubyte.gz
In [6]:
max_examples=10000
data=data[:max_examples]
labels=labels[:max_examples]
In [9]:
def display(i):
img=test_data[i]
plt.title('Example %d. Label:%d' % (i,test_labels[i]))
plt.imshow(img.reshape((28,28)),cmap=plt.cm.gray_r)
In [10]:
display(0)
In [11]:
display(1)
In [13]:
print (len(data[0]))
784
In [14]:
feature_columns=learn.infer_real_valued_columns_from_input(data)
classifier=learn.LinearClassifier(feature_columns=feature_columns,n_classes=10)
classifier.fit(data,labels,batch_size=100,steps=1000)
Out[14]:
LinearClassifier(params={'head': <tensorflow.contrib.learn.python.learn.estimators.head._MultiClassHead object at 0x7f2882a28630>, 'feature_columns': [_RealValuedColumn(column_name='', dimension=784, default_value=None, dtype=tf.float32, normalizer=None)], 'optimizer': None, 'gradient_clip_norm': None, 'joint_weights': False})
In [17]:
classifier.evaluate(test_data,test_labels)
print("accuracy of our classifier is:")
print (classifier.evaluate(test_data,test_labels))
accuracy of our classifier is:
{'loss': 0.31026524, 'accuracy': 0.91369998, 'global_step': 1000}
In [30]:
print("Predicted label and actual label are as following:")
print(list(classifier.predict(test_data[0:10])))
print(test_labels[0])
display(0)
Predicted label and actual label are as following:
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Tensor'>):
<tf.Tensor 'report_uninitialized_variables_1/boolean_mask/Gather:0' shape=(?,) dtype=string>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/home/arcc/anaconda3/lib/python3.6/runpy.py", line 193, in _run_module_as_main\n "__main__", mod_spec)', 'File "/home/arcc/anaconda3/lib/python3.6/runpy.py", line 85, in _run_code\n exec(code, run_globals)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py", line 16, in <module>\n app.launch_new_instance()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/traitlets/config/application.py", line 658, in launch_instance\n app.start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelapp.py", line 477, in start\n ioloop.IOLoop.instance().start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n super(ZMQIOLoop, self).start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/ioloop.py", line 888, in start\n handler_func(fd_obj, events)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n self._handle_recv()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n self._run_callback(callback, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n callback(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 283, in dispatcher\n return self.dispatch_shell(stream, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 235, in dispatch_shell\n handler(stream, idents, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 399, in execute_request\n user_expressions, allow_stdin)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2717, in run_cell\n interactivity=interactivity, compiler=compiler, result=result)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2821, in run_ast_nodes\n if self.run_code(code, result):', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2881, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-18-e9aa2449c84c>", line 1, in <module>\n print("Predicted %d, Label:%d" %(classifier.predict(test_data[0]),test_labels[0]))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/linear.py", line 530, in predict\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/linear.py", line 565, in predict_classes\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 289, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/estimator.py", line 590, in predict\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/estimator.py", line 890, in _infer_model\n config=self._session_config))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 648, in __init__\n stop_grace_period_secs=stop_grace_period_secs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 477, in __init__\n self._sess = _RecoverableSession(self._coordinated_creator)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 822, in __init__\n _WrappedSession.__init__(self, self._create_session())', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 827, in _create_session\n return self._sess_creator.create_session()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 538, in create_session\n self.tf_sess = self._session_creator.create_session()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 403, in create_session\n self._scaffold.finalize()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 192, in finalize\n default_ready_for_local_init_op)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 254, in get_or_default\n op = default_constructor()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 189, in default_ready_for_local_init_op\n variables.global_variables())', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 170, in wrapped\n return _add_should_use_warning(fn(*args, **kwargs))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 139, in _add_should_use_warning\n wrapped = TFShouldUseWarningWrapper(x)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 96, in __init__\n stack = [s.strip() for s in traceback.format_stack()]']
==================================
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Tensor'>):
<tf.Tensor 'report_uninitialized_variables_1/boolean_mask/Gather:0' shape=(?,) dtype=string>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/home/arcc/anaconda3/lib/python3.6/runpy.py", line 193, in _run_module_as_main\n "__main__", mod_spec)', 'File "/home/arcc/anaconda3/lib/python3.6/runpy.py", line 85, in _run_code\n exec(code, run_globals)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py", line 16, in <module>\n app.launch_new_instance()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/traitlets/config/application.py", line 658, in launch_instance\n app.start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelapp.py", line 477, in start\n ioloop.IOLoop.instance().start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n super(ZMQIOLoop, self).start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/ioloop.py", line 888, in start\n handler_func(fd_obj, events)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n self._handle_recv()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n self._run_callback(callback, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n callback(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 283, in dispatcher\n return self.dispatch_shell(stream, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 235, in dispatch_shell\n handler(stream, idents, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 399, in execute_request\n user_expressions, allow_stdin)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2717, in run_cell\n interactivity=interactivity, compiler=compiler, result=result)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2821, in run_ast_nodes\n if self.run_code(code, result):', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2881, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-19-d5b559f359a4>", line 2, in <module>\n print(classifier.predict(test_data[0]),test_labels[0])', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/linear.py", line 530, in predict\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/linear.py", line 565, in predict_classes\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 289, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/estimator.py", line 590, in predict\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/estimator.py", line 890, in _infer_model\n config=self._session_config))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 648, in __init__\n stop_grace_period_secs=stop_grace_period_secs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 477, in __init__\n self._sess = _RecoverableSession(self._coordinated_creator)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 822, in __init__\n _WrappedSession.__init__(self, self._create_session())', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 827, in _create_session\n return self._sess_creator.create_session()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 538, in create_session\n self.tf_sess = self._session_creator.create_session()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 403, in create_session\n self._scaffold.finalize()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 192, in finalize\n default_ready_for_local_init_op)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 254, in get_or_default\n op = default_constructor()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 189, in default_ready_for_local_init_op\n variables.global_variables())', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 170, in wrapped\n return _add_should_use_warning(fn(*args, **kwargs))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 139, in _add_should_use_warning\n wrapped = TFShouldUseWarningWrapper(x)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 96, in __init__\n stack = [s.strip() for s in traceback.format_stack()]']
==================================
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Tensor'>):
<tf.Tensor 'report_uninitialized_variables_1/boolean_mask/Gather:0' shape=(?,) dtype=string>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/home/arcc/anaconda3/lib/python3.6/runpy.py", line 193, in _run_module_as_main\n "__main__", mod_spec)', 'File "/home/arcc/anaconda3/lib/python3.6/runpy.py", line 85, in _run_code\n exec(code, run_globals)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py", line 16, in <module>\n app.launch_new_instance()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/traitlets/config/application.py", line 658, in launch_instance\n app.start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelapp.py", line 477, in start\n ioloop.IOLoop.instance().start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n super(ZMQIOLoop, self).start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/ioloop.py", line 888, in start\n handler_func(fd_obj, events)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n self._handle_recv()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n self._run_callback(callback, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n callback(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 283, in dispatcher\n return self.dispatch_shell(stream, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 235, in dispatch_shell\n handler(stream, idents, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 399, in execute_request\n user_expressions, allow_stdin)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2717, in run_cell\n interactivity=interactivity, compiler=compiler, result=result)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2821, in run_ast_nodes\n if self.run_code(code, result):', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2881, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-20-c523763555dc>", line 2, in <module>\n print(classifier.predict(test_data[0]))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/linear.py", line 530, in predict\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/linear.py", line 565, in predict_classes\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 289, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/estimator.py", line 590, in predict\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/estimator.py", line 890, in _infer_model\n config=self._session_config))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 648, in __init__\n stop_grace_period_secs=stop_grace_period_secs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 477, in __init__\n self._sess = _RecoverableSession(self._coordinated_creator)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 822, in __init__\n _WrappedSession.__init__(self, self._create_session())', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 827, in _create_session\n return self._sess_creator.create_session()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 538, in create_session\n self.tf_sess = self._session_creator.create_session()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 403, in create_session\n self._scaffold.finalize()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 192, in finalize\n default_ready_for_local_init_op)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 254, in get_or_default\n op = default_constructor()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 189, in default_ready_for_local_init_op\n variables.global_variables())', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 170, in wrapped\n return _add_should_use_warning(fn(*args, **kwargs))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 139, in _add_should_use_warning\n wrapped = TFShouldUseWarningWrapper(x)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 96, in __init__\n stack = [s.strip() for s in traceback.format_stack()]']
==================================
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Tensor'>):
<tf.Tensor 'report_uninitialized_variables_1/boolean_mask/Gather:0' shape=(?,) dtype=string>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/home/arcc/anaconda3/lib/python3.6/runpy.py", line 193, in _run_module_as_main\n "__main__", mod_spec)', 'File "/home/arcc/anaconda3/lib/python3.6/runpy.py", line 85, in _run_code\n exec(code, run_globals)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py", line 16, in <module>\n app.launch_new_instance()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/traitlets/config/application.py", line 658, in launch_instance\n app.start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelapp.py", line 477, in start\n ioloop.IOLoop.instance().start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n super(ZMQIOLoop, self).start()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/ioloop.py", line 888, in start\n handler_func(fd_obj, events)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n self._handle_recv()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n self._run_callback(callback, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n callback(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 283, in dispatcher\n return self.dispatch_shell(stream, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 235, in dispatch_shell\n handler(stream, idents, msg)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 399, in execute_request\n user_expressions, allow_stdin)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2717, in run_cell\n interactivity=interactivity, compiler=compiler, result=result)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2827, in run_ast_nodes\n if self.run_code(code, result):', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2881, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-25-b882ee1dadc7>", line 2, in <module>\n print(classifier.predict(test_data[0].reshape((28,28))))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/linear.py", line 530, in predict\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 347, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/linear.py", line 565, in predict_classes\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py", line 289, in new_func\n return func(*args, **kwargs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/estimator.py", line 590, in predict\n as_iterable=as_iterable)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/estimators/estimator.py", line 890, in _infer_model\n config=self._session_config))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 648, in __init__\n stop_grace_period_secs=stop_grace_period_secs)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 477, in __init__\n self._sess = _RecoverableSession(self._coordinated_creator)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 822, in __init__\n _WrappedSession.__init__(self, self._create_session())', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 827, in _create_session\n return self._sess_creator.create_session()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 538, in create_session\n self.tf_sess = self._session_creator.create_session()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 403, in create_session\n self._scaffold.finalize()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 192, in finalize\n default_ready_for_local_init_op)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 254, in get_or_default\n op = default_constructor()', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py", line 189, in default_ready_for_local_init_op\n variables.global_variables())', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 170, in wrapped\n return _add_should_use_warning(fn(*args, **kwargs))', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 139, in _add_should_use_warning\n wrapped = TFShouldUseWarningWrapper(x)', 'File "/home/arcc/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 96, in __init__\n stack = [s.strip() for s in traceback.format_stack()]']
==================================
[7, 2, 1, 0, 4, 1, 4, 9, 6, 9]
7
In [ ]:
Content source: WyoARCC/arcc-106-python
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