In [3]:
import tensorflow as tf
print(tf.__version__)
1.2.0
In [17]:
tf.reset_default_graph()
save_file = "./weight_bias"
w = tf.Variable(tf.truncated_normal([2,3]), name="weight_0")
b = tf.Variable(tf.truncated_normal([3]), name="bias_0")
saver = tf.train.Saver()
print("Save Weights: {}".format(w.name))
print("Save Bias: {}".format(b.name))
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
saver.save(sess, save_file)
tf.reset_default_graph()
bias = tf.Variable(tf.truncated_normal([3]), name='bias_0')
weights = tf.Variable(tf.truncated_normal([2, 3]) ,name='weights_0')
saver = tf.train.Saver()
print('Load Weights: {}'.format(weights.name))
print('Load Bias: {}'.format(bias.name))
with tf.Session() as sess:
# Load the weights and bias - No Error
saver.restore(sess, save_file)
Save Weights: weight_0:0
Save Bias: bias_0:0
Load Weights: weights_0:0
Load Bias: bias_0:0
INFO:tensorflow:Restoring parameters from ./model.ckpt
---------------------------------------------------------------------------
NotFoundError Traceback (most recent call last)
/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/client/session.py in _do_call(self, fn, *args)
1138 try:
-> 1139 return fn(*args)
1140 except errors.OpError as e:
/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/client/session.py in _run_fn(session, feed_dict, fetch_list, target_list, options, run_metadata)
1120 feed_dict, fetch_list, target_list,
-> 1121 status, run_metadata)
1122
/Users/jaegyuhan/anaconda3/lib/python3.5/contextlib.py in __exit__(self, type, value, traceback)
65 try:
---> 66 next(self.gen)
67 except StopIteration:
/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/framework/errors_impl.py in raise_exception_on_not_ok_status()
465 compat.as_text(pywrap_tensorflow.TF_Message(status)),
--> 466 pywrap_tensorflow.TF_GetCode(status))
467 finally:
NotFoundError: Key weights_0 not found in checkpoint
[[Node: save/RestoreV2_1 = RestoreV2[dtypes=[DT_FLOAT], _device="/job:localhost/replica:0/task:0/cpu:0"](_arg_save/Const_0_0, save/RestoreV2_1/tensor_names, save/RestoreV2_1/shape_and_slices)]]
During handling of the above exception, another exception occurred:
NotFoundError Traceback (most recent call last)
<ipython-input-17-b63bb69b2bfe> in <module>()
29 with tf.Session() as sess:
30 # Load the weights and bias - No Error
---> 31 saver.restore(sess, save_file)
/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/training/saver.py in restore(self, sess, save_path)
1546 logging.info("Restoring parameters from %s", save_path)
1547 sess.run(self.saver_def.restore_op_name,
-> 1548 {self.saver_def.filename_tensor_name: save_path})
1549
1550 @staticmethod
/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/client/session.py in run(self, fetches, feed_dict, options, run_metadata)
787 try:
788 result = self._run(None, fetches, feed_dict, options_ptr,
--> 789 run_metadata_ptr)
790 if run_metadata:
791 proto_data = tf_session.TF_GetBuffer(run_metadata_ptr)
/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/client/session.py in _run(self, handle, fetches, feed_dict, options, run_metadata)
995 if final_fetches or final_targets:
996 results = self._do_run(handle, final_targets, final_fetches,
--> 997 feed_dict_string, options, run_metadata)
998 else:
999 results = []
/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/client/session.py in _do_run(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)
1130 if handle is None:
1131 return self._do_call(_run_fn, self._session, feed_dict, fetch_list,
-> 1132 target_list, options, run_metadata)
1133 else:
1134 return self._do_call(_prun_fn, self._session, handle, feed_dict,
/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/client/session.py in _do_call(self, fn, *args)
1150 except KeyError:
1151 pass
-> 1152 raise type(e)(node_def, op, message)
1153
1154 def _extend_graph(self):
NotFoundError: Key weights_0 not found in checkpoint
[[Node: save/RestoreV2_1 = RestoreV2[dtypes=[DT_FLOAT], _device="/job:localhost/replica:0/task:0/cpu:0"](_arg_save/Const_0_0, save/RestoreV2_1/tensor_names, save/RestoreV2_1/shape_and_slices)]]
Caused by op 'save/RestoreV2_1', defined at:
File "/Users/jaegyuhan/anaconda3/lib/python3.5/runpy.py", line 184, in _run_module_as_main
"__main__", mod_spec)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/runpy.py", line 85, in _run_code
exec(code, run_globals)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/ipykernel/__main__.py", line 3, in <module>
app.launch_new_instance()
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/traitlets/config/application.py", line 596, in launch_instance
app.start()
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/ipykernel/kernelapp.py", line 442, in start
ioloop.IOLoop.instance().start()
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/zmq/eventloop/ioloop.py", line 162, in start
super(ZMQIOLoop, self).start()
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tornado/ioloop.py", line 883, in start
handler_func(fd_obj, events)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tornado/stack_context.py", line 275, in null_wrapper
return fn(*args, **kwargs)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events
self._handle_recv()
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv
self._run_callback(callback, msg)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback
callback(*args, **kwargs)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tornado/stack_context.py", line 275, in null_wrapper
return fn(*args, **kwargs)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/ipykernel/kernelbase.py", line 276, in dispatcher
return self.dispatch_shell(stream, msg)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/ipykernel/kernelbase.py", line 228, in dispatch_shell
handler(stream, idents, msg)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/ipykernel/kernelbase.py", line 391, in execute_request
user_expressions, allow_stdin)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/ipykernel/ipkernel.py", line 199, in do_execute
shell.run_cell(code, store_history=store_history, silent=silent)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2723, in run_cell
interactivity=interactivity, compiler=compiler, result=result)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2825, in run_ast_nodes
if self.run_code(code, result):
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2885, in run_code
exec(code_obj, self.user_global_ns, self.user_ns)
File "<ipython-input-17-b63bb69b2bfe>", line 24, in <module>
saver = tf.train.Saver()
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/training/saver.py", line 1139, in __init__
self.build()
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/training/saver.py", line 1170, in build
restore_sequentially=self._restore_sequentially)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/training/saver.py", line 691, in build
restore_sequentially, reshape)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/training/saver.py", line 407, in _AddRestoreOps
tensors = self.restore_op(filename_tensor, saveable, preferred_shard)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/training/saver.py", line 247, in restore_op
[spec.tensor.dtype])[0])
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/ops/gen_io_ops.py", line 640, in restore_v2
dtypes=dtypes, name=name)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/framework/op_def_library.py", line 767, in apply_op
op_def=op_def)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 2506, in create_op
original_op=self._default_original_op, op_def=op_def)
File "/Users/jaegyuhan/anaconda3/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 1269, in __init__
self._traceback = _extract_stack()
NotFoundError (see above for traceback): Key weights_0 not found in checkpoint
[[Node: save/RestoreV2_1 = RestoreV2[dtypes=[DT_FLOAT], _device="/job:localhost/replica:0/task:0/cpu:0"](_arg_save/Const_0_0, save/RestoreV2_1/tensor_names, save/RestoreV2_1/shape_and_slices)]]
In [ ]:
Content source: JaeGyu/PythonEx_1
Similar notebooks: