Tensorflow：图已定案，无法修改
Tensorflow: Graph is finalized and cannot be modified
我正在尝试使用 Tensorflow Object Detection API 构建自定义对象检测模型。具体来说，我想为每个检测到的物体添加一个距离估计。所以，我扩展了 SSDMetaArch class 和 adapted/added 一些关键部分。除其他事项外：
- 增加输入距离
- 改编原型来处理距离
- 为距离估计创建了一个新的预测头
- 创建新的损失考虑距离
- 调整后处理步骤以输出距离
在所有这些步骤之后，训练似乎有效并且损失（包括距离损失）下降了。
但是当我想评估模型时，我得到了
RuntimeError: Graph is finalized and cannot be modified.
特别是 visualization_utils.py 中（改编的）visualize_boxes_and_labels_on_image_array() 方法中的以下行（第 700 行左右）导致错误
#the follwing line throws the error
display_str = '{}: {}% -> {}'.format(display_str, int(100 * scores[i]), int(distances[i]))
#No error is thrown using the original code
#display_str = '{}: {}%'.format(display_str, int(100 * scores[i]))
似乎只是通过打印值抛出上述异常。
我的问题：我不明白为什么打印一个值会修改图形。你能帮我理解为什么会这样吗？如果可能的话，请告诉我如何避免对图表进行这种修改。
找出下面的完整错误
INFO:tensorflow:Restoring parameters from E:/Data/OD_DE/tensorflow/models/model\model.ckpt-5103
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
2019-04-01 13:14:30.795741: W tensorflow/core/framework/op_kernel.cc:1261]
Unknown: RuntimeError: Graph is finalized and cannot be modified.
Traceback (most recent call last):
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 206, in __call__
ret = func(*args)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 271, in _visualize_boxes
image, boxes, classes, scores, category_index=category_index, **kwargs)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 730, in visualize_boxes_and_labels_on_image_array
print("We were definitely here:" + str(int(distances[i])))
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 525, in _slice_helper
name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 6037, in __exit__
self._name_scope.__exit__(type_arg, value_arg, traceback_arg)
File "C:\Users\JD\AppData\Local\Continuum\Anaconda3\Lib\contextlib.py", line 77, in __exit__
self.gen.throw(type, value, traceback)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 4016, in name_scope
yield "" if new_stack is None else new_stack + "/"
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 500, in _slice_helper
packed_begin, packed_end, packed_strides = (stack(begin), stack(end),
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 863, in stack
return ops.convert_to_tensor(values, name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1050, in convert_to_tensor
as_ref=False)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1146, in internal_convert_to_tensor
ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 229, in _constant_tensor_conversion_function
return constant(v, dtype=dtype, name=name)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 214, in constant
name=name).outputs[0]
File "..\lib\site-packages\tensorflow\python\util\deprecation.py", line 488, in new_func
return func(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 3246, in create_op
self._check_not_finalized()
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 2919, in _check_not_finalized
raise RuntimeError("Graph is finalized and cannot be modified.")
RuntimeError: Graph is finalized and cannot be modified.
Traceback (most recent call last):
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1334, in _do_call
return fn(*args)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1319, in _run_fn
options, feed_dict, fetch_list, target_list, run_metadata)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1407, in _call_tf_sessionrun
run_metadata)
tensorflow.python.framework.errors_impl.UnknownError: RuntimeError: Graph is finalized and cannot be modified.
Traceback (most recent call last):
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 206, in __call__
ret = func(*args)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 271, in _visualize_boxes
image, boxes, classes, scores, category_index=category_index, **kwargs)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 730, in visualize_boxes_and_labels_on_image_array
print("We were definitely here:" + str(int(distances[i])))
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 525, in _slice_helper
name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 6037, in __exit__
self._name_scope.__exit__(type_arg, value_arg, traceback_arg)
File "C:\Users\JD\AppData\Local\Continuum\Anaconda3\Lib\contextlib.py", line 77, in __exit__
self.gen.throw(type, value, traceback)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 4016, in name_scope
yield "" if new_stack is None else new_stack + "/"
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 500, in _slice_helper
packed_begin, packed_end, packed_strides = (stack(begin), stack(end),
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 863, in stack
return ops.convert_to_tensor(values, name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1050, in convert_to_tensor
as_ref=False)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1146, in internal_convert_to_tensor
ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 229, in _constant_tensor_conversion_function
return constant(v, dtype=dtype, name=name)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 214, in constant
name=name).outputs[0]
File "..\lib\site-packages\tensorflow\python\util\deprecation.py", line 488, in new_func
return func(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 3246, in create_op
self._check_not_finalized()
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 2919, in _check_not_finalized
raise RuntimeError("Graph is finalized and cannot be modified.")
RuntimeError: Graph is finalized and cannot be modified.
[[{{node map_1/while/PyFunc}} = PyFunc[Tin=[DT_UINT8, DT_FLOAT, DT_INT64, DT_FLOAT], Tout=[DT_UINT8], _class=["loc:@map_1/while/TensorArrayWrite/TensorArrayWriteV3"], token="pyfunc_1", _device="/job:localhost/replica:0/task:0/device:CPU:0"](map_1/while/Squeeze/_2907, map_1/while/TensorArrayReadV3_3/_2909, map_1/while/TensorArrayReadV3_4/_2911, map_1/while/TensorArrayReadV3_5/_2913)]]
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\pydevd.py", line 1596, in <module>
globals = debugger.run(setup['file'], None, None, is_module)
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\pydevd.py", line 1023, in run
pydev_imports.execfile(file, globals, locals) # execute the script
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\_pydev_imps\_pydev_execfile.py", line 18, in execfile
exec(compile(contents+"\n", file, 'exec'), glob, loc)
File "C:/Users/JD/tensorflowod/Lib/site-packages/tensorflow/models/research/object_detection/model_main.py", line 110, in <module>
tf.app.run()
File "..\lib\site-packages\tensorflow\python\platform\app.py", line 125, in run
_sys.exit(main(argv))
File "C:/Users/JD/tensorflowod/Lib/site-packages/tensorflow/models/research/object_detection/model_main.py", line 105, in main
tf.estimator.train_and_evaluate(estimator, train_spec, eval_specs[0])
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 471, in train_and_evaluate
return executor.run()
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 610, in run
return self.run_local()
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 711, in run_local
saving_listeners=saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 354, in train
loss = self._train_model(input_fn, hooks, saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1207, in _train_model
return self._train_model_default(input_fn, hooks, saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1241, in _train_model_default
saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1471, in _train_with_estimator_spec
_, loss = mon_sess.run([estimator_spec.train_op, estimator_spec.loss])
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 671, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1156, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1255, in run
raise six.reraise(*original_exc_info)
File "c:\users\JD\appdata\local\continuum\anaconda3\lib\site-packages\six.py", line 686, in reraise
raise value
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1240, in run
return self._sess.run(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1320, in run
run_metadata=run_metadata))
File "..\lib\site-packages\tensorflow\python\training\basic_session_run_hooks.py", line 582, in after_run
if self._save(run_context.session, global_step):
File "..\lib\site-packages\tensorflow\python\training\basic_session_run_hooks.py", line 607, in _save
if l.after_save(session, step):
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 517, in after_save
self._evaluate(global_step_value) # updates self.eval_result
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 537, in _evaluate
self._evaluator.evaluate_and_export())
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 912, in evaluate_and_export
hooks=self._eval_spec.hooks)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 478, in evaluate
return _evaluate()
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 467, in _evaluate
output_dir=self.eval_dir(name))
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1591, in _evaluate_run
config=self._session_config)
File "..\lib\site-packages\tensorflow\python\training\evaluation.py", line 274, in _evaluate_once
session.run(eval_ops, feed_dict)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 671, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1156, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1255, in run
raise six.reraise(*original_exc_info)
File "c:\users\JD\appdata\local\continuum\anaconda3\lib\site-packages\six.py", line 686, in reraise
raise value
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1240, in run
return self._sess.run(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1312, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1076, in run
return self._sess.run(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 929, in run
run_metadata_ptr)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1152, in _run
feed_dict_tensor, options, run_metadata)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1328, in _do_run
run_metadata)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1348, in _do_call
raise type(e)(node_def, op, message)
tensorflow.python.framework.errors_impl.UnknownError: RuntimeError: Graph is finalized and cannot be modified.
Traceback (most recent call last):
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 206, in __call__
ret = func(*args)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 271, in _visualize_boxes
image, boxes, classes, scores, category_index=category_index, **kwargs)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 730, in visualize_boxes_and_labels_on_image_array
print("We were definitely here:" + str(int(distances[i])))
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 525, in _slice_helper
name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 6037, in __exit__
self._name_scope.__exit__(type_arg, value_arg, traceback_arg)
File "C:\Users\JD\AppData\Local\Continuum\Anaconda3\Lib\contextlib.py", line 77, in __exit__
self.gen.throw(type, value, traceback)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 4016, in name_scope
yield "" if new_stack is None else new_stack + "/"
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 500, in _slice_helper
packed_begin, packed_end, packed_strides = (stack(begin), stack(end),
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 863, in stack
return ops.convert_to_tensor(values, name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1050, in convert_to_tensor
as_ref=False)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1146, in internal_convert_to_tensor
ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 229, in _constant_tensor_conversion_function
return constant(v, dtype=dtype, name=name)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 214, in constant
name=name).outputs[0]
File "..\lib\site-packages\tensorflow\python\util\deprecation.py", line 488, in new_func
return func(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 3246, in create_op
self._check_not_finalized()
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 2919, in _check_not_finalized
raise RuntimeError("Graph is finalized and cannot be modified.")
RuntimeError: Graph is finalized and cannot be modified.
[[node map_1/while/PyFunc (defined at ..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py:439) = PyFunc[Tin=[DT_UINT8, DT_FLOAT, DT_INT64, DT_FLOAT], Tout=[DT_UINT8], _class=["loc:@map_1/while/TensorArrayWrite/TensorArrayWriteV3"], token="pyfunc_1", _device="/job:localhost/replica:0/task:0/device:CPU:0"](map_1/while/Squeeze/_2907, map_1/while/TensorArrayReadV3_3/_2909, map_1/while/TensorArrayReadV3_4/_2911, map_1/while/TensorArrayReadV3_5/_2913)]]
Caused by op 'map_1/while/PyFunc', defined at:
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\pydevd.py", line 1596, in <module>
globals = debugger.run(setup['file'], None, None, is_module)
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\pydevd.py", line 1023, in run
pydev_imports.execfile(file, globals, locals) # execute the script
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\_pydev_imps\_pydev_execfile.py", line 18, in execfile
exec(compile(contents+"\n", file, 'exec'), glob, loc)
File "C:/Users/JD/tensorflowod/Lib/site-packages/tensorflow/models/research/object_detection/model_main.py", line 110, in <module>
tf.app.run()
File "..\lib\site-packages\tensorflow\python\platform\app.py", line 125, in run
_sys.exit(main(argv))
File "C:/Users/JD/tensorflowod/Lib/site-packages/tensorflow/models/research/object_detection/model_main.py", line 105, in main
tf.estimator.train_and_evaluate(estimator, train_spec, eval_specs[0])
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 471, in train_and_evaluate
return executor.run()
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 610, in run
return self.run_local()
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 711, in run_local
saving_listeners=saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 354, in train
loss = self._train_model(input_fn, hooks, saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1207, in _train_model
return self._train_model_default(input_fn, hooks, saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1241, in _train_model_default
saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1471, in _train_with_estimator_spec
_, loss = mon_sess.run([estimator_spec.train_op, estimator_spec.loss])
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 671, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1156, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1240, in run
return self._sess.run(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1320, in run
run_metadata=run_metadata))
File "..\lib\site-packages\tensorflow\python\training\basic_session_run_hooks.py", line 582, in after_run
if self._save(run_context.session, global_step):
File "..\lib\site-packages\tensorflow\python\training\basic_session_run_hooks.py", line 607, in _save
if l.after_save(session, step):
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 517, in after_save
self._evaluate(global_step_value) # updates self.eval_result
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 537, in _evaluate
self._evaluator.evaluate_and_export())
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 912, in evaluate_and_export
hooks=self._eval_spec.hooks)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 478, in evaluate
return _evaluate()
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 460, in _evaluate
self._evaluate_build_graph(input_fn, hooks, checkpoint_path))
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1484, in _evaluate_build_graph
self._call_model_fn_eval(input_fn, self.config))
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1520, in _call_model_fn_eval
features, labels, model_fn_lib.ModeKeys.EVAL, config)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1195, in _call_model_fn
model_fn_results = self._model_fn(features=features, **kwargs)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\model_lib.py", line 443, in model_fn
eval_dict)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 931, in get_estimator_eval_metric_ops
images = self.images_from_evaluation_dict(eval_dict)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 995, in images_from_evaluation_dict
self._min_score_thresh, self._use_normalized_coordinates)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 547, in draw_side_by_side_evaluation_image
eval_dict[input_data_fields.groundtruth_distances][indx], axis=0) if input_data_fields.groundtruth_distances in eval_dict else None
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 442, in draw_bounding_boxes_on_image_tensors
images = tf.map_fn(draw_boxes, elems, dtype=tf.uint8, back_prop=False)
File "..\lib\site-packages\tensorflow\python\ops\functional_ops.py", line 494, in map_fn
maximum_iterations=n)
File "..\lib\site-packages\tensorflow\python\ops\control_flow_ops.py", line 3291, in while_loop
return_same_structure)
File "..\lib\site-packages\tensorflow\python\ops\control_flow_ops.py", line 3004, in BuildLoop
pred, body, original_loop_vars, loop_vars, shape_invariants)
File "..\lib\site-packages\tensorflow\python\ops\control_flow_ops.py", line 2939, in _BuildLoop
body_result = body(*packed_vars_for_body)
File "..\lib\site-packages\tensorflow\python\ops\control_flow_ops.py", line 3260, in <lambda>
body = lambda i, lv: (i + 1, orig_body(*lv))
File "..\lib\site-packages\tensorflow\python\ops\functional_ops.py", line 483, in compute
packed_fn_values = fn(packed_values)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 439, in draw_boxes
tf.uint8)
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 457, in py_func
func=func, inp=inp, Tout=Tout, stateful=stateful, eager=False, name=name)
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 281, in _internal_py_func
input=inp, token=token, Tout=Tout, name=name)
File "..\lib\site-packages\tensorflow\python\ops\gen_script_ops.py", line 132, in py_func
"PyFunc", input=input, token=token, Tout=Tout, name=name)
File "..\lib\site-packages\tensorflow\python\framework\op_def_library.py", line 787, in _apply_op_helper
op_def=op_def)
File "..\lib\site-packages\tensorflow\python\util\deprecation.py", line 488, in new_func
return func(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 3274, in create_op
op_def=op_def)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1770, in __init__
self._traceback = tf_stack.extract_stack()
UnknownError (see above for traceback): RuntimeError: Graph is finalized and cannot be modified.
Traceback (most recent call last):
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 206, in __call__
ret = func(*args)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 271, in _visualize_boxes
image, boxes, classes, scores, category_index=category_index, **kwargs)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 730, in visualize_boxes_and_labels_on_image_array
print("We were definitely here:" + str(int(distances[i])))
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 525, in _slice_helper
name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 6037, in __exit__
self._name_scope.__exit__(type_arg, value_arg, traceback_arg)
File "C:\Users\JD\AppData\Local\Continuum\Anaconda3\Lib\contextlib.py", line 77, in __exit__
self.gen.throw(type, value, traceback)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 4016, in name_scope
yield "" if new_stack is None else new_stack + "/"
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 500, in _slice_helper
packed_begin, packed_end, packed_strides = (stack(begin), stack(end),
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 863, in stack
return ops.convert_to_tensor(values, name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1050, in convert_to_tensor
as_ref=False)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1146, in internal_convert_to_tensor
ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 229, in _constant_tensor_conversion_function
return constant(v, dtype=dtype, name=name)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 214, in constant
name=name).outputs[0]
File "..\lib\site-packages\tensorflow\python\util\deprecation.py", line 488, in new_func
return func(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 3246, in create_op
self._check_not_finalized()
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 2919, in _check_not_finalized
raise RuntimeError("Graph is finalized and cannot be modified.")
RuntimeError: Graph is finalized and cannot be modified.
[[node map_1/while/PyFunc (defined at ..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py:439) = PyFunc[Tin=[DT_UINT8, DT_FLOAT, DT_INT64, DT_FLOAT], Tout=[DT_UINT8], _class=["loc:@map_1/while/TensorArrayWrite/TensorArrayWriteV3"], token="pyfunc_1", _device="/job:localhost/replica:0/task:0/device:CPU:0"](map_1/while/Squeeze/_2907, map_1/while/TensorArrayReadV3_3/_2909, map_1/while/TensorArrayReadV3_4/_2911, map_1/while/TensorArrayReadV3_5/_2913)]]
在您的情况下，distances 似乎是张量，调用 distances[0] 会尝试在最终图上创建 array_slice 操作。正确的处理方法是将 distances 张量提供给 distances_np = session.run(distances) 或调用 distances_np = distances.eval() 提供必要的参数来获取某种 numpy 数组，然后才进行索引 and/or在 distances_np.
上打印
我正在尝试使用 Tensorflow Object Detection API 构建自定义对象检测模型。具体来说，我想为每个检测到的物体添加一个距离估计。所以，我扩展了 SSDMetaArch class 和 adapted/added 一些关键部分。除其他事项外：
- 增加输入距离
- 改编原型来处理距离
- 为距离估计创建了一个新的预测头
- 创建新的损失考虑距离
- 调整后处理步骤以输出距离
在所有这些步骤之后，训练似乎有效并且损失（包括距离损失）下降了。
但是当我想评估模型时，我得到了
RuntimeError: Graph is finalized and cannot be modified.
特别是 visualization_utils.py 中（改编的）visualize_boxes_and_labels_on_image_array() 方法中的以下行（第 700 行左右）导致错误
#the follwing line throws the error
display_str = '{}: {}% -> {}'.format(display_str, int(100 * scores[i]), int(distances[i]))
#No error is thrown using the original code
#display_str = '{}: {}%'.format(display_str, int(100 * scores[i]))
似乎只是通过打印值抛出上述异常。
我的问题：我不明白为什么打印一个值会修改图形。你能帮我理解为什么会这样吗？如果可能的话，请告诉我如何避免对图表进行这种修改。
找出下面的完整错误
INFO:tensorflow:Restoring parameters from E:/Data/OD_DE/tensorflow/models/model\model.ckpt-5103
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
2019-04-01 13:14:30.795741: W tensorflow/core/framework/op_kernel.cc:1261]
Unknown: RuntimeError: Graph is finalized and cannot be modified.
Traceback (most recent call last):
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 206, in __call__
ret = func(*args)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 271, in _visualize_boxes
image, boxes, classes, scores, category_index=category_index, **kwargs)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 730, in visualize_boxes_and_labels_on_image_array
print("We were definitely here:" + str(int(distances[i])))
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 525, in _slice_helper
name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 6037, in __exit__
self._name_scope.__exit__(type_arg, value_arg, traceback_arg)
File "C:\Users\JD\AppData\Local\Continuum\Anaconda3\Lib\contextlib.py", line 77, in __exit__
self.gen.throw(type, value, traceback)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 4016, in name_scope
yield "" if new_stack is None else new_stack + "/"
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 500, in _slice_helper
packed_begin, packed_end, packed_strides = (stack(begin), stack(end),
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 863, in stack
return ops.convert_to_tensor(values, name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1050, in convert_to_tensor
as_ref=False)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1146, in internal_convert_to_tensor
ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 229, in _constant_tensor_conversion_function
return constant(v, dtype=dtype, name=name)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 214, in constant
name=name).outputs[0]
File "..\lib\site-packages\tensorflow\python\util\deprecation.py", line 488, in new_func
return func(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 3246, in create_op
self._check_not_finalized()
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 2919, in _check_not_finalized
raise RuntimeError("Graph is finalized and cannot be modified.")
RuntimeError: Graph is finalized and cannot be modified.
Traceback (most recent call last):
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1334, in _do_call
return fn(*args)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1319, in _run_fn
options, feed_dict, fetch_list, target_list, run_metadata)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1407, in _call_tf_sessionrun
run_metadata)
tensorflow.python.framework.errors_impl.UnknownError: RuntimeError: Graph is finalized and cannot be modified.
Traceback (most recent call last):
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 206, in __call__
ret = func(*args)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 271, in _visualize_boxes
image, boxes, classes, scores, category_index=category_index, **kwargs)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 730, in visualize_boxes_and_labels_on_image_array
print("We were definitely here:" + str(int(distances[i])))
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 525, in _slice_helper
name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 6037, in __exit__
self._name_scope.__exit__(type_arg, value_arg, traceback_arg)
File "C:\Users\JD\AppData\Local\Continuum\Anaconda3\Lib\contextlib.py", line 77, in __exit__
self.gen.throw(type, value, traceback)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 4016, in name_scope
yield "" if new_stack is None else new_stack + "/"
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 500, in _slice_helper
packed_begin, packed_end, packed_strides = (stack(begin), stack(end),
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 863, in stack
return ops.convert_to_tensor(values, name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1050, in convert_to_tensor
as_ref=False)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1146, in internal_convert_to_tensor
ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 229, in _constant_tensor_conversion_function
return constant(v, dtype=dtype, name=name)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 214, in constant
name=name).outputs[0]
File "..\lib\site-packages\tensorflow\python\util\deprecation.py", line 488, in new_func
return func(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 3246, in create_op
self._check_not_finalized()
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 2919, in _check_not_finalized
raise RuntimeError("Graph is finalized and cannot be modified.")
RuntimeError: Graph is finalized and cannot be modified.
[[{{node map_1/while/PyFunc}} = PyFunc[Tin=[DT_UINT8, DT_FLOAT, DT_INT64, DT_FLOAT], Tout=[DT_UINT8], _class=["loc:@map_1/while/TensorArrayWrite/TensorArrayWriteV3"], token="pyfunc_1", _device="/job:localhost/replica:0/task:0/device:CPU:0"](map_1/while/Squeeze/_2907, map_1/while/TensorArrayReadV3_3/_2909, map_1/while/TensorArrayReadV3_4/_2911, map_1/while/TensorArrayReadV3_5/_2913)]]
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\pydevd.py", line 1596, in <module>
globals = debugger.run(setup['file'], None, None, is_module)
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\pydevd.py", line 1023, in run
pydev_imports.execfile(file, globals, locals) # execute the script
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\_pydev_imps\_pydev_execfile.py", line 18, in execfile
exec(compile(contents+"\n", file, 'exec'), glob, loc)
File "C:/Users/JD/tensorflowod/Lib/site-packages/tensorflow/models/research/object_detection/model_main.py", line 110, in <module>
tf.app.run()
File "..\lib\site-packages\tensorflow\python\platform\app.py", line 125, in run
_sys.exit(main(argv))
File "C:/Users/JD/tensorflowod/Lib/site-packages/tensorflow/models/research/object_detection/model_main.py", line 105, in main
tf.estimator.train_and_evaluate(estimator, train_spec, eval_specs[0])
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 471, in train_and_evaluate
return executor.run()
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 610, in run
return self.run_local()
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 711, in run_local
saving_listeners=saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 354, in train
loss = self._train_model(input_fn, hooks, saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1207, in _train_model
return self._train_model_default(input_fn, hooks, saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1241, in _train_model_default
saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1471, in _train_with_estimator_spec
_, loss = mon_sess.run([estimator_spec.train_op, estimator_spec.loss])
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 671, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1156, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1255, in run
raise six.reraise(*original_exc_info)
File "c:\users\JD\appdata\local\continuum\anaconda3\lib\site-packages\six.py", line 686, in reraise
raise value
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1240, in run
return self._sess.run(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1320, in run
run_metadata=run_metadata))
File "..\lib\site-packages\tensorflow\python\training\basic_session_run_hooks.py", line 582, in after_run
if self._save(run_context.session, global_step):
File "..\lib\site-packages\tensorflow\python\training\basic_session_run_hooks.py", line 607, in _save
if l.after_save(session, step):
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 517, in after_save
self._evaluate(global_step_value) # updates self.eval_result
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 537, in _evaluate
self._evaluator.evaluate_and_export())
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 912, in evaluate_and_export
hooks=self._eval_spec.hooks)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 478, in evaluate
return _evaluate()
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 467, in _evaluate
output_dir=self.eval_dir(name))
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1591, in _evaluate_run
config=self._session_config)
File "..\lib\site-packages\tensorflow\python\training\evaluation.py", line 274, in _evaluate_once
session.run(eval_ops, feed_dict)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 671, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1156, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1255, in run
raise six.reraise(*original_exc_info)
File "c:\users\JD\appdata\local\continuum\anaconda3\lib\site-packages\six.py", line 686, in reraise
raise value
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1240, in run
return self._sess.run(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1312, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1076, in run
return self._sess.run(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 929, in run
run_metadata_ptr)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1152, in _run
feed_dict_tensor, options, run_metadata)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1328, in _do_run
run_metadata)
File "..\lib\site-packages\tensorflow\python\client\session.py", line 1348, in _do_call
raise type(e)(node_def, op, message)
tensorflow.python.framework.errors_impl.UnknownError: RuntimeError: Graph is finalized and cannot be modified.
Traceback (most recent call last):
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 206, in __call__
ret = func(*args)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 271, in _visualize_boxes
image, boxes, classes, scores, category_index=category_index, **kwargs)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 730, in visualize_boxes_and_labels_on_image_array
print("We were definitely here:" + str(int(distances[i])))
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 525, in _slice_helper
name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 6037, in __exit__
self._name_scope.__exit__(type_arg, value_arg, traceback_arg)
File "C:\Users\JD\AppData\Local\Continuum\Anaconda3\Lib\contextlib.py", line 77, in __exit__
self.gen.throw(type, value, traceback)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 4016, in name_scope
yield "" if new_stack is None else new_stack + "/"
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 500, in _slice_helper
packed_begin, packed_end, packed_strides = (stack(begin), stack(end),
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 863, in stack
return ops.convert_to_tensor(values, name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1050, in convert_to_tensor
as_ref=False)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1146, in internal_convert_to_tensor
ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 229, in _constant_tensor_conversion_function
return constant(v, dtype=dtype, name=name)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 214, in constant
name=name).outputs[0]
File "..\lib\site-packages\tensorflow\python\util\deprecation.py", line 488, in new_func
return func(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 3246, in create_op
self._check_not_finalized()
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 2919, in _check_not_finalized
raise RuntimeError("Graph is finalized and cannot be modified.")
RuntimeError: Graph is finalized and cannot be modified.
[[node map_1/while/PyFunc (defined at ..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py:439) = PyFunc[Tin=[DT_UINT8, DT_FLOAT, DT_INT64, DT_FLOAT], Tout=[DT_UINT8], _class=["loc:@map_1/while/TensorArrayWrite/TensorArrayWriteV3"], token="pyfunc_1", _device="/job:localhost/replica:0/task:0/device:CPU:0"](map_1/while/Squeeze/_2907, map_1/while/TensorArrayReadV3_3/_2909, map_1/while/TensorArrayReadV3_4/_2911, map_1/while/TensorArrayReadV3_5/_2913)]]
Caused by op 'map_1/while/PyFunc', defined at:
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\pydevd.py", line 1596, in <module>
globals = debugger.run(setup['file'], None, None, is_module)
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\pydevd.py", line 1023, in run
pydev_imports.execfile(file, globals, locals) # execute the script
File "C:\Program Files\JetBrains\PyCharm Community Edition 2017.2\helpers\pydev\_pydev_imps\_pydev_execfile.py", line 18, in execfile
exec(compile(contents+"\n", file, 'exec'), glob, loc)
File "C:/Users/JD/tensorflowod/Lib/site-packages/tensorflow/models/research/object_detection/model_main.py", line 110, in <module>
tf.app.run()
File "..\lib\site-packages\tensorflow\python\platform\app.py", line 125, in run
_sys.exit(main(argv))
File "C:/Users/JD/tensorflowod/Lib/site-packages/tensorflow/models/research/object_detection/model_main.py", line 105, in main
tf.estimator.train_and_evaluate(estimator, train_spec, eval_specs[0])
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 471, in train_and_evaluate
return executor.run()
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 610, in run
return self.run_local()
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 711, in run_local
saving_listeners=saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 354, in train
loss = self._train_model(input_fn, hooks, saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1207, in _train_model
return self._train_model_default(input_fn, hooks, saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1241, in _train_model_default
saving_listeners)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1471, in _train_with_estimator_spec
_, loss = mon_sess.run([estimator_spec.train_op, estimator_spec.loss])
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 671, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1156, in run
run_metadata=run_metadata)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1240, in run
return self._sess.run(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\training\monitored_session.py", line 1320, in run
run_metadata=run_metadata))
File "..\lib\site-packages\tensorflow\python\training\basic_session_run_hooks.py", line 582, in after_run
if self._save(run_context.session, global_step):
File "..\lib\site-packages\tensorflow\python\training\basic_session_run_hooks.py", line 607, in _save
if l.after_save(session, step):
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 517, in after_save
self._evaluate(global_step_value) # updates self.eval_result
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 537, in _evaluate
self._evaluator.evaluate_and_export())
File "..\lib\site-packages\tensorflow\python\estimator\training.py", line 912, in evaluate_and_export
hooks=self._eval_spec.hooks)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 478, in evaluate
return _evaluate()
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 460, in _evaluate
self._evaluate_build_graph(input_fn, hooks, checkpoint_path))
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1484, in _evaluate_build_graph
self._call_model_fn_eval(input_fn, self.config))
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1520, in _call_model_fn_eval
features, labels, model_fn_lib.ModeKeys.EVAL, config)
File "..\lib\site-packages\tensorflow\python\estimator\estimator.py", line 1195, in _call_model_fn
model_fn_results = self._model_fn(features=features, **kwargs)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\model_lib.py", line 443, in model_fn
eval_dict)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 931, in get_estimator_eval_metric_ops
images = self.images_from_evaluation_dict(eval_dict)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 995, in images_from_evaluation_dict
self._min_score_thresh, self._use_normalized_coordinates)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 547, in draw_side_by_side_evaluation_image
eval_dict[input_data_fields.groundtruth_distances][indx], axis=0) if input_data_fields.groundtruth_distances in eval_dict else None
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 442, in draw_bounding_boxes_on_image_tensors
images = tf.map_fn(draw_boxes, elems, dtype=tf.uint8, back_prop=False)
File "..\lib\site-packages\tensorflow\python\ops\functional_ops.py", line 494, in map_fn
maximum_iterations=n)
File "..\lib\site-packages\tensorflow\python\ops\control_flow_ops.py", line 3291, in while_loop
return_same_structure)
File "..\lib\site-packages\tensorflow\python\ops\control_flow_ops.py", line 3004, in BuildLoop
pred, body, original_loop_vars, loop_vars, shape_invariants)
File "..\lib\site-packages\tensorflow\python\ops\control_flow_ops.py", line 2939, in _BuildLoop
body_result = body(*packed_vars_for_body)
File "..\lib\site-packages\tensorflow\python\ops\control_flow_ops.py", line 3260, in <lambda>
body = lambda i, lv: (i + 1, orig_body(*lv))
File "..\lib\site-packages\tensorflow\python\ops\functional_ops.py", line 483, in compute
packed_fn_values = fn(packed_values)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 439, in draw_boxes
tf.uint8)
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 457, in py_func
func=func, inp=inp, Tout=Tout, stateful=stateful, eager=False, name=name)
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 281, in _internal_py_func
input=inp, token=token, Tout=Tout, name=name)
File "..\lib\site-packages\tensorflow\python\ops\gen_script_ops.py", line 132, in py_func
"PyFunc", input=input, token=token, Tout=Tout, name=name)
File "..\lib\site-packages\tensorflow\python\framework\op_def_library.py", line 787, in _apply_op_helper
op_def=op_def)
File "..\lib\site-packages\tensorflow\python\util\deprecation.py", line 488, in new_func
return func(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 3274, in create_op
op_def=op_def)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1770, in __init__
self._traceback = tf_stack.extract_stack()
UnknownError (see above for traceback): RuntimeError: Graph is finalized and cannot be modified.
Traceback (most recent call last):
File "..\lib\site-packages\tensorflow\python\ops\script_ops.py", line 206, in __call__
ret = func(*args)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 271, in _visualize_boxes
image, boxes, classes, scores, category_index=category_index, **kwargs)
File "..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py", line 730, in visualize_boxes_and_labels_on_image_array
print("We were definitely here:" + str(int(distances[i])))
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 525, in _slice_helper
name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 6037, in __exit__
self._name_scope.__exit__(type_arg, value_arg, traceback_arg)
File "C:\Users\JD\AppData\Local\Continuum\Anaconda3\Lib\contextlib.py", line 77, in __exit__
self.gen.throw(type, value, traceback)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 4016, in name_scope
yield "" if new_stack is None else new_stack + "/"
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 500, in _slice_helper
packed_begin, packed_end, packed_strides = (stack(begin), stack(end),
File "..\lib\site-packages\tensorflow\python\ops\array_ops.py", line 863, in stack
return ops.convert_to_tensor(values, name=name)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1050, in convert_to_tensor
as_ref=False)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 1146, in internal_convert_to_tensor
ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 229, in _constant_tensor_conversion_function
return constant(v, dtype=dtype, name=name)
File "..\lib\site-packages\tensorflow\python\framework\constant_op.py", line 214, in constant
name=name).outputs[0]
File "..\lib\site-packages\tensorflow\python\util\deprecation.py", line 488, in new_func
return func(*args, **kwargs)
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 3246, in create_op
self._check_not_finalized()
File "..\lib\site-packages\tensorflow\python\framework\ops.py", line 2919, in _check_not_finalized
raise RuntimeError("Graph is finalized and cannot be modified.")
RuntimeError: Graph is finalized and cannot be modified.
[[node map_1/while/PyFunc (defined at ..\Lib\site-packages\tensorflow\models\research\object_detection\utils\visualization_utils.py:439) = PyFunc[Tin=[DT_UINT8, DT_FLOAT, DT_INT64, DT_FLOAT], Tout=[DT_UINT8], _class=["loc:@map_1/while/TensorArrayWrite/TensorArrayWriteV3"], token="pyfunc_1", _device="/job:localhost/replica:0/task:0/device:CPU:0"](map_1/while/Squeeze/_2907, map_1/while/TensorArrayReadV3_3/_2909, map_1/while/TensorArrayReadV3_4/_2911, map_1/while/TensorArrayReadV3_5/_2913)]]
在您的情况下，distances 似乎是张量，调用 distances[0] 会尝试在最终图上创建 array_slice 操作。正确的处理方法是将 distances 张量提供给 distances_np = session.run(distances) 或调用 distances_np = distances.eval() 提供必要的参数来获取某种 numpy 数组，然后才进行索引 and/or在 distances_np.