# Buggy code
def get_output_types(*objs, unknown_as=None):
    output_types = []
    for obj in objs:
        if obj is None:
            continue
        for tp in OutputType.__members__.values():
            try:
                tileable_types = _OUTPUT_TYPE_TO_TILEABLE_TYPES[tp]
                chunk_types = _OUTPUT_TYPE_TO_CHUNK_TYPES[tp]
                if isinstance(obj, (tileable_types, chunk_types)):
                    output_types.append(tp)
                    break
            except KeyError:
                continue
        else:
            if unknown_as is not None:
                output_types.append(unknown_as)
            else:  # pragma: no cover
                raise TypeError("Output can only be tensor, dataframe or series")
    return output_types


# Traceback (TypeError)
TypeError                                 Traceback (most recent call last)
~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider.serialize_field()
640             try:
--> 641                 self._set_value(value, field_obj, field.type, weak_ref=field.weak_ref)
642             except TypeError:

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._set_value()
559         else:
--> 560             cls._set_typed_value(value, obj, tp, weak_ref=weak_ref)
561

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._set_typed_value()
485             # dict type
--> 486             self._set_dict(<dict>value, obj, tp, weak_ref=weak_ref)
487         else:

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._set_dict()
407             value_obj = obj.dict.values.value.add()
--> 408             self._set_value(v, value_obj, tp=tp.value_type if tp is not None else tp)
409

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._set_value()
557         if tp is None:
--> 558             cls._set_untyped_value(value, obj, weak_ref=weak_ref)
559         else:

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._set_untyped_value()
553         else:
--> 554             raise TypeError(f'Unknown type to serialize: {type(value)}')
555

TypeError: Unknown type to serialize: <enum 'TensorOrder'>

The above exception was the direct cause of the following exception:

TypeError                                 Traceback (most recent call last)
/home/admin/work/public-mars-0.5.1.zip/mars/scheduler/graph.py in _execute_graph()

/home/admin/work/public-mars-0.5.1.zip/mars/utils.py in _wrapped()

/home/admin/work/public-mars-0.5.1.zip/mars/scheduler/graph.py in create_operand_actors()

/home/admin/work/public-mars-0.5.1.zip/mars/utils.py in _wrapped()

/home/admin/work/public-mars-0.5.1.zip/mars/scheduler/graph.py in get_executable_operand_dag()

/home/admin/work/public-mars-0.5.1.zip/mars/utils.py in serialize_graph()

~\AppData\Roaming\Python\Python37\site-packages\mars\graph.pyx in mars.graph.DirectedGraph.to_pb()
420         return graph
--> 421
422     def to_pb(self, pb_obj=None, data_serial_type=None, pickle_protocol=None):

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\core.pyx in mars.serialize.core.Serializable.to_pb()
686                                              pickle_protocol=pickle_protocol)
--> 687         return self.serialize(provider, obj=obj)
688

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\core.pyx in mars.serialize.core.Serializable.serialize()
669     def serialize(self, Provider provider, obj=None):
--> 670         return provider.serialize_model(self, obj=obj)
671

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\core.pyx in mars.serialize.core.Provider.serialize_model()
797     cpdef serialize_model(self, model_instance, obj=None):
--> 798         if obj is None:
799             obj = model_instance.cls(self)()

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\core.pyx in mars.serialize.core.Field.serialize()
154
--> 155     cpdef serialize(self, Provider provider, model_instance, obj):
156         return provider.serialize_field(self, model_instance, obj)

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\core.pyx in mars.serialize.core.Field.serialize()
155     cpdef serialize(self, Provider provider, model_instance, obj):
--> 156         return provider.serialize_field(self, model_instance, obj)
157

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider.serialize_field()
630                     if val is not None:
--> 631                         self._serial_reference_value(tag, field.type.type.model, val, it_obj)
632                     elif isinstance(it_obj, Value):

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._serial_reference_value()
572                 field_obj = value.cls(self)()
--> 573                 value.serialize(self, obj=field_obj)
574                 value_pb.type_id = value.__serializable_index__

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\core.pyx in mars.serialize.core.Serializable.serialize()
669     def serialize(self, Provider provider, obj=None):
--> 670         return provider.serialize_model(self, obj=obj)
671

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\core.pyx in mars.serialize.core.Provider.serialize_model()
797     cpdef serialize_model(self, model_instance, obj=None):
--> 798         if obj is None:
799             obj = model_instance.cls(self)()

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\core.pyx in mars.serialize.core.Field.serialize()
154
--> 155     cpdef serialize(self, Provider provider, model_instance, obj):
156         return provider.serialize_field(self, model_instance, obj)

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\core.pyx in mars.serialize.core.Field.serialize()
155     cpdef serialize(self, Provider provider, model_instance, obj):
--> 156         return provider.serialize_field(self, model_instance, obj)
157

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider.serialize_field()
643                 exc_info = sys.exc_info()
--> 644                 raise TypeError(f'Failed to set field `{tag}` for {model_instance} with '
645                                 f'value {value}, reason: {exc_info[1]}') \

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider.serialize_field()
640             try:
--> 641                 self._set_value(value, field_obj, field.type, weak_ref=field.weak_ref)
642             except TypeError:

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._set_value()
559         else:
--> 560             cls._set_typed_value(value, obj, tp, weak_ref=weak_ref)
561

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._set_typed_value()
485             # dict type
--> 486             self._set_dict(<dict>value, obj, tp, weak_ref=weak_ref)
487         else:

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._set_dict()
407             value_obj = obj.dict.values.value.add()
--> 408             self._set_value(v, value_obj, tp=tp.value_type if tp is not None else tp)
409

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._set_value()
557         if tp is None:
--> 558             cls._set_untyped_value(value, obj, weak_ref=weak_ref)
559         else:

~\AppData\Roaming\Python\Python37\site-packages\mars\serialize\pbserializer.pyx in mars.serialize.pbserializer.ProtobufSerializeProvider._set_untyped_value()
553         else:
--> 554             raise TypeError(f'Unknown type to serialize: {type(value)}')
555

TypeError: Failed to set field `extra_params` for Chunk <op=DataFrameFetch, key=08ec6fd4af751d9f5dcec87ea3a6dde3> with value {'order': <TensorOrder.C_ORDER: 'C'>, 'dtype': dtype('<U'), '_i': 0}, reason: Unknown type to serialize: <enum 'TensorOrder'>

The above exception was the direct cause of the following exception:

ExecutionFailed                           Traceback (most recent call last)
<ipython-input-41-4dd810a40cfc> in <module>
----> 1 fsr_st.to_csv("fsr_st03.csv",encoding="utf8").execute()

~\AppData\Roaming\Python\Python37\site-packages\mars\core.py in execute(self, session, **kw)
626
627         if wait:
--> 628             return run()
629         else:
630             thread_executor = ThreadPoolExecutor(1)

~\AppData\Roaming\Python\Python37\site-packages\mars\core.py in run()
622
623         def run():
--> 624             self.data.execute(session, **kw)
625             return self
626

~\AppData\Roaming\Python\Python37\site-packages\mars\core.py in execute(self, session, **kw)
373
374         if wait:
--> 375             return run()
376         else:
377             # leverage ThreadPoolExecutor to submit task,

~\AppData\Roaming\Python\Python37\site-packages\mars\core.py in run()
368         def run():
369             # no more fetch, thus just fire run
--> 370             session.run(self, **kw)
371             # return Tileable or ExecutableTuple itself
372             return self

~\AppData\Roaming\Python\Python37\site-packages\mars\session.py in run(self, *tileables, **kw)
476         tileables = tuple(mt.tensor(t) if not isinstance(t, (Entity, Base)) else t
477                           for t in tileables)
--> 478         result = self._sess.run(*tileables, **kw)
479
480         for t in tileables:

~\AppData\Roaming\Python\Python37\site-packages\mars\web\session.py in run(self, *tileables, **kw)
212             timeout_val = min(check_interval, timeout - time_elapsed) if timeout > 0 else check_interval
213             try:
--> 214                 if self._check_response_finished(graph_url, timeout_val):
215                     break
216             except KeyboardInterrupt:

~\AppData\Roaming\Python\Python37\site-packages\mars\web\session.py in _check_response_finished(self, graph_url, timeout)
172                 exc_info = pickle.loads(base64.b64decode(resp_json['exc_info']))
173                 exc = exc_info[1].with_traceback(exc_info[2])
--> 174                 raise ExecutionFailed('Graph execution failed.') from exc
175             else:
176                 raise ExecutionFailed('Graph execution failed with unknown reason.')

ExecutionFailed: 'Graph execution failed.'

# Fixed code
def get_output_types(*objs, unknown_as=None):
    output_types = []
    for obj in objs:
        if obj is None:
            continue
        elif isinstance(obj, (FuseChunk, FuseChunkData)):
            obj = obj.chunk

        try:
            output_types.append(_get_output_type_by_cls(type(obj)))
        except TypeError:
            if unknown_as is not None:
                output_types.append(unknown_as)
            else:  # pragma: no cover
                raise
    return output_types