详情： [2023-06-05 17:16:28,815] [ INFO] - start to convert pytorch weight file</Users/winifred/modeltest/ernie-3.0-nano-zh/pytorch_model.bin> to paddle weight file</Users/modeltest/ernie-3.0-nano-zh/model_state.pdparams> ... Traceback (most recent call last): File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 794, in _load_or_get_component instance = BaseComponent.load_from_args(component_type=component_type, **component_params) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/base.py", line 63, in load_from_args instance = subclass(**kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/retriever/dense.py", line 139, in init pretrained_model = AutoModel.from_pretrained(query_embedding_model) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 478, in from_pretrained return cls._from_pretrained(pretrained_model_name_or_path, task, *model_args, **kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 324, in _from_pretrained return model_class.from_pretrained(pretrained_model_name_or_path, *model_args, **kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 484, in from_pretrained return cls.from_pretrained_v2( File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 1349, in from_pretrained_v2 model_state_dict = cls.convert(model_weight_file, config, cache_dir) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 712, in convert name_mappings = cls._get_name_mappings(config) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 749, in _get_name_mappings raise NotImplementedError NotImplementedError
During handling of the above exception, another exception occurred:
Traceback (most recent call last): File "/Users/workspace/kb-chatbot-api/rest_api/application.py", line 29, in from rest_api.controller.router import router as api_router File "/Users/workspace/kb-chatbot-api/./rest_api/controller/router.py", line 17, in from rest_api.controller import file_upload, search, feedback, document File "/Users/workspace/kb-chatbot-api/./rest_api/controller/file_upload.py", line 75, in INDEXING_PIPELINE = Pipeline.load_from_yaml(Path(PIPELINE_YAML_PATH), pipeline_name=INDEXING_PIPELINE_NAME) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 265, in load_from_yaml return cls.load_from_config( File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 760, in load_from_config component = cls._load_or_get_component(name=name, definitions=component_definitions, components=components) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 797, in _load_or_get_component raise Exception(f"Failed loading pipeline component '{name}': {e}") Exception: Failed loading pipeline component 'Retriever':
详情： [2023-06-05 17:16:28,815] [ INFO] - start to convert pytorch weight file</Users/winifred/modeltest/ernie-3.0-nano-zh/pytorch_model.bin> to paddle weight file</Users/modeltest/ernie-3.0-nano-zh/model_state.pdparams> ... Traceback (most recent call last): File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 794, in _load_or_get_component instance = BaseComponent.load_from_args(component_type=component_type, **component_params) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/base.py", line 63, in load_from_args instance = subclass(**kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/retriever/dense.py", line 139, in init pretrained_model = AutoModel.from_pretrained(query_embedding_model) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 478, in from_pretrained return cls._from_pretrained(pretrained_model_name_or_path, task, *model_args, **kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 324, in _from_pretrained return model_class.from_pretrained(pretrained_model_name_or_path, *model_args, **kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 484, in from_pretrained return cls.from_pretrained_v2( File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 1349, in from_pretrained_v2 model_state_dict = cls.convert(model_weight_file, config, cache_dir) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 712, in convert name_mappings = cls._get_name_mappings(config) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 749, in _get_name_mappings raise NotImplementedError NotImplementedError
During handling of the above exception, another exception occurred:
Traceback (most recent call last): File "/Users/workspace/kb-chatbot-api/rest_api/application.py", line 29, in from rest_api.controller.router import router as api_router File "/Users/workspace/kb-chatbot-api/./rest_api/controller/router.py", line 17, in from rest_api.controller import file_upload, search, feedback, document File "/Users/workspace/kb-chatbot-api/./rest_api/controller/file_upload.py", line 75, in INDEXING_PIPELINE = Pipeline.load_from_yaml(Path(PIPELINE_YAML_PATH), pipeline_name=INDEXING_PIPELINE_NAME) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 265, in load_from_yaml return cls.load_from_config( File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 760, in load_from_config component = cls._load_or_get_component(name=name, definitions=component_definitions, components=components) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 797, in _load_or_get_component raise Exception(f"Failed loading pipeline component '{name}': {e}") Exception: Failed loading pipeline component 'Retriever':
试着用ernie-3.0-nano-zh做embedding，现在的错误是 NotImplementedError 详情： [2023-06-05 17:16:28,815] [ INFO] - start to convert pytorch weight file</Users/winifred/modeltest/ernie-3.0-nano-zh/pytorch_model.bin> to paddle weight file</Users/modeltest/ernie-3.0-nano-zh/model_state.pdparams> ... Traceback (most recent call last): File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 794, in _load_or_get_component instance = BaseComponent.load_from_args(component_type=component_type, **component_params) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/base.py", line 63, in load_from_args instance = subclass(**kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/retriever/dense.py", line 139, in init pretrained_model = AutoModel.from_pretrained(query_embedding_model) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 478, in from_pretrained return cls._from_pretrained(pretrained_model_name_or_path, task, *model_args, **kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 324, in _from_pretrained return model_class.from_pretrained(pretrained_model_name_or_path, *model_args, **kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 484, in from_pretrained return cls.from_pretrained_v2( File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 1349, in from_pretrained_v2 model_state_dict = cls.convert(model_weight_file, config, cache_dir) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 712, in convert name_mappings = cls._get_name_mappings(config) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 749, in _get_name_mappings raise NotImplementedError NotImplementedError During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/Users/workspace/kb-chatbot-api/rest_api/application.py", line 29, in from rest_api.controller.router import router as api_router File "/Users/workspace/kb-chatbot-api/./rest_api/controller/router.py", line 17, in from rest_api.controller import file_upload, search, feedback, document File "/Users/workspace/kb-chatbot-api/./rest_api/controller/file_upload.py", line 75, in INDEXING_PIPELINE = Pipeline.load_from_yaml(Path(PIPELINE_YAML_PATH), pipeline_name=INDEXING_PIPELINE_NAME) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 265, in load_from_yaml return cls.load_from_config( File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 760, in load_from_config component = cls._load_or_get_component(name=name, definitions=component_definitions, components=components) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 797, in _load_or_get_component raise Exception(f"Failed loading pipeline component '{name}': {e}") Exception: Failed loading pipeline component 'Retriever':
4条答案
按热度按时间klh5stk11#
你好，能提供下详细报错吗？以及可复现代码
hmtdttj42#
你好，能提供下详细报错吗？以及可复现代码
试着用ernie-3.0-nano-zh做embedding，现在的错误是 NotImplementedError
详情：
[2023-06-05 17:16:28,815] [ INFO] - start to convert pytorch weight file</Users/winifred/modeltest/ernie-3.0-nano-zh/pytorch_model.bin> to paddle weight file</Users/modeltest/ernie-3.0-nano-zh/model_state.pdparams> ...
Traceback (most recent call last):
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 794, in _load_or_get_component
instance = BaseComponent.load_from_args(component_type=component_type, **component_params)
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/base.py", line 63, in load_from_args
instance = subclass(**kwargs)
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/retriever/dense.py", line 139, in init
pretrained_model = AutoModel.from_pretrained(query_embedding_model)
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 478, in from_pretrained
return cls._from_pretrained(pretrained_model_name_or_path, task, *model_args, **kwargs)
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 324, in _from_pretrained
return model_class.from_pretrained(pretrained_model_name_or_path, *model_args, **kwargs)
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 484, in from_pretrained
return cls.from_pretrained_v2(
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 1349, in from_pretrained_v2
model_state_dict = cls.convert(model_weight_file, config, cache_dir)
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 712, in convert
name_mappings = cls._get_name_mappings(config)
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 749, in _get_name_mappings
raise NotImplementedError
NotImplementedError
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/Users/workspace/kb-chatbot-api/rest_api/application.py", line 29, in
from rest_api.controller.router import router as api_router
File "/Users/workspace/kb-chatbot-api/./rest_api/controller/router.py", line 17, in
from rest_api.controller import file_upload, search, feedback, document
File "/Users/workspace/kb-chatbot-api/./rest_api/controller/file_upload.py", line 75, in
INDEXING_PIPELINE = Pipeline.load_from_yaml(Path(PIPELINE_YAML_PATH), pipeline_name=INDEXING_PIPELINE_NAME)
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 265, in load_from_yaml
return cls.load_from_config(
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 760, in load_from_config
component = cls._load_or_get_component(name=name, definitions=component_definitions, components=components)
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 797, in _load_or_get_component
raise Exception(f"Failed loading pipeline component '{name}': {e}")
Exception: Failed loading pipeline component 'Retriever':
kxe2p93d3#
你好，能提供下详细报错吗？以及可复现代码
试着用ernie-3.0-nano-zh做embedding，现在的错误是 NotImplementedError
详情： [2023-06-05 17:16:28,815] [ INFO] - start to convert pytorch weight file</Users/winifred/modeltest/ernie-3.0-nano-zh/pytorch_model.bin> to paddle weight file</Users/modeltest/ernie-3.0-nano-zh/model_state.pdparams> ... Traceback (most recent call last): File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 794, in _load_or_get_component instance = BaseComponent.load_from_args(component_type=component_type, **component_params) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/base.py", line 63, in load_from_args instance = subclass(**kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/retriever/dense.py", line 139, in init pretrained_model = AutoModel.from_pretrained(query_embedding_model) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 478, in from_pretrained return cls._from_pretrained(pretrained_model_name_or_path, task, *model_args, **kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 324, in _from_pretrained return model_class.from_pretrained(pretrained_model_name_or_path, *model_args, **kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 484, in from_pretrained return cls.from_pretrained_v2( File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 1349, in from_pretrained_v2 model_state_dict = cls.convert(model_weight_file, config, cache_dir) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 712, in convert name_mappings = cls._get_name_mappings(config) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 749, in _get_name_mappings raise NotImplementedError NotImplementedError
During handling of the above exception, another exception occurred:
Traceback (most recent call last): File "/Users/workspace/kb-chatbot-api/rest_api/application.py", line 29, in from rest_api.controller.router import router as api_router File "/Users/workspace/kb-chatbot-api/./rest_api/controller/router.py", line 17, in from rest_api.controller import file_upload, search, feedback, document File "/Users/workspace/kb-chatbot-api/./rest_api/controller/file_upload.py", line 75, in INDEXING_PIPELINE = Pipeline.load_from_yaml(Path(PIPELINE_YAML_PATH), pipeline_name=INDEXING_PIPELINE_NAME) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 265, in load_from_yaml return cls.load_from_config( File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 760, in load_from_config component = cls._load_or_get_component(name=name, definitions=component_definitions, components=components) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 797, in _load_or_get_component raise Exception(f"Failed loading pipeline component '{name}': {e}") Exception: Failed loading pipeline component 'Retriever':
您好，目前底层是基于taskflow的feature extraction来实现的，如果加载其他非rocketqa的模型，需要您实现一个pipelines的节点来加载ernie3.0抽取向量。具体教程参考。
https://aistudio.baidu.com/aistudio/projectdetail/5011119
ocebsuys4#
你好，能提供下详细报错吗？以及可复现代码
试着用ernie-3.0-nano-zh做embedding，现在的错误是 NotImplementedError
详情： [2023-06-05 17:16:28,815] [ INFO] - start to convert pytorch weight file</Users/winifred/modeltest/ernie-3.0-nano-zh/pytorch_model.bin> to paddle weight file</Users/modeltest/ernie-3.0-nano-zh/model_state.pdparams> ... Traceback (most recent call last): File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 794, in _load_or_get_component instance = BaseComponent.load_from_args(component_type=component_type, **component_params) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/base.py", line 63, in load_from_args instance = subclass(**kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/nodes/retriever/dense.py", line 139, in init pretrained_model = AutoModel.from_pretrained(query_embedding_model) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 478, in from_pretrained return cls._from_pretrained(pretrained_model_name_or_path, task, *model_args, **kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/auto/modeling.py", line 324, in _from_pretrained return model_class.from_pretrained(pretrained_model_name_or_path, *model_args, **kwargs) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 484, in from_pretrained return cls.from_pretrained_v2( File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/model_utils.py", line 1349, in from_pretrained_v2 model_state_dict = cls.convert(model_weight_file, config, cache_dir) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 712, in convert name_mappings = cls._get_name_mappings(config) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddlenlp/transformers/conversion_utils.py", line 749, in _get_name_mappings raise NotImplementedError NotImplementedError
During handling of the above exception, another exception occurred:
Traceback (most recent call last): File "/Users/workspace/kb-chatbot-api/rest_api/application.py", line 29, in from rest_api.controller.router import router as api_router File "/Users/workspace/kb-chatbot-api/./rest_api/controller/router.py", line 17, in from rest_api.controller import file_upload, search, feedback, document File "/Users/workspace/kb-chatbot-api/./rest_api/controller/file_upload.py", line 75, in INDEXING_PIPELINE = Pipeline.load_from_yaml(Path(PIPELINE_YAML_PATH), pipeline_name=INDEXING_PIPELINE_NAME) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 265, in load_from_yaml return cls.load_from_config( File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 760, in load_from_config component = cls._load_or_get_component(name=name, definitions=component_definitions, components=components) File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/paddle_pipelines-1.0.0-py3.10.egg/pipelines/pipelines/base.py", line 797, in _load_or_get_component raise Exception(f"Failed loading pipeline component '{name}': {e}") Exception: Failed loading pipeline component 'Retriever':
您好，目前底层是基于taskflow的feature extraction来实现的，如果加载其他非rocketqa的模型，需要您实现一个pipelines的节点来加载ernie3.0抽取向量。具体教程参考。 https://aistudio.baidu.com/aistudio/projectdetail/5011119
非常感谢，我了解下