Knowledge Graph meet Python Yongpan Sheng 目录 CONTENTS The Pipeline of Knowledge Graph Construction by Data- driven manner Python Tools for Graph Data Management Domain-specific Knowledge Graph Construction relation, object>  Mapping from natural questions to structured queries executable on knowledge graph （机器的潜台词：“我”会推理，so easy ！）。 所以，通俗的来说，在AI system中：要么从原有的知识体系中直接提取信息来使用，要 么进行推理。 将知识融合在机器中，使机器能够利 BigKE将显著提升机器的认知水平。 Preliminaries 本页PPT借鉴于复旦大学肖仰华老师《大数据时代的知识工程与知识管理》 Knowledge Graph – KG引领KE复兴  Knowledge graph is a large-scale semantic network consisting of entities and concepts as well as

decorator. tornado.web.stream_request_body(cls) Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: Parameters: HTTPServerRequest.body follow_redirects=None, max_redirects=None, user_agent=None, use_gzip=None, network_interface=None, streaming_callback=None, header_callback=None, prepare_curl_callback=None, proxy_host=None, proxy_port=None request. curl_httpclient only; see not below. streaming_callback (callable [https://docs.python.org/3.5/library/functions.html#callable]) – If set, streaming_callback will be run with each chunk of data

decorator. tornado.web.stream_request_body(cls) Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: HTTPServerRequest.body is undefined follow_redirects=None, max_redirects=None, user_agent=None, use_gzip=None, network_interface=None, streaming_callback=None, header_callback=None, prepare_curl_callback=None, proxy_host=None, proxy_port=None curl_httpclient only; see not below. streaming_callback (collections.abc.Callable [https://docs.python.org/3.6/library/collections.abc.html#collections.abc.Callab ]) – If set, streaming_callback will be run with

decorator. tornado.web.stream_request_body(cls) Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: • HTTPServerRequest.body is undefined interface to use for request. curl_httpclient only; see note below. • streaming_callback (collections.abc.Callable) – If set, streaming_callback will be run with each chunk of data as it is received, and HTTPResponse.headers will be empty in the final response. This is most useful in conjunction with streaming_callback, because it’s the only way to get access to header data while the request is in progress

RequestHandler]) → Type[tornado.web.RequestHandler][source] Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: HTTPServerRequest.body is undefined Optional[str] = None, use_gzip: Optional[bool] = None, network_interface: Optional[str] = None, streaming_callback: Optional[Callable[[bytes], None]] = None, header_callback: Optional[Callable[[str], None]] curl_httpclient note below. streaming_callback (collections.abc.Callable [https://docs.python.org/3.6/library/collections.abc.html#collections.abc.Callab ]) – If set, streaming_callback will be run with

RequestHandler]) → Type[tornado.web.RequestHandler] Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: • HTTPServerRequest.body is undefined or source IP to use for request. See curl_httpclient note below. • streaming_callback (collections.abc.Callable) – If set, streaming_callback will be run with each chunk of data as it is received, and HTTPResponse.headers will be empty in the final response. This is most useful in conjunction with streaming_callback, because it’s the only way to get access to header data while the request is in progress

decorator. tornado.web.stream_request_body(cls) Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: • HTTPServerRequest.body is undefined Network interface to use for request. curl_httpclient only; see note below. • streaming_callback (callable) – If set, streaming_callback will be run with each chunk of data as it is received, and HTTPResponse HTTPResponse.headers will be empty in the final response. This is most useful in con- junction with streaming_callback, because it’s the only way to get access to header data while the request is in progress

Type[_RequestHandlerType]) → Type[_RequestHandlerType] Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: • HTTPServerRequest.body is undefined Optional[str] = None, use_gzip: Optional[bool] = None, network_interface: Optional[str] = None, streaming_callback: Optional[Callable[[bytes], None]] = None, header_callback: Optional[Callable[[str], None]] or source IP to use for request. See curl_httpclient note below. • streaming_callback (collections.abc.Callable) – If set, streaming_callback will be run with each chunk of data as it is received, and

Type[_RequestHandlerType]) → Type[_RequestHandlerType] Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: • HTTPServerRequest.body is undefined Optional[str] = None, use_gzip: Optional[bool] = None, network_interface: Optional[str] = None, streaming_callback: Optional[Callable[[bytes], None]] = None, header_callback: Optional[Callable[[str], None]] or source IP to use for request. See curl_httpclient note below. • streaming_callback (collections.abc.Callable) – If set, streaming_callback will be run with each chunk of data as it is received, and

Type[_RequestHandlerType]) → Type[_RequestHandlerType] Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: • HTTPServerRequest.body is undefined Optional[str] = None, use_gzip: Optional[bool] = None, network_interface: Optional[str] = None, streaming_callback: Optional[Callable[[bytes], None]] = None, header_callback: Optional[Callable[[str], None]] or source IP to use for request. See curl_httpclient note below. • streaming_callback (collections.abc.Callable) – If set, streaming_callback will be run with each chunk of data as it is received, and