256 results about "Polyglot" patented technology

The present invention is a system of integrated, computer-based processes for monolingual information development. and multilingual translation. An interactive text editor enforces lexical and grammatical constraints on a natural language subset used by the authors to create their text, which they help disambiguate to ensure translatability. The resulting translatable source language text undergoes machine translation into any one of a set of target languages, without the translated text requiring any postediting.

The disclosure relates to transferred learning from a first language (e.g., a source language for which a semantic parser has been defined) to a second language (e.g., a target language for which a semantic parser has not been defined). A system may use knowledge from a trained model in one language to model another language. For example, the system may transfer knowledge of a semantic parser from a first (e.g., source) language to a second (e.g., target) language. Such transfer of knowledge may occur and be useful when the first language has sufficient training data but the second language has insufficient training data. The foregoing transfer of knowledge may extend the semantic parser for multiple languages (e.g., the first language and the second language).

The invention provides a multi-language model compression method and device based on knowledge distillation, electronic equipment and a storage medium, and belongs to the technical field of machine learning. The method comprises the following steps: taking trained N language models of different languages as teacher models; training a student model by utilizing the teacher model through a knowledgedistillation algorithm, wherein the vocabulary of the student model comprises all vocabularies in the teacher model. In the embodiment of the invention, the trained N language models of different languages are taken as teacher models; through the knowledge distillation algorithm, the teacher model is used for training the student model, so that compared with a multi-language model in the prior art, the student model obtained through final training has the advantages that model parameters are few, the structure of the model is simplified, and the performance and effect of the model can be guaranteed under the condition that the model parameters are few.

The invention provides a method for quickly developing a heterogeneous parallel program, and relates to performance analysis of a CPU (central processing unit) serial program and transplantation of a heterogeneous parallel program. The method includes: firstly, performing performance and algorithm analysis on the CPU serial program, and positioning a performance bottleneck and parallelizability of the program; secondly, inserting an OpenACC pre-compilation command on the basis of an original code to obtain a heterogeneous parallel code which can be executed in heterogeneous parallel environment; compiling and executing the code according to specified parameters of a hardware and software platform, and determining whether further optimization is needed or not according to a program run result. Compared with the prior art, the method has the advantages that existing codes need not to be reconstructed; multilanguage support is realized, and languages such as C / C++ and FORTRAN (formula translator) are supported; cross-platform and cross-hardware are realized, operating systems such as Linux, Windows, Mac and the like are supported, and hardware such as Nvidia, GPU of AMD and Intel Xeon Phi is supported. By the method which is high in practicality and easy to popularize, existing programs can be parallelized efficiently, and the programs are enabled to make full use of computing power of a heterogeneous system.

A system and method for generating feature vectors of documents in different languages are provided. The feature vectors provide scores associated with keywords defined in a base language for use by a profiler for generating or updating a user profile. The system and method use a plurality of keyword sets comprising: a base language keyword set comprising a plurality of base language keywords each associated with a respective identifier (ID); and a second language keyword set comprising a plurality of second language keywords each corresponding in meaning to a respective one of the base language keywords and associated with the ID of the corresponding base language keyword. One of a plurality of tokenizers is selected to parse a document based on the language of the document and to generate the feature vector using the keyword set of the corresponding language.

The present invention provides a method for mixedly typesetting multi-language text, comprising: acquiring a typesetting rule set (RS), a multi-language (ML), a multi-font (MF), and corresponding selected text; and performing language parsing according to the selected text and the corresponding typesetting RS, ML, and MF, and typesetting the selected text. By virtue of the method and apparatus for mixedly typesetting multi-language text according to the present invention, languages and fonts are automatically and quickly set for multi-language text to be mixedly typeset, and the text is correctly typeset according to typesetting rules according to the languages, thereby solving the problems that mixed typesetting of multi-language text in the prior art is complicated and time-consuming and labor-consuming, and has poor effect.

The invention provides a rapid development and maintenance system and a method for an embedded type network device interface language. The system comprises a resource service subsystem, a resource updating subsystem, an automatic withdrawal subsystem, a rapid integration subsystem and a multi-language processing subsystem. The resource service subsystem is used for storing various language resources. The resource updating subsystem is used for updating local language resources through interaction with the resource service subsystem. The automatic withdrawal subsystem is used for withdrawing the language resources automatically and generating standardized format Excel files for translating. The rapid integration subsystem is used for converting the translated Excel files into codes which can be translated and edited into local equipment. The multi-language processing subsystem is used for achieving transferring, changing and managing of different language resources. By the means of the rapid development and maintenance system and the method for the embedded type network device interface language, various links such as research and development, production and deploy are unified, a high specialization operation is achieved, and the fact that a large amount of firmware versions need to be customized caused by language differences is reduced. Multi-language interfaces are supported and switched in real time, and thus the friendly experience is brought to users. Equipment manufacturers, retailers and equipment developers completely do not need to pay attention to the fact that equipment can support what languages, and thus product generality is enlarged.

The invention provides a multi-language-oriented high-concurrency online development support method, capable of providing an online development environment for all users entering a platform, so that the users can open browsers anytime and anywhere to use the platform for development. The multi-language-oriented high-concurrency online development support method includes the steps: providing a codeeditor for carrying out intelligent prompting; providing multi-type page support, including a JMeter test providing form type editing interface and a basic mode development page; carrying out load balancing forwarding on the background request, realizing a code execution mechanism based on Docker, being compatible with multiple programming languages and project types, and carrying out expansion conveniently; and developing asynchronous queue service management to realize distributed calculation, and improving the system performance. The multi-language-oriented high-concurrency online development support method has the beneficial effects that due to the code intelligent prompting function, editing and repeated copying and pasting operations of simple code blocks are reduced, and the user development efficiency is improved; multi-type and multi-language view angles are adopted, and diversified development requirements are met; request distribution is carried out to solve the problems ofhigh load and high concurrency; and asynchronous queue service management is provided, and the expandability of the service is greatly improved, and the possibility is provided for scalability.

The invention discloses a software package release method and system based on a multi-language environment. The method comprises the following steps: (a) a server compiles a source code through a built-in compiler; (b) the server packages the complied source code to generate a compiling package; (c) the server sends a configuration information request to a configuration module to obtain corresponding configuration information; and (d) the server adds the received configuration information to the compiling package to generate a corresponding deployment package so as to execute a release operation of a direction target. By adoption of the software package release method and system provided by the invention, errors caused by artificial factors are eliminated to a certain extent to increase the release reliability, the release cost is reduced by automatically executing repeated works of the system, and the resources of the entire system can be effectively used by the reasonable compiling package so as to achieve the purpose of saving resources.