Abstract: A method for processing a code based on a large model in a human-machine interaction system is performed by an electronic device and includes: obtaining a first dialog text for describing a code processing task; determining at least one of a newly added code file or an original code file as a target code file corresponding to the code processing task; inputting the first dialog text into a large model, and outputting, via the large model, a code processing result of the target code file and a second dialog text corresponding to the first dialog text; and displaying the code processing result and a target dialog text on an interaction interface, wherein the target dialog text comprises at least one of the first dialog text or the second dialog text.

Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods for providing a secure development environment for developing computer models by utilizing an exploration environment in conjunction with a production environment. In particular, the disclosed systems provide a method for a client account to develop machine learning models securely and efficiently (e.g., access, generate, train, and activate) by utilizing a scalable exploration environment isolated from a production environment. Further, the disclosed systems can provide a system for the client account to utilize to convert the exploration model to a production model and activate the production model within the production environment. In this way, the disclosed systems provide a separation between the exploration environment and the production environment when testing models and thus constrain the impact of testing models to the production environment.

Abstract: A photonic device and a continuous-wave THz signal generator using such photonic device. The photonic device includes an input waveguide arranged to receive input waves of at least two input frequencies and to generate photons at an output frequency associated with the at least two input frequencies; an output waveguide coupled to the input waveguide and arranged to collect the generated photons at the output frequency; wherein the output waveguide is further arranged to facilitate an amplification of the generated photons as the generated photons propagates along the output waveguide and arranged to output an amplified signal at the output frequency.

Abstract: A photonic device and a continuous-wave THz signal generator using such photonic device. The photonic device includes an input waveguide arranged to receive input waves of at least two input frequencies and to generate photons at an output frequency associated with the at least two input frequencies; an output waveguide coupled to the input waveguide and arranged to collect the generated photons at the output frequency; wherein the output waveguide is further arranged to facilitate an amplification of the generated photons as the generated photons propagates along the output waveguide and arranged to output an amplified signal at the output frequency.

Abstract: Embodiments of the present invention disclose a method, a computer program product, and a computer system for medication decision support. A computer generates one or more patient profiles detailing one or more patient health conditions and one or more medication profiles detailing one or more medication side effects. The computer then determines an association between the one or more patient health conditions and one or more medication side effects and quantifies the association as a conflict score. In addition, the computer determines whether the conflict score exceeds a threshold and, if so, the computer identifies and recommends an alternative medication having a lower conflict score.

Abstract: Modularized data processing systems and methods for its use are provided. Processing a current job can reuse data generated for a previously processed job to the extent the two share parameter configurations. Similarly, outputs of processing modules generated during processing the previously processed job can be used as inputs to processing modules processing a current job, if the two jobs share some parameter configurations.

Abstract: Methods and apparatus for identifying health trends via the identification of ambiguous food items via container identification may be provided by: receiving an image captured from a user device that includes a food item; identifying a food container present in the image; identifying a utensil present in the image; determining a cluster of food items from a food recognition database corresponding to the food container and to the utensil; selecting a candidate food item from the cluster based on a confidence score of the candidate food item matching the food item; and adding the candidate food item to a dietary log associated with the user device.

Abstract: According to one embodiment, a method, computer system, and computer program product for preparing a user for a presentation is provided. The present invention may include receiving user and event information; determining whether a user is making a presentation on one or more presentation topics at an event; determining whether a user wants to rehearse for the presentation at the event; receiving topic information relevant to the presentation topics; based on the user information and the event information, calculating a remaining time prior to the presentation; based on the remaining time and the topic information, creating a summary of the one or more presentation topics; and reading the summary to the user.

Abstract: Methods and apparatus for identifying health trends via the identification of ambiguous food items via container identification may be provided by: receiving an image captured from a user device that includes a food item; identifying a food container present in the image; identifying a utensil present in the image; determining a cluster of food items from a food recognition database corresponding to the food container and to the utensil; selecting a candidate food item from the cluster based on a confidence score of the candidate food item matching the food item; and adding the candidate food item to a dietary log associated with the user device.

Abstract: According to one embodiment, a method, computer system, and computer program product for preparing a user for a presentation is provided. The present invention may include receiving user and event information; determining whether a user is making a presentation on one or more presentation topics at an event; determining whether a user wants to rehearse for the presentation at the event; receiving topic information relevant to the presentation topics; based on the user information and the event information, calculating a remaining time prior to the presentation; based on the remaining time and the topic information, creating a summary of the one or more presentation topics; and reading the summary to the user.

Abstract: Embodiments of the present invention disclose a method, a computer program product, and a computer system for medication decision support. A computer generates one or more patient profiles detailing one or more patient health conditions and one or more medication profiles detailing one or more medication side effects. The computer then determines an association between the one or more patient health conditions and one or more medication side effects and quantifies the association as a conflict score. In addition, the computer determines whether the conflict score exceeds a threshold and, if so, the computer identifies and recommends an alternative medication having a lower conflict score.

Abstract: Modularized data processing systems and methods for its use are provided. Processing a current job can reuse data generated for a previously processed job to the extent the two share parameter configurations. Similarly, outputs of processing modules generated during processing the previously processed job can be used as inputs to processing modules processing a current job, if the two jobs share some parameter configurations.

Abstract: Technology for use with a touchscreen user interface device that uses gesture swipe data to provide an early potential indication of onset of Parkinson's disease. Technology for use with a touchscreen user interface device that uses gesture swipe data to provide an information about motor skill development of a child. Technology for use with a touchscreen user interface device that uses gesture swipe data to provide an information about reading ability development of a child.

Abstract: Technology for use with a touchscreen user interface device that uses gesture swipe data to provide an early potential indication of onset of Parkinson's disease. Technology for use with a touchscreen user interface device that uses gesture swipe data to provide an information about motor skill development of a child. Technology for use with a touchscreen user interface device that uses gesture swipe data to provide an information about reading ability development of a child.

Abstract: Technology for use with a touchscreen user interface device that uses gesture swipe data to provide an early potential indication of onset of Parkinson's disease. Technology for use with a touchscreen user interface device that uses gesture swipe data to provide an information about motor skill development of a child. Technology for use with a touchscreen user interface device that uses gesture swipe data to provide an information about reading ability development of a child.