A memory circuit included in a computer system includes a memory array that stores multiple program instructions included in compressed program code. In response to receiving a fetch instruction from a processor circuit, the memory circuit may retrieve a particular instruction from the memory array. The memory circuit may, in response to a determination that the particular instruction is a particular type of instruction, retrieve additional program instructions from the memory array using an address included in the particular instruction, and send the particular program instruction and the additional program instructions to the processor circuit.

A method, apparatus, and system determines an optimal storage configuration of storing backup data. The method may include receiving a request from a client device for determining an optimal storage configuration for storing backup data of a client. The method may include determining a cloud utilization pattern of the backup data based on prior access activities and determining a first suitability score for the first storage class based on the cloud utilization pattern. The method may include, for each of the storage classes of the first storage provider, determining a suitability score for the corresponding storage class if the backup data were stored in the corresponding storage class. The method may include transmitting to the client device a recommendation of a second storage class of the first storage provider having a suitability score higher than the first suitability score based on the suitability score to reduce cloud resources usage.

A method, apparatus, and system determines an optimal storage configuration of storing backup data. The method may include receiving a request from a client device for determining an optimal storage configuration for storing backup data of a client. The method may include determining a cloud utilization pattern of the backup data based on prior access activities and determining a first suitability score for the first storage class based on the cloud utilization pattern. The method may include, for each of the storage classes of the first storage provider, determining a suitability score for the corresponding storage class if the backup data were stored in the corresponding storage class. The method may include transmitting to the client device a recommendation of a second storage class of the first storage provider having a suitability score higher than the first suitability score based on the suitability score to reduce cloud resources usage.

The invention discloses a method and a device for sorting Chinese characters, searching for Chinese characters and constructing a dictionary, and relates to the technical field of computers. A specific implementation of the method includes: obtaining the first basic character-forming component of a Chinese character according to the stroke order as the First Character, and encoding the First Character to obtain the First Character code, where the First Character includes the first character-forming component and the first main stroke component of a Chinese character; obtaining the number of strokes included in each Chinese character, and obtaining the corresponding stroke string of each Chinese character; using the First Character code as the first and highest priority sorting field, the number of strokes as the second sorting field, and the stroke string as the third and the lowest priority sorting field to sort Chinese characters. This embodiment can solve the problem of difficulty in sorting and searching of Chinese characters caused by the unfixed definition and position of radicals.

The invention discloses a method and a device for sorting Chinese characters, searching for Chinese characters and constructing a dictionary, and relates to the technical field of computers. A specific implementation of the method includes: obtaining the first basic character-forming component of a Chinese character according to the stroke order as the First Character, and encoding the First Character to obtain the First Character code, where the First Character includes the first character-forming component and the first main stroke component of a Chinese character; obtaining the number of strokes included in each Chinese character, and obtaining the corresponding stroke string of each Chinese character; using the First Character code as the first and highest priority sorting field, the number of strokes as the second sorting field, and the stroke string as the third and the lowest priority sorting field to sort Chinese characters. This embodiment can solve the problem of difficulty in sorting and searching of Chinese characters caused by the unfixed definition and position of radicals.

Disclosed are various approaches for generating a user interface in which data items are grouped together. Additionally, a bulk action can be taken by a user on a grouping of data items within the user interface. An example of such a user interface can be within an email client used to manage email messages. Email messages can be grouped according to a grouping factor and a bulk action can be taken on a grouping from within the user interface.

Disclosed are various approaches for generating a user interface in which data items are grouped together. Additionally, a bulk action can be taken by a user on a grouping of data items within the user interface. An example of such a user interface can be within an email client used to manage email messages. Email messages can be grouped according to a grouping factor and a bulk action can be taken on a grouping from within the user interface.

Embodiments of the present invention are directed to facilitating distributed data processing for machine learning. In accordance with aspects of the present disclosure, a set of commands in a query to process at an external computing service is identified. For each command in the set of commands, at least one compute unit including at least one operation to perform at the external computing service is identified. Each of the at least one compute unit associated with each command is analyzed to identify an optimized manner in which to execute the set of commands at the external computing service. An indication of the optimized manner in which to execute the set of commands and a corresponding set of data is provided to the external computing service to utilize for executing the set of commands at the external computing service.

Embodiments of the present invention are directed to facilitating distributed data processing for machine learning. In accordance with aspects of the present disclosure, a set of commands in a query to process at an external computing service is identified. For each command in the set of commands, at least one compute unit including at least one operation to perform at the external computing service is identified. Each of the at least one compute unit associated with each command is analyzed to identify an optimized manner in which to execute the set of commands at the external computing service. An indication of the optimized manner in which to execute the set of commands and a corresponding set of data is provided to the external computing service to utilize for executing the set of commands at the external computing service.

Some embodiments provide a non-transitory machine-readable medium that stores a program. The program receives, from a client device, a percentage value for a set of points. The program further determines a triangulation based on the set of points. The program also determines an alpha value based on the triangulation and the percentage value. The program further determines an alpha shape based on the alpha value. The program also provides the client device the alpha shape.