A machine learning model is trained for user activity detection and context detection on a mobile device. The machine learning model is configured to learn a statistical relationship between an always-on sensing modality of the mobile device and actual user context. Rather than user annotations, the machine learning model is enhanced and personalized for the always-on sensing modality by automated annotations obtained from non-always-on sensing modalities. The non-always-on sensing modality opportunistically provides an imperfect label of user context, where the imperfect label has a known associated probability of error.

An integrated circuit (IC) can include a processor system configured to execute program code, a programmable logic, and a platform management controller coupled to the processor system and the programmable logic. The platform management controller is adapted to configure and control the processor system and the programmable logic independently.

Example security systems for use between at least one upstream router and at least one downstream router, are described. A group or pool of security devices can be used to provide stateful security to bidirectional packet flows between upstream and downstream routers. The packets of the bidirectional flows are forwarded to particular security devices based on a consistent hash ring process. For a given flow, bidirectional state information is synchronized among some, but not all, of the security devices. The security devices among which such bidirectional flow state information is shared are determined using the same consistent hash ring process.

A method for setting a display panel dynamically and an electronic device are provided. In a booting stage of the electronic device, a display driver is executed, wherein a motherboard of the electronic device includes at least one specified pin, a storage device and a processor. A predetermined pin value is set in the at least one specified pin and read from the at least one specified pin of the motherboard through the display driver. A database is queried through the display driver and includes multiple reference pin values corresponding to multiple sets of parameter values. The set of parameter values corresponding to the predetermined pin value is obtained according to the reference pin values; and the display panel is initialized through the display driver using the set of parameter values corresponding to the predetermined pin value.

A fabric manager includes: a processing unit having a service chain creation module configured to create a service chain by connecting some of a plurality of nodes via virtual links; wherein the some of the plurality of nodes represent respective network components of an auxiliary network configured to obtain packets from a traffic production network; and wherein the service chain is configured to control an order of the network components represented by the some of the plurality of nodes packets are to traverse.

A fabric manager includes: a processing unit having a service chain creation module configured to create a service chain by connecting some of a plurality of nodes via virtual links; wherein the some of the plurality of nodes represent respective network components of an auxiliary network configured to obtain packets from a traffic production network; and wherein the service chain is configured to control an order of the network components represented by the some of the plurality of nodes packets are to traverse.

Writing data to storage utilizing a diverged thread for asynchronous write operations is provided. On a first thread, an analysis engine analyzes and identifies changed information to write to storage and an I/O manager copies the writes into buffers and places the buffers into a queue, while on a second thread, a flushless transactional layer (FTL) drive executes the writes to storage. By allowing the analysis to continue and enqueue writes on a first thread while the writes are written to storage on a second thread, the CPU and I/O of the system are utilized in parallel. Accordingly, efficiency of the computing device is improved.

Writing data to storage utilizing a diverged thread for asynchronous write operations is provided. On a first thread, an analysis engine analyzes and identifies changed information to write to storage and an I/O manager copies the writes into buffers and places the buffers into a queue, while on a second thread, a flushless transactional layer (FTL) drive executes the writes to storage. By allowing the analysis to continue and enqueue writes on a first thread while the writes are written to storage on a second thread, the CPU and I/O of the system are utilized in parallel. Accordingly, efficiency of the computing device is improved.

According to one embodiment, a memory system includes a nonvolatile memory, and a controller. The controller controls the nonvolatile memory. The nonvolatile memory includes a first area where specific software is capable of being stored, and a second area where the specific software is stored. The second area has higher reliability than the first area. The controller causes the specific software to be stored in the first area when receiving a command specifying the specific software, and executes loading of the specific software stored in the first area at startup of the controller.

The present disclosure provides a write cache circuit, a data write method, and a memory. The write cache circuit includes: a control circuit configured to generate, on the basis of a mask write instruction, a first write pointer and a pointer to be positioned, generate a second write pointer on the basis of a write command, generate a first output pointer on the basis of a mask write shift instruction, and generate a second output pointer on the basis of a write shift instruction; a first cache circuit configured to cache, on the basis of the first write pointer, the pointer to be positioned and output a positioned pointer on the basis of the first output pointer, the positioned pointer being configured to instruct a second cache circuit to output a write address written by the second write pointer generated according to the mask write instruction.