Abstract: The systems and methods are configured to efficiently and effectively access memory. In one embodiment, a memory controller comprises a request queue, a buffer, a control component, and a data path system. The request queue receives memory access requests. The control component is configured to process information associated with access requests via a first narrow memory channel and a second narrow memory channel. The first narrow memory channel and the second narrow memory channel can have a portion of command/control communication lines and address communication lines that are included in and shared between the first narrow memory channel and the second narrow memory channel. The data path system can include a first data module and one set of unshared data lines associated with the first memory channel and a second data module and another set of unshared data lines associated with second memory channel.

Abstract: In various embodiments, this application provides an audio information processing method, an audio information processing apparatus, an electronic device, and a storage medium. An audio information processing method in an embodiment includes: obtaining a first audio feature corresponding to audio information; performing, based on an audio feature at a specified moment in the first audio feature and audio features adjacent to the audio feature at the specified moment, an encoding on the audio feature at the specified moment to obtain a second audio feature corresponding to the audio information; obtaining decoded text information corresponding to the audio information; and obtaining, based on the second audio features and the decoded text information, text information corresponding to the audio information.

Abstract: Embodiments of the disclosure provide methods and systems for memory management. The method can include: receiving a request for allocating target node data to a memory space, wherein the memory space includes a buffer and an external memory and the target node data comprises property data and structural data and represents a target node of a graph having a plurality of nodes and edges; determining a node degree associated with the target node data; allocating the target node data to the memory space based on the determined node degree.

Abstract: A processing element/unit can include a plurality of networks, a plurality of cores, crossbar interconnects, a plurality of memory controllers and local memory on an integrated circuit (IC) chip. The plurality of cores can be coupled together by the plurality of networks on chip. The crossbar interconnects can couple the networks of cores to the plurality of memory controllers. The plurality of memory controllers can be configured to access data stored in off-chip memory. The local memory can be configured to cache portions of the accessed data. The local memory can be directly accessible by the network of processing cores, or can be distributed across the plurality of memory controllers. The memory controllers can be narrow channel (NC) memory controllers having widths of 4, 8, 12, 16 or a multiple of 4 bits.

Abstract: The systems and methods are configured to efficiently and effectively access memory. In one embodiment, a memory controller comprises a request queue, a buffer, a control component, and a data path system. The request queue receives memory access requests. The control component is configured to process information associated with access requests via a first narrow memory channel and a second narrow memory channel. The first narrow memory channel and the second narrow memory channel can have a portion of command/control communication lines and address communication lines that are included in and shared between the first narrow memory channel and the second narrow memory channel. The data path system can include a first data module and one set of unshared data lines associated with the first memory channel and a second data module and another set of unshared data lines associated with second memory channel.

Abstract: A processing element/unit can include a plurality of networks, a plurality of cores, crossbar interconnects, a plurality of memory controllers and local memory on an integrated circuit (IC) chip. The plurality of cores can be coupled together by the plurality of networks on chip. The crossbar interconnects can couple the networks of cores to the plurality of memory controllers. The plurality of memory controllers can be configured to access data stored in off-chip memory. The local memory can be configured to cache portions of the accessed data. The local memory can be directly accessible by the network of processing cores, or can be distributed across the plurality of memory controllers. The memory controllers can be narrow channel (NC) memory controllers having widths of 4, 8, 12, 16 or a multiple of 4 bits.

Abstract: Embodiments of the disclosure provide methods and systems for memory management. The method can include: receiving a request for allocating target node data to a memory space, wherein the memory space includes a buffer and an external memory and the target node data comprises property data and structural data and represents a target node of a graph having a plurality of nodes and edges; determining a node degree associated with the target node data; allocating the target node data to the memory space based on the determined node degree.