Abstract: Provided method for training an autonomous driving model including a video prediction model, and the method including: determining, according to at least one of an initial video frame collected by a target vehicle or scenario description metadata of an initial video frame, a scenario context of the initial video frame; determining a vehicle movement instruction of the target vehicle according to at least one of the initial video frame or trajectory data of the target vehicle corresponding to the initial video frame; and training an initial model using the initial video frame and a control text corresponding to the initial video frame, to obtain the video prediction model, where the control text comprises the scenario context and the vehicle movement instruction, and the video prediction model is configured to output a predicted video frame.

Abstract: Provided method for training an autonomous driving model including a video prediction model, and the method including: determining, according to at least one of an initial video frame collected by a target vehicle or scenario description metadata of an initial video frame, a scenario context of the initial video frame; determining a vehicle movement instruction of the target vehicle according to at least one of the initial video frame or trajectory data of the target vehicle corresponding to the initial video frame; and training an initial model using the initial video frame and a control text corresponding to the initial video frame, to obtain the video prediction model, where the control text comprises the scenario context and the vehicle movement instruction, and the video prediction model is configured to output a predicted video frame.

Abstract: Systems, methods, apparatuses, and architectures for storage interposers are provided herein. In one example, an apparatus includes a host connector configured to couple to one or more host systems over associated host Peripheral Component Interconnect Express (PCIe) interfaces, and PCIe switch circuitry configured to receive storage operations over the host connector that are issued by the one or more host systems. The PCIe switch circuitry is configured to monitor when ones of the storage operations correspond to an address range and responsively indicate the ones of the storage operations to a control module. The control module is configured to selectively direct delivery of the ones of the storage operations to corresponding storage areas among one or more storage devices based at least on addressing information monitored for the ones of the storage operations in the PCIe switch circuitry.

Abstract: Systems, methods, apparatuses, and architectures for storage interposers are provided herein. In one example, an apparatus includes a host connector configured to couple to one or more host systems over associated host Peripheral Component Interconnect Express (PCIe) interfaces, and PCIe switch circuitry configured to receive storage operations over the host connector that are issued by the one or more host systems. The PCIe switch circuitry is configured to monitor when ones of the storage operations correspond to an address range and responsively indicate the ones of the storage operations to a control module. The control module is configured to selectively direct delivery of the ones of the storage operations to corresponding storage areas among one or more storage devices based at least on addressing information monitored for the ones of the storage operations in the PCIe switch circuitry.

Abstract: Systems, methods, apparatuses, and architectures for storage interposers are provided herein. In one example, a storage interposer module includes Peripheral Component Interconnect Express (PCIe) switch circuitry receives storage operations over a host connector that are issued by one or more host systems and transfers the storage operations for storage by one or more storage devices over drive PCIe interfaces. The storage interposer module also includes a control module configured to monitor the storage operations in the PCIe switch circuitry via a control interface coupled between the PCIe switch circuitry and the interposer control module, and selectively direct delivery of each of the storage operations to corresponding storage areas among the one or more storage devices based at least on information monitored about the storage operations in the PCIe switch circuitry.

Abstract: Systems, methods, apparatuses, and architectures for storage interposers are provided herein. In one example, a storage interposer module includes Peripheral Component Interconnect Express (PCIe) switch circuitry receives storage operations over a host connector that are issued by one or more host systems and transfers the storage operations for storage by one or more storage devices over drive PCIe interfaces. The storage interposer module also includes a control module configured to monitor the storage operations in the PCIe switch circuitry via a control interface coupled between the PCIe switch circuitry and the interposer control module, and selectively direct delivery of each of the storage operations to corresponding storage areas among the one or more storage devices based at least on information monitored about the storage operations in the PCIe switch circuitry.