Dynamic parameter server for autonomous driving vehicles

    公开(公告)号:US12130142B2

    公开(公告)日:2024-10-29

    申请号:US16875739

    申请日:2020-05-15

    申请人: Baidu USA LLC

    发明人: Fan Zhu

    IPC分类号: G01C21/30 G05D1/00

    摘要: According to one embodiment, a dynamic parameter server is provided in an ADV to update parameters of an autonomous driving system (ADS) of the ADV in real time without requiring the reboot of the ADS. The dynamic parameter server can obtain new parameters from a configuration file created by users based on their experiences and expectations. Each new parameter is mapped to certain physical conditions. When the ADV encounters the physical conditions mapped to a particular parameter, the dynamic parameter server can broadcast the new parameters to the ADS, which can use the new parameters to control the ADV. The physical conditions can be used as selection factors for the dynamic parameter to determine which ADS parameter to update.

    Open space planner profiling tool for autonomous vehicle

    公开(公告)号:US12097887B2

    公开(公告)日:2024-09-24

    申请号:US17398359

    申请日:2021-08-10

    申请人: Baidu USA LLC

    IPC分类号: B60W60/00 B60W50/04 B60W50/00

    摘要: According to various embodiments, systems, methods, and media for evaluating an open space planner in an autonomous vehicle are disclosed. In one embodiment, an exemplary method includes receiving, at a profiling application, a record file recorded by the ADV while driving in an open space using the open space planner, and a configuration file specifying parameters of the ADV; extracting planning messages and prediction messages from the record file, each extracted message being associated with the open space planner. The method further includes generating features from the planning message and the prediction messages in view of the specified parameters of the ADV; and calculating statistical metrics from the features. The statistical metrics are then provided to an automatic tuning framework for tuning the open space planner.

    Server and cooling system for enhanced immersion cooling

    公开(公告)号:US12089366B2

    公开(公告)日:2024-09-10

    申请号:US17826730

    申请日:2022-05-27

    申请人: Baidu USA LLC

    发明人: Tianyi Gao

    IPC分类号: H05K7/20

    摘要: Embodiments are disclosed of an immersion cooling device. The immersion cooling device includes a flow module adapted to be coupled to a heat-generating electronic component and immersed in an immersion cooling fluid. The flow module includes a housing with a channel therein, an inlet mounted the housing and fluidly coupled to the channel, the inlet being adapted to be submerged in the immersion cooling fluid, a pump positioned in the channel to accelerate the flow of immersion cooling fluid entering the channel through the inlet, and a fluid distribution interface mounted on the housing and fluidly coupled to the channel.

    Cursor-based adaptive quantization for deep neural networks

    公开(公告)号:US12039427B2

    公开(公告)日:2024-07-16

    申请号:US16966834

    申请日:2019-09-24

    IPC分类号: G06N3/04 G06N3/08

    CPC分类号: G06N3/04 G06N3/08

    摘要: Deep neural networks (DNN) model quantization may be used to reduce storage and computation burdens by decreasing the bit width. Presented herein are novel cursor-based adaptive quantization embodiments. In embodiments, a multiple bits quantization mechanism is formulated as a differentiable architecture search (DAS) process with a continuous cursor that represents a possible quantization bit. In embodiments, the cursor-based DAS adaptively searches for a quantization bit for each layer. The DAS process may be accelerated via an alternative approximate optimization process, which is designed for mixed quantization scheme of a DNN model. In embodiments, a new loss function is used in the search process to simultaneously optimize accuracy and parameter size of the model. In a quantization step, the closest two integers to the cursor may be adopted as the bits to quantize the DNN together to reduce the quantization noise and avoid the local convergence problem.

    Cooling distribution unit for electronic racks

    公开(公告)号:US11980007B2

    公开(公告)日:2024-05-07

    申请号:US17557494

    申请日:2021-12-21

    申请人: Baidu USA LLC

    发明人: Tianyi Gao

    IPC分类号: H05K7/20

    CPC分类号: H05K7/20272 H05K7/20781

    摘要: A connector assembly may include a distribution frame having an adjusting channel; and one or more distribution modules disposed and slidably moveable along the adjusting channel. Each of the one or more distribution modules may include an inlet connector to receive cooling liquid from a cooling liquid loop, a fluid blind mate connector to-connect the cooling liquid loop to one or more cold plates of a server chassis, and a guiding element having a guiding structure and configured to house the fluid blind mate connector. When the guiding element contacts with the server chassis, the guiding element causes the corresponding distribution module to move slightly to align the fluid blind mate connector with a server connector of the server chassis, such that the fluid blind mate connector connects with the server connector to distribute the cooling liquid to the server chassis.

    Two phase immersion system with local fluid accelerations

    公开(公告)号:US11968803B2

    公开(公告)日:2024-04-23

    申请号:US17559741

    申请日:2021-12-22

    申请人: Baidu USA LLC

    发明人: Tianyi Gao

    IPC分类号: H05K7/20

    摘要: A cooling plate includes an inlet port to receive two-phase fluid, a base plate to be attached to server electronics for cooling, a number of heat spreading structures disposed and spaced apart on the base plate to extend a heat exchange area from the base plate, and a number of fluid channels disposed on the base plate, where each of the fluid channels is situated between a pair of adjacent heat spreading structures. Each of the fluid channels include a channel inlet to receive at least a portion of the two-phase fluid from the inlet port, a channel outlet to allow the received portion of the two-phase fluid to flow through and exit the corresponding fluid channel, and one or more intermediate outlets disposed between the channel inlet and the channel outlet to allow at least a portion of the received two-phase fluid to exit in vapor or liquid form.

    Containment solution for phase change systems

    公开(公告)号:US11963332B2

    公开(公告)日:2024-04-16

    申请号:US17468946

    申请日:2021-09-08

    申请人: Baidu USA LLC

    发明人: Tianyi Gao

    IPC分类号: H05K7/20

    摘要: Methods, systems, and devices for managing coolant in data centers are disclosed. Coolant may be used in data centers to regulate the temperatures of computing devices. The disclosed methods and system may provide for containment of vapor and condensation of the vapor into coolant. The coolant may be used as part of a two phase cooling system to cool the computing devices. The vapor may be generated when the coolant removes heat from computing devices during operation while at least partially submerged in the coolant. A mobile condenser is used for condensing the vapor within the containment.