Abstract: Disclosed are systems, apparatuses, methods, and computer-readable media to train a neural network model implemented into a perception stack in an autonomous vehicle (AV) for detecting objects. A method includes receiving a 3D light and detection ranging (LIDAR) data to train a neural network model having residual connections for detecting objects in LIDAR data; converting each frame of the LIDAR data into a voxelized frame to yield a training dataset of voxelized frames; and training the neural network model based on the training dataset of voxelized frames and a feedback control to control input from the training dataset of voxelized frames into the neural network model.

Abstract: The optical machine module includes a light emitting module and a modulation module. The light emitting module includes a light source configured to emit linearly polarized light. The modulation module includes a modulation component. The modulation component includes a light-combining prism and a liquid crystal on silicon (LCOS) modulator. The light-combining prism includes four rectangular prisms. The light-combining prism has four sides and four intersection planes formed by the four rectangular prisms. The LCOS modulator includes a first LCOS modulator, a second LCOS modulator, and a third LCOS modulator. The first LCOS modulator, the second LCOS modulator, and the third LCOS modulator are respectively disposed on light emitting sides of three different sides. At least two of the four intersection planes are configured to split light. At least two of the four intersection planes are configured to combine light.

Abstract: The present application discloses a hair curling method and a hair curler. The hair curling method includes: obtaining an operation instruction; executing the operation instruction to curl hair, where the operation instruction is used to control the hair curling member to rotate in a designated direction; determining whether the hair is tangled or not in a process of executing the operation instruction; controlling the hair curling member to stop when the hair is tangled, and controlling the hair curling member to rotate in a direction opposite to the designated direction. A hair curling method and a hair curler are provided according to the present application, when the hair is tangled in a process of using the automatic hair curling iron to curl hair, the hair curling member is timely controlled to stop and rotate reversely.

Abstract: A punch pin assembly includes a punch rod, a punch pin and a punch pin connection rod connected therebetween. A heat-conducting medium conveying loop is arranged in the punch rod and the punch pin connection rod. The heat-conducting medium conveying loop communicates with the outside of the punch rod separately through a first medium port and a second medium port which are formed in the punch rod.

Abstract: According to examples, an apparatus may include a processor that may identify sensitive information in a recording of an automated test script that is replayed to automatically test a graphical user interface (GUI) of an application under test (AUT). The apparatus may identify the sensitive information during the recording such that sensitive information is identified as the automated test is recorded or afterward based on an analysis of the recording. as based on user input that identifies the sensitive information (or areas containing the sensitive information), automated text analysis, or automated image analysis such as machine-learning based object detection. Once sensitive information (or area) is identified, the apparatus may generate and apply a mosaic to obscure the sensitive information (or area).

Abstract: An approach for distributed tracing is provided. The approach for distributed tracing comprises receiving a user request for a transaction by one or more processing units, and extracting feature data from the received user request by one or more processing units. Further, if the extracted feature data matches at least one policy generated based on at least one error response received from at least one service is determined by one or more processing units and the at least one service is instructed to collect tracing data for the transaction in a head-based fashion responsive to the extracted feature data matching at least one policy by one or more processing units.

Abstract: Embodiments of the present disclosure relate to policy-based request tracing in a distributed environment. In an embodiment, a computer-implemented method is disclosed. According to the method, a first set of requests and a second set of requests are determined in a plurality of received requests based on a policy. A first subset of requests is selected from the first set of requests based on a first sampling rate, and a second subset of requests is selected from the second set of requests based on a second sampling rate that is less than the first sampling rate. Executions of the first subset of requests and the second subset of requests on components of a distributed system are then traced. In other embodiments, a system and a computer program product are disclosed.

Abstract: Embodiments of the present invention disclose a method, a computer system, and computer program products. A search request is received. One of one or more search granularity classes based on the subject matter of the search request is assigned. A data synchronization stream of data records to generate a search index based on the one or more search granularity classes is indexed. Responsive to indexing a predefined number of data records associated with the assigned search granularity class, a search based on the received search request is performed.

Abstract: A punch pin assembly includes a punch rod, a punch pin and a punch pin connection rod connected therebetween. A heat-conducting medium conveying loop is arranged in the punch rod and the punch pin connection rod. The heat-conducting medium conveying loop communicates with the outside of the punch rod separately through a first medium port and a second medium port which are formed in the punch rod.

Abstract: The present disclosure relates to a technical filed of mounting a tile, and discloses a tile fixing device and a method for disassembling the tile fixed by the same. The tile fixing device includes: a slider, at least a portion of the slider being disposed below the tile; a connector, at least a portion of the connector being disposed above the tile and the connector being coupled to the slider so as to hold the tile between the at least a portion of the connector and the at least a portion of the slider; and a fixing beam configured to be fixed on the building, and the slider being hung on the fixing beam so as to fix the tile on the building.

Abstract: Embodiments of the present invention disclose a method, a computer system, and computer program products. A search request is received. One of one or more search granularity classes based on the subject matter of the search request is assigned. A data synchronization stream of data records to generate a search index based on the one or more search granularity classes is indexed. Responsive to indexing a predefined number of data records associated with the assigned search granularity class, a search based on the received search request is performed.