Abstract: A training framework includes a transparent and unbiased dataset generation pipeline to generate unbiased multi-modal training data for training a multi-modal LLM. Specifically, one or more images may be annotated using image recognition models, e.g., for object detection, attributes, relations, segmentation, etc. Then, the generated annotations are used to generate scene graph. A scene graph is a data structure that represents objects with attributes in an image as nodes and relationships between objects in an image as edges. Several computer programs are then used to systematically generate question-answer pairs. Because the computer programs include a set of known rules, how the data is generated is known explicitly and thus transparent. The question-answer pairs may be of several types, e.g., a type associated with each of the types of image recognition models. The question-answer pairs may be included in a training dataset and used to train a multimodal LLM.

Abstract: An electric energy storage device which includes four energy units with a substantially same voltage value is provided. Each energy unit is provided with a positive electrode and a negative electrode. The electric energy storage device comprises a socket with eight independently arranged electrode terminals that are connected with the four energy units. The disclosure also provides an electric tool system using the electric energy storage device. The electric tool is provided with plugs that may be connected with the four energy units in different states, allowing the electric energy storage device to output multiple voltages.

Abstract: Various disclosed embodiments are directed to controllable text generation that is optimized for natural language fluency and particular conditions, such as specific metrics. In other words, various embodiments generate text that is both fluent and predicted to meet particular metric scores. For example, various embodiments generate text that is not only concise and human-readable, but also is associated with particular user engagement metric scores, such as a high click rate or the like.

Abstract: Embodiments described herein provide a method of performing a vision-language task by a neural network multimodal model in response to multiple input images, the method comprising: receiving, via a data interface, a text input and an image input; generating text tokens based on the text input; generating a plurality of image patches, wherein each image patch of the plurality of image patches includes a portion of the image input at substantially a same resolution as the image input; generating a downsized image based on a downsizing of the image input; generating vision tokens based on the plurality of image patches and the downsized image; generating, via a neural network based language model, an output based on the text tokens and the vision tokens; and updating parameters of the neural network based language model based on a loss objective based on the output.

Abstract: An electric energy storage device which includes four energy units with a substantially same voltage value is provided. Each energy unit is provided with a positive electrode and a negative electrode. The electric energy storage device comprises a socket with eight independently arranged electrode terminals that are connected with the four energy units. The disclosure also provides an electric tool system using the electric energy storage device. The electric tool is provided with plugs that may be connected with the four energy units in different states, allowing the electric energy storage device to output multiple voltages.

Abstract: An electric energy storage device comprises four energy units with a same rated voltage and a socket. The four energy units are divided into two energy modules, each energy module is provided with two energy units, and each energy module is provided with a positive electrode and a negative electrode. The socket including four voltage output terminals respectively connected to the positive and negative electrodes of the two energy modules, and the socket is also provided with two control parts which respectively control the two energy units in the two corresponding energy modules to switch between parallel state and series state.

Abstract: The disclosure provides an electric vehicle. The electric vehicle includes: a vehicle body provided with a power input port and a power supply device. The power supply device includes a charger and a detachable battery pack. The charger includes a power interface for obtaining external power, a charging portion provided with a docking interface, an output part, and a control unit. The output part includes a first power output interface connected with the power input port to supply power to the electric vehicle. When the power interface is connected with the external power, the control unit controls the charging portion to charge the battery pack.

Abstract: A battery carrier apparatus includes a carrier housing, a plurality of compartments, at least one wheel, a control circuit and a status monitoring circuit. The carrier housing is configured to hold multiple battery modules. The plurality of compartments are disposed within the carrier housing. Each compartment is configured for detachably installing a respective battery module. The compartments provide secure housing for the battery modules. At least one wheel is disposed on the carrier housing. The wheel facilitates movement of the carrier housing allowing for transportation of the carrier housing. The control circuit is responsible for managing an operation of the battery modules installed in the compartments. The status monitoring circuit is coupled to the control circuit. The status monitoring circuit detects a status of the installed battery modules and communicates the status to the control circuit for determining a control behavior to manage the battery modules accordingly.

Abstract: An electric energy storage device comprises four energy units with a same rated voltage and a socket. The four energy units are divided into two energy modules each comprising with two energy units. Each energy module is provided with a positive electrode and a negative electrode. The socket includes four voltage output terminals connected to the positive and negative electrodes of the two energy modules and is provided with two control parts, which respectively control the two energy units in the two corresponding energy modules to switch between parallel state and series state. An electric tool system is also provided, comprising a plug that is connected to the socket, and different plugs can connect the four energy units in different connection states. The electric energy storage device with multiple output voltages can be matched with various electric tools with different rated voltages, and reduces the cost.

Abstract: An appliance apparatus includes a mounting base and a limiting component. The mounting base includes a first mounting slot for detachably mounting a first external device and a second mounting slot for detachably mounting a second external device. The limiting component applies an inward force from an inner side of the first mounting slot to clamp the first external device mounted in the first mounting slot to prevent easy detachment. The first external device charges the second external device when the first external device and the second external device are respectively mounted on the first mounting slot and the second mounting slot.

Abstract: The disclosure provides an electric vehicle. The electric vehicle includes: a vehicle body provided with a power input port and a power supply device. The power supply device includes a charger and a detachable battery pack. The charger includes a power interface for obtaining external power, a charging portion provided with a docking interface, an output part, and a control unit. The output part includes a first power output interface connected with the power input port to supply power to the electric vehicle. When the power interface is connected with the external power, the control unit controls the charging portion to charge the battery pack.

Abstract: An electric energy storage device, comprising N energy units with a same rated voltage and provided with a socket, wherein the N energy units are equally divided into M energy modules. Each energy module comprises K energy units, wherein M?2 and K?2, and can be switched between parallel and series connection states. The disclosure also provides an electric tool system, wherein the electric tools with different rated voltages have different plugs, and the electric energy storage device outputs different voltages after connecting with the socket. The electric energy storage device with multiple output voltages can be suitable for electric energy storage devices with different rated voltages, and reduces the cost.

Abstract: A system includes a housing, a terminal part, an input end, an output end and a switching device. The terminal part is arranged on the housing and is matched with a battery pack. The input end is electrically connected with the terminal part. The output end is configured to output energy to an outside. The switching device includes a first switching structure and a second switching structure arranged in the housing and electrically connected with the output end. The first/second switching structure may be switched between a first state and a second state to output a first voltage or a second voltage.

Abstract: A charging device includes a housing, a plurality of charging grooves, a handle, a first wheel and a supporting assembly. Wherein, the plurality of the charging grooves is arranged side by side inside the housing for accommodating an inserted battery pack. The handle is for a user to hold and is movably connected with the housing. The first wheel may be rotatably arranged at a bottom of the housing. The supporting assembly is arranged at the bottom of the housing. When the charging device is pulled, the handle is held, and the charging device is inclined and slides relative to a ground by the first wheel. When the charging device is placed horizontally, the first wheel and the supporting assembly are in contact with the ground.

Abstract: An electric energy storage device, comprising N energy units with a same rated voltage and provided with a socket, wherein the N energy units are equally divided into M energy modules. Each energy module comprises K energy units, wherein M?2 and K?2, and can be switched between parallel and series connection states. The disclosure also provides an electric tool system, wherein the electric tools with different rated voltages have different plugs, and the electric energy storage device outputs different voltages after connecting with the socket. The electric energy storage device with multiple output voltages can be suitable for electric energy storage devices with different rated voltages, and reduces the cost.

Abstract: Disclosed are a cis-platinum cross-linked protein hydrogel and a preparation method thereof. Main components of the cis-platinum cross-linked protein hydrogel comprise the following ingredients in percentage by mass: 0.5% to 5.0% drug, 6.0% to 50.0% serum albumin and 47.0% to 93.0% solvent medium; a carboxyl group on a surface of the serum albumin and the drug form a coordinate bond; and the drug is cis-platinum. A hydrogel preparation is simple in structure and easy to prepare, and the used cis-platinum has dual effects: a cross-linking agent for promoting the formation of protein hydrogels and an antitumor drug for exerting a tumor inhibition curative effect. The strategy simplifies the carrier design and reduces potential toxic side effects. The protein carboxyl limits the release of cis-platinum through a coordination effect so that reduce the burst release of the loaded drugs drastically.

Abstract: A multi-slot charger can be placed in a vertical, horizontal, or wall-mounted manner. The charger includes a housing and a handle assembly. The handle assembly includes auxiliary handles on two sides of the housing and a lifting handle provided on the top of the housing. The auxiliary handles support the multi-slot charger when the multi-slot charger is placed vertically and/or horizontally. When the multi-slot charger is wall-mounted, a plurality of locking slots is provided on the housing such that the housing can be directly connected to a vertical surface through the plurality of locking slots, or a wall-mounting bracket is installed on the housing such that the housing charger can be fastened to the vertical surface through the wall-mounting bracket.

Abstract: A charger and a charging system are provided, where the charger includes: a charger body, and an auxiliary support assembly, mounted on the charger body, where the auxiliary support assembly is configured such that when the charger body is plugged into a socket, the auxiliary support assembly is capable of generating a mutual acting force with the socket or an interface on which the socket is located, and the acting force generated by the socket or the interface on the auxiliary support assembly is capable of counteracting or weakening torque generated by the charger body due to gravity of the charger body or an external force. The auxiliary support assembly is disposed on the charger body, so that the mutual acting force generated between the auxiliary support assembly and the socket or the interface on which the socket is located can be used to fasten the charger.

Abstract: A power tool system and a battery pack. The battery pack includes a housing provided with a socket, and two battery cell groups received in the housing. Each battery cell group has a positive electrode and a negative electrode. The socket has four conductive terminals respectively and electrically connected to the electrodes of two battery cell groups. Two battery cell groups can be switched between isolated state and series connected state to output two different voltages through two conductive terminals with different polarities being disconnected or connected to each other, and the two conductive terminals with different polarities are respectively connected to two battery cell groups.

Abstract: The disclosure provides a battery pack, a battery thermal management system and a battery thermal management control method. The battery pack includes: a housing, a bracket and a battery cell. The housing is provided with an accommodation space. The bracket is arranged in the accommodation space, which forms at least one accommodation cavity with the accommodation space. The battery cell is arranged in the accommodation cavity, and at least one heat dissipation passage is opened in the accommodation cavity. At least one fan is arranged on one side of the heat dissipation passage to suck or blow air to the heat dissipation passage. Compared with the prior art, the battery pack of the disclosure has an active heat dissipation function while satisfying waterproofing.