Anhui Cambricon Information Technology Co., Ltd.

Shaoli Liu

Xishan Zhang

Lei Zhang

Xuyan Ma

Jianhua Wu

Xiangxuan Ge

Hanbo Liu

Shiyi Zhou

Yao Zhang

Hongbo Zeng

Daofu Liu

Dong Han

Xiaofu Meng

Jiaming Guo

Di Huang

The present disclosure provides a data processing method, a board card device, computer equipment, and a storage medium for data quantization. The board card provided in the present disclosure includes a storage device, an interface apparatus, a control device, and an artificial intelligence chip of a data processing device, where the artificial intelligence chip is connected to the storage device, the control device, and the interface apparatus, respectively. The storage device is configured to store data; the interface apparatus is configured to implement data transmission between the artificial intelligence chip and an external apparatus; and the control device is configured to monitor the state of the artificial intelligence chip. The data to be quantized is quantized according to corresponding quantization parameters, which reduce the storage space of data while ensuring precision, accuracy and reliability of the operation result, and improving the operation efficiency.

Data processing method, device, computer equipment and storage medium

The present disclosure provides a computing device for processing a multi-bit width value, an integrated circuit board card, a method, and a computer readable storage medium. The computing device is included in the combined processing apparatus, and the combined processing apparatus further includes a general interconnection interface, and other processing devices. The computing device interacts with the other processing device to jointly complete a computing operation specified by a user. The combined processing apparatus further includes a storage device connected to an apparatus and the other processing devices and configured to store data of the apparatus and the other processing device. The solution of the present disclosure can split the multi-bit width value so that the processing capability of the processor is not influenced by the bit width.

Computing device and method for processing multi-bit width data

The present disclosure relates to a data processing method, a data processing apparatus, and related products. The data processing apparatus includes an address determining unit and a data storage unit. The address determining unit is configured to determine a source data address and a plurality of discrete destination data addresses of data corresponding to a processing instruction when the decoded processing instruction is a discrete store instruction, where the source data address may include continuous data addresses. The data storage unit is configured to obtain a plurality of pieces of discrete data by sequentially storing data read from the source data address to the plurality of destination data addresses.

Data processing method and apparatus, and related product

The present disclosure provides a data processing method, a board card device, a computer equipment, and a storage medium for data quantization. The board card provided in the present disclosure includes a storage component, an interface device, a control component, and an artificial intelligence chip of a data processing device, where the artificial intelligence chip is connected to the storage device, the control device, and the interface apparatus, respectively. The storage component is configured to store data; the interface device is configured to implement data transmission between the artificial intelligence chip and an external equipment; and the control component is configured to monitor a state of the artificial intelligence chip. According to the data processing method, the device, the computer equipment, and the storage medium provided in the embodiments of the present disclosure, data to be quantized is quantized according to a corresponding quantization parameter, which may reduce the storage space of data while ensuring the precision, as well as ensure the accuracy and reliability of the operation result and improve the operation efficiency.

Neural network quantization data processing method, device, computer equipment and storage medium

The present disclosure provides a data processing method, a data processing device, a computer equipment, and a storage medium. The data processing device includes a board card and the board card provided in the present disclosure includes a storage component, an interface device, a control component, and an artificial intelligence chip of a data processing device. According to the data processing method, the data processing device, the computer equipment, and the storage medium provided in the embodiments of the present disclosure, data to be quantized is quantized according to a corresponding quantization parameter, which may reduce the storage space of data while ensuring the precision, as well as ensure the accuracy and reliability of the operation result and improve the operation efficiency.

The present disclosure relates to a data processing apparatus and related products. The data processing apparatus includes a decoding unit, a discrete-address determining unit, a continuous-data caching unit, a data read/write unit, and a storage unit. Through the data processing apparatus, the processing instruction may be decoded and executed. Discrete data may be transferred to a continuous data address, or continuous data may be stored to multiple discrete data addresses. As such, a vector computation of discrete data and vector data restoration after the vector computation may be implemented, which may simplify a processing process, thereby reducing data overhead.

Data processing apparatus and related product

A data processing device and related products are provided. The data processing device includes: a decoding unit, a discrete address determining unit, a continuous data caching unit, a data read/write unit, and a storage unit. Through the data processing device, the processing instruction may be decoded and executed, and the discrete data may be transferred to a continuous data address, or the continuous data may be stored to a plurality of discrete data addresses. As such, a vector computation of the discrete data and vector data restoration after the vector computation may be implemented, which may simplify a processing process, thereby reducing data overheads. In addition, according to the embodiments of the disclosure, when the discrete data is read, by caching a storage address corresponding to a read request, a read request of each piece of data may be merged to read one or more pieces of discrete data, thereby improving reading efficiency of the data.

Data processing device and related product

The present disclosure provides a data processing method, a board card device, a computer equipment, and a storage medium. The board card provided in the present disclosure includes a storage device, an interface apparatus, a control device, and an artificial intelligence chip of a data processing device, where the artificial intelligence chip is connected to the storage device, the control device, and the interface apparatus, respectively. The control device is configured to monitor a state of the artificial intelligence chip. According to the embodiments of the present disclosure, the data to be quantized is quantized according to the corresponding quantization parameter, which may reduce the storage space of data while ensuring the precision, ensure the precision and reliability of the operation result, and improve the operation efficiency.

An electronic device includes a CPU, an acceleration module, and a memory. The acceleration module is communicatively connected with the CPU, and includes chips. The chip according to an embodiment includes a data bus, and a memory, a data receiver, a computing and processing unit, and a data transmitter connected to the data bus. The data receiver receives first data and header information from outside, writes the first data to a corresponding area of the memory through the data bus, and configures a corresponding computing and processing unit and/or data transmitter according to the header information. The computing and processing unit receives first task information, performs an operation processing according to the first task information and a configuration operation on the data transmitter. The data transmitter obtains second task information and second data, and outputs third data to outside based on at least part of the second data.

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Anhui, China

Shaoli Liu