Hardware Environment-Based Data Operation Method, Apparatus and Device, and Storage Medium

A hardware environment-based data operation device, comprising:

• at least one processor;
• a memory, configured to store a computer program, wherein when executed by the at least one processor, the computer program causes the at least one processor to:
• determining data to be operated and target hardware, wherein the target hardware is a hardware resource that needs to perform convolution computation on the data to be operated currently;
• determining the maximum number of channels in which the target hardware executes parallel computation, and determining a data layout corresponding to the maximum number of channels to be an optimal data layout;
• and
• converting the data layout of the data to be operated into the optimal data layout, and performing the convolution computation on the data to be operated by using the target hardware after the conversion is completed.

A non-transitory computer-readable storage medium, storing a computer program, wherein when executed by at least one processor, the computer program causes the at least one processor to:

• determining data to be operated and target hardware, wherein the target hardware is a hardware resource that needs to perform convolution computation on the data to be operated currently;
• determining the maximum number of channels in which the target hardware executes parallel computation, and determining a data layout corresponding to the maximum number of channels to be an optimal data layout;
• and
• converting the data layout of the data to be operated into the optimal data layout, and performing the convolution computation on the data to be operated by using the target hardware after the conversion is completed.