Issue 387 resolved #395
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To solve the problem of the head dimension exceeding the shared memory limit, we need to add a check after the line where
d_inneris calculated. Ifd_innerexceeds a safe maximum value, we should set it to that maximum value.To solve the problem of the head dimension exceeding the hardware limits, we need to add a check in the
__init__methods of bothMixerModelandMambaLMHeadModelclasses. This check will ensure that the head dimension (d_model) does not exceed a certain limit. If it does, it will adjust it to the maximum allowable value based on the hardware.To solve the problem, we need to add a parameter to configure the head dimension (headdim) and ensure it is set appropriately. We also need to validate the head dimension to ensure it does not exceed hardware limits. Additionally, we need to adjust memory allocation and kernel function calls to use the configured head dimension and ensure memory usage is optimized.