nvidia cuda gpu on mac m1 monterey

I m doing deep learning project and I got this error :

Invalid argument: No OpKernel was registered to support Op 'CudnnRNNV3' used by {{node cond_40/then/_0/cond/CudnnRNNV3}} with these attrs: [dropout=0, seed=0, input_mode="linear_input", T=DT_FLOAT, direction="unidirectional", rnn_mode="lstm", is_training=true, seed2=0, num_proj=0, time_major=false]
Registered devices: [CPU, GPU]
Registered kernels:
  <no registered kernels>

can this be solved by installing CUDA gpu in Mac or there is any other solution ?

kindly help me out of this .