input data has more channels than what the model was initially designed for.   time_embedding_type (str, optional, defaults to "fourier") — Type of time embedding to use.   freq_shift (float, optional, defaults to 0.0) — Frequency shift for Fourier time embedding.   flip_sin_to_cos (bool, optional, defaults to False) —