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* [feat] add KVAE-Audio autoencoder * [fix] non-contiguous tensor into in_proj in AutoencoderKLKVAEAudio * [chore] sync KVAE-Audio with upstream test and annotation changes * [refactor] dedicated attention class and processor for AutoencoderKLKVAEAudio * [refactor] remove the runtime sample_rate argument from AutoencoderKLKVAEAudio * [refactor] always apply attention in AutoencoderKLKVAEAudio, drop use_attn * [refactor] drop the derived latent_dim default from AutoencoderKLKVAEAudio * [docs] fix encoder_rates docstring in AutoencoderKLKVAEAudio * [refactor] rename Snake1d to KVAEAudioSnake1d in AutoencoderKLKVAEAudio * [tests] skip layerwise casting training for AutoencoderKLKVAEAudio