causal_conv1d# causal_conv1d(x, weight, bias=None, activation='identity')# Depthwise causal 1D conv via the subq_ops CUDA kernel. Parameters: x (Tensor) – Input tensor [B, C, L]. weight (Tensor) – Depthwise weight [C, K]. bias (Tensor | None) – Optional per-channel bias [C]. activation (str) – "identity" (default) or "silu". Returns: Output tensor [B, C, L] (same shape as input). Return type: Tensor