code: def _conv_general_dilated_s(
      eqn: JaxprEqn,
      idx: int,
      invals: list[ShapedArray],
      cts_in: ShapedArray,
  ) -> Structure:
      if idx != 1:
          raise NotImplementedError(eqn, idx)
  
      lhs_spec, rhs_spec, out_spec = eqn.params["dimension_numbers"]
      batch_group_count = eqn.params["batch_group_count"]
      feature_group_count = eqn.params["feature_group_count"]
      lhs, rhs = invals
  
      if (
          rhs.shape[rhs_spec[0]] == feature_group_count
          and rhs.shape[rhs_spec[1]] == 1
      ):
          assert lhs.shape[lhs_spec[1]] == feature_group_count
          return Structure(
              in_trace=(),
              in_trace_idxs=(),
              out_trace=(),
              in_diagonal=((lhs_spec[1], rhs_spec[0]),),
              out_diagonal=(out_spec[1],),
          )
  
      elif (
          lhs.shape[lhs_spec[0]] == batch_group_count
          and rhs.shape[rhs_spec[0]] == batch_group_count
      ):
          return Structure(
              in_trace=(),
              in_trace_idxs=(),
              out_trace=(),
              in_diagonal=((lhs_spec[0], rhs_spec[0]),),
              out_diagonal=(out_spec[1],),
          )
  
      elif batch_group_count == feature_group_count == 1:
          return Structure(
              in_trace=(rhs_spec[0],),
              in_trace_idxs=(idx,),
              out_trace=(out_spec[1],),
              out_diagonal=(),
              in_diagonal=(),
          )
  
      return Structure()
  
imports: import functools
  from typing import Any, Callable, Optional, Union
  import jax
  from jax import lax
  from jax.core import AbstractValue
  from jax.core import Jaxpr
  from jax.core import JaxprEqn
  from jax.core import Literal
  from jax.core import Primitive
  from jax.core import ShapedArray
  from jax.core import Var
  from jax.interpreters import ad
  import jax.numpy
  import numpy
  from .None import utils
  from .dataclasses import dataclass
  from .dataclasses import field
label_desc: Use image node_id 7 for calling a global function with example usage: _conv_general_dilated_s(eqn, idx, invals, cts_in) and returns: Structure, Structure, Structure, Structure