original_docstring: 
          Removes spatial relationship between adjacent capsules while keeping the part-whole relationships between the capsules in the previous
          layer and the following layer before/after flatten_caps process.
          
docstring: Removes spatial relationship between adjacent capsules while keeping the part-whole relationships between the capsules in the previous
  layer and the following layer before/after flatten_caps process.
docstring_tokens: Removes spatial relationship between adjacent capsules while keeping the part - whole relationships between the capsules in the previous layer and the following layer before / after flatten_caps process .
code: def flatten_caps(self, x):
          '''
          Removes spatial relationship between adjacent capsules while keeping the part-whole relationships between the capsules in the previous
          layer and the following layer before/after flatten_caps process.
          '''
          batch_size, _, dimensions, _, _ = x.size()
          x = x.permute(0, 3, 4, 1, 2).contiguous()
          return x.view(batch_size, -1, dimensions)
code_tokens: def flatten_caps ( self , x ) : batch_size , _ , dimensions , _ , _ = x . size ( ) x = x . permute ( 0 , 3 , 4 , 1 , 2 ) . contiguous ( ) return x . view ( batch_size , - 1 , dimensions )
short_docstring: Removes spatial relationship between adjacent capsules while keeping the part-whole relationships between the capsules in the previous
  layer and the following layer before/after flatten_caps process.
short_docstring_tokens: Removes spatial relationship between adjacent capsules while keeping the part - whole relationships between the capsules in the previous layer and the following layer before / after flatten_caps process .
comment: '''
          Removes spatial relationship between adjacent capsules while keeping the part-whole relationships between the capsules in the previous
          layer and the following layer before/after flatten_caps process.
          '''