Her relationship with Diane is full of understanding. She and Diane have an understanding relationship. She and Diane share an understanding.
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These would all work. The first two suggest more kindness and caring — the third suggests an agreement, whether spoken or unspoken.
Her relationship with Diane is full of understanding.
She and Diane have an understanding relationship.
She and Diane share an understanding.