No, fruits themselves do not have genders.
Fruits are the product of the sexual reproduction of flowering plants. The flowers themselves possess male and female reproductive parts (stamens and pistils, respectively). The process of pollination and fertilization leads to fruit development. However, the resulting fruit itself does not possess a male or female sex. Think of it like this: the act of creating the fruit involves sexual reproduction in the plant, but the fruit itself is the result—not a participant with a gender.
Therefore, searching for "male" and "female" fruits is unnecessary. You won't find any biological basis for such a distinction.
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Example: An apple develops from the flower of an apple tree. The flower had male and female parts, but the apple itself is neither male nor female.
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Clarification: The reference states, "Fruit, whether an eggplant, apple or orange is the product of the sex of the flowers, but they themselves do not have a sex." This clearly indicates that while the plant's reproductive process is involved, the fruit does not possess a gender.