SELECT 
  f.feature_id, 
  f.purpose, 
  p.product_id, 
  p.parent_product_id, 
  g.id, 
  g.code 
FROM 
  tmall_product_variation_group_features AS f 
  INNER JOIN tmall_product_variation_groups AS g ON f.group_id = g.id 
  INNER JOIN tmall_product_variation_group_products AS p ON f.group_id = p.group_id 
WHERE 
  p.product_id IN (
    18, 16, 4, 5, 23, 24, 1, 22, 172, 175, 173, 
    25, 161, 163, 133, 132, 125, 120, 223, 
    225
  )

Query time 0.00858

JSON explain

{
  "query_block": {
    "select_id": 1,
    "cost": 0.02190873,
    "nested_loop": [
      {
        "table": {
          "table_name": "g",
          "access_type": "system",
          "possible_keys": ["PRIMARY"],
          "rows": 1,
          "filtered": 100
        }
      },
      {
        "table": {
          "table_name": "f",
          "access_type": "ref",
          "possible_keys": ["idx_group_id"],
          "key": "idx_group_id",
          "key_length": "3",
          "used_key_parts": ["group_id"],
          "ref": ["const"],
          "loops": 1,
          "rows": 2,
          "cost": 0.00325828,
          "filtered": 100
        }
      },
      {
        "table": {
          "table_name": "p",
          "access_type": "ref",
          "possible_keys": ["PRIMARY", "idx_group_id"],
          "key": "idx_group_id",
          "key_length": "3",
          "used_key_parts": ["group_id"],
          "ref": ["const"],
          "loops": 2,
          "rows": 7,
          "cost": 0.01865045,
          "filtered": 100,
          "attached_condition": "p.product_id in (18,16,4,5,23,24,1,22,172,175,173,25,161,163,133,132,125,120,223,225)"
        }
      }
    ]
  }
}