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ChuBlog/chusql-engine/src/ChuSQL/Algebra/Optimize.hs
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module ChuSQL.Algebra.Optimize where
import ChuSQL.Algebra.Op (RelOp (..))
import ChuSQL.Model
import ChuSQL.SQLSyntax.AST (Expr (..))
import ChuSQL.SQLSyntax.Expr (evalExpr)
-- * 谓词下推
-- | 收集表达式里用到的列名;谓词下推判断条件归属、常量折叠判断能否求值,都要用它
colsInExpr :: Expr -> [String]
colsInExpr (Col c) = [c]
colsInExpr (Gt a b) = colsInExpr a ++ colsInExpr b
colsInExpr (Lt a b) = colsInExpr a ++ colsInExpr b
colsInExpr (Eq a b) = colsInExpr a ++ colsInExpr b
colsInExpr (And a b) = colsInExpr a ++ colsInExpr b
colsInExpr (Or a b) = colsInExpr a ++ colsInExpr b
colsInExpr _ = []
-- | 一个算子会产出哪些列;返回 ["*"] 表示"全部列,不用挑"
relOpCols :: Database -> RelOp -> [String]
relOpCols db (Filter _ x) = relOpCols db x
relOpCols db (Sort _ x) = relOpCols db x
relOpCols db (Limit _ x) = relOpCols db x
relOpCols _ (Project ["*"] _) = ["*"]
relOpCols _ (Project cols _) = cols
relOpCols db (Join l r _) = relOpCols db l ++ relOpCols db r
relOpCols db (Scan mAlias tbl) =
case lookup tbl db of
Nothing -> []
Just t -> map (prefix ++) (tableCols t)
where
prefix = maybe "" (++ ".") mAlias
-- | need 里的列是不是都能在 have 里找到;have 为 ["*"] 时一律为真
isSubsetOf :: [String] -> [String] -> Bool
isSubsetOf _ ["*"] = True
isSubsetOf need have = all (`elem` have) need
-- | 把一个用 AND 串起来的条件拆成清单:a AND b AND c 变成 [a, b, c]
splitConj :: Expr -> [Expr]
splitConj (And a b) = splitConj a ++ splitConj b
splitConj e = [e]
-- | 反过来:把条件清单用 AND 重新串成一个;空清单表示"没有条件",返回 Nothing
combineConj :: [Expr] -> Maybe Expr
combineConj [] = Nothing
combineConj (e : es) = Just (foldl And e es)
-- | 把条件按"只用到哪一边的列"分成两堆:能下推过去的 / 必须留在原地的
partitionPred :: [String] -> [Expr] -> ([Expr], [Expr])
partitionPred have = foldr pick ([], [])
where
pick e (yes, no)
| colsInExpr e `isSubsetOf` have = (e : yes, no)
| otherwise = (yes, e : no)
-- | 把一组条件依次套到算子上,一个条件一层 Filter
applyFilters :: [Expr] -> RelOp -> RelOp
applyFilters [] op = op
applyFilters (e : es) op = applyFilters es (Filter e op)
-- | Filter 压在 Join 上时的下推规则:条件按列归属拆到左右两侧,跨两边的才留在 Join 上方
pushJoin :: Database -> Expr -> RelOp -> RelOp -> Expr -> RelOp
pushJoin db p l r c =
let preds = splitConj p
lCols = relOpCols db l
rCols = relOpCols db r
(lPs, rest1) = partitionPred lCols preds
(rPs, bothPs) = partitionPred rCols rest1
l' = applyFilters lPs l
r' = applyFilters rPs r
joined = Join l' r' c
in case combineConj bothPs of
Nothing -> joined
Just p' -> Filter p' joined
-- | Filter 压在 Filter / Sort 上时的下推规则:合并上下两层 Filter,或把 Filter 挪到 Sort 下面
pushOne :: Database -> RelOp -> RelOp
pushOne _ (Filter p (Filter q x)) = Filter (And p q) x
pushOne _ (Filter p (Sort spec x)) = Sort spec (Filter p x)
pushOne _ op = op
-- * 投影下推
-- | 工具函数
needsAll :: [String] -> Bool
needsAll = elem "*"
pushProject :: Database -> [String] -> RelOp -> RelOp
pushProject db _ (Project cols x) = case pushProject db cols x of
Project cols' y | cols' == cols -> Project cols y
other -> Project cols other
pushProject db need (Filter p x) = Filter p (pushProject db (need ++ colsInExpr p) x)
pushProject db need (Sort spec x) = Sort spec (pushProject db (need ++ map fst spec) x)
pushProject db need (Limit n x) = Limit n (pushProject db need x)
pushProject db need (Join l r c)
| needsAll need = Join (pushProject db need l) (pushProject db need r) c
| otherwise =
let tot = need ++ colsInExpr c
lCols = relOpCols db l
rCols = relOpCols db r
lNeed = if needsAll lCols then ["*"] else [x | x <- tot, x `elem` lCols]
rNeed = if needsAll rCols then ["*"] else [x | x <- tot, x `elem` rCols]
in Join (pushProject db lNeed l) (pushProject db rNeed r) c
pushProject db need scan@(Scan _ _)
| needsAll need = scan
| all (`elem` need) (relOpCols db scan) = scan
| otherwise = Project need scan
-- * 常量折叠
-- | 折一个表达式:不含列就直接求值替换成字面量,含列或求值失败则原样返回
foldNode :: Expr -> Expr
foldNode e
| null (colsInExpr e) = case evalExpr e [] of
Right (VInt n) -> LitInt n
Right (VStr s) -> LitStr s
Right (VBool b) -> LitBool b
Left _ -> e
| otherwise = e
-- | 自底向上折叠整个表达式:先把子表达式折干净,再折自己
foldConstants :: Expr -> Expr
foldConstants (Gt a b) = foldNode (Gt (foldConstants a) (foldConstants b))
foldConstants (Lt a b) = foldNode (Lt (foldConstants a) (foldConstants b))
foldConstants (Eq a b) = foldNode (Eq (foldConstants a) (foldConstants b))
foldConstants (And a b) = foldNode (And (foldConstants a) (foldConstants b))
foldConstants (Or a b) = foldNode (Or (foldConstants a) (foldConstants b))
foldConstants e = e
-- * 执行优化
-- | 单节点重写:把 Filter 分派给上面几条规则,另外负责恒真条件删除与恒等投影消除
rewriteNode :: Database -> RelOp -> RelOp
rewriteNode db (Filter p (Join l r c)) = pushJoin db p l r c
rewriteNode db (Filter p x) = case foldConstants p of
LitBool True -> x
p' -> pushOne db (Filter p' x)
rewriteNode _ (Project ["*"] x) = x
rewriteNode db op = pushOne db op
-- | 自底向上遍历整棵算子树,每个节点套一次 rewriteNode
optimizeRelOp :: Database -> RelOp -> RelOp
optimizeRelOp db = rewriteNode db . descend
where
descend (Filter p x) = Filter p (optimizeRelOp db x)
descend (Project cols x) = Project cols (optimizeRelOp db x)
descend (Sort spec x) = Sort spec (optimizeRelOp db x)
descend (Limit n x) = Limit n (optimizeRelOp db x)
descend (Join l r c) = Join (optimizeRelOp db l) (optimizeRelOp db r) c
descend x = x
-- | 谓词下推 + 常量折叠:反复应用规则,直到算子树的形状不再变化(到不动点为止)
optimizePredicates :: Database -> RelOp -> RelOp
optimizePredicates db op =
let op' = optimizeRelOp db op
in if op' == op then op else optimizePredicates db op'
-- | 优化器总入口:先把谓词下推与常量折叠跑到不动点,再做一次投影下推
optimize :: Database -> RelOp -> RelOp
optimize db op = pushProject db ["*"] (optimizePredicates db op)