save

save

do it

include/tvm/relay/pass.h

@@ -296,6 +296,26 @@ struct StructuralHash {
   size_t operator()(const Expr& expr) const;
 };
 
+/*! \brief turn a dataflow graph into A Normal Form.
+ *
+ * It will turn an expression that is in a graph form (with sharing implicit),
+ * to an expression with explicit sharing (A Normal Form).
+ *
+ * The scope of the root expression is the global scope.
+
+ * The scope of any non root expression is the least common ancestor of all it's scope.
+ *
+ * Values are ordered by post-DFS order in each scope.
+ *
+ * \param e the expression to observably share
+ *
+ * \param mod The module used for referencing global functions, can be
+ * None.
+ *
+ * \return expression in A Normal Form
+ */
+Expr ToANF(const Expr& e, const Module& mod);
+
 }  // namespace relay
 }  // namespace tvm
 

python/tvm/relay/ir_pass.py

@@ -19,6 +19,7 @@ def post_order_visit(expr, fvisit):
     ----------
     expr : tvm.relay.Expr
         The input expression.
+
     fvisit : function
         The visitor function to be applied.
     """
@@ -35,7 +36,6 @@ def infer_type(expr, mod=None):
     mod: Optional[tvm.relay.Module]
         The global module.
 
-
     Returns
     -------
     checked_expr : tvm.relay.Expr
@@ -112,11 +112,11 @@ def check_kind(t, mod=None):
 
     Parameters
     ----------
-    t: tvm.relay.Type
+    t : tvm.relay.Type
         The type to check
 
-    mod: tvm.relay.Module, optional
-        The global module
+    mod : Optional[tvm.relay.Module]
+        The global module.
 
     Returns
     -------
@@ -480,20 +480,46 @@ def collect_device_annotation_ops(expr):
     return _ir_pass.CollectDeviceAnnotationOps(expr)
 
 
+def to_anf(expr, mod=None):
+    """
+    Turn Graph Normal Form expression into A Normal Form Expression.
+
+    The scope of the root expression is the global scope.
+
+    The scope of any non root expression is the least common ancestor of all it's scope.
+
+    Values are ordered by post-DFS order in each scope.
+
+    Parameters
+    ----------
+    expr : tvm.relay.Expr
+        The input expression.
+
+    mod: Optional[tvm.relay.Module]
+        The global module.
+
+    Returns
+    -------
+    expr: tvm.relay.Expr
+      The output expression.
+    """
+    return _ir_pass.to_anf(expr, mod)
+
+
 def gradient(expr, mod=None):
-    """.
+    """
+    Transform a function to return original result paired with gradient of input.
 
     Parameters
     ----------
     expr : tvm.relay.Expr
         The input expression, which is a Function or a GlobalVar.
 
     mod : Optional[tvm.relay.Module]
-        The global module.
 
     Returns
     -------
-    ret : tvm.relay.Expr
-        A function that calculate the original result paired with gradient.
+    expr : tvm.relay.Expr
+      The output expression.
     """
     return _ir_pass.first_order_gradient(expr, mod)

src/relay/pass/let_list.h

@@ -36,6 +36,7 @@ class LetList {
    * \return a Var that hold the inserted expr.
    */
   Var Push(Var pv, Expr expr) {
+    CHECK(!used_);
     lets_.emplace_back(std::make_pair(pv, expr));
     return pv;
   }
@@ -71,11 +72,13 @@ class LetList {
    *
    *  \return the wrapped expr.
    */
-  Expr Get(const Expr& body) const {
+  Expr Get(const Expr& body) {
+    CHECK(!used_);
     Expr ret = body;
     for (auto rit = lets_.rbegin(); rit != lets_.rend(); ++rit) {
       ret = LetNode::make(std::get<0>(*rit), std::get<1>(*rit), ret);
     }
+    used_ = true;
     return ret;
   }
 
@@ -108,6 +111,7 @@ class LetList {
 
  private:
   std::vector<std::pair<Var, Expr> > lets_;
+  bool used_ = false;
 };
 
 }  // namespace relay