[Autodiff] Optimize and eliminate the Jacobian tensor for te.autodiff

include/tvm/arith/analyzer.h

@@ -52,6 +52,13 @@ class Analyzer;
 
 using tir::Var;
 
+enum DivMode {
+  /*! \brief Truncated division. */
+  kTruncDiv,
+  /*! \brief Floor division. */
+  kFloorDiv
+};
+
 /*!
  * \brief Constant integer up and lower bound(inclusive).
  *  Useful for value bound analysis.

include/tvm/arith/int_solver.h

@@ -41,6 +41,11 @@ using tir::IterVar;
 using tir::Var;
 using tir::VarNode;
 
+// According to experiments two best simplifications orders were can->rw and rw->can->rw,
+// but rw->can->rw is better for a couple of cases.
+// Also we should end with rw because it factors multipliers out.
+constexpr int kSimplifyRewriteCanonicalRewrite = 3;
+
 /*!
  * \brief Represent integer grouped bounds which are classified into
  *        lower bounds (inclusive), upper bounds (inclusive) and equalities.
@@ -251,6 +256,15 @@ class IntConstraintsTransform : public ObjectRef {
   TVM_DLL IntConstraintsTransform(IntConstraints src, IntConstraints dst,
                                   Map<Var, PrimExpr> src_to_dst, Map<Var, PrimExpr> dst_to_src);
 
+  /*!
+   * \brief Chain-compose two IntConstraintsTransform together.
+   *        this->dst must be the same as other->src.
+   * @param other another IntConstraintsTransform whose src is same as this->dst.
+   * @return composed IntConstraintsTransform(this->src, other->dst)
+   *         with its variables and ranges are properly modified.
+   */
+  IntConstraintsTransform operator+(const IntConstraintsTransform& other) const;
+
   TVM_DEFINE_OBJECT_REF_METHODS(IntConstraintsTransform, ObjectRef, IntConstraintsTransformNode);
 };
 
@@ -306,6 +320,16 @@ IntConstraintsTransform SolveLinearEquations(const IntConstraints& system_to_sol
  */
 PartialSolvedInequalities SolveLinearInequalities(const IntConstraints& system_to_solve);
 
+/*!
+ * \brief Combine the information into an array of (in)equalities.
+ * \param variables The variables in \p bounds.
+ *        It is used to determine the iteration order to avoid indeterministic results.
+ * \param bounds grouped boundary of the variables.
+ * \param relations other relations.
+ */
+Array<PrimExpr> AsConditions(const Array<Var>& variables, const Map<Var, IntGroupBounds>& bounds,
+                             const Array<PrimExpr>& relations);
+
 /*!
  * \brief Solve linear inequalities and infer the range of each variable.
  * \param system_to_solve the variables to solve, their ranges, and a list of inequalities.

include/tvm/node/container.h

@@ -1427,6 +1427,22 @@ class Map : public ObjectRef {
   MapNode* GetMapNode() const { return static_cast<MapNode*>(data_.get()); }
 };
 
+/*!
+ * \brief Merge two Maps.
+ * \param lhs the first Map to merge.
+ * \param rhs the second Map to merge.
+ * @return The merged Array. Original Maps are kept unchanged.
+ */
+template <typename K, typename V,
+          typename = typename std::enable_if<std::is_base_of<ObjectRef, K>::value>::type,
+          typename = typename std::enable_if<std::is_base_of<ObjectRef, V>::value>::type>
+inline Map<K, V> Merge(Map<K, V> lhs, const Map<K, V>& rhs) {
+  for (const auto& p : rhs) {
+    lhs.Set(p.first, p.second);
+  }
+  return std::move(lhs);
+}
+
 }  // namespace tvm
 
 namespace tvm {

include/tvm/runtime/container.h

@@ -996,6 +996,21 @@ class Array : public ObjectRef {
   }
 };
 
+/*!
+ * \brief Concat two Arrays.
+ * \param lhs first Array to be concatenated.
+ * \param rhs second Array to be concatenated.
+ * \return The concatenated Array. Original Arrays are kept unchanged.
+ */
+template <typename T,
+          typename = typename std::enable_if<std::is_base_of<ObjectRef, T>::value>::type>
+inline Array<T> Concat(Array<T> lhs, const Array<T>& rhs) {
+  for (const auto& x : rhs) {
+    lhs.push_back(x);
+  }
+  return std::move(lhs);
+}
+
 // Specialize make_object<ArrayNode> to make sure it is correct.
 template <>
 inline ObjectPtr<ArrayNode> make_object() {

include/tvm/tir/analysis.h

@@ -57,13 +57,20 @@ struct ExprDeepEqual {
 };
 
 /*!
- * \brief Find undefined vars in the statment.
+ * \brief Find undefined vars in the statement.
  * \param stmt The function to be checked.
  * \param defs The vars that is defined.
  * \return Array of undefined vars.
  */
 TVM_DLL Array<Var> UndefinedVars(const Stmt& stmt, const Array<Var>& defs);
 
+/*!
+ * \brief Find undefined vars in the expression.
+ * \param expr The expression to be checked.
+ * \return Array of undefined vars.
+ */
+TVM_DLL Array<Var> UndefinedVars(const PrimExpr& expr);
+
 /*!
  * \brief Analyze the side effect
  * \param expr The expression to be checked.

src/arith/canonical_simplify.cc

@@ -59,13 +59,6 @@ class CanonicalExprNode : public PrimExprNode {
   TVM_DECLARE_BASE_OBJECT_INFO(CanonicalExprNode, PrimExprNode);
 };
 
-enum DivMode {
-  /*! \brief Truncated division. */
-  kTruncDiv,
-  /*! \brief Floor division. */
-  kFloorDiv
-};
-
 inline PrimExpr ModImpl(PrimExpr a, PrimExpr b, DivMode mode) {
   if (mode == kTruncDiv) {
     return truncmod(a, b);

src/arith/int_constraints.cc

@@ -38,6 +38,32 @@
 namespace tvm {
 namespace arith {
 
+Array<PrimExpr> AsConditions(const Array<Var>& variables, const Map<Var, IntGroupBounds>& bounds,
+                             const Array<PrimExpr>& relations) {
+  Array<PrimExpr> res;
+  // use variables to keep the order of iteration
+  // so as to get rid of any non-determinism.
+  CHECK_EQ(variables.size(), bounds.size());
+  for (const auto v : variables) {
+    CHECK(bounds.count(v));
+    const auto& bnds = bounds[v];
+    PrimExpr lhs = bnds->coef * v;
+    for (const PrimExpr& rhs : bnds->equal) {
+      res.push_back(tir::EQ(lhs, rhs));
+    }
+    for (const PrimExpr& rhs : bnds->lower) {
+      res.push_back(tir::GE(lhs, rhs));
+    }
+    for (const PrimExpr& rhs : bnds->upper) {
+      res.push_back(tir::LE(lhs, rhs));
+    }
+  }
+  for (const PrimExpr& e : relations) {
+    res.push_back(e);
+  }
+  return res;
+}
+
 IntGroupBounds::IntGroupBounds(PrimExpr coef, Array<PrimExpr> lower, Array<PrimExpr> equal,
                                Array<PrimExpr> upper) {
   CHECK(coef.dtype().is_int() || coef.dtype().is_uint())
@@ -231,6 +257,26 @@ IntConstraintsTransform::IntConstraintsTransform(IntConstraints src, IntConstrai
   data_ = std::move(node);
 }
 
+IntConstraintsTransform IntConstraintsTransform::operator+(
+    const IntConstraintsTransform& other) const {
+  CHECK(other->src.same_as(operator->()->dst));
+  Map<Var, PrimExpr> dst_to_src;
+  Map<Var, PrimExpr> src_to_dst;
+
+  Analyzer ana_first;
+  ana_first.Bind(operator->()->src->ranges);
+  for (auto p : other->dst_to_src) {
+    dst_to_src.Set(p.first, ana_first.Simplify(Substitute(p.second, operator->()->dst_to_src)));
+  }
+
+  Analyzer ana_second;
+  ana_second.Bind(other->dst->ranges);
+  for (auto p : operator->()->src_to_dst) {
+    src_to_dst.Set(p.first, ana_second.Simplify(Substitute(p.second, other->src_to_dst)));
+  }
+  return IntConstraintsTransform(operator->()->src, other->dst, src_to_dst, dst_to_src);
+}
+
 TVM_REGISTER_NODE_TYPE(IntConstraintsTransformNode);
 
 TVM_REGISTER_GLOBAL("arith.IntConstraintsTransform")

src/arith/solve_linear_inequality.cc

@@ -94,35 +94,6 @@ struct ExprLess {
   }
 };
 
-/*!
- * \brief Combine the information into an array of (in)equalities.
- */
-Array<PrimExpr> as_conditions(const Array<Var>& variables, const Map<Var, IntGroupBounds>& bounds,
-                              const Array<PrimExpr>& relations) {
-  Array<PrimExpr> res;
-  // use variables to keep the order of iteration
-  // so as to get rid of any non-determinism.
-  CHECK_EQ(variables.size(), bounds.size());
-  for (const auto v : variables) {
-    CHECK(bounds.count(v));
-    const auto& bnds = bounds[v];
-    PrimExpr lhs = bnds->coef * v;
-    for (const PrimExpr& rhs : bnds->equal) {
-      res.push_back(tir::EQ(lhs, rhs));
-    }
-    for (const PrimExpr& rhs : bnds->lower) {
-      res.push_back(tir::GE(lhs, rhs));
-    }
-    for (const PrimExpr& rhs : bnds->upper) {
-      res.push_back(tir::LE(lhs, rhs));
-    }
-  }
-  for (const PrimExpr& e : relations) {
-    res.push_back(e);
-  }
-  return res;
-}
-
 void DebugPrint(
     const std::unordered_set<PrimExpr, StructuralHash, StructuralEqual>& current_ineq_set,
     const std::unordered_set<PrimExpr, StructuralHash, StructuralEqual>& next_ineq_set,
@@ -290,7 +261,8 @@ PartialSolvedInequalities SolveLinearInequalities(const IntConstraints& system_t
 
   // Simplify each inequality into the form `expr <= 0` and add to current formulas
   for (const PrimExpr& ineq : system_to_solve->relations) {
-    AddInequality(&current_ineq_set_to_solve, NormalizeComparisons()(analyzer.Simplify(ineq, 3)),
+    AddInequality(&current_ineq_set_to_solve,
+                  NormalizeComparisons()(analyzer.Simplify(ineq, kSimplifyRewriteCanonicalRewrite)),
                   &analyzer);
   }
 
@@ -307,8 +279,9 @@ PartialSolvedInequalities SolveLinearInequalities(const IntConstraints& system_t
     // Add bounds from vranges
     if (system_to_solve->ranges.count(v)) {
       const Range& range = system_to_solve->ranges[v];
-      PrimExpr range_lbound = analyzer.Simplify(range->min, 3);
-      PrimExpr range_ubound = analyzer.Simplify(range->min + range->extent - 1, 3);
+      PrimExpr range_lbound = analyzer.Simplify(range->min, kSimplifyRewriteCanonicalRewrite);
+      PrimExpr range_ubound =
+          analyzer.Simplify(range->min + range->extent - 1, kSimplifyRewriteCanonicalRewrite);
       coef_neg.push_back({-1, range_lbound});
       coef_pos.push_back({1, -range_ubound});
     }
@@ -329,7 +302,8 @@ PartialSolvedInequalities SolveLinearInequalities(const IntConstraints& system_t
         // we need rewrite_simplify -> canonical_simplify -> rewrite_simplify
         // to help simplify things like (((y + 10) - (-1*(y - 20))) <= 0) => y - 5 <= 0
         // with steps = 2 it's (y*2) - 10 <= 0
-        new_ineq = NormalizeComparisons()(analyzer.Simplify(new_ineq, 3));
+        new_ineq =
+            NormalizeComparisons()(analyzer.Simplify(new_ineq, kSimplifyRewriteCanonicalRewrite));
         AddInequality(&next_ineq_set_to_solve, new_ineq, &analyzer);
       }
     }
@@ -354,7 +328,7 @@ PartialSolvedInequalities SolveLinearInequalities(const IntConstraints& system_t
 
     for (const auto& pos : coef_pos) {
       PrimExpr bound = make_const(v.dtype(), -coef_lcm / pos.first) * pos.second;
-      bound = analyzer.Simplify(bound, 3);
+      bound = analyzer.Simplify(bound, kSimplifyRewriteCanonicalRewrite);
       // Don't add if any of the existing bounds is better
       if (std::any_of(upper_bounds.begin(), upper_bounds.end(),
                       [&bound, &analyzer](const PrimExpr& o) {
@@ -375,7 +349,7 @@ PartialSolvedInequalities SolveLinearInequalities(const IntConstraints& system_t
     }
     for (const auto& neg : coef_neg) {
       PrimExpr bound = make_const(v.dtype(), -coef_lcm / neg.first) * neg.second;
-      bound = analyzer.Simplify(bound, 3);
+      bound = analyzer.Simplify(bound, kSimplifyRewriteCanonicalRewrite);
       // Don't add if any of the existing bounds is better
       if (std::any_of(lower_bounds.begin(), lower_bounds.end(),
                       [&bound, &analyzer](const PrimExpr& o) {
@@ -414,7 +388,7 @@ PartialSolvedInequalities SolveLinearInequalities(const IntConstraints& system_t
   // Everything that is left goes to res.relations
   Array<PrimExpr> other_conditions;
   for (const PrimExpr& e : current_ineq_set_to_solve) {
-    PrimExpr e_simp = analyzer.Simplify(e, 3);
+    PrimExpr e_simp = analyzer.Simplify(e, kSimplifyRewriteCanonicalRewrite);
     if (is_const_int(e_simp, 0)) {
       // contradiction detected
       other_conditions = {const_false()};
@@ -465,7 +439,8 @@ IntConstraints SolveInequalitiesToRange(const IntConstraints& inequalities) {
       // There is an equation of the form `v == expr`, so this variable can be completely removed.
       // Note that we use the 0-th expression because they are ordered by complexity,
       // so it must be the simplest one.
-      Range best_range(bnd->equal[0], analyzer.Simplify(bnd->equal[0] + 1, 3));
+      Range best_range(bnd->equal[0],
+                       analyzer.Simplify(bnd->equal[0] + 1, kSimplifyRewriteCanonicalRewrite));
       res_ranges.Set(var, best_range);
       vranges.Set(var, best_range);
     } else {
@@ -491,7 +466,7 @@ IntConstraints SolveInequalitiesToRange(const IntConstraints& inequalities) {
   arith::Analyzer analyzer;
   analyzer.Bind(vranges);
   for (const PrimExpr& old_cond :
-       as_conditions(inequalities->variables, solved_bounds, solved_other_relations)) {
+       AsConditions(inequalities->variables, solved_bounds, solved_other_relations)) {
     if (!analyzer.CanProve(old_cond)) {
       // those not represented in vranges (res_ranges)
       res_relations.push_back(old_cond);
@@ -584,7 +559,7 @@ IntConstraintsTransform SolveInequalitiesDeskewRange(const IntConstraints& inequ
 
   // Add the original conditions (with variables substituted) to the resulting conditions
   for (const PrimExpr& old_cond :
-       as_conditions(inequalities->variables, solved_bounds, solved_other_relations)) {
+       AsConditions(inequalities->variables, solved_bounds, solved_other_relations)) {
     PrimExpr new_cond = analyzer.Simplify(Substitute(old_cond, res_src_to_dst));
     if (!is_const_int(new_cond, 1)) {
       // those not represented in vranges (res_ranges)
@@ -615,7 +590,7 @@ TVM_REGISTER_GLOBAL("arith.SolveInequalitiesAsCondition")
         LOG(FATAL) << "arith.SolveInequalitiesAsCondition expects 1 or 3 arguments, gets "
                    << args.size();
       }
-      *ret = as_conditions(problem->variables, ret_ineq.first, ret_ineq.second);
+      *ret = AsConditions(problem->variables, ret_ineq.first, ret_ineq.second);
     });
 
 TVM_REGISTER_GLOBAL("arith.SolveInequalitiesToRange").set_body([](TVMArgs args, TVMRetValue* ret) {

src/relay/op/tensor/transform.cc

@@ -886,7 +886,6 @@ RELAY_REGISTER_OP("scatter_add")
     .set_attr<TOpPattern>("TOpPattern", kOpaque)
     .set_support_level(10);
 
-////
 
 // Take
 TVM_REGISTER_NODE_TYPE(TakeAttrs);