link structural_equal to new printer

add additional `ObjectPath` for body

minor fix for `T.match_buffer`

work in progress

fallback printing for `Array` and `Map`

more detailed `ObjectPath` from first mismatches

add fallback for `Script`

add comments of fallback mechanism

fix grammar

include/tvm/node/script_printer.h

@@ -53,14 +53,16 @@ class PrinterConfigNode : public Object {
   DataType float_dtype = DataType::Void();
   /*! \brief Whether or not to verbose print expressions. */
   bool verbose_expr = false;
-  /* \brief Number of spaces used for indentation*/
+  /*! \brief Number of spaces used for indentation*/
   int indent_spaces = 4;
-  /* \brief Whether to print line numbers */
+  /*! \brief Whether to print line numbers */
   bool print_line_numbers = false;
-  /* \brief Number of context lines to print around the underlined text */
+  /*! \brief Number of context lines to print around the underlined text */
   int num_context_lines = -1;
-  /* \brief Object path to be underlined */
+  /*! \brief Object path to be underlined */
   Optional<ObjectPath> path_to_underline = NullOpt;
+  /*! \brief Whether to output with syntax sugar, set false for complete printing. */
+  bool syntax_sugar = true;
 
   void VisitAttrs(AttrVisitor* v) {
     v->Visit("ir_prefix", &ir_prefix);
@@ -72,6 +74,7 @@ class PrinterConfigNode : public Object {
     v->Visit("print_line_numbers", &print_line_numbers);
     v->Visit("num_context_lines", &num_context_lines);
     v->Visit("path_to_underline", &path_to_underline);
+    v->Visit("syntax_sugar", &syntax_sugar);
   }
 
   static constexpr const char* _type_key = "node.PrinterConfig";

include/tvm/node/structural_equal.h

@@ -153,6 +153,13 @@ class SEqualReducer {
      */
     virtual void DeferFail(const ObjectPathPair& mismatch_paths) = 0;
 
+    /*!
+     * \brief Check if fail defferal is enabled.
+     *
+     * \return false if the fail deferral is not enabled, true otherwise.
+     */
+    virtual bool IsFailDeferralEnabled() = 0;
+
     /*!
      * \brief Lookup the graph node equal map for vars that are already mapped.
      *
@@ -331,12 +338,14 @@ class SEqualReducer {
  */
 class SEqualHandlerDefault : public SEqualReducer::Handler {
  public:
-  SEqualHandlerDefault(bool assert_mode, Optional<ObjectPathPair>* first_mismatch);
+  SEqualHandlerDefault(bool assert_mode, Optional<ObjectPathPair>* first_mismatch,
+                       bool defer_fails);
   virtual ~SEqualHandlerDefault();
 
   bool SEqualReduce(const ObjectRef& lhs, const ObjectRef& rhs, bool map_free_vars,
                     const Optional<ObjectPathPair>& current_paths) override;
   void DeferFail(const ObjectPathPair& mismatch_paths) override;
+  bool IsFailDeferralEnabled() override;
   ObjectRef MapLhsToRhs(const ObjectRef& lhs) override;
   void MarkGraphNode() override;
 

python/tvm/runtime/script_printer.py

@@ -39,6 +39,7 @@ class PrinterConfig(Object):
     print_line_numbers: bool
     num_context_lines: int
     path_to_underline: Optional[ObjectPath]
+    syntax_sugar: bool
 
     def __init__(
         self,
@@ -54,6 +55,7 @@ def __init__(
         print_line_numbers: bool = False,
         num_context_lines: Optional[int] = None,
         path_to_underline: Optional[ObjectPath] = None,
+        syntax_sugar: bool = True,
     ) -> None:
         if num_context_lines is None:
             num_context_lines = -1
@@ -71,6 +73,7 @@ def __init__(
                 "print_line_numbers": print_line_numbers,
                 "num_context_lines": num_context_lines,
                 "path_to_underline": path_to_underline,
+                "syntax_sugar": syntax_sugar,
             },
         )
 
@@ -96,6 +99,7 @@ def script(
         print_line_numbers: bool = False,
         num_context_lines: int = -1,
         path_to_underline: Optional[ObjectPath] = None,
+        syntax_sugar: bool = True,
     ) -> str:
         """Print TVM IR into TVMScript text format
 
@@ -123,6 +127,8 @@ def script(
             The number of lines of context to print before and after the line to underline.
         path_to_underline : Optional[ObjectPath] = None
             Object path to be underlined
+        syntax_sugar: bool = True
+             Whether to output with syntax sugar, set false for complete printing.
 
         Returns
         -------
@@ -143,6 +149,7 @@ def script(
                 print_line_numbers=print_line_numbers,
                 num_context_lines=num_context_lines,
                 path_to_underline=path_to_underline,
+                syntax_sugar=syntax_sugar,
             ),
         )
 
@@ -162,6 +169,7 @@ def show(
         print_line_numbers: bool = False,
         num_context_lines: int = -1,
         path_to_underline: Optional[ObjectPath] = None,
+        syntax_sugar: bool = True,
     ) -> None:
         """A sugar for print highlighted TVM script.
 
@@ -194,6 +202,8 @@ def show(
             The number of lines of context to print before and after the line to underline.
         path_to_underline : Optional[ObjectPath] = None
             Object path to be underlined
+        syntax_sugar: bool = True
+             Whether to output with syntax sugar, set false for complete printing.
         """
         from tvm.script.highlight import (  # pylint: disable=import-outside-toplevel
             cprint,
@@ -212,6 +222,7 @@ def show(
                 print_line_numbers=print_line_numbers,
                 num_context_lines=num_context_lines,
                 path_to_underline=path_to_underline,
+                syntax_sugar=syntax_sugar,
             ),
             style=style,
             black_format=black_format,

src/meta_schedule/module_equality.cc

@@ -38,7 +38,7 @@ class ModuleEqualityStructural : public ModuleEquality {
 
 class SEqualHandlerIgnoreNDArray : public SEqualHandlerDefault {
  public:
-  SEqualHandlerIgnoreNDArray() : SEqualHandlerDefault(false, nullptr) {}
+  SEqualHandlerIgnoreNDArray() : SEqualHandlerDefault(false, nullptr, false) {}
 
  protected:
   bool DispatchSEqualReduce(const ObjectRef& lhs, const ObjectRef& rhs, bool map_free_vars,

src/node/script_printer.cc

@@ -29,6 +29,9 @@ TVMScriptPrinter::FType& TVMScriptPrinter::vtable() {
 }
 
 std::string TVMScriptPrinter::Script(const ObjectRef& node, const Optional<PrinterConfig>& cfg) {
+  if (!TVMScriptPrinter::vtable().can_dispatch(node)) {
+    return AsLegacyRepr(node);
+  }
   return TVMScriptPrinter::vtable()(node, cfg.value_or(PrinterConfig()));
 }
 
@@ -67,6 +70,9 @@ PrinterConfig::PrinterConfig(Map<String, ObjectRef> config_dict) {
   if (auto v = config_dict.Get("path_to_underline")) {
     n->path_to_underline = Downcast<ObjectPath>(v);
   }
+  if (auto v = config_dict.Get("syntax_sugar")) {
+    n->syntax_sugar = Downcast<IntImm>(v)->value;
+  }
   this->data_ = std::move(n);
 }
 

src/node/structural_equal.cc

@@ -202,8 +202,12 @@ bool SEqualReducer::ObjectAttrsEqual(const ObjectRef& lhs, const ObjectRef& rhs,
  */
 class SEqualHandlerDefault::Impl {
  public:
-  Impl(SEqualHandlerDefault* parent, bool assert_mode, Optional<ObjectPathPair>* first_mismatch)
-      : parent_(parent), assert_mode_(assert_mode), first_mismatch_(first_mismatch) {}
+  Impl(SEqualHandlerDefault* parent, bool assert_mode, Optional<ObjectPathPair>* first_mismatch,
+       bool defer_fails)
+      : parent_(parent),
+        assert_mode_(assert_mode),
+        first_mismatch_(first_mismatch),
+        defer_fails_(defer_fails) {}
 
   bool SEqualReduce(const ObjectRef& lhs, const ObjectRef& rhs, bool map_free_vars,
                     const Optional<ObjectPathPair>& current_paths) {
@@ -245,6 +249,8 @@ class SEqualHandlerDefault::Impl {
     pending_tasks_.emplace_back(Task::ForceFailTag{}, mismatch_paths);
   }
 
+  bool IsFailDeferralEnabled() { return defer_fails_; }
+
   void MarkGraphNode() {
     // need to push to pending tasks in this case
     ICHECK(!allow_push_to_stack_ && !task_stack_.empty());
@@ -264,6 +270,8 @@ class SEqualHandlerDefault::Impl {
     pending_tasks_.clear();
     equal_map_lhs_.clear();
     equal_map_rhs_.clear();
+    root_lhs_ = lhs;
+    root_rhs_ = rhs;
 
     Optional<ObjectPathPair> current_paths;
     if (IsPathTracingEnabled()) {
@@ -313,10 +321,38 @@ class SEqualHandlerDefault::Impl {
       *first_mismatch_ = current_paths;
     }
     if (assert_mode_ && !result) {
-      LOG(FATAL) << "ValueError: StructuralEqual check failed, caused by lhs:" << std::endl
-                 << lhs << std::endl
-                 << "and rhs:" << std::endl
-                 << rhs;
+      std::ostringstream oss;
+      oss << "ValueError: StructuralEqual check failed, caused by lhs";
+      if (first_mismatch_->defined()) {
+        oss << " at " << first_mismatch_->value()->lhs_path;
+        if (root_lhs_.defined()) {
+          Map<String, ObjectRef> dict = {{"path_to_underline", first_mismatch_->value()->lhs_path},
+                                         {"syntax_sugar", Bool(false)}};
+          PrinterConfig cfg(dict);
+          // The TVMScriptPrinter::Script will fallback to Repr printer,
+          // if the root node to print is not supported yet,
+          // e.g. Relay nodes, ArrayNode, MapNode, etc.
+          oss << ":" << std::endl << TVMScriptPrinter::Script(root_lhs_.value(), cfg);
+        }
+      } else {
+        oss << ":" << std::endl << lhs;
+      }
+      oss << std::endl << "and rhs";
+      if (first_mismatch_->defined()) {
+        oss << " at " << first_mismatch_->value()->rhs_path;
+        if (root_rhs_.defined()) {
+          Map<String, ObjectRef> dict = {{"path_to_underline", first_mismatch_->value()->rhs_path},
+                                         {"syntax_sugar", Bool(false)}};
+          PrinterConfig cfg(dict);
+          // The TVMScriptPrinter::Script will fallback to Repr printer,
+          // if the root node to print is not supported yet,
+          // e.g. Relay nodes, ArrayNode, MapNode, etc.
+          oss << ":" << std::endl << TVMScriptPrinter::Script(root_rhs_.value(), cfg);
+        }
+      } else {
+        oss << ":" << std::endl << rhs;
+      }
+      LOG(FATAL) << oss.str();
     }
     return result;
   }
@@ -419,19 +455,27 @@ class SEqualHandlerDefault::Impl {
   bool allow_push_to_stack_{true};
   //  If in assert mode, must return true, and will throw error otherwise.
   bool assert_mode_{false};
-  // Location to store the paths to the first detected mismatch, or nullptr to disable path tracing.
+  // Location to store the paths to the first detected mismatch, or nullptr to disable path
+  // tracing.
   Optional<ObjectPathPair>* first_mismatch_;
   // reflection vtable
   ReflectionVTable* vtable_ = ReflectionVTable::Global();
   // map from lhs to rhs
   std::unordered_map<ObjectRef, ObjectRef, ObjectPtrHash, ObjectPtrEqual> equal_map_lhs_;
   // map from rhs to lhs
   std::unordered_map<ObjectRef, ObjectRef, ObjectPtrHash, ObjectPtrEqual> equal_map_rhs_;
+  // root lhs for result printing
+  Optional<ObjectRef> root_lhs_;
+  // root rhs for result printing
+  Optional<ObjectRef> root_rhs_;
+  // whether to defer fails
+  bool defer_fails_;
 };
 
 SEqualHandlerDefault::SEqualHandlerDefault(bool assert_mode,
-                                           Optional<ObjectPathPair>* first_mismatch) {
-  impl = new Impl(this, assert_mode, first_mismatch);
+                                           Optional<ObjectPathPair>* first_mismatch,
+                                           bool defer_fails) {
+  impl = new Impl(this, assert_mode, first_mismatch, defer_fails);
 }
 
 SEqualHandlerDefault::~SEqualHandlerDefault() { delete impl; }
@@ -446,6 +490,8 @@ void SEqualHandlerDefault::DeferFail(const ObjectPathPair& mismatch_paths) {
   impl->DeferFail(mismatch_paths);
 }
 
+bool SEqualHandlerDefault::IsFailDeferralEnabled() { return impl->IsFailDeferralEnabled(); }
+
 ObjectRef SEqualHandlerDefault::MapLhsToRhs(const ObjectRef& lhs) { return impl->MapLhsToRhs(lhs); }
 
 void SEqualHandlerDefault::MarkGraphNode() { impl->MarkGraphNode(); }
@@ -463,19 +509,22 @@ bool SEqualHandlerDefault::DispatchSEqualReduce(const ObjectRef& lhs, const Obje
 TVM_REGISTER_GLOBAL("node.StructuralEqual")
     .set_body_typed([](const ObjectRef& lhs, const ObjectRef& rhs, bool assert_mode,
                        bool map_free_vars) {
-      return SEqualHandlerDefault(assert_mode, nullptr).Equal(lhs, rhs, map_free_vars);
+      Optional<ObjectPathPair> first_mismatch;
+      return SEqualHandlerDefault(assert_mode, &first_mismatch, false)
+          .Equal(lhs, rhs, map_free_vars);
     });
 
 TVM_REGISTER_GLOBAL("node.GetFirstStructuralMismatch")
     .set_body_typed([](const ObjectRef& lhs, const ObjectRef& rhs, bool map_free_vars) {
       Optional<ObjectPathPair> first_mismatch;
-      bool equal = SEqualHandlerDefault(false, &first_mismatch).Equal(lhs, rhs, map_free_vars);
+      bool equal =
+          SEqualHandlerDefault(false, &first_mismatch, true).Equal(lhs, rhs, map_free_vars);
       ICHECK(equal == !first_mismatch.defined());
       return first_mismatch;
     });
 
 bool StructuralEqual::operator()(const ObjectRef& lhs, const ObjectRef& rhs) const {
-  return SEqualHandlerDefault(false, nullptr).Equal(lhs, rhs, false);
+  return SEqualHandlerDefault(false, nullptr, false).Equal(lhs, rhs, false);
 }
 
 bool NDArrayEqual(const runtime::NDArray::Container* lhs, const runtime::NDArray::Container* rhs,

src/node/structural_hash.cc

@@ -467,16 +467,18 @@ struct ArrayNodeTrait {
     //    (2)     a b c d e g h i j k l m
     //                      ^
     //                  error here
-    if (lhs->size() > min_size) {
-      equal->DeferFail({array_paths->lhs_path->ArrayIndex(min_size),
-                        array_paths->rhs_path->MissingArrayElement(min_size)});
-    } else {
-      equal->DeferFail({array_paths->lhs_path->MissingArrayElement(min_size),
-                        array_paths->rhs_path->ArrayIndex(min_size)});
+    if (equal->IsFailDeferralEnabled()) {
+      if (lhs->size() > min_size) {
+        equal->DeferFail({array_paths->lhs_path->ArrayIndex(min_size),
+                          array_paths->rhs_path->MissingArrayElement(min_size)});
+      } else {
+        equal->DeferFail({array_paths->lhs_path->MissingArrayElement(min_size),
+                          array_paths->rhs_path->ArrayIndex(min_size)});
+      }
+      // Can return `true` pretending that everything is good since we have deferred the failure.
+      return true;
     }
-
-    // Can return `true` pretending that everything is good since we have deferred the failure.
-    return true;
+    return false;
   }
 };
 TVM_REGISTER_REFLECTION_VTABLE(ArrayNode, ArrayNodeTrait)

src/script/printer/doc_printer/python_doc_printer.cc

@@ -510,7 +510,9 @@ void PythonDocPrinter::PrintTypedDoc(const SliceDoc& doc) {
 void PythonDocPrinter::PrintTypedDoc(const StmtBlockDoc& doc) {
   for (const StmtDoc& stmt : doc->stmts) {
     PrintDoc(stmt);
-    NewLine();
+    if (stmt != doc->stmts.back()) {
+      NewLine();
+    }
   }
 }
 

src/script/printer/tir/block.cc

@@ -44,7 +44,7 @@ Doc PrintBlock(IRDocsifier d, tir::Block block, ObjectPath block_p,  //
 
   std::vector<int> remap_vars_indices;
   auto add_remapped_iter_var = [&](int i) -> bool {
-    if (realize) {
+    if (realize && d->cfg->syntax_sugar) {
       tir::ExprDeepEqual expr_equal;
       tir::IterVar iter_var = block->iter_vars[i];
       PrimExpr value = realize->iter_values[i];

src/script/printer/tir/for_loop.cc

@@ -32,17 +32,19 @@ TVM_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
           return grid_loop_vars.count(v);
         });
       };
-      for (const tir::ForNode* l = loop.get(); l != nullptr; l = l->body.as<tir::ForNode>()) {
-        ICHECK(l->loop_var->dtype == l->min->dtype);
-        ICHECK(l->loop_var->dtype == l->extent->dtype);
-        if (l->kind != tir::ForKind::kSerial ||  //
-            !tir::is_zero(l->min) ||             //
-            !l->annotations.empty() ||           //
-            f_var_dep(l->extent)) {
-          break;
+      if (d->cfg->syntax_sugar) {
+        for (const tir::ForNode* l = loop.get(); l != nullptr; l = l->body.as<tir::ForNode>()) {
+          ICHECK(l->loop_var->dtype == l->min->dtype);
+          ICHECK(l->loop_var->dtype == l->extent->dtype);
+          if (l->kind != tir::ForKind::kSerial ||  //
+              !tir::is_zero(l->min) ||             //
+              !l->annotations.empty() ||           //
+              f_var_dep(l->extent)) {
+            break;
+          }
+          grid.push_back(l);
+          grid_loop_vars.insert(l->loop_var.get());
         }
-        grid.push_back(l);
-        grid_loop_vars.insert(l->loop_var.get());
       }
       With<TIRFrame> f(d, loop);
       // Step 2. Construct `T.grid`
@@ -114,7 +116,7 @@ TVM_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
         kwargs_values.push_back(annotations.value());
       }
       ExprDoc rhs = prefix->Call(args, kwargs_keys, kwargs_values);
-      AsDocBody(loop->body, loop_p, (*f).get(), d);
+      AsDocBody(loop->body, loop_p->Attr("body"), (*f).get(), d);
       return ForDoc(lhs, rhs, (*f)->stmts);
     });