[TVMScript] Support show_meta

include/tvm/node/repr_printer.h

@@ -63,6 +63,8 @@ class ReprLegacyPrinter {
   TVM_DLL void Print(const ObjectRef& node);
   /*! \brief Print indent to the stream */
   TVM_DLL void PrintIndent();
+  /*! \brief Could the LegacyPrinter dispatch the node */
+  TVM_DLL static bool CanDispatch(const ObjectRef& node);
   /*! \brief Return the ostream it maintains */
   TVM_DLL std::ostream& Stream() const;
   // Allow registration to be printer.

include/tvm/node/script_printer.h

@@ -35,6 +35,10 @@ namespace tvm {
 
 class PrinterConfigNode : public Object {
  public:
+  /*! \brief A stack that tracks the names of the binding hierarchy */
+  Array<String> binding_names = {};
+  /*! \brief Whether or not to show metadata. */
+  bool show_meta = false;
   /*! \brief The prefix of IR nodes */
   std::string ir_prefix = "I";
   /*! \brief The prefix of TIR nodes */
@@ -71,6 +75,8 @@ class PrinterConfigNode : public Object {
   Map<ObjectRef, String> obj_to_annotate = Map<ObjectRef, String>();
 
   void VisitAttrs(AttrVisitor* v) {
+    v->Visit("binding_names", &binding_names);
+    v->Visit("show_meta", &show_meta);
     v->Visit("ir_prefix", &ir_prefix);
     v->Visit("buffer_dtype", &buffer_dtype);
     v->Visit("int_dtype", &int_dtype);

include/tvm/script/printer/ir_docsifier.h

@@ -141,10 +141,10 @@ class IRDocsifierNode : public Object {
    * when converting IR node object to Doc.
    */
   Array<String> dispatch_tokens;
-  /*! \brief The IRModule to be docsifier is handling */
-  Optional<IRModule> mod;
   /*! \brief Mapping from a var to its info */
   std::unordered_map<ObjectRef, VariableInfo, ObjectPtrHash, ObjectPtrEqual> obj2info;
+  /*! \brief Metadata printing */
+  std::unordered_map<String, Array<ObjectRef>> metadata;
   /*! \brief The variable names used already */
   std::unordered_set<String> defined_names;
   /*! \brief Common prefixes of variable usages */
@@ -155,8 +155,8 @@ class IRDocsifierNode : public Object {
   void VisitAttrs(tvm::AttrVisitor* v) {
     v->Visit("frames", &frames);
     v->Visit("dispatch_tokens", &dispatch_tokens);
-    v->Visit("mod", &mod);
     // `obj2info` is not visited
+    // `metadata` is not visited
     // `defined_names` is not visited
     // `common_prefix` is not visited
     // `ir_usage` is not visited
@@ -204,7 +204,8 @@ class IRDocsifierNode : public Object {
    * \return The doc for variable, if it exists in the table. Otherwise it returns NullOpt.
    */
   Optional<ExprDoc> GetVarDoc(const ObjectRef& obj) const;
-
+  /*! \brief Add a TVM object to the metadata section*/
+  ExprDoc AddMetadata(const ObjectRef& obj);
   /*!
    * \brief Check if a variable exists in the table.
    * \param obj The variable object.

python/tvm/runtime/script_printer.py

@@ -15,9 +15,9 @@
 # specific language governing permissions and limitations
 # under the License.
 """Configuration of TVMScript printer"""
-from typing import List, Dict, Optional
+from typing import Dict, List, Optional, Sequence
 
-from tvm._ffi import register_object
+from tvm._ffi import get_global_func, register_object
 from tvm.runtime import Object
 
 from . import _ffi_node_api
@@ -28,6 +28,8 @@
 class PrinterConfig(Object):
     """Configuration of TVMScript printer"""
 
+    binding_names: Sequence[str]
+    show_meta: bool
     ir_prefix: str
     tir_prefix: str
     relax_prefix: str
@@ -47,6 +49,8 @@ class PrinterConfig(Object):
     def __init__(
         self,
         *,
+        name: Optional[str] = None,
+        show_meta: bool = False,
         ir_prefix: str = "I",
         tir_prefix: str = "T",
         relax_prefix: str = "R",
@@ -65,38 +69,49 @@ def __init__(
     ) -> None:
         if num_context_lines is None:
             num_context_lines = -1
+        cfg = {
+            "show_meta": show_meta,
+            "ir_prefix": ir_prefix,
+            "tir_prefix": tir_prefix,
+            "relax_prefix": relax_prefix,
+            "buffer_dtype": buffer_dtype,
+            "int_dtype": int_dtype,
+            "float_dtype": float_dtype,
+            "verbose_expr": verbose_expr,
+            "indent_spaces": indent_spaces,
+            "print_line_numbers": print_line_numbers,
+            "num_context_lines": num_context_lines,
+            "syntax_sugar": syntax_sugar,
+            "path_to_underline": path_to_underline,
+            "path_to_annotate": path_to_annotate,
+            "obj_to_underline": obj_to_underline,
+            "obj_to_annotate": obj_to_annotate,
+        }
+
+        if name is not None:
+            cfg["name"] = name
         self.__init_handle_by_constructor__(
-            _ffi_node_api.PrinterConfig,  # type: ignore # pylint: disable=no-member
-            {
-                "ir_prefix": ir_prefix,
-                "tir_prefix": tir_prefix,
-                "relax_prefix": relax_prefix,
-                "buffer_dtype": buffer_dtype,
-                "int_dtype": int_dtype,
-                "float_dtype": float_dtype,
-                "verbose_expr": verbose_expr,
-                "indent_spaces": indent_spaces,
-                "print_line_numbers": print_line_numbers,
-                "num_context_lines": num_context_lines,
-                "syntax_sugar": syntax_sugar,
-                "path_to_underline": path_to_underline,
-                "path_to_annotate": path_to_annotate,
-                "obj_to_underline": obj_to_underline,
-                "obj_to_annotate": obj_to_annotate,
-            },
+            _ffi_node_api.PrinterConfig, cfg  # type: ignore # pylint: disable=no-member
         )
 
 
 def _script(obj: Object, config: PrinterConfig) -> str:
     return _ffi_node_api.TVMScriptPrinterScript(obj, config)  # type: ignore # pylint: disable=no-member
 
 
+def _relax_script(obj: Object, config: PrinterConfig) -> str:
+    func = get_global_func("script.printer.ReprPrintRelax")
+    return func(obj, config)
+
+
 class Scriptable:
     """A base class that enables the script() and show() method."""
 
     def script(
         self,
         *,
+        name: Optional[str] = None,
+        show_meta: bool = False,
         ir_prefix: str = "I",
         tir_prefix: str = "T",
         relax_prefix: str = "R",
@@ -117,6 +132,10 @@ def script(
 
         Parameters
         ----------
+        name : Optional[str] = None
+            The name of the object
+        show_meta : bool = False
+            Whether to print the meta data of the object
         ir_prefix : str = "I"
             The prefix of AST nodes from tvm.ir
         tir_prefix : str = "T"
@@ -156,6 +175,52 @@ def script(
         return _script(
             self,
             PrinterConfig(
+                name=name,
+                show_meta=show_meta,
+                ir_prefix=ir_prefix,
+                tir_prefix=tir_prefix,
+                relax_prefix=relax_prefix,
+                buffer_dtype=buffer_dtype,
+                int_dtype=int_dtype,
+                float_dtype=float_dtype,
+                verbose_expr=verbose_expr,
+                indent_spaces=indent_spaces,
+                print_line_numbers=print_line_numbers,
+                num_context_lines=num_context_lines,
+                syntax_sugar=syntax_sugar,
+                path_to_underline=path_to_underline,
+                path_to_annotate=path_to_annotate,
+                obj_to_underline=obj_to_underline,
+                obj_to_annotate=obj_to_annotate,
+            ),
+        )
+
+    def _relax_script(
+        self,
+        *,
+        name: Optional[str] = None,
+        show_meta: bool = False,
+        ir_prefix: str = "I",
+        tir_prefix: str = "T",
+        relax_prefix: str = "R",
+        buffer_dtype: str = "float32",
+        int_dtype: str = "int32",
+        float_dtype: str = "void",
+        verbose_expr: bool = False,
+        indent_spaces: int = 4,
+        print_line_numbers: bool = False,
+        num_context_lines: int = -1,
+        syntax_sugar: bool = True,
+        path_to_underline: Optional[List[ObjectPath]] = None,
+        path_to_annotate: Optional[Dict[ObjectPath, str]] = None,
+        obj_to_underline: Optional[List[Object]] = None,
+        obj_to_annotate: Optional[Dict[Object, str]] = None,
+    ) -> str:
+        return _relax_script(
+            self,
+            PrinterConfig(
+                name=name,
+                show_meta=show_meta,
                 ir_prefix=ir_prefix,
                 tir_prefix=tir_prefix,
                 relax_prefix=relax_prefix,
@@ -179,6 +244,8 @@ def show(
         style: Optional[str] = None,
         black_format: bool = True,
         *,
+        name: Optional[str] = None,
+        show_meta: bool = False,
         ir_prefix: str = "I",
         tir_prefix: str = "T",
         relax_prefix: str = "R",
@@ -204,6 +271,10 @@ def show(
             `tvm.script.highlight.cprint` for more details.
         black_format: bool
             If true (default), use the formatter Black to format the TVMScript
+        name : Optional[str] = None
+            The name of the object
+        show_meta : bool = False
+            Whether to print the meta data of the object
         ir_prefix : str = "I"
             The prefix of AST nodes from tvm.ir
         tir_prefix : str = "T"
@@ -241,6 +312,8 @@ def show(
 
         cprint(
             self.script(
+                name=name,
+                show_meta=show_meta,
                 ir_prefix=ir_prefix,
                 tir_prefix=tir_prefix,
                 relax_prefix=relax_prefix,

python/tvm/script/ir_builder/tir/ir.py

@@ -34,7 +34,7 @@
 
 # pylint: disable=unused-import
 from tvm.target.codegen import llvm_lookup_intrinsic_id
-from tvm.tir import Buffer, BufferRegion, PrimExpr
+from tvm.tir import Buffer, BufferRegion, IndexMap, PrimExpr
 from tvm.tir import op as _tir_op
 from tvm.tir import type_annotation
 
@@ -1522,6 +1522,15 @@ def comm_reducer(combiner: Callable, identity: List[PrimExpr]) -> CommReducer:
     return CommReducer(args[: num_args // 2], args[num_args // 2 :], res, identity)
 
 
+def index_map(
+    mapping: Callable,
+    *,
+    inverse_index_map: Optional[Callable] = None,
+) -> IndexMap:
+    """Create a TIR Index mapping"""
+    return IndexMap.from_func(mapping, inverse_index_map=inverse_index_map)
+
+
 def target(target_config: Union[Dict, str]) -> Target:
     """
     Create a target
@@ -1824,6 +1833,7 @@ def wrapped(*args, **kwargs):
     "max",
     "iter_var",
     "comm_reducer",
+    "index_map",
     "target",
     "buffer_var",
     "abs",

src/node/repr_printer.cc

@@ -58,10 +58,20 @@ void ReprLegacyPrinter::Print(const ObjectRef& node) {
   } else if (f.can_dispatch(node)) {
     f(node, this);
   } else {
-    stream << node;  // Use ReprPrinter
+    try {
+      stream << node;  // Use ReprPrinter
+    } catch (const tvm::Error& e) {
+      LOG(WARNING) << "ReprPrinter fails";
+      stream << node->GetTypeKey() << '(' << node.get() << ')';
+    }
   }
 }
 
+bool ReprLegacyPrinter::CanDispatch(const ObjectRef& node) {
+  static const FType& f = vtable();
+  return !node.defined() || f.can_dispatch(node);
+}
+
 void ReprLegacyPrinter::PrintIndent() {
   for (int i = 0; i < indent; ++i) {
     stream << ' ';

src/node/script_printer.cc

@@ -37,6 +37,12 @@ std::string TVMScriptPrinter::Script(const ObjectRef& node, const Optional<Print
 
 PrinterConfig::PrinterConfig(Map<String, ObjectRef> config_dict) {
   runtime::ObjectPtr<PrinterConfigNode> n = make_object<PrinterConfigNode>();
+  if (auto v = config_dict.Get("name")) {
+    n->binding_names.push_back(Downcast<String>(v));
+  }
+  if (auto v = config_dict.Get("show_meta")) {
+    n->show_meta = Downcast<IntImm>(v)->value;
+  }
   if (auto v = config_dict.Get("ir_prefix")) {
     n->ir_prefix = Downcast<String>(v);
   }

src/relay/ir/function.cc

@@ -262,6 +262,14 @@ TVM_REGISTER_GLOBAL("relay.ir.FuncWithAttr")
       return NullOpt;
     });
 
+TVM_REGISTER_GLOBAL("relay.ir.FuncWithoutAttr")
+    .set_body_typed([](BaseFunc func, String key) -> Optional<Function> {
+      if (func->IsInstance<relay::FunctionNode>()) {
+        return WithoutAttr(Downcast<relay::Function>(std::move(func)), key);
+      }
+      return NullOpt;
+    });
+
 TVM_REGISTER_NODE_TYPE(FunctionNode);
 
 TVM_REGISTER_GLOBAL("relay.ir.Function")

src/script/printer/ir/ir.cc

@@ -42,18 +42,24 @@ TVM_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
         }
         return lhs_name < rhs_name;
       });
-      ICHECK(!d->mod.defined());
-      d->mod = mod;
-      {
-        With<IRFrame> f(d);
-        (*f)->AddDispatchToken(d, "ir");
-        for (const auto& kv : functions) {
-          GlobalVar gv = kv.first;
-          BaseFunc func = kv.second;
-          (*f)->stmts.push_back(d->AsDoc<FunctionDoc>(func, p->Attr("functions")->MapValue(gv)));
+      With<IRFrame> f(d);
+      (*f)->AddDispatchToken(d, "ir");
+      for (const auto& kv : functions) {
+        GlobalVar gv = kv.first;
+        BaseFunc func = kv.second;
+        d->cfg->binding_names.push_back(gv->name_hint);
+        Doc doc = d->AsDoc(func, p->Attr("functions")->MapValue(gv));
+        d->cfg->binding_names.pop_back();
+        if (const auto* stmt_block = doc.as<StmtBlockDocNode>()) {
+          (*f)->stmts.push_back(stmt_block->stmts.back());
+        } else if (const auto* stmt = doc.as<StmtDocNode>()) {
+          (*f)->stmts.push_back(GetRef<StmtDoc>(stmt));
+        } else {
+          (*f)->stmts.push_back(Downcast<FunctionDoc>(doc));
         }
-        return ClassDoc(IdDoc("Module"), {IR(d, "ir_module")}, (*f)->stmts);
       }
+      return HeaderWrapper(d, ClassDoc(IdDoc(GetBindingName(d).value_or("Module")),
+                                       {IR(d, "ir_module")}, (*f)->stmts));
     });
 
 TVM_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
@@ -119,9 +125,7 @@ std::string ReprPrintIRModule(const ObjectRef& mod, const PrinterConfig& cfg) {
       return s.value();
     }
   }
-  IRDocsifier d(cfg);
-  Doc doc = HeaderWrapper(d, d->AsDoc(mod, ObjectPath::Root()));
-  return DocToPythonScript(doc, cfg);
+  return ReprPrintIR(mod, cfg);
 }
 
 TVM_SCRIPT_REPR(TypeVarNode, ReprPrintIR);