[NODEREF] Introduce named attribute system. (#1618)

include/tvm/runtime/packed_func.h

@@ -223,6 +223,12 @@ class ExtTypeVTable {
 class TVMPODValue_ {
  public:
   operator double() const {
+    // Allow automatic conversion from int to float
+    // This avoids errors when user pass in int from
+    // the frontend while the API expects a float.
+    if (type_code_ == kDLInt) {
+      return static_cast<double>(value_.v_int64);
+    }
     TVM_CHECK_TYPE_CODE(type_code_, kDLFloat);
     return value_.v_float64;
   }
@@ -310,6 +316,8 @@ class TVMPODValue_ {
  */
 class TVMArgValue : public TVMPODValue_ {
  public:
+  /*! \brief default constructor */
+  TVMArgValue() {}
   /*!
    * \brief constructor
    * \param value of the function

python/tvm/make.py

@@ -71,6 +71,17 @@ def node(type_key, **kwargs):
     **kwargs : dict
         The fields of the node.
 
+    Returns
+    -------
+    node : Node
+        The corresponding DSL Node
+
+    Note
+    ----
+    If the created node is instance of AttrsNode, then
+    the creator function will also run bound checks and
+    default value setup as supported by Attrs.
+
     Example
     -------
     The following code constructs a IntImm object

src/api/api_base.cc

@@ -33,18 +33,6 @@ TVM_REGISTER_API("_load_json")
     *ret = LoadJSON<NodeRef>(args[0]);
   });
 
-TVM_REGISTER_API("_nop")
-.set_body([](TVMArgs args,  TVMRetValue *ret) {
-  });
-
-// internal fucntion used for debug and testing purposes
-TVM_REGISTER_API("_ndarray_use_count")
-.set_body([](TVMArgs args,  TVMRetValue *ret) {
-    runtime::NDArray nd = args[0];
-    // substract the current one
-    *ret = (nd.use_count() - 1);
-  });
-
 TVM_REGISTER_API("_TVMSetStream")
 .set_body([](TVMArgs args,  TVMRetValue *ret) {
     TVMSetStream(args[0], args[1], args[2]);

src/api/api_test.cc

+ /*!
+ *  Copyright (c) 2018 by Contributors
+ *  Code mainly used for test purposes.
+ * \file api_test.cc
+ */
+#include <tvm/expr.h>
+#include <tvm/tensor.h>
+#include <tvm/attrs.h>
+#include <tvm/api_registry.h>
+
+namespace tvm {
+// Attrs used to python API
+struct TestAttrs : public AttrsNode<TestAttrs> {
+  int axis;
+  std::string name;
+  Array<Expr> padding;
+
+  TVM_DECLARE_ATTRS(TestAttrs, "attrs.TestAttrs") {
+    TVM_ATTR_FIELD(axis)
+        .set_default(10)
+        .set_lower_bound(1)
+        .set_upper_bound(10)
+        .describe("axis field");
+    TVM_ATTR_FIELD(name)
+        .describe("name");
+    TVM_ATTR_FIELD(padding)
+        .describe("padding of input")
+        .set_default(Array<Expr>({0, 0}));
+  }
+};
+
+TVM_REGISTER_NODE_TYPE(TestAttrs);
+
+TVM_REGISTER_API("_nop")
+.set_body([](TVMArgs args,  TVMRetValue *ret) {
+  });
+
+// internal fucntion used for debug and testing purposes
+TVM_REGISTER_API("_ndarray_use_count")
+.set_body([](TVMArgs args,  TVMRetValue *ret) {
+    runtime::NDArray nd = args[0];
+    // substract the current one
+    *ret = (nd.use_count() - 1);
+  });
+
+}  // namespace tvm

src/api/dsl_api.cc

@@ -7,6 +7,7 @@
 #include <dmlc/logging.h>
 #include <dmlc/thread_local.h>
 #include <tvm/api_registry.h>
+#include <tvm/attrs.h>
 #include <vector>
 #include <string>
 #include <exception>
@@ -130,16 +131,29 @@ class DSLAPIImpl : public DSLAPI {
                    int* ret_success) const final {
     TVMRetValue rv;
     APIAttrGetter getter;
+    TVMAPINode* tnode = static_cast<TVMAPINode*>(handle);
     getter.skey = key;
     getter.ret = &rv;
-    TVMAPINode* tnode = static_cast<TVMAPINode*>(handle);
     if (getter.skey == "type_key") {
       ret_val->v_str = (*tnode)->type_key();
       *ret_type_code = kStr;
       *ret_success = 1;
-    } else {
+      return;
+    } else if (!(*tnode)->is_type<DictAttrsNode>()) {
       (*tnode)->VisitAttrs(&getter);
       *ret_success = getter.found_ref_object || rv.type_code() != kNull;
+    } else {
+      // specially handle dict attr
+      DictAttrsNode* dnode = static_cast<DictAttrsNode*>(tnode->get());
+      auto it = dnode->dict.find(key);
+      if (it != dnode->dict.end()) {
+        *ret_success = 1;
+        rv = (*it).second;
+      } else {
+        *ret_success = 0;
+      }
+    }
+    if (*ret_success) {
       if (rv.type_code() == kStr ||
           rv.type_code() == kTVMType) {
         TVMAPIThreadLocalEntry *e = TVMAPIThreadLocalStore::Get();
@@ -159,7 +173,16 @@ class DSLAPIImpl : public DSLAPI {
     TVMAPINode* tnode = static_cast<TVMAPINode*>(handle);
     APIAttrDir dir;
     dir.names = &(ret->ret_vec_str);
+
+    if (!(*tnode)->is_type<DictAttrsNode>()) {
       (*tnode)->VisitAttrs(&dir);
+    } else {
+      // specially handle dict attr
+      DictAttrsNode* dnode = static_cast<DictAttrsNode*>(tnode->get());
+      for (const auto& kv : dnode->dict) {
+        ret->ret_vec_str.push_back(kv.first);
+      }
+    }
     ret->ret_vec_charp.clear();
     for (size_t i = 0; i < ret->ret_vec_str.size(); ++i) {
       ret->ret_vec_charp.push_back(ret->ret_vec_str[i].c_str());

src/lang/attrs.cc

+/*!
+ *  Copyright (c) 2018 by Contributors
+ * \file attrs.cc
+ */
+#include <tvm/attrs.h>
+
+namespace tvm {
+
+void DictAttrsNode::VisitAttrs(AttrVisitor* v)  {
+  v->Visit("__dict__", &dict);
+}
+
+void DictAttrsNode::InitByPackedArgs(
+    const runtime::TVMArgs& args, bool allow_unknown) {
+  for (int i = 0; i < args.size(); i += 2) {
+    std::string key = args[i];
+    runtime::TVMArgValue val = args[i + 1];
+    if (val.type_code() == kNodeHandle) {
+      dict.Set(key, val.operator NodeRef());
+    } else if (val.type_code() == kStr) {
+      dict.Set(key, Expr(val.operator std::string()));
+    } else {
+      dict.Set(key, val.operator Expr());
+    }
+  }
+}
+
+std::vector<AttrFieldInfo> DictAttrsNode::ListFieldInfo() const {
+  return {};
+}
+
+Attrs DictAttrsNode::make(Map<std::string, NodeRef> dict) {
+  std::shared_ptr<DictAttrsNode> n = std::make_shared<DictAttrsNode>();
+  n->dict = std::move(dict);
+  return Attrs(n);
+}
+
+TVM_STATIC_IR_FUNCTOR(IRPrinter, vtable)
+.set_dispatch<DictAttrsNode>([](const DictAttrsNode *op, IRPrinter *p) {
+    p->stream << op->dict;
+});
+
+TVM_REGISTER_NODE_TYPE(DictAttrsNode);
+
+}  // namespace tvm

src/lang/reflection.cc

@@ -5,6 +5,7 @@
  */
 #include <tvm/base.h>
 #include <tvm/expr.h>
+#include <tvm/attrs.h>
 #include <tvm/container.h>
 #include <tvm/packed_func_ext.h>
 #include <tvm/runtime/ndarray.h>
@@ -467,22 +468,15 @@ class NodeAttrSetter : public AttrVisitor {
   }
 };
 
-// API function to make node.
-// args format:
-//    type_key, key1, value1, ..., key_n, value_n
-void MakeNode(runtime::TVMArgs args, runtime::TVMRetValue* rv) {
+
+void InitNodeByPackedArgs(Node* n, const TVMArgs& args) {
   NodeAttrSetter setter;
-  setter.type_key = args[0].operator std::string();
-  CHECK_EQ(args.size() % 2, 1);
-  for (int i = 1; i < args.size(); i += 2) {
-    setter.attrs.emplace(
-        args[i].operator std::string(),
-        runtime::TVMArgValue(args.values[i + 1], args.type_codes[i + 1]));
-  }
-  auto* f = dmlc::Registry<NodeFactoryReg>::Find(setter.type_key);
-  CHECK(f != nullptr)
-      << "Node type \'" << setter.type_key << "\' is not registered in TVM";
-  std::shared_ptr<Node> n = f->body();
+  setter.type_key = n->type_key();
+  CHECK_EQ(args.size() % 2, 0);
+  for (int i = 0; i < args.size(); i += 2) {
+    setter.attrs.emplace(args[i].operator std::string(),
+                         args[i + 1]);
+  }
   n->VisitAttrs(&setter);
   if (setter.attrs.size() != 0) {
     std::ostringstream os;
@@ -492,10 +486,26 @@ void MakeNode(runtime::TVMArgs args, runtime::TVMRetValue* rv) {
     }
     LOG(FATAL) << os.str();
   }
+}
+
+// API function to make node.
+// args format:
+//   key1, value1, ..., key_n, value_n
+void MakeNode(const TVMArgs& args, TVMRetValue* rv) {
+  std::string type_key = args[0];
+  auto* f = dmlc::Registry<NodeFactoryReg>::Find(type_key);
+  CHECK(f != nullptr)
+      << "Node type \'" << type_key << "\' is not registered in TVM";
+  TVMArgs kwargs(args.values + 1, args.type_codes + 1, args.size() - 1);
+  std::shared_ptr<Node> n = f->body();
+  if (n->derived_from<BaseAttrsNode>()) {
+    static_cast<BaseAttrsNode*>(n.get())->InitByPackedArgs(kwargs);
+  } else {
+    InitNodeByPackedArgs(n.get(), kwargs);
+  }
   *rv = NodeRef(n);
 }
 
 TVM_REGISTER_GLOBAL("make._Node")
 .set_body(MakeNode);
-
 }  // namespace tvm

tests/cpp/attrs_test.cc

+#include <dmlc/logging.h>
+#include <gtest/gtest.h>
+#include <tvm/attrs.h>
+#include <tvm/ir.h>
+
+namespace tvm {
+namespace test {
+// test example usage docs
+struct TestAttrs : public AttrsNode<TestAttrs> {
+  int axis;
+  std::string name;
+  Expr expr;
+  double learning_rate;
+
+  TVM_DECLARE_ATTRS(TestAttrs, "attrs.cpptest.TestAttrs") {
+    TVM_ATTR_FIELD(axis)
+        .set_default(10)
+        .set_lower_bound(1)
+        .set_upper_bound(10)
+        .describe("axis field");
+    TVM_ATTR_FIELD(name)
+        .describe("name of the field");
+    TVM_ATTR_FIELD(expr)
+        .describe("expression field")
+        .set_default(make_const(Int(32), 1));
+    TVM_ATTR_FIELD(learning_rate)
+        .describe("learning_rate")
+        .set_default(0.1);
+  }
+};
+}
+}
+
+TEST(Attrs, Basic) {
+  using namespace tvm;
+  using namespace tvm::test;
+  std::shared_ptr<TestAttrs> n = std::make_shared<TestAttrs>();
+  try {
+    n->InitBySeq("axis", 10);
+    LOG(FATAL) << "bad";
+  } catch (const tvm::AttrError& e) {
+  }
+  try {
+    n->InitBySeq("axis", 12, "name", "111");
+    LOG(FATAL) << "bad";
+  } catch (const tvm::AttrError& e) {
+  }
+
+  try {
+    n->InitBySeq("axisx", 12, "name", "111");
+    LOG(FATAL) << "bad";
+  } catch (const tvm::AttrError& e) {
+    std::string what = e.what();
+    CHECK(what.find("expr : Expr, default=1") != std::string::npos);
+    CHECK(what.find("axisx") != std::string::npos);
+  }
+  n->InitBySeq("learning_rate", Expr(1), "expr", 128, "name", "xx");
+  CHECK_EQ(n->learning_rate, 1.0);
+
+  n->InitBySeq("name", "xxx", "expr", 128);
+  CHECK_EQ(n->name, "xxx");
+  CHECK_EQ(n->axis, 10);
+  CHECK_EQ(n->expr.as<tvm::ir::IntImm>()->value, 128);
+  // Check docstring
+  std::ostringstream os;
+  n->PrintDocString(os);
+  LOG(INFO) << "docstring\n"<< os.str();
+  CHECK(os.str().find("expr : Expr, default=1") != std::string::npos);
+}
+
+
+int main(int argc, char ** argv) {
+  testing::InitGoogleTest(&argc, argv);
+  testing::FLAGS_gtest_death_test_style = "threadsafe";
+  return RUN_ALL_TESTS();
+}

tests/python/unittest/test_lang_reflection.py

@@ -36,6 +36,31 @@ def test_make_node():
     assert AA.op == A.op
     assert AA.value_index == A.value_index
 
+
+def test_make_attrs():
+    try:
+        x = tvm.make.node("attrs.TestAttrs", unknown_key=1, name="xx")
+        assert False
+    except tvm.TVMError as e:
+        assert str(e).find("unknown_key") != -1
+
+    try:
+        x = tvm.make.node("attrs.TestAttrs", axis=100, name="xx")
+        assert False
+    except tvm.TVMError as e:
+        assert str(e).find("upper bound") != -1
+
+    x = tvm.make.node("attrs.TestAttrs", name="xx", padding=(3,4))
+    assert x.name == "xx"
+    assert x.padding[0].value == 3
+    assert x.padding[1].value == 4
+    assert x.axis == 10
+
+    dattr = tvm.make.node("DictAttrs", x=1, y=10, name="xyz", padding=(0,0))
+    assert dattr.x.value == 1
+
+
+
 def test_make_sum():
     A = tvm.placeholder((2, 10), name='A')
     k = tvm.reduce_axis((0,10), "k")
@@ -46,6 +71,7 @@ def test_make_sum():
     assert BB.op.body[0].combiner is not None
 
 if __name__ == "__main__":
+    test_make_attrs()
     test_make_node()
     test_make_smap()
     test_const_saveload_json()