tvm
op.h
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19 
25 #ifndef TVM_IR_OP_H_
26 #define TVM_IR_OP_H_
27 
28 #include <tvm/ffi/error.h>
29 #include <tvm/ffi/function.h>
30 #include <tvm/ffi/reflection/registry.h>
32 #include <tvm/ir/attrs.h>
33 #include <tvm/ir/env_func.h>
34 #include <tvm/ir/expr.h>
35 #include <tvm/ir/type.h>
36 
37 #include <string>
38 #include <utility>
39 #include <vector>
40 
41 namespace tvm {
42 
43 // forward declare name.
44 template <typename>
45 class OpAttrMap;
46 
54 class ArgumentInfoNode : public ffi::Object {
55  public:
57  ffi::String name;
59  ffi::String type_info;
61  ffi::String description;
62 
63  static void RegisterReflection() {
64  namespace rfl = ffi::reflection;
65  rfl::ObjectDef<ArgumentInfoNode>()
66  .def_ro("name", &ArgumentInfoNode::name)
67  .def_ro("type_info", &ArgumentInfoNode::type_info)
68  .def_ro("description", &ArgumentInfoNode::description);
69  }
70 
71  static constexpr TVMFFISEqHashKind _type_s_eq_hash_kind = kTVMFFISEqHashKindTreeNode;
72 
73  TVM_FFI_DECLARE_OBJECT_INFO_FINAL("ir.ArgumentInfo", ArgumentInfoNode, ffi::Object);
74 };
75 
77 class ArgumentInfo : public ffi::ObjectRef {
78  public:
80 };
81 
82 // TODO(tvm-team): migrate low-level intrinsics to use Op
94 class OpNode : public ExprNode {
95  public:
97  ffi::String name;
102  ffi::String description;
103  /* \brief Information of input arguments to the operator */
104  ffi::Array<ArgumentInfo> arguments;
109  ffi::String attrs_type_key;
114  uint32_t attrs_type_index{0};
119  int32_t num_inputs = -1;
125  int32_t support_level = 10;
126 
127  static void RegisterReflection() {
128  namespace refl = tvm::ffi::reflection;
129  refl::ObjectDef<OpNode>()
130  .def_ro("name", &OpNode::name)
131  .def_ro("description", &OpNode::description, refl::AttachFieldFlag::SEqHashIgnore())
132  .def_ro("arguments", &OpNode::arguments, refl::AttachFieldFlag::SEqHashIgnore())
133  .def_ro("attrs_type_key", &OpNode::attrs_type_key, refl::AttachFieldFlag::SEqHashIgnore())
134  .def_ro("num_inputs", &OpNode::num_inputs, refl::AttachFieldFlag::SEqHashIgnore())
135  .def_ro("support_level", &OpNode::support_level, refl::AttachFieldFlag::SEqHashIgnore());
136  }
137 
138  static constexpr TVMFFISEqHashKind _type_s_eq_hash_kind = kTVMFFISEqHashKindUniqueInstance;
140 
141  private:
143  uint32_t AttrRegistryIndex() const { return index_; }
145  std::string AttrRegistryName() const { return name; }
146 
147  // friend class
148  template <typename>
150  template <typename, typename>
151  friend class AttrRegistry;
152  friend class OpRegEntry;
153 
154  // Program internal unique index of operator.
155  // Used to help index the program.
156  uint32_t index_{0};
157 };
158 
163 class Op : public Expr {
164  public:
165  explicit Op(ffi::ObjectPtr<OpNode> n) : Expr(std::move(n)) {
166  TVM_FFI_CHECK(defined(), ValueError) << "Op expects a defined OpNode";
167  }
168 
176  template <typename ValueType>
177  inline static OpAttrMap<ValueType> GetAttrMap(const ffi::String& attr_name);
183  TVM_DLL static bool HasAttrMap(const ffi::String& attr_name);
190  TVM_DLL static const Op& Get(const ffi::String& op_name);
191 
193 
194  private:
200  TVM_DLL static const AttrRegistryMapContainerMap<Op>& GetAttrMapContainer(const ffi::String& key);
201 };
202 
207 class OpRegEntry {
208  public:
210  const Op& op() const { return op_; }
217  inline OpRegEntry& describe(const std::string& descr); // NOLINT(*)
225  inline OpRegEntry& add_argument(const std::string& name, const std::string& type,
226  const std::string& description);
232  template <typename AttrsType>
233  inline OpRegEntry& set_attrs_type();
239  inline OpRegEntry& set_attrs_type_key(const ffi::String& key);
245  inline OpRegEntry& set_num_inputs(int32_t n); // NOLINT(*)
251  inline OpRegEntry& set_support_level(int32_t level); // NOLINT(*)
265  template <typename ValueType>
266  inline OpRegEntry& set_attr(const std::string& attr_name, // NOLINT(*)
267  const ValueType& value, int plevel = 10);
268 
273  inline void reset_attr(const std::string& attr_name);
274 
275  // set the name of the op to be the same as registry
276  inline OpRegEntry& set_name() { // NOLINT(*)
277  if (get()->name.length() == 0) {
278  get()->name = name;
279  }
280  return *this;
281  }
287  TVM_DLL static OpRegEntry& RegisterOrGet(const ffi::String& name);
288 
289  private:
290  template <typename, typename>
291  friend class AttrRegistry;
292  // the name
293  std::string name;
295  Op op_;
297  static Op MakeOp(uint32_t reg_index);
298  // private constructor
299  TVM_DLL OpRegEntry(uint32_t reg_index);
300  // return internal pointer to op.
301  inline OpNode* get();
302  // update the attribute OpAttrMap
303  TVM_DLL void UpdateAttr(const ffi::String& key, ffi::Any value, int plevel);
304 };
305 
310 template <typename ValueType>
311 class OpAttrMap : public AttrRegistryMap<Op, ValueType> {
312  public:
320  inline ValueType get(const Expr& expr, ValueType def_value) const;
321 
323  using TParent::count;
324  using TParent::get;
325  using TParent::operator[];
326 
327  private:
328  friend class Op;
329  // constructor
330  explicit OpAttrMap(const AttrRegistryMapContainerMap<Op>& map) : TParent(map) {}
331 };
332 
333 // internal macros to make
334 #define TVM_OP_REGISTER_VAR_DEF [[maybe_unused]] static ::tvm::OpRegEntry& __make_##Op
335 
351 #define TVM_REGISTER_OP(OpName) \
352  TVM_FFI_STR_CONCAT(TVM_OP_REGISTER_VAR_DEF, __COUNTER__) = \
353  ::tvm::OpRegEntry::RegisterOrGet(OpName).set_name()
354 
355 // implementations
356 
357 template <typename ValueType>
358 inline OpAttrMap<ValueType> Op::GetAttrMap(const ffi::String& key) {
359  return OpAttrMap<ValueType>(Op::GetAttrMapContainer(key));
360 }
361 
362 inline OpNode* OpRegEntry::get() { return const_cast<OpNode*>(op_.operator->()); }
363 
364 inline OpRegEntry& OpRegEntry::describe(const std::string& descr) { // NOLINT(*)
365  get()->description = descr;
366  return *this;
367 }
368 
369 inline OpRegEntry& OpRegEntry::add_argument(const std::string& name, const std::string& type,
370  const std::string& description) {
371  auto n = ffi::make_object<ArgumentInfoNode>();
372  n->name = name;
373  n->type_info = type;
374  n->description = description;
375  get()->arguments.push_back(ArgumentInfo(n));
376  return *this;
377 }
378 
379 inline OpRegEntry& OpRegEntry::set_num_inputs(int32_t n) { // NOLINT(*)
380  get()->num_inputs = n;
381  return *this;
382 }
383 
384 template <typename AttrsType>
385 inline OpRegEntry& OpRegEntry::set_attrs_type() { // NOLINT(*)
386  get()->attrs_type_key = AttrsType::_type_key;
387  get()->attrs_type_index = AttrsType::RuntimeTypeIndex();
388  return *this;
389 }
390 
391 inline OpRegEntry& OpRegEntry::set_attrs_type_key(const ffi::String& key) { // NOLINT(*)
392  get()->attrs_type_key = key;
393  get()->attrs_type_index = tvm::ffi::TypeKeyToIndex(key.c_str());
394  return *this;
395 }
396 
397 inline OpRegEntry& OpRegEntry::set_support_level(int32_t n) { // NOLINT(*)
398  get()->support_level = n;
399  return *this;
400 }
401 
402 template <typename ValueType>
403 inline OpRegEntry& OpRegEntry::set_attr( // NOLINT(*)
404  const std::string& attr_name, const ValueType& value, int plevel) {
405  TVM_FFI_ICHECK_GT(plevel, 0) << "plevel in set_attr must be greater than 0";
406  UpdateAttr(attr_name, Any(value), plevel);
407  return *this;
408 }
409 
410 // member functions of OpAttrMap
411 
412 template <typename ValueType>
413 inline ValueType OpAttrMap<ValueType>::get(const Expr& expr, ValueType def_value) const {
414  TVM_FFI_ICHECK(expr.defined());
415  if (const OpNode* op = expr.as<OpNode>()) {
416  return this->map_.get(ffi::GetRef<Op>(op), def_value);
417  } else {
418  return def_value;
419  }
420 }
421 
422 } // namespace tvm
423 #endif // TVM_IR_OP_H_
Attribute map used in registry.
Helpers for attribute objects.
Information about an input field of an Op (name, type, description).
Definition: op.h:54
ffi::String description
detailed description of the type
Definition: op.h:61
static void RegisterReflection()
Definition: op.h:63
ffi::String name
name of the field
Definition: op.h:57
ffi::String type_info
type docstring information in str.
Definition: op.h:59
TVM_FFI_DECLARE_OBJECT_INFO_FINAL("ir.ArgumentInfo", ArgumentInfoNode, ffi::Object)
static constexpr TVMFFISEqHashKind _type_s_eq_hash_kind
Definition: op.h:71
Managed reference to ArgumentInfoNode.
Definition: op.h:77
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(ArgumentInfo, ffi::ObjectRef, ArgumentInfoNode)
Generic attribute map.
Definition: attr_registry_map.h:38
ffi::Map<Key, ValueType> used to store meta-data.
Definition: attr_registry_map.h:105
ValueType get(const Op &key, ValueType def_value) const
get the corresponding value element at key with default value.
Definition: attr_registry_map.h:136
int count(const Op &key) const
Check if the map has op as key.
Definition: attr_registry_map.h:117
Definition: instruction.h:30
Base type of all the expressions.
Definition: base_expr.h:276
Managed reference to ExprNode.
Definition: base_expr.h:311
ffi::Map<Op,ValueType> used to store meta-information about Op.
Definition: op.h:311
ValueType get(const Expr &expr, ValueType def_value) const
get the corresponding value element at op with default value.
Definition: op.h:413
Primitive Op(builtin intrinsics)
Definition: op.h:94
ffi::String attrs_type_key
The type key of the attribute field This can be empty, in which case it defaults to anything.
Definition: op.h:109
static void RegisterReflection()
Definition: op.h:127
ffi::String description
detailed description of the operator This can be used to generate docstring automatically for the ope...
Definition: op.h:102
TVM_FFI_DECLARE_OBJECT_INFO_FINAL("ir.Op", OpNode, ExprNode)
uint32_t attrs_type_index
attribute type index, this field varies in each run and is not exposed to frontend.
Definition: op.h:114
static constexpr TVMFFISEqHashKind _type_s_eq_hash_kind
Definition: op.h:138
ffi::Array< ArgumentInfo > arguments
Definition: op.h:104
int32_t support_level
support level of the operator, The lower the more priority it contains. This is in analogies to BLAS ...
Definition: op.h:125
ffi::String name
name of the operator
Definition: op.h:97
int32_t num_inputs
number of input arguments to the operator, -1 means it is variable length
Definition: op.h:119
Helper structure to register operators.
Definition: op.h:207
OpRegEntry & describe(const std::string &descr)
setter function during registration Set the description of operator
Definition: op.h:364
static OpRegEntry & RegisterOrGet(const ffi::String &name)
Register or get a new entry.
OpRegEntry & set_name()
Definition: op.h:276
void reset_attr(const std::string &attr_name)
Resets an attr of the registry.
OpRegEntry & set_attrs_type_key(const ffi::String &key)
Set the attrs type key and index to be AttrsType.
Definition: op.h:391
OpRegEntry & add_argument(const std::string &name, const std::string &type, const std::string &description)
Add argument information to the function.
Definition: op.h:369
OpRegEntry & set_attrs_type()
Set the attrs type key and index to be AttrsType.
Definition: op.h:385
OpRegEntry & set_support_level(int32_t level)
Set the support level of op.
Definition: op.h:397
const Op & op() const
Definition: op.h:210
OpRegEntry & set_attr(const std::string &attr_name, const ValueType &value, int plevel=10)
Register additional attributes to operator.
Definition: op.h:403
OpRegEntry & set_num_inputs(int32_t n)
Set the num_inputs.
Definition: op.h:379
Managed reference class to OpNode.
Definition: op.h:163
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NOTNULLABLE(Op, Expr, OpNode)
static const Op & Get(const ffi::String &op_name)
Get an Op for a given operator name. Will raise an error if the op has not been registered.
static OpAttrMap< ValueType > GetAttrMap(const ffi::String &attr_name)
Get additional registered attribute about operators. If nothing has been registered,...
Definition: op.h:358
static bool HasAttrMap(const ffi::String &attr_name)
Checks if an attr map is present in the registry.
Op(ffi::ObjectPtr< OpNode > n)
Definition: op.h:165
Serializable global function used in IR.
Base expr nodes in TVM.
IR/AST nodes for TVM types shared across IR variants.
An object that builds and maintains block scope and StmtSref mapping for Dependence analysis.
Definition: analyzer.h:40