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virtual_device.h
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19 
26 #ifndef TVM_TARGET_VIRTUAL_DEVICE_H_
27 #define TVM_TARGET_VIRTUAL_DEVICE_H_
28 
29 #include <tvm/ir/transform.h>
30 #include <tvm/target/target.h>
31 
32 #include <string>
33 #include <unordered_set>
34 #include <utility>
35 
36 namespace tvm {
37 
45 using MemoryScope = String;
46 
47 // NOTE: cannot use enum as they are out of bound of the original enum
48 // and results in an undefined behavior
49 // A 'null' device type, does not correspond to any DLDeviceType enum.
50 // TODO(mbs): This is to help us as we transition away from representing the 'homogenous' case
51 // as a singleton target map indexed by the invalid DLDeviceType '0'.
52 constexpr int kNullDeviceType = 0;
53 
54 // An 'invalid' device type, does not correspond to any DLDeviceType enum.
55 constexpr int kInvalidDeviceType = -1;
56 
172 class VirtualDeviceNode : public AttrsNode<VirtualDeviceNode> {
173  private:
185  int /* actually DLDeviceType */ device_type_int;
186 
187  public:
188  DLDeviceType device_type() const { return static_cast<DLDeviceType>(device_type_int); }
189 
197 
206 
213 
218  bool IsFullyUnconstrained() const {
219  return !target.defined() && device_type() == kInvalidDeviceType && virtual_device_id == -1 &&
221  }
222 
227  bool IsFullyConstrained() const {
228  return target.defined() && virtual_device_id != -1 && !memory_scope.empty();
229  }
230 
237  Device ToDevice() const {
238  ICHECK(device_type_int != kInvalidDeviceType);
239  ICHECK(virtual_device_id != -1);
240  Device device;
241  device.device_type = device_type();
242  device.device_id = virtual_device_id;
243  return device;
244  }
245 
247  TVM_ATTR_FIELD(device_type_int)
248  .describe("The type of the virtual device.")
249  .set_default(kInvalidDeviceType);
251  .describe("The device id of the virtual device.")
252  .set_default(-1);
254  .describe("The target describing how to compile for the virtual device.")
255  .set_default(Target());
257  .describe("The area of memory w.r.t. the virtual device where data is stored.")
258  .set_default("");
259  }
260 
261  friend class VirtualDevice;
262 };
263 
267 class VirtualDevice : public ObjectRef {
268  public:
279  explicit VirtualDevice(int device_type_int = kInvalidDeviceType, int virtual_device_id = -1,
280  Target target = {}, MemoryScope memory_scope = {});
281 
284 
289  static VirtualDevice ForDeviceType(DLDeviceType device_type, int virtual_device_id = -1) {
290  ICHECK_GT(device_type, 0);
291  return VirtualDevice(device_type, virtual_device_id);
292  }
293  static VirtualDevice ForDeviceType(int device_type, int virtual_device_id = -1) {
294  return ForDeviceType(static_cast<DLDeviceType>(device_type), virtual_device_id);
295  }
296  static VirtualDevice ForDeviceType(const Integer& device_type, int virtual_device_id = -1) {
297  return ForDeviceType(static_cast<int>(device_type->value), virtual_device_id);
298  }
299 
301  static VirtualDevice ForDevice(const Device& device) {
302  return ForDeviceType(device.device_type, device.device_id);
303  }
304 
306  static VirtualDevice ForDeviceAndTarget(const Device& device, Target target) {
307  return VirtualDevice(device.device_type, device.device_id, std::move(target));
308  }
309 
311  static VirtualDevice ForTarget(Target target) {
312  DLDeviceType device_type = static_cast<DLDeviceType>(target->GetTargetDeviceType());
313  return VirtualDevice(device_type, /*virtual_device_id=*/0, std::move(target));
314  }
315 
317  static VirtualDevice ForMemoryScope(MemoryScope memory_scope) {
318  return VirtualDevice(kInvalidDeviceType, -1, {}, std::move(memory_scope));
319  }
320 
322  TVM_DLL static VirtualDevice ForDeviceTargetAndMemoryScope(const Device& device, Target target,
323  MemoryScope memory_scope) {
324  return VirtualDevice(device.device_type, device.device_id, std::move(target),
325  std::move(memory_scope));
326  }
327 
333  static Optional<VirtualDevice> Join(const VirtualDevice& lhs, const VirtualDevice& rhs);
334 
339  static VirtualDevice Default(const VirtualDevice& lhs, const VirtualDevice& rhs);
340 
342 
343  friend class VirtualDeviceCache; // Private implementation helper.
344 };
345 
355  public:
357  VirtualDevice Make(int device_type = kInvalidDeviceType, int virtual_device_id = -1,
358  Target target = {}, MemoryScope memory_scope = {});
359 
363  VirtualDevice Unique(const VirtualDevice& virtual_device);
364 
365  private:
367  std::unordered_set<VirtualDevice, StructuralHash, StructuralEqual> cache_;
368 };
369 
375 constexpr const char* kVirtualDevice = "virtual_device";
376 
377 } // namespace tvm
378 
379 #endif // TVM_TARGET_VIRTUAL_DEVICE_H_
#define TVM_ATTR_FIELD(FieldName)
Declare an attribute field.
Definition: attrs.h:76
The base class of the all the Use "curiously recurring template pattern".
Definition: attrs.h:870
Container of constant int that adds more constructors.
Definition: expr.h:594
Managed reference class to TargetNode.
Definition: target.h:200
A cache of VirtualDevices. This can be used:
Definition: virtual_device.h:354
VirtualDevice Unique(const VirtualDevice &virtual_device)
Returns the unique VirtualDevice structurally equal to the given virtual_device.
VirtualDevice Make(int device_type=kInvalidDeviceType, int virtual_device_id=-1, Target target={}, MemoryScope memory_scope={})
Returns the unique VirtualDevice representing given fields.
Describes at compile time the constraints on where data is to be stored at runtime down to the (virtu...
Definition: virtual_device.h:172
DLDeviceType device_type() const
Definition: virtual_device.h:188
Target target
The Target describing how to compile for the virtual device.
Definition: virtual_device.h:205
int virtual_device_id
The device identifier for the virtual device. This must be resolved to a physical device identifier e...
Definition: virtual_device.h:196
TVM_DECLARE_ATTRS(VirtualDeviceNode, "VirtualDevice")
Definition: virtual_device.h:246
MemoryScope memory_scope
The scope of memory w.r.t. the virtual device which holds data.
Definition: virtual_device.h:212
Device ToDevice() const
Returns the (virtual) Device implied by this VirtualDevice. Both the device_type and virtual_device_m...
Definition: virtual_device.h:237
bool IsFullyUnconstrained() const
Returns true if virtual device is 'fully unconstrained', ie no target/device type,...
Definition: virtual_device.h:218
bool IsFullyConstrained() const
Returns true if virtual device is 'fully constrained', ie target, device id and memory scope are all ...
Definition: virtual_device.h:227
Managed reference class to VirtualDeviceNode.
Definition: virtual_device.h:267
VirtualDevice(int device_type_int=kInvalidDeviceType, int virtual_device_id=-1, Target target={}, MemoryScope memory_scope={})
Construct a virtual device.
TVM_DEFINE_NOTNULLABLE_OBJECT_REF_METHODS(VirtualDevice, ObjectRef, VirtualDeviceNode)
static VirtualDevice ForDeviceTargetAndMemoryScope(const Device &device, Target target, MemoryScope memory_scope)
Returns the VirtualDevice for device, target and memory_scope.
Definition: virtual_device.h:322
static VirtualDevice ForMemoryScope(MemoryScope memory_scope)
Returns the VirtualDevice for memory_scope alone.
Definition: virtual_device.h:317
static VirtualDevice Default(const VirtualDevice &lhs, const VirtualDevice &rhs)
Returns the 'default' of lhs and rhs. The result will be lhs, except any unconstrained fields in lhs ...
static VirtualDevice FullyUnconstrained()
Returns the unique fully unconstrained VirtualDevice.
static VirtualDevice ForDeviceAndTarget(const Device &device, Target target)
Returns the VirtualDevice for device and target.
Definition: virtual_device.h:306
static VirtualDevice ForDevice(const Device &device)
Returns the VirtualDevice for device.
Definition: virtual_device.h:301
static Optional< VirtualDevice > Join(const VirtualDevice &lhs, const VirtualDevice &rhs)
Returns the 'join' of lhs and rhs. The result will agree pointwise with lhs and rhs on all their cons...
static VirtualDevice ForDeviceType(const Integer &device_type, int virtual_device_id=-1)
Definition: virtual_device.h:296
static VirtualDevice ForDeviceType(DLDeviceType device_type, int virtual_device_id=-1)
Returns the VirtualDevice for device_type and (if not -1) virtual_device_id. The target and memory sc...
Definition: virtual_device.h:289
static VirtualDevice ForDeviceType(int device_type, int virtual_device_id=-1)
Definition: virtual_device.h:293
static VirtualDevice ForTarget(Target target)
Returns the VirtualDevice for target.
Definition: virtual_device.h:311
Base class of all object reference.
Definition: object.h:520
bool defined() const
Definition: object.h:553
Optional container that to represent to a Nullable variant of T.
Definition: optional.h:51
Reference to string objects.
Definition: string.h:97
bool empty() const
Retun if the string is empty.
Definition: string.h:207
constexpr const char * device_type
The device type.
Definition: stmt.h:1422
Performance counters for profiling via the PAPI library.
Definition: analyzer.h:36
constexpr const char * kVirtualDevice
Definition: virtual_device.h:375
constexpr int kInvalidDeviceType
Definition: virtual_device.h:55
DLDevice Device
Definition: ndarray.h:43
String MemoryScope
Abstract label for an area of memory.
Definition: global_info.h:36
constexpr int kNullDeviceType
Definition: virtual_device.h:52
Compilation target object.