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device_api.h
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19 
24 #ifndef TVM_RUNTIME_DEVICE_API_H_
25 #define TVM_RUNTIME_DEVICE_API_H_
26 
28 #include <tvm/runtime/ndarray.h>
30 
31 #include <string>
32 
33 namespace tvm {
34 namespace runtime {
38 enum DeviceAttrKind : int {
39  kExist = 0,
41  kWarpSize = 2,
49  kGcnArch = 10,
52 };
53 
54 #ifdef TVM_KALLOC_ALIGNMENT
55 
56 constexpr int kAllocAlignment = TVM_KALLOC_ALIGNMENT;
57 
59 constexpr int kTempAllocaAlignment = TVM_KALLOC_ALIGNMENT;
60 #else
61 
62 constexpr int kAllocAlignment = 64;
63 
65 constexpr int kTempAllocaAlignment = 64;
66 #endif // TVM_KALLOC_ALIGNMENT
67 
69 constexpr int kMaxStackAlloca = 1024;
70 
73 constexpr int kDefaultWorkspaceAlignment = 1;
74 
79 class TVM_DLL DeviceAPI {
80  public:
82  virtual ~DeviceAPI() {}
87  virtual void SetDevice(Device dev) = 0;
95  virtual void GetAttr(Device dev, DeviceAttrKind kind, TVMRetValue* rv) = 0;
96 
103  virtual void GetTargetProperty(Device dev, const std::string& property, TVMRetValue* rv) {}
104 
114  virtual void* AllocDataSpace(Device dev, size_t nbytes, size_t alignment,
115  DLDataType type_hint) = 0;
125  virtual void* AllocDataSpace(Device dev, int ndim, const int64_t* shape, DLDataType dtype,
126  Optional<String> mem_scope = NullOpt);
132  virtual void FreeDataSpace(Device dev, void* ptr) = 0;
141  virtual void CopyDataFromTo(DLTensor* from, DLTensor* to, TVMStreamHandle stream);
147  virtual TVMStreamHandle CreateStream(Device dev);
148 
155  virtual void FreeStream(Device dev, TVMStreamHandle stream);
156 
162  virtual void StreamSync(Device dev, TVMStreamHandle stream) = 0;
168  virtual void SetStream(Device dev, TVMStreamHandle stream) {}
181  virtual void SyncStreamFromTo(Device dev, TVMStreamHandle event_src, TVMStreamHandle event_dst);
198  virtual void* AllocWorkspace(Device dev, size_t nbytes, DLDataType type_hint = {});
205  virtual void FreeWorkspace(Device dev, void* ptr);
206 
213  static DeviceAPI* Get(Device dev, bool allow_missing = false);
214 
220  static bool NeedSetDevice(int device_type) {
221  return device_type != kDLCPU && device_type != kDLMicroDev;
222  }
223 
224  protected:
238  virtual void CopyDataFromTo(const void* from, size_t from_offset, void* to, size_t to_offset,
239  size_t num_bytes, Device dev_from, Device dev_to,
240  DLDataType type_hint, TVMStreamHandle stream);
241 };
242 
244 constexpr int kRPCSessMask = 128;
245 static_assert(kRPCSessMask >= TVMDeviceExtType_End);
246 
252 inline const char* DeviceName(int type) {
253  switch (type) {
254  case kDLCPU:
255  return "cpu";
256  case kDLCUDA:
257  return "cuda";
258  case kDLCUDAHost:
259  return "cuda_host";
260  case kDLCUDAManaged:
261  return "cuda_managed";
262  case kDLOpenCL:
263  return "opencl";
264  case kDLSDAccel:
265  return "sdaccel";
266  case kDLAOCL:
267  return "aocl";
268  case kDLVulkan:
269  return "vulkan";
270  case kDLMetal:
271  return "metal";
272  case kDLVPI:
273  return "vpi";
274  case kDLROCM:
275  return "rocm";
276  case kDLROCMHost:
277  return "rocm_host";
278  case kDLExtDev:
279  return "ext_dev";
280  case kDLOneAPI:
281  return "oneapi";
282  case kDLWebGPU:
283  return "webgpu";
284  case kDLHexagon:
285  return "hexagon";
286  case kOpenGL:
287  return "opengl";
288  case kDLMicroDev:
289  return "microdev";
290  default:
291  LOG(FATAL) << "unknown type =" << type;
292  }
293 }
294 
298 inline bool IsRPCSessionDevice(Device dev) { return (dev.device_type / kRPCSessMask) > 0; }
299 
304 inline int GetRPCSessionIndex(Device dev) {
305  ICHECK(IsRPCSessionDevice(dev)) << "GetRPCSessionIndex: dev has no RPC session";
306  return dev.device_type / kRPCSessMask - 1;
307 }
308 
317  dev.device_type = static_cast<DLDeviceType>(dev.device_type % kRPCSessMask);
318  return dev;
319 }
320 
321 inline std::ostream& operator<<(std::ostream& os, DLDevice dev) { // NOLINT(*)
323  os << "remote[" << tvm::runtime::GetRPCSessionIndex(dev) << "]-";
325  }
326  os << tvm::runtime::DeviceName(static_cast<int>(dev.device_type)) << "(" << dev.device_id << ")";
327  return os;
328 }
329 
337 inline Device AddRPCSessionMask(Device dev, int session_table_index) {
338  CHECK(!IsRPCSessionDevice(dev)) << "AddRPCSessionMask: dev already non-zero RPCSessionIndex: "
339  << dev;
340  dev.device_type =
341  static_cast<DLDeviceType>(dev.device_type | (kRPCSessMask * (session_table_index + 1)));
342  return dev;
343 }
344 
345 } // namespace runtime
346 } // namespace tvm
347 
348 #endif // TVM_RUNTIME_DEVICE_API_H_
std::ostream & operator<<(std::ostream &os, const ObjectRef &n)
Definition: repr_printer.h:97
Return Value container, Unlike TVMArgValue, which only holds reference and do not delete the underlyi...
Definition: packed_func.h:799
constexpr const char * device_type
The device type.
Definition: stmt.h:1355
Definition: c_runtime_api.h:125
Definition: device_api.h:50
constexpr int kDefaultWorkspaceAlignment
Number of bytes each allocation must align to by default in the workspace buffer to service intermedi...
Definition: device_api.h:73
Definition: c_runtime_api.h:122
constexpr int kMaxStackAlloca
Maximum size that can be allocated on stack.
Definition: device_api.h:69
runtime implementation for LibTorch/TorchScript.
Definition: analyzer.h:36
TVM Runtime Device API, abstracts the device specific interface for memory management.
Definition: device_api.h:79
Definition: c_runtime_api.h:121
Device AddRPCSessionMask(Device dev, int session_table_index)
Add a RPC session mask to a Device. RPC clients typically do this when decoding a Device received fro...
Definition: device_api.h:337
int GetRPCSessionIndex(Device dev)
Return the RPCSessTable index of the RPC Session that owns this device.
Definition: device_api.h:304
virtual void GetTargetProperty(Device dev, const std::string &property, TVMRetValue *rv)
Query the device for specified properties.
Definition: device_api.h:103
void * TVMStreamHandle
The stream that is specific to device can be NULL, which indicates the default one.
Definition: c_runtime_api.h:236
constexpr int kRPCSessMask
The device type bigger than this is RPC device.
Definition: device_api.h:244
virtual ~DeviceAPI()
virtual destructor
Definition: device_api.h:82
bool IsRPCSessionDevice(Device dev)
Return true if a Device is owned by an RPC session.
Definition: device_api.h:298
constexpr int kTempAllocaAlignment
Number of bytes each allocation must align to in temporary allocation.
Definition: device_api.h:65
static bool NeedSetDevice(int device_type)
Whether a certian device type requires set device device before launching the kernel function...
Definition: device_api.h:220
Device RemoveRPCSessionMask(Device dev)
Remove the RPC session mask from a Device. RPC clients typically do this when encoding a Device for t...
Definition: device_api.h:316
A device-independent managed NDArray abstraction.
Definition: device_api.h:39
Definition: c_runtime_api.h:124
Definition: c_runtime_api.h:123
Definition: device_api.h:42
Definition: device_api.h:45
Definition: device_api.h:51
Tensor shape(const Tensor &src, DataType dtype, const std::string name="T_shape", const std::string tag=kInjective)
Get the shape of input tensor.
Definition: transform.h:1768
DLDevice Device
Definition: ndarray.h:43
Definition: device_api.h:41
Definition: device_api.h:49
const char * DeviceName(int type)
The name of Device API factory.
Definition: device_api.h:252
Definition: device_api.h:47
Definition: device_api.h:40
constexpr int kAllocAlignment
Number of bytes each allocation must align to.
Definition: device_api.h:62
DeviceAttrKind
the query type into GetAttr
Definition: device_api.h:38
Definition: device_api.h:44
Optional container that to represent to a Nullable variant of T.
Definition: optional.h:51
constexpr runtime::NullOptType NullOpt
Definition: optional.h:160
Definition: device_api.h:46
Definition: device_api.h:48
virtual void SetStream(Device dev, TVMStreamHandle stream)
Set the stream.
Definition: device_api.h:168
Type-erased function used across TVM API.
Definition: device_api.h:43