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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,
53 };
54 
55 #ifdef TVM_KALLOC_ALIGNMENT
57 constexpr int kAllocAlignment = TVM_KALLOC_ALIGNMENT;
58 
60 constexpr int kTempAllocaAlignment = TVM_KALLOC_ALIGNMENT;
61 #else
63 constexpr int kAllocAlignment = 64;
64 
66 constexpr int kTempAllocaAlignment = 64;
67 #endif // TVM_KALLOC_ALIGNMENT
68 
70 constexpr int kMaxStackAlloca = 1024;
71 
74 constexpr int kDefaultWorkspaceAlignment = 1;
75 
80 class TVM_DLL DeviceAPI {
81  public:
83  virtual ~DeviceAPI() {}
88  virtual void SetDevice(Device dev) = 0;
96  virtual void GetAttr(Device dev, DeviceAttrKind kind, TVMRetValue* rv) = 0;
97 
104  virtual size_t GetDataSize(const DLTensor& arr, Optional<String> mem_scope = NullOpt);
105 
112  virtual void GetTargetProperty(Device dev, const std::string& property, TVMRetValue* rv) {}
113 
123  virtual void* AllocDataSpace(Device dev, size_t nbytes, size_t alignment,
124  DLDataType type_hint) = 0;
134  virtual void* AllocDataSpace(Device dev, int ndim, const int64_t* shape, DLDataType dtype,
135  Optional<String> mem_scope = NullOpt);
141  virtual void FreeDataSpace(Device dev, void* ptr) = 0;
150  virtual void CopyDataFromTo(DLTensor* from, DLTensor* to, TVMStreamHandle stream);
157 
164  virtual void FreeStream(Device dev, TVMStreamHandle stream);
165 
171  virtual void StreamSync(Device dev, TVMStreamHandle stream) = 0;
177  virtual void SetStream(Device dev, TVMStreamHandle stream) {}
190  virtual void SyncStreamFromTo(Device dev, TVMStreamHandle event_src, TVMStreamHandle event_dst);
207  virtual void* AllocWorkspace(Device dev, size_t nbytes, DLDataType type_hint = {});
214  virtual void FreeWorkspace(Device dev, void* ptr);
215 
222  static DeviceAPI* Get(Device dev, bool allow_missing = false);
223 
229  static bool NeedSetDevice(int device_type) {
230  return device_type != kDLCPU && device_type != kDLMicroDev;
231  }
232 
233  protected:
247  virtual void CopyDataFromTo(const void* from, size_t from_offset, void* to, size_t to_offset,
248  size_t num_bytes, Device dev_from, Device dev_to,
249  DLDataType type_hint, TVMStreamHandle stream);
250 };
251 
253 constexpr int kRPCSessMask = 128;
254 static_assert(kRPCSessMask >= TVMDeviceExtType_End);
255 
259 inline bool IsRPCSessionDevice(Device dev) { return (dev.device_type / kRPCSessMask) > 0; }
260 
265 inline int GetRPCSessionIndex(Device dev) {
266  ICHECK(IsRPCSessionDevice(dev)) << "GetRPCSessionIndex: dev has no RPC session";
267  return dev.device_type / kRPCSessMask - 1;
268 }
269 
278  dev.device_type = static_cast<DLDeviceType>(dev.device_type % kRPCSessMask);
279  return dev;
280 }
281 
282 inline std::ostream& operator<<(std::ostream& os, DLDevice dev) { // NOLINT(*)
284  os << "remote[" << tvm::runtime::GetRPCSessionIndex(dev) << "]-";
286  }
287  os << tvm::runtime::DLDeviceType2Str(static_cast<int>(dev.device_type)) << ":" << dev.device_id;
288  return os;
289 }
290 
298 inline Device AddRPCSessionMask(Device dev, int session_table_index) {
299  CHECK(!IsRPCSessionDevice(dev)) << "AddRPCSessionMask: dev already non-zero RPCSessionIndex: "
300  << dev;
301  dev.device_type =
302  static_cast<DLDeviceType>(dev.device_type | (kRPCSessMask * (session_table_index + 1)));
303  return dev;
304 }
305 
306 } // namespace runtime
307 } // namespace tvm
308 
309 #endif // TVM_RUNTIME_DEVICE_API_H_
@ kDLMicroDev
Definition: c_runtime_api.h:124
@ TVMDeviceExtType_End
Definition: c_runtime_api.h:125
void * TVMStreamHandle
The stream that is specific to device can be NULL, which indicates the default one.
Definition: c_runtime_api.h:236
TVM Runtime Device API, abstracts the device specific interface for memory management.
Definition: device_api.h:80
static bool NeedSetDevice(int device_type)
Whether a certian device type requires set device device before launching the kernel function.
Definition: device_api.h:229
static DeviceAPI * Get(Device dev, bool allow_missing=false)
Get device API based on device.
virtual void CopyDataFromTo(DLTensor *from, DLTensor *to, TVMStreamHandle stream)
copy data from one place to another
virtual TVMStreamHandle CreateStream(Device dev)
Create a new stream of execution.
virtual void SyncStreamFromTo(Device dev, TVMStreamHandle event_src, TVMStreamHandle event_dst)
Synchronize 2 streams of execution.
virtual void FreeWorkspace(Device dev, void *ptr)
Free temporal workspace in backend execution.
virtual void * AllocDataSpace(Device dev, int ndim, const int64_t *shape, DLDataType dtype, Optional< String > mem_scope=NullOpt)
Allocate a data space on device with memory scope support.
virtual void SetDevice(Device dev)=0
Set the environment device id to device.
virtual void FreeStream(Device dev, TVMStreamHandle stream)
Free a stream of execution.
virtual void GetTargetProperty(Device dev, const std::string &property, TVMRetValue *rv)
Query the device for specified properties.
Definition: device_api.h:112
virtual size_t GetDataSize(const DLTensor &arr, Optional< String > mem_scope=NullOpt)
Get the physical memory size required.
virtual void * AllocWorkspace(Device dev, size_t nbytes, DLDataType type_hint={})
Allocate temporal workspace for backend execution.
virtual void GetAttr(Device dev, DeviceAttrKind kind, TVMRetValue *rv)=0
Get attribute of specified device.
virtual void StreamSync(Device dev, TVMStreamHandle stream)=0
Synchronize the stream.
virtual void FreeDataSpace(Device dev, void *ptr)=0
Free a data space on device.
virtual void CopyDataFromTo(const void *from, size_t from_offset, void *to, size_t to_offset, size_t num_bytes, Device dev_from, Device dev_to, DLDataType type_hint, TVMStreamHandle stream)
copy data from one place to another
virtual void SetStream(Device dev, TVMStreamHandle stream)
Set the stream.
Definition: device_api.h:177
virtual void * AllocDataSpace(Device dev, size_t nbytes, size_t alignment, DLDataType type_hint)=0
Allocate a data space on device.
virtual ~DeviceAPI()
virtual destructor
Definition: device_api.h:83
Optional container that to represent to a Nullable variant of T.
Definition: optional.h:51
Return Value container, Unlike TVMArgValue, which only holds reference and do not delete the underlyi...
Definition: packed_func.h:799
constexpr int kMaxStackAlloca
Maximum size that can be allocated on stack.
Definition: device_api.h:70
DeviceAttrKind
the query type into GetAttr
Definition: device_api.h:38
@ kDeviceName
Definition: device_api.h:44
@ kDriverVersion
Definition: device_api.h:51
@ kMaxThreadsPerBlock
Definition: device_api.h:40
@ kMultiProcessorCount
Definition: device_api.h:46
@ kMaxThreadDimensions
Definition: device_api.h:47
@ kApiVersion
Definition: device_api.h:50
@ kMaxClockRate
Definition: device_api.h:45
@ kWarpSize
Definition: device_api.h:41
@ kMaxRegistersPerBlock
Definition: device_api.h:48
@ kComputeVersion
Definition: device_api.h:43
@ kGcnArch
Definition: device_api.h:49
@ kMaxSharedMemoryPerBlock
Definition: device_api.h:42
@ kExist
Definition: device_api.h:39
@ kL2CacheSizeBytes
Definition: device_api.h:52
constexpr int kRPCSessMask
The device type bigger than this is RPC device.
Definition: device_api.h:253
constexpr int kDefaultWorkspaceAlignment
Number of bytes each allocation must align to by default in the workspace buffer to service intermedi...
Definition: device_api.h:74
int GetRPCSessionIndex(Device dev)
Return the RPCSessTable index of the RPC Session that owns this device.
Definition: device_api.h:265
constexpr int kTempAllocaAlignment
Number of bytes each allocation must align to in temporary allocation.
Definition: device_api.h:66
bool IsRPCSessionDevice(Device dev)
Return true if a Device is owned by an RPC session.
Definition: device_api.h:259
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:298
constexpr int kAllocAlignment
Number of bytes each allocation must align to.
Definition: device_api.h:63
std::ostream & operator<<(std::ostream &os, const ObjectRef &n)
Definition: repr_printer.h:97
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:277
constexpr const char * device_type
The device type.
Definition: stmt.h:1418
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:1766
runtime implementation for LibTorch/TorchScript.
Definition: analyzer.h:36
DLDevice Device
Definition: ndarray.h:43
constexpr runtime::NullOptType NullOpt
Definition: optional.h:169
A device-independent managed NDArray abstraction.
Type-erased function used across TVM API.