tvm
session.h
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72 #ifndef TVM_RUNTIME_DISCO_SESSION_H_
73 #define TVM_RUNTIME_DISCO_SESSION_H_
74 
75 #include <tvm/ffi/function.h>
76 #include <tvm/runtime/int_tuple.h>
77 #include <tvm/runtime/object.h>
78 #include <tvm/runtime/tensor.h>
79 
80 #include <queue>
81 #include <string>
82 #include <utility>
83 
84 namespace tvm {
85 namespace runtime {
86 
90 enum class DiscoAction : int32_t {
91  kShutDown = 0,
92  kKillReg = 1,
93  kGetGlobalFunc = 2,
94  kCallPacked = 3,
95  kSyncWorker = 4,
96  kCopyFromWorker0 = 5,
97  kCopyToWorker0 = 6,
100 };
101 
103 inline std::string DiscoAction2String(DiscoAction action) {
104  switch (action) {
106  return "kShutDown";
108  return "kKillReg";
110  return "kGetGlobalFunc";
112  return "kCallPacked";
114  return "kSyncWorker";
116  return "kCopyFromWorker0";
118  return "kCopyToWorker0";
120  return "kDebugGetFromRemote";
122  return "kDebugSetRegister";
123  }
124  LOG(FATAL) << "ValueError: Unknown DiscoAction: " << static_cast<int>(action);
125 }
126 
127 class SessionObj;
128 
135 class DRefObj : public Object {
136  public:
138  inline ~DRefObj();
144  inline ffi::Any DebugGetFromRemote(int worker_id);
150  inline void DebugCopyFrom(int worker_id, ffi::AnyView source);
151 
152  static constexpr const uint32_t _type_index = TypeIndex::kRuntimeDiscoDRef;
153  static const constexpr bool _type_final = true;
154  static constexpr const bool _type_mutable = true;
155  TVM_FFI_DECLARE_OBJECT_INFO_STATIC("runtime.disco.DRef", DRefObj, Object);
156 
158  int64_t reg_id;
160  ObjectRef session{nullptr};
161 
162  private:
163  inline SessionObj* GetSession();
164 };
165 
171 class DRef : public ObjectRef {
172  public:
173  explicit DRef(ObjectPtr<DRefObj> data) : ObjectRef(data) { TVM_FFI_ICHECK(data != nullptr); }
175 };
176 
181 class SessionObj : public Object {
182  public:
183  virtual ~SessionObj() = default;
199  template <typename... Args>
200  DRef TVM_ALWAYS_INLINE CallPacked(const DRef& func, Args&&... args);
207  TVM_DLL virtual DRef CallWithPacked(const ffi::PackedArgs& args) = 0;
209  TVM_DLL virtual int64_t GetNumWorkers() = 0;
211  TVM_DLL virtual DRef GetGlobalFunc(const std::string& name) = 0;
217  TVM_DLL virtual void CopyFromWorker0(const Tensor& host_array, const DRef& remote_array) = 0;
223  TVM_DLL virtual void CopyToWorker0(const Tensor& host_array, const DRef& remote_array) = 0;
231  TVM_DLL virtual void SyncWorker(int worker_id) = 0;
233  TVM_DLL virtual void Shutdown() = 0;
239  TVM_DLL virtual void InitCCL(ffi::String ccl, IntTuple device_ids) = 0;
246  TVM_DLL virtual ffi::Any DebugGetFromRemote(int64_t reg_id, int worker_id) = 0;
253  TVM_DLL virtual void DebugSetRegister(int64_t reg_id, ffi::AnyView value, int worker_id) = 0;
254 
255  struct FFI;
256  friend struct SessionObj::FFI;
257  friend class DRefObj;
258 
259  static constexpr const bool _type_mutable = true;
260  TVM_FFI_DECLARE_OBJECT_INFO("runtime.disco.Session", SessionObj, Object);
261 
262  protected:
264  virtual void DeallocReg(int reg_id) = 0;
265 };
266 
271 class Session : public ObjectRef {
272  public:
278  TVM_DLL static Session ThreadedSession(int num_workers, int num_groups);
291  TVM_DLL static Session ProcessSession(int num_workers, int num_groups,
292  ffi::String process_pool_creator, ffi::String entrypoint);
293 
295 };
296 
302  public:
303  virtual ~DiscoChannel() = default;
305  virtual void Send(const ffi::PackedArgs& args) = 0;
307  virtual ffi::PackedArgs Recv() = 0;
309  virtual void Reply(const ffi::PackedArgs& args) = 0;
311  virtual ffi::PackedArgs RecvReply() = 0;
312 };
313 
319  public:
324  std::queue<Tensor> host_arrays;
326  std::mutex queue_mutex_;
327 };
328 
329 // Implementation details
330 
331 inline SessionObj* DRefObj::GetSession() {
332  return const_cast<SessionObj*>(static_cast<const SessionObj*>(session.get()));
333 }
334 
336  if (this->session.defined()) {
337  GetSession()->DeallocReg(reg_id);
338  }
339 }
340 
341 ffi::Any DRefObj::DebugGetFromRemote(int worker_id) {
342  return GetSession()->DebugGetFromRemote(this->reg_id, worker_id);
343 }
344 
345 void DRefObj::DebugCopyFrom(int worker_id, ffi::AnyView value) {
346  return GetSession()->DebugSetRegister(this->reg_id, value, worker_id);
347 }
348 
349 template <typename... Args>
350 DRef SessionObj::CallPacked(const DRef& func, Args&&... args) {
351  constexpr int offset = 3;
352  constexpr int kNumArgs = offset + sizeof...(Args);
353  ffi::AnyView packed_args[kNumArgs];
354  ffi::PackedArgs::Fill(packed_args,
355  /*.0=*/static_cast<int>(DiscoAction::kCallPacked), // action
356  /*.1=*/0, // reg_id, which will be updated by this->CallWithPacked
357  /*.2=*/func, // the function to be called
358  std::forward<Args>(args)...);
359  return this->CallWithPacked(ffi::PackedArgs(packed_args, kNumArgs));
360 }
361 
362 } // namespace runtime
363 } // namespace tvm
364 #endif // TVM_RUNTIME_DISCO_SESSION_H_
An object that exists on all workers.
Definition: session.h:135
TVM_FFI_DECLARE_OBJECT_INFO_STATIC("runtime.disco.DRef", DRefObj, Object)
~DRefObj()
Definition: session.h:335
static constexpr const bool _type_mutable
Definition: session.h:154
static constexpr const uint32_t _type_index
Definition: session.h:152
ffi::Any DebugGetFromRemote(int worker_id)
Get the value of a DRef from a remote worker.
Definition: session.h:341
int64_t reg_id
The id of the register.
Definition: session.h:158
void DebugCopyFrom(int worker_id, ffi::AnyView source)
Copy from the Tensor provided to a remote worker.
Definition: session.h:345
static constexpr const bool _type_final
Definition: session.h:153
ObjectRef session
Back-pointer to the host controler session.
Definition: session.h:160
Managed reference to DRefObj.
Definition: session.h:171
DRef(ObjectPtr< DRefObj > data)
Definition: session.h:173
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NOTNULLABLE(DRef, ObjectRef, DRefObj)
A bi-directional channel for controler-worker communication. This channel is primarily used to transf...
Definition: session.h:301
virtual void Reply(const ffi::PackedArgs &args)=0
Reply a packed sequence to the sender.
virtual ffi::PackedArgs Recv()=0
Receive a packed sequence from worker.
virtual ~DiscoChannel()=default
virtual void Send(const ffi::PackedArgs &args)=0
Send a packed sequence to the receiver.
virtual ffi::PackedArgs RecvReply()=0
Receive a reply from the worker.
A Disco interactive session. It allows users to interact with the Disco command queue with various ff...
Definition: session.h:181
virtual void CopyToWorker0(const Tensor &host_array, const DRef &remote_array)=0
Copy the controler-side Tensor to worker-0.
virtual DRef GetGlobalFunc(const std::string &name)=0
Get a global functions on workers.
friend struct SessionObj::FFI
Definition: session.h:255
virtual void Shutdown()=0
Signal all the workers to shutdown.
virtual DRef CallWithPacked(const ffi::PackedArgs &args)=0
Call packed function on each worker using a packed sequence. The calling convention: The first elemen...
virtual void DeallocReg(int reg_id)=0
Deallocate a register id, kill it on all workers, and append it to free_regs_.
virtual ffi::Any DebugGetFromRemote(int64_t reg_id, int worker_id)=0
Get the value of a register from a remote worker.
virtual void SyncWorker(int worker_id)=0
Synchrnoize the controler with a worker, and it will wait until worker finishes executing this instru...
static constexpr const bool _type_mutable
Definition: session.h:259
virtual int64_t GetNumWorkers()=0
Get the number of workers in the session.
virtual void CopyFromWorker0(const Tensor &host_array, const DRef &remote_array)=0
Copy an Tensor from worker-0 to the controler-side Tensor.
virtual ~SessionObj()=default
virtual void InitCCL(ffi::String ccl, IntTuple device_ids)=0
Initialize the data plane between workers.
TVM_FFI_DECLARE_OBJECT_INFO("runtime.disco.Session", SessionObj, Object)
DRef TVM_ALWAYS_INLINE CallPacked(const DRef &func, Args &&... args)
Call a ffi::Function on workers providing variadic arguments.
virtual void DebugSetRegister(int64_t reg_id, ffi::AnyView value, int worker_id)=0
Set the value of a register on a remote worker.
Managed reference to SessionObj.
Definition: session.h:271
static Session ProcessSession(int num_workers, int num_groups, ffi::String process_pool_creator, ffi::String entrypoint)
Create a session backed by pipe-based multiprocessing.
static Session ThreadedSession(int num_workers, int num_groups)
Create a session backed by a thread pool of workers.
TVM_FFI_DEFINE_OBJECT_REF_METHODS_NULLABLE(Session, ObjectRef, SessionObj)
Managed Tensor. The array is backed by reference counted blocks.
Definition: tensor.h:53
A special communication channel between controler and worker-0, assuming they are always collocated i...
Definition: session.h:318
std::mutex queue_mutex_
The mutex that guards host_arrays
Definition: session.h:326
std::queue< Tensor > host_arrays
The host-side arrays to passed to worker-0 for special uses, for example, copy-to-worker0 and copy-fr...
Definition: session.h:324
Defines tuple of integers.
std::string DiscoAction2String(DiscoAction action)
Converts the enum class DiscoAction to string.
Definition: session.h:103
DiscoAction
All possible kinds of Disco commands.
Definition: session.h:90
@ kRuntimeDiscoDRef
runtime::DRef for disco distributed runtime
Definition: object.h:65
ffi::Shape IntTuple
Definition: int_tuple.h:33
Performance counters for profiling via the PAPI library.
Definition: analyzer.h:37
A managed object in the TVM runtime.
A device-independent managed Tensor abstraction.