xref: /aosp_15_r20/external/pytorch/c10/cuda/impl/CUDAGuardImpl.h (revision da0073e96a02ea20f0ac840b70461e3646d07c45)
1*da0073e9SAndroid Build Coastguard Worker #pragma once
2*da0073e9SAndroid Build Coastguard Worker 
3*da0073e9SAndroid Build Coastguard Worker #include <c10/core/impl/DeviceGuardImplInterface.h>
4*da0073e9SAndroid Build Coastguard Worker #include <c10/core/impl/GPUTrace.h>
5*da0073e9SAndroid Build Coastguard Worker #include <c10/macros/Macros.h>
6*da0073e9SAndroid Build Coastguard Worker #include <c10/util/Exception.h>
7*da0073e9SAndroid Build Coastguard Worker 
8*da0073e9SAndroid Build Coastguard Worker #include <c10/cuda/CUDACachingAllocator.h>
9*da0073e9SAndroid Build Coastguard Worker #include <c10/cuda/CUDAException.h>
10*da0073e9SAndroid Build Coastguard Worker #include <c10/cuda/CUDAFunctions.h>
11*da0073e9SAndroid Build Coastguard Worker #include <c10/cuda/CUDAStream.h>
12*da0073e9SAndroid Build Coastguard Worker 
13*da0073e9SAndroid Build Coastguard Worker #include <c10/core/Device.h>
14*da0073e9SAndroid Build Coastguard Worker #include <c10/core/DeviceType.h>
15*da0073e9SAndroid Build Coastguard Worker #include <c10/core/Stream.h>
16*da0073e9SAndroid Build Coastguard Worker #include <c10/core/impl/PyInterpreter.h>
17*da0073e9SAndroid Build Coastguard Worker #include <cuda_runtime_api.h>
18*da0073e9SAndroid Build Coastguard Worker #include <cstdint>
19*da0073e9SAndroid Build Coastguard Worker #include <optional>
20*da0073e9SAndroid Build Coastguard Worker 
21*da0073e9SAndroid Build Coastguard Worker namespace c10::cuda::impl {
22*da0073e9SAndroid Build Coastguard Worker 
23*da0073e9SAndroid Build Coastguard Worker struct CUDAGuardImpl final : public c10::impl::DeviceGuardImplInterface {
24*da0073e9SAndroid Build Coastguard Worker   static constexpr DeviceType static_type = DeviceType::CUDA;
25*da0073e9SAndroid Build Coastguard Worker 
26*da0073e9SAndroid Build Coastguard Worker   CUDAGuardImpl() = default;
CUDAGuardImplfinal27*da0073e9SAndroid Build Coastguard Worker   explicit CUDAGuardImpl(DeviceType t) {
28*da0073e9SAndroid Build Coastguard Worker     TORCH_INTERNAL_ASSERT(t == DeviceType::CUDA);
29*da0073e9SAndroid Build Coastguard Worker   }
typefinal30*da0073e9SAndroid Build Coastguard Worker   DeviceType type() const override {
31*da0073e9SAndroid Build Coastguard Worker     return DeviceType::CUDA;
32*da0073e9SAndroid Build Coastguard Worker   }
exchangeDevicefinal33*da0073e9SAndroid Build Coastguard Worker   Device exchangeDevice(Device d) const override {
34*da0073e9SAndroid Build Coastguard Worker     TORCH_INTERNAL_ASSERT(d.is_cuda());
35*da0073e9SAndroid Build Coastguard Worker     auto old_device_index = c10::cuda::ExchangeDevice(d.index());
36*da0073e9SAndroid Build Coastguard Worker     return Device(DeviceType::CUDA, old_device_index);
37*da0073e9SAndroid Build Coastguard Worker   }
getDevicefinal38*da0073e9SAndroid Build Coastguard Worker   Device getDevice() const override {
39*da0073e9SAndroid Build Coastguard Worker     DeviceIndex device = 0;
40*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK(c10::cuda::GetDevice(&device));
41*da0073e9SAndroid Build Coastguard Worker     return Device(DeviceType::CUDA, device);
42*da0073e9SAndroid Build Coastguard Worker   }
uncheckedGetDevicefinal43*da0073e9SAndroid Build Coastguard Worker   std::optional<Device> uncheckedGetDevice() const noexcept {
44*da0073e9SAndroid Build Coastguard Worker     DeviceIndex device{-1};
45*da0073e9SAndroid Build Coastguard Worker     const auto err = C10_CUDA_ERROR_HANDLED(c10::cuda::GetDevice(&device));
46*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK_WARN(err);
47*da0073e9SAndroid Build Coastguard Worker     if (err != cudaSuccess) {
48*da0073e9SAndroid Build Coastguard Worker       return std::nullopt;
49*da0073e9SAndroid Build Coastguard Worker     }
50*da0073e9SAndroid Build Coastguard Worker     return Device(DeviceType::CUDA, device);
51*da0073e9SAndroid Build Coastguard Worker   }
setDevicefinal52*da0073e9SAndroid Build Coastguard Worker   void setDevice(Device d) const override {
53*da0073e9SAndroid Build Coastguard Worker     TORCH_INTERNAL_ASSERT(d.is_cuda());
54*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK(c10::cuda::SetDevice(d.index()));
55*da0073e9SAndroid Build Coastguard Worker   }
uncheckedSetDevicefinal56*da0073e9SAndroid Build Coastguard Worker   void uncheckedSetDevice(Device d) const noexcept override {
57*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK_WARN(c10::cuda::MaybeSetDevice(d.index()));
58*da0073e9SAndroid Build Coastguard Worker   }
getStreamfinal59*da0073e9SAndroid Build Coastguard Worker   Stream getStream(Device d) const noexcept override {
60*da0073e9SAndroid Build Coastguard Worker     return getCurrentCUDAStream(d.index()).unwrap();
61*da0073e9SAndroid Build Coastguard Worker   }
getDefaultStreamfinal62*da0073e9SAndroid Build Coastguard Worker   Stream getDefaultStream(Device d) const override {
63*da0073e9SAndroid Build Coastguard Worker     return getDefaultCUDAStream(d.index());
64*da0073e9SAndroid Build Coastguard Worker   }
65*da0073e9SAndroid Build Coastguard Worker   Stream getNewStream(Device d, int priority = 0) const override {
66*da0073e9SAndroid Build Coastguard Worker     return getStreamFromPool(priority, d.index());
67*da0073e9SAndroid Build Coastguard Worker   }
68*da0073e9SAndroid Build Coastguard Worker   Stream getStreamFromGlobalPool(Device d, bool isHighPriority = false)
69*da0073e9SAndroid Build Coastguard Worker       const override {
70*da0073e9SAndroid Build Coastguard Worker     return getStreamFromPool(isHighPriority, d.index());
71*da0073e9SAndroid Build Coastguard Worker   }
72*da0073e9SAndroid Build Coastguard Worker   // NB: These do NOT set the current device
exchangeStreamfinal73*da0073e9SAndroid Build Coastguard Worker   Stream exchangeStream(Stream s) const noexcept override {
74*da0073e9SAndroid Build Coastguard Worker     CUDAStream cs(s);
75*da0073e9SAndroid Build Coastguard Worker     auto old_stream = getCurrentCUDAStream(s.device().index());
76*da0073e9SAndroid Build Coastguard Worker     setCurrentCUDAStream(cs);
77*da0073e9SAndroid Build Coastguard Worker     return old_stream.unwrap();
78*da0073e9SAndroid Build Coastguard Worker   }
deviceCountfinal79*da0073e9SAndroid Build Coastguard Worker   DeviceIndex deviceCount() const noexcept override {
80*da0073e9SAndroid Build Coastguard Worker     return device_count();
81*da0073e9SAndroid Build Coastguard Worker   }
82*da0073e9SAndroid Build Coastguard Worker 
83*da0073e9SAndroid Build Coastguard Worker   // Event-related functions
createEventfinal84*da0073e9SAndroid Build Coastguard Worker   void createEvent(cudaEvent_t* cuda_event, const EventFlag flag) const {
85*da0073e9SAndroid Build Coastguard Worker     // Maps PyTorch's Event::Flag to CUDA flag
86*da0073e9SAndroid Build Coastguard Worker     auto cuda_flag = cudaEventDefault;
87*da0073e9SAndroid Build Coastguard Worker     switch (flag) {
88*da0073e9SAndroid Build Coastguard Worker       case EventFlag::PYTORCH_DEFAULT:
89*da0073e9SAndroid Build Coastguard Worker         cuda_flag = cudaEventDisableTiming;
90*da0073e9SAndroid Build Coastguard Worker         break;
91*da0073e9SAndroid Build Coastguard Worker       case EventFlag::BACKEND_DEFAULT:
92*da0073e9SAndroid Build Coastguard Worker         cuda_flag = cudaEventDefault;
93*da0073e9SAndroid Build Coastguard Worker         break;
94*da0073e9SAndroid Build Coastguard Worker       default:
95*da0073e9SAndroid Build Coastguard Worker         TORCH_CHECK(false, "CUDA event received unknown flag");
96*da0073e9SAndroid Build Coastguard Worker     }
97*da0073e9SAndroid Build Coastguard Worker 
98*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK(cudaEventCreateWithFlags(cuda_event, cuda_flag));
99*da0073e9SAndroid Build Coastguard Worker     const c10::impl::PyInterpreter* interp = c10::impl::GPUTrace::get_trace();
100*da0073e9SAndroid Build Coastguard Worker     if (C10_UNLIKELY(interp)) {
101*da0073e9SAndroid Build Coastguard Worker       (*interp)->trace_gpu_event_creation(
102*da0073e9SAndroid Build Coastguard Worker           c10::kCUDA, reinterpret_cast<uintptr_t>(cuda_event));
103*da0073e9SAndroid Build Coastguard Worker     }
104*da0073e9SAndroid Build Coastguard Worker   }
105*da0073e9SAndroid Build Coastguard Worker 
destroyEventfinal106*da0073e9SAndroid Build Coastguard Worker   void destroyEvent(void* event, const DeviceIndex device_index)
107*da0073e9SAndroid Build Coastguard Worker       const noexcept override {
108*da0073e9SAndroid Build Coastguard Worker     if (!event)
109*da0073e9SAndroid Build Coastguard Worker       return;
110*da0073e9SAndroid Build Coastguard Worker     auto cuda_event = static_cast<cudaEvent_t>(event);
111*da0073e9SAndroid Build Coastguard Worker     DeviceIndex orig_device{-1};
112*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK_WARN(c10::cuda::GetDevice(&orig_device));
113*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK_WARN(c10::cuda::SetDevice(device_index));
114*da0073e9SAndroid Build Coastguard Worker     const c10::impl::PyInterpreter* interp = c10::impl::GPUTrace::get_trace();
115*da0073e9SAndroid Build Coastguard Worker     if (C10_UNLIKELY(interp)) {
116*da0073e9SAndroid Build Coastguard Worker       (*interp)->trace_gpu_event_deletion(
117*da0073e9SAndroid Build Coastguard Worker           c10::kCUDA, reinterpret_cast<uintptr_t>(cuda_event));
118*da0073e9SAndroid Build Coastguard Worker     }
119*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK_WARN(cudaEventDestroy(cuda_event));
120*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK_WARN(c10::cuda::SetDevice(orig_device));
121*da0073e9SAndroid Build Coastguard Worker   }
122*da0073e9SAndroid Build Coastguard Worker 
recordfinal123*da0073e9SAndroid Build Coastguard Worker   void record(
124*da0073e9SAndroid Build Coastguard Worker       void** event,
125*da0073e9SAndroid Build Coastguard Worker       const Stream& stream,
126*da0073e9SAndroid Build Coastguard Worker       const DeviceIndex device_index,
127*da0073e9SAndroid Build Coastguard Worker       const EventFlag flag) const override {
128*da0073e9SAndroid Build Coastguard Worker     TORCH_CHECK(
129*da0073e9SAndroid Build Coastguard Worker         device_index == -1 || device_index == stream.device_index(),
130*da0073e9SAndroid Build Coastguard Worker         "Event device index ",
131*da0073e9SAndroid Build Coastguard Worker         device_index,
132*da0073e9SAndroid Build Coastguard Worker         " does not match recording stream's device index ",
133*da0073e9SAndroid Build Coastguard Worker         stream.device_index(),
134*da0073e9SAndroid Build Coastguard Worker         ".");
135*da0073e9SAndroid Build Coastguard Worker 
136*da0073e9SAndroid Build Coastguard Worker     cudaEvent_t cuda_event = static_cast<cudaEvent_t>(*event);
137*da0073e9SAndroid Build Coastguard Worker     CUDAStream cuda_stream{stream};
138*da0073e9SAndroid Build Coastguard Worker 
139*da0073e9SAndroid Build Coastguard Worker     // Moves to stream's device to record
140*da0073e9SAndroid Build Coastguard Worker     const auto orig_device = getDevice();
141*da0073e9SAndroid Build Coastguard Worker     setDevice(stream.device());
142*da0073e9SAndroid Build Coastguard Worker 
143*da0073e9SAndroid Build Coastguard Worker     // Creates the event (lazily)
144*da0073e9SAndroid Build Coastguard Worker     if (!cuda_event)
145*da0073e9SAndroid Build Coastguard Worker       createEvent(&cuda_event, flag);
146*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK(cudaEventRecord(cuda_event, cuda_stream));
147*da0073e9SAndroid Build Coastguard Worker     // Makes the void* point to the (possibly just allocated) CUDA event
148*da0073e9SAndroid Build Coastguard Worker     *event = cuda_event;
149*da0073e9SAndroid Build Coastguard Worker     const c10::impl::PyInterpreter* interp = c10::impl::GPUTrace::get_trace();
150*da0073e9SAndroid Build Coastguard Worker     if (C10_UNLIKELY(interp)) {
151*da0073e9SAndroid Build Coastguard Worker       (*interp)->trace_gpu_event_record(
152*da0073e9SAndroid Build Coastguard Worker           c10::kCUDA,
153*da0073e9SAndroid Build Coastguard Worker           reinterpret_cast<uintptr_t>(cuda_event),
154*da0073e9SAndroid Build Coastguard Worker           reinterpret_cast<uintptr_t>(cuda_stream.stream()));
155*da0073e9SAndroid Build Coastguard Worker     }
156*da0073e9SAndroid Build Coastguard Worker 
157*da0073e9SAndroid Build Coastguard Worker     // Resets device
158*da0073e9SAndroid Build Coastguard Worker     setDevice(orig_device);
159*da0073e9SAndroid Build Coastguard Worker   }
160*da0073e9SAndroid Build Coastguard Worker 
blockfinal161*da0073e9SAndroid Build Coastguard Worker   void block(void* event, const Stream& stream) const override {
162*da0073e9SAndroid Build Coastguard Worker     if (!event)
163*da0073e9SAndroid Build Coastguard Worker       return;
164*da0073e9SAndroid Build Coastguard Worker     cudaEvent_t cuda_event = static_cast<cudaEvent_t>(event);
165*da0073e9SAndroid Build Coastguard Worker     CUDAStream cuda_stream{stream};
166*da0073e9SAndroid Build Coastguard Worker     const auto orig_device = getDevice();
167*da0073e9SAndroid Build Coastguard Worker     setDevice(stream.device());
168*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK(cudaStreamWaitEvent(
169*da0073e9SAndroid Build Coastguard Worker         cuda_stream,
170*da0073e9SAndroid Build Coastguard Worker         cuda_event,
171*da0073e9SAndroid Build Coastguard Worker         /*flags (must be zero)=*/0));
172*da0073e9SAndroid Build Coastguard Worker     const c10::impl::PyInterpreter* interp = c10::impl::GPUTrace::get_trace();
173*da0073e9SAndroid Build Coastguard Worker     if (C10_UNLIKELY(interp)) {
174*da0073e9SAndroid Build Coastguard Worker       (*interp)->trace_gpu_event_wait(
175*da0073e9SAndroid Build Coastguard Worker           c10::kCUDA,
176*da0073e9SAndroid Build Coastguard Worker           reinterpret_cast<uintptr_t>(cuda_event),
177*da0073e9SAndroid Build Coastguard Worker           reinterpret_cast<uintptr_t>(cuda_stream.stream()));
178*da0073e9SAndroid Build Coastguard Worker     }
179*da0073e9SAndroid Build Coastguard Worker     setDevice(orig_device);
180*da0073e9SAndroid Build Coastguard Worker   }
181*da0073e9SAndroid Build Coastguard Worker 
182*da0073e9SAndroid Build Coastguard Worker   // May be called from any device
queryEventfinal183*da0073e9SAndroid Build Coastguard Worker   bool queryEvent(void* event) const override {
184*da0073e9SAndroid Build Coastguard Worker     if (!event)
185*da0073e9SAndroid Build Coastguard Worker       return true;
186*da0073e9SAndroid Build Coastguard Worker     cudaEvent_t cuda_event = static_cast<cudaEvent_t>(event);
187*da0073e9SAndroid Build Coastguard Worker     // Note: cudaEventQuery can be safely called from any device
188*da0073e9SAndroid Build Coastguard Worker     const cudaError_t err = C10_CUDA_ERROR_HANDLED(cudaEventQuery(cuda_event));
189*da0073e9SAndroid Build Coastguard Worker     if (err != cudaErrorNotReady) {
190*da0073e9SAndroid Build Coastguard Worker       C10_CUDA_CHECK(err);
191*da0073e9SAndroid Build Coastguard Worker     } else {
192*da0073e9SAndroid Build Coastguard Worker       // ignore and clear the error if not ready
193*da0073e9SAndroid Build Coastguard Worker       (void)cudaGetLastError();
194*da0073e9SAndroid Build Coastguard Worker     }
195*da0073e9SAndroid Build Coastguard Worker     return (err == cudaSuccess);
196*da0073e9SAndroid Build Coastguard Worker   }
197*da0073e9SAndroid Build Coastguard Worker 
198*da0073e9SAndroid Build Coastguard Worker   // Stream-related functions
queryStreamfinal199*da0073e9SAndroid Build Coastguard Worker   bool queryStream(const Stream& stream) const override {
200*da0073e9SAndroid Build Coastguard Worker     CUDAStream cuda_stream{stream};
201*da0073e9SAndroid Build Coastguard Worker     return cuda_stream.query();
202*da0073e9SAndroid Build Coastguard Worker   }
203*da0073e9SAndroid Build Coastguard Worker 
synchronizeStreamfinal204*da0073e9SAndroid Build Coastguard Worker   void synchronizeStream(const Stream& stream) const override {
205*da0073e9SAndroid Build Coastguard Worker     CUDAStream cuda_stream{stream};
206*da0073e9SAndroid Build Coastguard Worker     cuda_stream.synchronize();
207*da0073e9SAndroid Build Coastguard Worker   }
208*da0073e9SAndroid Build Coastguard Worker 
synchronizeEventfinal209*da0073e9SAndroid Build Coastguard Worker   void synchronizeEvent(void* event) const override {
210*da0073e9SAndroid Build Coastguard Worker     if (!event)
211*da0073e9SAndroid Build Coastguard Worker       return;
212*da0073e9SAndroid Build Coastguard Worker     cudaEvent_t cuda_event = static_cast<cudaEvent_t>(event);
213*da0073e9SAndroid Build Coastguard Worker     const c10::impl::PyInterpreter* interp = c10::impl::GPUTrace::get_trace();
214*da0073e9SAndroid Build Coastguard Worker     if (C10_UNLIKELY(interp)) {
215*da0073e9SAndroid Build Coastguard Worker       (*interp)->trace_gpu_event_synchronization(
216*da0073e9SAndroid Build Coastguard Worker           c10::kCUDA, reinterpret_cast<uintptr_t>(cuda_event));
217*da0073e9SAndroid Build Coastguard Worker     }
218*da0073e9SAndroid Build Coastguard Worker     // Note: cudaEventSynchronize can be safely called from any device
219*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK(cudaEventSynchronize(cuda_event));
220*da0073e9SAndroid Build Coastguard Worker   }
221*da0073e9SAndroid Build Coastguard Worker 
recordDataPtrOnStreamfinal222*da0073e9SAndroid Build Coastguard Worker   void recordDataPtrOnStream(const c10::DataPtr& data_ptr, const Stream& stream)
223*da0073e9SAndroid Build Coastguard Worker       const override {
224*da0073e9SAndroid Build Coastguard Worker     CUDAStream cuda_stream{stream};
225*da0073e9SAndroid Build Coastguard Worker     CUDACachingAllocator::recordStream(data_ptr, cuda_stream);
226*da0073e9SAndroid Build Coastguard Worker   }
227*da0073e9SAndroid Build Coastguard Worker 
elapsedTimefinal228*da0073e9SAndroid Build Coastguard Worker   double elapsedTime(void* event1, void* event2, const DeviceIndex device_index)
229*da0073e9SAndroid Build Coastguard Worker       const override {
230*da0073e9SAndroid Build Coastguard Worker     TORCH_CHECK(
231*da0073e9SAndroid Build Coastguard Worker         event1 && event2,
232*da0073e9SAndroid Build Coastguard Worker         "Both events must be recorded before calculating elapsed time.");
233*da0073e9SAndroid Build Coastguard Worker     // Even though cudaEventElapsedTime can be safely called from any device, if
234*da0073e9SAndroid Build Coastguard Worker     // the current device is not initialized, it will create a new cuda context,
235*da0073e9SAndroid Build Coastguard Worker     // which will consume a lot of memory.
236*da0073e9SAndroid Build Coastguard Worker     DeviceIndex orig_device{-1};
237*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK(c10::cuda::GetDevice(&orig_device));
238*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK(c10::cuda::SetDevice(device_index));
239*da0073e9SAndroid Build Coastguard Worker     cudaEvent_t cuda_event1 = static_cast<cudaEvent_t>(event1);
240*da0073e9SAndroid Build Coastguard Worker     cudaEvent_t cuda_event2 = static_cast<cudaEvent_t>(event2);
241*da0073e9SAndroid Build Coastguard Worker     float time_ms = 0;
242*da0073e9SAndroid Build Coastguard Worker     // raise cudaErrorNotReady if either event is recorded but not yet completed
243*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK(cudaEventElapsedTime(&time_ms, cuda_event1, cuda_event2));
244*da0073e9SAndroid Build Coastguard Worker     C10_CUDA_CHECK(c10::cuda::SetDevice(orig_device));
245*da0073e9SAndroid Build Coastguard Worker     return static_cast<double>(time_ms);
246*da0073e9SAndroid Build Coastguard Worker   }
247*da0073e9SAndroid Build Coastguard Worker };
248*da0073e9SAndroid Build Coastguard Worker 
249*da0073e9SAndroid Build Coastguard Worker } // namespace c10::cuda::impl
250