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Make async_pool immune to handle reuse. #5348
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@@ -0,0 +1,101 @@ | ||
// Copyright (c) 2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved. | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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#include <dlfcn.h> | ||
#include <sys/syscall.h> | ||
#include <unistd.h> | ||
#include <cuda.h> | ||
#include <cuda_runtime.h> | ||
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#include "dali/core/mm/detail/stream_id_hint.h" | ||
#include "dali/core/cuda_error.h" | ||
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using cuStreamGetId_t = CUresult(CUstream, unsigned long long *); // NOLINT(runtime/int) | ||
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namespace { | ||
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inline int getTID() { | ||
return syscall(SYS_gettid); | ||
} | ||
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constexpr uint64_t MakeLegacyStreamId(int dev, int tid) { | ||
return (uint64_t)dev << 32 | tid; | ||
} | ||
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CUresult cuStreamGetIdFallback(CUstream stream, unsigned long long *id) { // NOLINT(runtime/int) | ||
// If the stream handle is a pseudohandle, use some special treatment.... | ||
if (stream == 0 || stream == CU_STREAM_LEGACY || stream == CU_STREAM_PER_THREAD) { | ||
int dev = -1; | ||
if (cudaGetDevice(&dev) != cudaSuccess) | ||
return CUDA_ERROR_INVALID_CONTEXT; | ||
// If we use a per-thread stream, get TID; otherwise use -1 as a pseudo-tid | ||
*id = MakeLegacyStreamId(dev, stream == CU_STREAM_PER_THREAD ? getTID() : -1); | ||
return CUDA_SUCCESS; | ||
} else { | ||
// Otherwise just use the handle - it's not perfactly safe, but should do. | ||
*id = (uint64_t)stream; | ||
return CUDA_SUCCESS; | ||
} | ||
} | ||
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cuStreamGetId_t *getRealStreamIdFunc() { | ||
static cuStreamGetId_t *fn = []() { | ||
void *sym = nullptr; | ||
// If it fails, we'll just return nullptr. | ||
#if CUDA_VERSION >= 12000 | ||
(void)cuGetProcAddress("cuStreamGetId", &sym, 12000, CU_GET_PROC_ADDRESS_DEFAULT, nullptr); | ||
#else | ||
(void)cuGetProcAddress("cuStreamGetId", &sym, 12000, CU_GET_PROC_ADDRESS_DEFAULT); | ||
#endif | ||
return reinterpret_cast<cuStreamGetId_t *>(sym); | ||
}(); | ||
return fn; | ||
} | ||
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inline bool hasPreciseHint() { | ||
static bool ret = getRealStreamIdFunc() != nullptr; | ||
return ret; | ||
} | ||
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CUresult cuStreamGetIdBootstrap(CUstream stream, unsigned long long *id); // NOLINT(runtime/int) | ||
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cuStreamGetId_t *_cuStreamGetId = cuStreamGetIdBootstrap; | ||
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CUresult cuStreamGetIdBootstrap(CUstream stream, unsigned long long *id) { // NOLINT(runtime/int) | ||
cuStreamGetId_t *realFunc = getRealStreamIdFunc(); | ||
if (realFunc) | ||
_cuStreamGetId = realFunc; | ||
else | ||
_cuStreamGetId = cuStreamGetIdFallback; | ||
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return _cuStreamGetId(stream, id); | ||
} | ||
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} // namespace | ||
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namespace dali { | ||
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DLL_PUBLIC bool stream_id_hint::is_unambiguous() { | ||
return hasPreciseHint(); | ||
} | ||
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DLL_PUBLIC uint64_t stream_id_hint::from_handle(CUstream stream) { | ||
static auto initResult = cuInit(0); | ||
(void)initResult; | ||
unsigned long long id; // NOLINT(runtime/int) | ||
CUDA_CALL(_cuStreamGetId(stream, &id)); | ||
return id; | ||
} | ||
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} // namespace dali |
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@@ -1,4 +1,4 @@ | ||
// Copyright (c) 2021-2023, NVIDIA CORPORATION & AFFILIATES. All rights reserved. | ||
// Copyright (c) 2021-2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved. | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
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@@ -23,6 +23,7 @@ | |
#include "dali/core/mm/pool_resource.h" | ||
#include "dali/core/mm/with_upstream.h" | ||
#include "dali/core/mm/detail/free_list.h" | ||
#include "dali/core/mm/detail/stream_id_hint.h" | ||
#include "dali/core/small_vector.h" | ||
#include "dali/core/cuda_event_pool.h" | ||
#include "dali/core/cuda_stream.h" | ||
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@@ -81,9 +82,11 @@ class async_pool_resource : public async_memory_resource<Kind>, | |
std::lock_guard<std::mutex> guard(lock_); | ||
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// find_first_ready doesn't throw on shutdown - and we want to terminate on other errors | ||
assert(find_first_ready(free_blocks) == free_blocks.free_list.head); | ||
assert(!stream_id_hint::is_unambiguous() || | ||
find_first_ready(free_blocks) == free_blocks.free_list.head); | ||
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for (auto *f = free_blocks.free_list.head; f; ) { | ||
assert(f->ready()); | ||
try { | ||
global_pool_.deallocate(f->addr, f->bytes, f->alignment); | ||
} catch (const CUDAError &e) { | ||
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@@ -183,10 +186,10 @@ class async_pool_resource : public async_memory_resource<Kind>, | |
return nullptr; | ||
adjust_size_and_alignment(bytes, alignment, true); | ||
std::lock_guard<LockType> guard(lock_); | ||
auto it = stream_free_.find(stream.get()); | ||
auto it = stream_free_.find(stream_id_hint::from_handle(stream.get())); | ||
void *ptr; | ||
if (it != stream_free_.end()) { | ||
ptr = try_allocate(it->second, bytes, alignment); | ||
ptr = try_allocate(it->second, bytes, alignment, stream); | ||
if (ptr) | ||
return ptr; | ||
} | ||
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@@ -241,7 +244,8 @@ class async_pool_resource : public async_memory_resource<Kind>, | |
std::lock_guard<LockType> guard(lock_); | ||
char *ptr = static_cast<char*>(mem); | ||
pop_block_padding(ptr, bytes, alignment); | ||
deallocate_async_impl(stream_free_[stream.get()], ptr, bytes, alignment, ctx, std::move(event)); | ||
auto stream_id = stream_id_hint::from_handle(stream.get()); | ||
deallocate_async_impl(stream_free_[stream_id], ptr, bytes, alignment, ctx, std::move(event)); | ||
} | ||
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/** | ||
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@@ -327,7 +331,10 @@ class async_pool_resource : public async_memory_resource<Kind>, | |
* | ||
* If the allocation fails, the function returns nullptr. | ||
*/ | ||
void *try_allocate(PerStreamFreeBlocks &from, size_t bytes, size_t alignment) { | ||
void *try_allocate(PerStreamFreeBlocks &from, | ||
size_t bytes, | ||
size_t alignment, | ||
stream_view stream) { | ||
// This value is only used when not splitting - it limits how much memory | ||
// can be wasted for padding - the allowed padding is 1/16 of the allocated size, | ||
// clamped to between 16 bytes and 1 MiB. | ||
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@@ -379,6 +386,13 @@ class async_pool_resource : public async_memory_resource<Kind>, | |
bool split = supports_splitting && remainder + min_split_remainder < block_end; | ||
size_t orig_alignment = f->alignment; | ||
size_t split_size = block_size; | ||
// If stream_id is ambiguous, we might have blocks from other streams mixed in | ||
if (!stream_id_hint::is_unambiguous()) { | ||
// This check is not necessary for correctness but skipping it resulted in a big | ||
// performance hit in allocator performance tests. | ||
if (!f->ready()) | ||
CUDA_CALL(cudaStreamWaitEvent(stream.get(), f->event)); | ||
} | ||
if (split) { | ||
// Adjust the pending free `f` so that it contains only what remains after | ||
// the block was split. | ||
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@@ -407,6 +421,10 @@ class async_pool_resource : public async_memory_resource<Kind>, | |
* @brief Searches per-stream free blocks to find the most recently freed one. | ||
*/ | ||
pending_free *find_first_ready(PerStreamFreeBlocks &free) { | ||
// Without a reliable stream id we might have | ||
// blocks from different streams mixed up - there's no | ||
// strict ordering and find_first makes no sense. | ||
assert(stream_id_hint::is_unambiguous()); | ||
SmallVector<pending_free *, 128> pending; | ||
int step = 1; | ||
pending_free *f = free.free_list.head; | ||
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@@ -446,10 +464,23 @@ class async_pool_resource : public async_memory_resource<Kind>, | |
* @brief Returns the memory from completed deallocations to the global pool. | ||
*/ | ||
void free_ready(PerStreamFreeBlocks &free) { | ||
auto *f = find_first_ready(free); | ||
while (f) { | ||
global_pool_.deallocate(f->addr, f->bytes, f->alignment); | ||
f = remove_pending_free(free, f); | ||
if (stream_id_hint::is_unambiguous()) { | ||
// strict order available - find the newest ready, all older entries must be ready too | ||
auto *f = find_first_ready(free); | ||
while (f) { | ||
global_pool_.deallocate(f->addr, f->bytes, f->alignment); | ||
f = remove_pending_free(free, f); | ||
} | ||
} else { | ||
// no strict order - go over elements and remove ones that are ready | ||
for (auto *f = free.free_list.head; f; ) { | ||
if (f->ready()) { | ||
global_pool_.deallocate(f->addr, f->bytes, f->alignment); | ||
f = remove_pending_free(free, f); | ||
} else { | ||
f = f->next; | ||
} | ||
} | ||
} | ||
} | ||
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@@ -549,7 +580,7 @@ class async_pool_resource : public async_memory_resource<Kind>, | |
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detail::pooled_map<char *, padded_block, true> padded_; | ||
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std::unordered_map<cudaStream_t, PerStreamFreeBlocks> stream_free_; | ||
std::unordered_map<uint64_t, PerStreamFreeBlocks> stream_free_; | ||
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. The per-stream resources are keyed not with a handle, but with an ID hint. |
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using FreeDescAlloc = detail::object_pool_allocator<pending_free>; | ||
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@@ -0,0 +1,30 @@ | ||
// Copyright (c) 2024, NVIDIA CORPORATION & AFFILIATES. All rights reserved. | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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#ifndef DALI_CORE_MM_DETAIL_STREAM_ID_HINT_H_ | ||
#define DALI_CORE_MM_DETAIL_STREAM_ID_HINT_H_ | ||
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#include <cuda.h> | ||
#include "dali/core/api_helper.h" | ||
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namespace dali { | ||
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struct stream_id_hint { | ||
DLL_PUBLIC static bool is_unambiguous(); | ||
DLL_PUBLIC static uint64_t from_handle(CUstream handle); | ||
}; | ||
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} // namespace dali | ||
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#endif // DALI_CORE_MM_DETAIL_STREAM_ID_HINT_H_ |
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@@ -7,6 +7,8 @@ | |
"not_found_error":"CUDA_ERROR_SHARED_OBJECT_SYMBOL_NOT_FOUND", | ||
"functions": { | ||
"cuInit": {}, | ||
"cuGetProcAddress": {}, | ||
"cuGetProcAddress_v2": {}, | ||
Comment on lines
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. depending on CUDA header versions, we need either the former or the latter (starting with CUDA 12.0). |
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"cuGetErrorName": {}, | ||
"cuGetErrorString": {}, | ||
"cuDriverGetVersion": {}, | ||
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This file is almost copied from cv-cuda.