mirror of
https://github.com/ml-explore/mlx.git
synced 2025-06-24 01:17:26 +08:00
Merge 992eac905a
into 5adf185f86
This commit is contained in:
commit
323cc645ab
@ -4,12 +4,15 @@
|
|||||||
#include "mlx/backend/gpu/available.h"
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#include "mlx/backend/gpu/available.h"
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#include "mlx/backend/gpu/eval.h"
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#include "mlx/backend/gpu/eval.h"
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#include "mlx/backend/metal/device.h"
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#include "mlx/backend/metal/device.h"
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#include "mlx/backend/metal/thread_safey.h"
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#include "mlx/backend/metal/utils.h"
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#include "mlx/backend/metal/utils.h"
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#include "mlx/primitives.h"
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#include "mlx/primitives.h"
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#include "mlx/scheduler.h"
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#include "mlx/scheduler.h"
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|
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namespace mlx::core::gpu {
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namespace mlx::core::gpu {
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|
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std::mutex metal_operation_mutex;
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|
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bool is_available() {
|
bool is_available() {
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return true;
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return true;
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}
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}
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@ -30,6 +33,7 @@ inline void check_error(MTL::CommandBuffer* cbuf) {
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}
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}
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|
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void eval(array& arr) {
|
void eval(array& arr) {
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std::lock_guard<std::mutex> lock(metal_operation_mutex);
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auto pool = metal::new_scoped_memory_pool();
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auto pool = metal::new_scoped_memory_pool();
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auto s = arr.primitive().stream();
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auto s = arr.primitive().stream();
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auto& d = metal::device(s.device);
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auto& d = metal::device(s.device);
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@ -78,6 +82,7 @@ void eval(array& arr) {
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}
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}
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|
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void finalize(Stream s) {
|
void finalize(Stream s) {
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std::lock_guard<std::mutex> lock(metal_operation_mutex);
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auto pool = metal::new_scoped_memory_pool();
|
auto pool = metal::new_scoped_memory_pool();
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auto& d = metal::device(s.device);
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auto& d = metal::device(s.device);
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auto cb = d.get_command_buffer(s.index);
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auto cb = d.get_command_buffer(s.index);
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@ -88,6 +93,7 @@ void finalize(Stream s) {
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}
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}
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|
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void synchronize(Stream s) {
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void synchronize(Stream s) {
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std::lock_guard<std::mutex> lock(metal_operation_mutex);
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auto pool = metal::new_scoped_memory_pool();
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auto pool = metal::new_scoped_memory_pool();
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auto& d = metal::device(s.device);
|
auto& d = metal::device(s.device);
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auto cb = d.get_command_buffer(s.index);
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auto cb = d.get_command_buffer(s.index);
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@ -2,6 +2,7 @@
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|
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#include "mlx/event.h"
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#include "mlx/event.h"
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#include "mlx/backend/metal/device.h"
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#include "mlx/backend/metal/device.h"
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#include "mlx/backend/metal/thread_safey.h"
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#include "mlx/scheduler.h"
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#include "mlx/scheduler.h"
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|
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namespace mlx::core {
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namespace mlx::core {
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@ -27,6 +28,7 @@ void Event::wait(Stream stream) {
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if (stream.device == Device::cpu) {
|
if (stream.device == Device::cpu) {
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scheduler::enqueue(stream, [*this]() mutable { wait(); });
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scheduler::enqueue(stream, [*this]() mutable { wait(); });
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} else {
|
} else {
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std::lock_guard<std::mutex> lock(gpu::metal_operation_mutex);
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auto& d = metal::device(stream.device);
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auto& d = metal::device(stream.device);
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d.end_encoding(stream.index);
|
d.end_encoding(stream.index);
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auto command_buffer = d.get_command_buffer(stream.index);
|
auto command_buffer = d.get_command_buffer(stream.index);
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@ -41,6 +43,7 @@ void Event::signal(Stream stream) {
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static_cast<MTL::SharedEvent*>(event_.get())->setSignaledValue(value());
|
static_cast<MTL::SharedEvent*>(event_.get())->setSignaledValue(value());
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});
|
});
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} else {
|
} else {
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|
std::lock_guard<std::mutex> lock(gpu::metal_operation_mutex);
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auto& d = metal::device(stream.device);
|
auto& d = metal::device(stream.device);
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d.end_encoding(stream.index);
|
d.end_encoding(stream.index);
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auto command_buffer = d.get_command_buffer(stream.index);
|
auto command_buffer = d.get_command_buffer(stream.index);
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@ -1,6 +1,7 @@
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// Copyright © 2024 Apple Inc.
|
// Copyright © 2024 Apple Inc.
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#include "mlx/fence.h"
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#include "mlx/fence.h"
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#include "mlx/backend/metal/device.h"
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#include "mlx/backend/metal/device.h"
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#include "mlx/backend/metal/thread_safey.h"
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#include "mlx/scheduler.h"
|
#include "mlx/scheduler.h"
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#include "mlx/utils.h"
|
#include "mlx/utils.h"
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|
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@ -68,6 +69,7 @@ void Fence::wait(Stream stream, const array& x) {
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return;
|
return;
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}
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}
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|
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std::lock_guard<std::mutex> lock(gpu::metal_operation_mutex);
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auto& d = metal::device(stream.device);
|
auto& d = metal::device(stream.device);
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auto idx = stream.index;
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auto idx = stream.index;
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|
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@ -116,6 +118,7 @@ void Fence::update(Stream stream, const array& x) {
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return;
|
return;
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}
|
}
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|
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std::lock_guard<std::mutex> lock(gpu::metal_operation_mutex);
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auto& d = metal::device(stream.device);
|
auto& d = metal::device(stream.device);
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auto idx = stream.index;
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auto idx = stream.index;
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if (!f.use_fast) {
|
if (!f.use_fast) {
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|
7
mlx/backend/metal/thread_safey.h
Normal file
7
mlx/backend/metal/thread_safey.h
Normal file
@ -0,0 +1,7 @@
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|
#pragma once
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|
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#include <mutex>
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namespace mlx::core::gpu {
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extern std::mutex metal_operation_mutex;
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}
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@ -9,7 +9,9 @@ FetchContent_MakeAvailable(doctest)
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|
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add_executable(tests ${PROJECT_SOURCE_DIR}/tests/tests.cpp)
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add_executable(tests ${PROJECT_SOURCE_DIR}/tests/tests.cpp)
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|
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if(MLX_BUILD_METAL OR MLX_BUILD_CUDA)
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if(MLX_BUILD_METAL)
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set(METAL_TEST_SOURCES gpu_tests.cpp metal_thread_safety_tests.cpp)
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|
elseif(MLX_BUILD_CUDA)
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set(METAL_TEST_SOURCES gpu_tests.cpp)
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set(METAL_TEST_SOURCES gpu_tests.cpp)
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endif()
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endif()
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@ -589,6 +589,7 @@ TEST_CASE("test array shared buffer") {
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array b = array(buf_b, shape, float32, deleter);
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array b = array(buf_b, shape, float32, deleter);
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|
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eval(a + b);
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eval(a + b);
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synchronize(); // ensure all operations complete before test ends
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}
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}
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TEST_CASE("test make empty array") {
|
TEST_CASE("test make empty array") {
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|
250
tests/metal_thread_safety_tests.cpp
Normal file
250
tests/metal_thread_safety_tests.cpp
Normal file
@ -0,0 +1,250 @@
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|
#include "doctest/doctest.h"
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#include "mlx/mlx.h"
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#include "mlx/backend/metal/device.h"
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#include <thread>
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#include <vector>
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|
#include <atomic>
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|
#include <chrono>
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|
#include <mutex>
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#include <iostream>
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|
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using namespace mlx::core;
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|
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// Helper function to run operations across multiple threads with pre-created streams
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void run_in_threads(int num_threads, const std::function<void(int, Stream)>& func,
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const std::vector<Stream>& streams) {
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std::vector<std::thread> threads;
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threads.reserve(num_threads);
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for (int i = 0; i < num_threads; ++i) {
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threads.emplace_back(func, i, streams[i % streams.size()]);
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|
}
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for (auto& t : threads) {
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|
if (t.joinable()) {
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|
t.join();
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|
}
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|
}
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|
}
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|
|
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|
// Helper function for tasks not requiring streams (e.g., using default stream)
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void run_in_threads_default(int num_threads, const std::function<void(int)>& func) {
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|
std::vector<std::thread> threads;
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|
threads.reserve(num_threads);
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|
for (int i = 0; i < num_threads; ++i) {
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|
threads.emplace_back(func, i);
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|
}
|
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|
for (auto& t : threads) {
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|
if (t.joinable()) {
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|
t.join();
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||||||
|
}
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|
}
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|
}
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|
|
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|
// Thread-safe result collection
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|
struct TestResults {
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|
std::mutex mutex;
|
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|
std::vector<bool> shape_checks;
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|
std::vector<bool> availability_checks;
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|
std::vector<bool> value_checks;
|
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|
std::vector<float> expected_values;
|
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|
std::vector<float> actual_values;
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|
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|
void record_result(bool shape_ok, bool available_ok, bool value_ok,
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|
float expected, float actual) {
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|
std::lock_guard<std::mutex> lock(mutex);
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|
shape_checks.push_back(shape_ok);
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|
availability_checks.push_back(available_ok);
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|
value_checks.push_back(value_ok);
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|
expected_values.push_back(expected);
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|
actual_values.push_back(actual);
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|
}
|
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|
};
|
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|
|
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|
TEST_CASE("test metal concurrent eval operations") {
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|
Device D_GPU = Device::gpu;
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|
const int num_threads = std::thread::hardware_concurrency() > 0 ? std::thread::hardware_concurrency() : 8;
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|
const int ops_per_thread = 10;
|
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|
const int array_size = 32;
|
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|
std::atomic<int> completed_ops{0};
|
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|
TestResults results;
|
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|
|
||||||
|
// Pre-create streams to avoid concurrent stream creation
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|
std::vector<Stream> streams;
|
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|
for (int i = 0; i < num_threads; ++i) {
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|
streams.push_back(new_stream(D_GPU));
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|
}
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|
synchronize(); // Ensure stream creation is complete
|
||||||
|
|
||||||
|
auto task = [&](int thread_id, Stream s) {
|
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|
try {
|
||||||
|
for (int i = 0; i < ops_per_thread; ++i) {
|
||||||
|
float val1 = static_cast<float>(thread_id * ops_per_thread + i + 1);
|
||||||
|
float val2 = val1 * 2.0f;
|
||||||
|
|
||||||
|
auto x = full({array_size, array_size}, val1, s);
|
||||||
|
auto y = full({array_size, array_size}, val2, s);
|
||||||
|
auto z = add(x, y);
|
||||||
|
eval(z);
|
||||||
|
|
||||||
|
bool shape_ok = (z.shape() == Shape{array_size, array_size});
|
||||||
|
bool available_ok = z.is_available();
|
||||||
|
|
||||||
|
// Get a value from the array
|
||||||
|
int mid = array_size/2;
|
||||||
|
auto sample = slice(z, {mid, mid}, {mid+1, mid+1});
|
||||||
|
float actual = sample.item<float>();
|
||||||
|
float expected = val1 + val2;
|
||||||
|
|
||||||
|
bool values_match = (std::abs(actual - expected) < 1e-5);
|
||||||
|
|
||||||
|
results.record_result(shape_ok, available_ok, values_match, expected, actual);
|
||||||
|
|
||||||
|
if (shape_ok && available_ok && values_match) {
|
||||||
|
completed_ops++;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
} catch (const std::exception& e) {
|
||||||
|
std::cerr << "Thread " << thread_id << " exception: " << e.what() << std::endl;
|
||||||
|
}
|
||||||
|
};
|
||||||
|
|
||||||
|
// Run the threads with pre-created streams
|
||||||
|
CHECK_NOTHROW(run_in_threads(num_threads, task, streams));
|
||||||
|
|
||||||
|
// Check all results outside of threads
|
||||||
|
for (size_t i = 0; i < results.shape_checks.size(); ++i) {
|
||||||
|
CAPTURE(i); // Help identify which operation failed
|
||||||
|
CHECK(results.shape_checks[i]);
|
||||||
|
CHECK(results.availability_checks[i]);
|
||||||
|
CHECK(results.value_checks[i]);
|
||||||
|
if (!results.value_checks[i]) {
|
||||||
|
CAPTURE(results.expected_values[i]);
|
||||||
|
CAPTURE(results.actual_values[i]);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// Verify all operations completed successfully
|
||||||
|
CHECK_EQ(completed_ops.load(), num_threads * ops_per_thread);
|
||||||
|
}
|
||||||
|
|
||||||
|
TEST_CASE("test metal high contention on default stream eval") {
|
||||||
|
Device D_GPU = Device::gpu;
|
||||||
|
const int num_threads = std::thread::hardware_concurrency() > 0 ? std::thread::hardware_concurrency() : 8;
|
||||||
|
const int ops_per_thread = 5;
|
||||||
|
const int array_size = 16;
|
||||||
|
Stream default_gpu_stream = default_stream(D_GPU);
|
||||||
|
std::atomic<int> successful_ops{0};
|
||||||
|
std::vector<std::string> thread_errors;
|
||||||
|
std::mutex errors_mutex;
|
||||||
|
TestResults results;
|
||||||
|
|
||||||
|
auto task = [&](int thread_id) {
|
||||||
|
try {
|
||||||
|
for (int i = 0; i < ops_per_thread; ++i) {
|
||||||
|
float val = static_cast<float>(thread_id * 100 + i + 1);
|
||||||
|
auto x = full({array_size, array_size}, val, default_gpu_stream);
|
||||||
|
auto y = full({array_size, array_size}, val * 0.5f, default_gpu_stream);
|
||||||
|
auto z = multiply(x, y);
|
||||||
|
eval(z);
|
||||||
|
|
||||||
|
// Sample a value
|
||||||
|
auto sample = slice(z, {0, 0}, {1, 1});
|
||||||
|
float actual = sample.item<float>();
|
||||||
|
float expected = val * val * 0.5f;
|
||||||
|
|
||||||
|
bool shape_ok = (z.shape() == Shape{array_size, array_size});
|
||||||
|
bool available_ok = z.is_available();
|
||||||
|
bool values_match = (std::abs(actual - expected) < 1e-5);
|
||||||
|
|
||||||
|
results.record_result(shape_ok, available_ok, values_match, expected, actual);
|
||||||
|
|
||||||
|
if (shape_ok && available_ok && values_match) {
|
||||||
|
successful_ops++;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
} catch (const std::exception& e) {
|
||||||
|
std::lock_guard<std::mutex> lock(errors_mutex);
|
||||||
|
thread_errors.push_back(std::string("Thread ") +
|
||||||
|
std::to_string(thread_id) +
|
||||||
|
" exception: " + e.what());
|
||||||
|
}
|
||||||
|
};
|
||||||
|
|
||||||
|
// Use the default helper for this test since it uses the default stream
|
||||||
|
CHECK_NOTHROW(run_in_threads_default(num_threads, task));
|
||||||
|
|
||||||
|
// Check for thread errors
|
||||||
|
CHECK(thread_errors.empty());
|
||||||
|
if (!thread_errors.empty()) {
|
||||||
|
for (const auto& err : thread_errors) {
|
||||||
|
CAPTURE(err);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// Check all results
|
||||||
|
for (size_t i = 0; i < results.shape_checks.size(); ++i) {
|
||||||
|
CAPTURE(i);
|
||||||
|
CHECK(results.shape_checks[i]);
|
||||||
|
CHECK(results.availability_checks[i]);
|
||||||
|
CHECK(results.value_checks[i]);
|
||||||
|
if (!results.value_checks[i]) {
|
||||||
|
CAPTURE(results.expected_values[i]);
|
||||||
|
CAPTURE(results.actual_values[i]);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// Verify operation count
|
||||||
|
CHECK_EQ(successful_ops.load(), num_threads * ops_per_thread);
|
||||||
|
}
|
||||||
|
|
||||||
|
TEST_CASE("test metal concurrent graph eval from different threads") {
|
||||||
|
Device D_GPU = Device::gpu;
|
||||||
|
const int num_threads = std::thread::hardware_concurrency() > 0 ? std::thread::hardware_concurrency() : 4; // Keep modest for clarity
|
||||||
|
const int array_size = 64;
|
||||||
|
TestResults all_results;
|
||||||
|
|
||||||
|
// Pre-create streams
|
||||||
|
std::vector<Stream> streams;
|
||||||
|
for (int i = 0; i < num_threads; ++i) {
|
||||||
|
streams.push_back(new_stream(D_GPU));
|
||||||
|
}
|
||||||
|
synchronize();
|
||||||
|
|
||||||
|
auto task = [&](int thread_id, Stream s) {
|
||||||
|
try {
|
||||||
|
float val1_base = static_cast<float>(thread_id + 1) * 10.0f;
|
||||||
|
auto x = full({array_size, array_size}, val1_base, s);
|
||||||
|
auto y = full({array_size, array_size}, val1_base + 1.0f, s);
|
||||||
|
auto z = add(x, y);
|
||||||
|
auto w = multiply(z, x);
|
||||||
|
eval(w);
|
||||||
|
|
||||||
|
float expected_val = (val1_base + (val1_base + 1.0f)) * val1_base;
|
||||||
|
auto sample = slice(w, {0,0}, {1,1});
|
||||||
|
float actual_val = sample.item<float>();
|
||||||
|
|
||||||
|
bool shape_ok = (w.shape() == Shape{array_size, array_size});
|
||||||
|
bool available_ok = w.is_available();
|
||||||
|
bool value_ok = (std::abs(actual_val - expected_val) < 1e-4);
|
||||||
|
|
||||||
|
all_results.record_result(shape_ok, available_ok, value_ok, expected_val, actual_val);
|
||||||
|
|
||||||
|
} catch (const std::exception& e) {
|
||||||
|
std::cerr << "Thread " << thread_id << " exception in concurrent graph eval: " << e.what() << std::endl;
|
||||||
|
}
|
||||||
|
};
|
||||||
|
|
||||||
|
CHECK_NOTHROW(run_in_threads(num_threads, task, streams));
|
||||||
|
|
||||||
|
CHECK_EQ(all_results.shape_checks.size(), num_threads); // One result per thread
|
||||||
|
for (size_t i = 0; i < num_threads; ++i) {
|
||||||
|
CAPTURE(i);
|
||||||
|
CHECK(all_results.shape_checks[i]);
|
||||||
|
CHECK(all_results.availability_checks[i]);
|
||||||
|
CHECK(all_results.value_checks[i]);
|
||||||
|
if (!all_results.value_checks[i]) {
|
||||||
|
CAPTURE(all_results.expected_values[i]);
|
||||||
|
CAPTURE(all_results.actual_values[i]);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
Loading…
Reference in New Issue
Block a user