AI/rocm-systems
2
0
Fork 0
Κώδικας Ζητήματα Pull Requests Δράσεις Πακέτα Έργα Κυκλοφορίες Wiki Δραστηριότητα

SWDEV-462007 - Fixes and strenghtens multi grid sync on mgpus

Περιήγηση Στο Πηγαίο 
- Replaces logic relying on clock64() instead to
  use an atomic counter that the last wg in grid
  and multi-grid groups wait on while the the
  non-last work groups increment the counter
  to "done"
- Implements a new logic to verify the multi-grid
  sync()

Change-Id: I7780d8124e5f144b124e5d191d0f412483a3b565
Αυτή η υποβολή περιλαμβάνεται σε:
Sourabh Betigeri
2024-07-11 17:22:16 -07:00
γονέας 90b441a804
υποβολή aaec37314f
1 αρχεία άλλαξαν με 74 προσθήκες και 150 διαγραφές
Λήψη Αρχείου Patch Λήψη Αρχείου Diff Ανάπτυξη όλων των αρχείων Σύμπτυξη όλων των αρχείων
catch/unit/cooperativeGrps/hipCGMultiGridGroupType_old.cc
+74 -150
Προβολή Αρχείου
@@ -158,148 +158,58 @@ static __global__ void kernel_cg_multi_grid_group_type_via_public_api(
}
}
static __global__ void test_kernel(unsigned int* atomic_val, unsigned int* global_array,
unsigned int* array, uint32_t loops) {
__global__ void test_kernel(unsigned int* atomic_val, unsigned int* array, uint32_t loops,
unsigned int* per_loop_atomic, unsigned int* grid_counters,
unsigned int* recorded_values, unsigned int* grid_values) {
cg::grid_group grid = cg::this_grid();
cg::multi_grid_group mgrid = cg::this_multi_grid();
unsigned rank = grid.thread_rank();
unsigned global_rank = mgrid.thread_rank();
int grid_id = mgrid.grid_rank();
int num_grids = mgrid.num_grids();
int blocks_seen = 0;
int grid_blocks = gridDim.x * gridDim.y * gridDim.z;
int offset = blockIdx.x;
for (int i = 0; i < loops; i++) {
// Make the last thread run way behind everyone else.
// If the grid barrier below fails, then the other threads may hit the
// atomicInc instruction many times before the last thread ever gets
// to it.
// As such, without the barrier, the last array entry will eventually
// contain a very large value, defined by however many times the other
// wavefronts make it through this loop.
// If the barrier works, then it will likely contain some number
// near "total number of blocks". It will be the last wavefront to
// reach the atomicInc, but everyone will have only hit the atomic once.
// If the grid sync below fails, then the other threads may hit the
// atomicInc instruction many times before the last thread ever gets to it.
// If the sync works, then it will likely contain "total number of blocks"*iter
if (rank == (grid.size() - 1)) {
long long time_diff = 0;
long long last_clock = clock64();
do {
long long cur_clock = clock64();
if (cur_clock > last_clock) {
time_diff += (cur_clock - last_clock);
}
// If it rolls over, we don't know how much to add to catch up.
// So just ignore those slipped cycles.
last_clock = cur_clock;
} while (time_diff < 1000000);
}
if (threadIdx.x == 0) {
array[offset] = atomicInc(atomic_val, UINT_MAX);
}
grid.sync();
// Make the last thread in the entire multi-grid run way behind
// everyone else.
// If the mgrid barrier below fails, then the two global_array entries
// will end up being out of sync, because the intermingling of adds
// and multiplies will not be aligned between to the two GPUs.
if (global_rank == (mgrid.size() - 1)) {
long long time_diff = 0;
long long last_clock = clock64();
do {
long long cur_clock = clock64();
if (cur_clock > last_clock) {
time_diff += (cur_clock - last_clock);
}
// If it rolls over, we don't know how much to add to catch up.
// So just ignore those slipped cycles.
last_clock = cur_clock;
} while (time_diff < 1000000);
}
// During even iterations, add into your own array entry
// During odd iterations, add into your partner's array entry
unsigned grid_rank = mgrid.grid_rank();
unsigned inter_gpu_offset = (grid_rank + i) % mgrid.num_grids();
if (rank == (grid.size() - 1)) {
if (i % 2 == 0) {
global_array[grid_rank] += 2;
} else {
global_array[inter_gpu_offset] *= 2;
}
}
mgrid.sync();
offset += gridDim.x;
}
}
__global__ void test_kernel_gfx11(unsigned int* atomic_val, unsigned int* global_array,
unsigned int* array, uint32_t loops) {
// The last wavefront should spin on this loop's atomic value
// until all of the other wavefronts have incremented the
// per-loop atomic and hit the grid.sync()
#if HT_AMD
cg::grid_group grid = cg::this_grid();
cg::multi_grid_group mgrid = cg::this_multi_grid();
unsigned rank = grid.thread_rank();
unsigned global_rank = mgrid.thread_rank();
while (__hip_atomic_load(&per_loop_atomic[i], __ATOMIC_RELAXED,
__HIP_MEMORY_SCOPE_AGENT) < (grid_blocks - 1)) {
__builtin_amdgcn_s_sleep(127);
}
int offset = blockIdx.x;
for (int i = 0; i < loops; i++) {
// Make the last thread run way behind everyone else.
// If the grid barrier below fails, then the other threads may hit the
// atomicInc instruction many times before the last thread ever gets
// to it.
// As such, without the barrier, the last array entry will eventually
// contain a very large value, defined by however many times the other
// wavefronts make it through this loop.
// If the barrier works, then it will likely contain some number
// near "total number of blocks". It will be the last wavefront to
// reach the atomicInc, but everyone will have only hit the atomic once.
if (rank == (grid.size() - 1)) {
long long time_diff = 0;
long long last_clock = clock_function();
do {
long long cur_clock = clock_function();
if (cur_clock > last_clock) {
time_diff += (cur_clock - last_clock);
}
// If it rolls over, we don't know how much to add to catch up.
// So just ignore those slipped cycles.
last_clock = cur_clock;
} while (time_diff < 1000000);
// Give the other waves time to maybe go around the loop again
// if the barrier has failed
__builtin_amdgcn_s_sleep(127);
#else // CUDA does not seem to need an ordered atomic load
while(per_loop_atomic[i] < (grid_blocks - 1)) {
}
#endif
}
if (threadIdx.x == 0) {
array[offset] = atomicInc(atomic_val, UINT_MAX);
atomicInc(&per_loop_atomic[i], UINT_MAX);
array[offset + blocks_seen] = atomicInc(atomic_val, UINT_MAX);
}
grid.sync();
blocks_seen += grid_blocks;
// Make the last thread in the entire multi-grid run way behind
// everyone else.
// If the mgrid barrier below fails, then the two global_array entries
// will end up being out of sync, because the intermingling of adds
// and multiplies will not be aligned between to the two GPUs.
if (global_rank == (mgrid.size() - 1)) {
long long time_diff = 0;
long long last_clock = clock_function();
do {
long long cur_clock = clock_function();
if (cur_clock > last_clock) {
time_diff += (cur_clock - last_clock);
}
// If it rolls over, we don't know how much to add to catch up.
// So just ignore those slipped cycles.
last_clock = cur_clock;
} while (time_diff < 1000000);
}
// During even iterations, add into your own array entry
// During odd iterations, add into your partner's array entry
unsigned grid_rank = mgrid.grid_rank();
unsigned inter_gpu_offset = (grid_rank + i) % mgrid.num_grids();
// Each grid updates its own counter
if (rank == (grid.size() - 1)) {
if (i % mgrid.num_grids() == 0) {
global_array[grid_rank] += 2;
} else {
global_array[inter_gpu_offset] *= 2;
}
grid_values[grid_id] = atomicAdd(&grid_counters[grid_id], grid_id + 1);
}
mgrid.sync();
offset += gridDim.x;
// After mgrid sync, read the next grid's counter
recorded_values[(grid_id * loops + i)] = grid_values[(grid_id + 1) % num_grids];
mgrid.sync();
}
#endif
}
static void verify_barrier_buffer(unsigned int loops, unsigned int warps, unsigned int* host_buffer,
@@ -313,17 +223,21 @@ static void verify_barrier_buffer(unsigned int loops, unsigned int warps, unsign
}
}
static void verify_multi_gpu_buffer(unsigned int loops, unsigned int array_val) {
unsigned int desired_val = 0;
for (int i = 0; i < loops; i++) {
if (i % 2 == 0) {
desired_val += 2;
} else {
desired_val *= 2;
// Function to verify recorded readings
static void verify_recorded_values(unsigned int* recorded_values, uint32_t loops, int num_devices) {
for (uint32_t i = 0; i < loops; i++) {
for (int grid_id = 0; grid_id < num_devices; grid_id++) {
// Determine the expected value from the next grid's counter
int next_grid_id = (grid_id + 1) % num_devices;
// The expected value should be the sum of the increments from previous loops
unsigned int expected_value = i * (next_grid_id + 1);
// Check the recorded value
unsigned int recorded_value = recorded_values[grid_id * loops + i];
REQUIRE(recorded_value == expected_value);
INFO("Mismatch at loop " << i << " for grid " << grid_id << ": expected "
<< expected_value << ", got " << recorded_value);
}
}
REQUIRE(array_val == desired_val);
}
template <typename F>
@@ -554,9 +468,8 @@ TEST_CASE("Unit_hipCGMultiGridGroupType_Barrier") {
int max_blocks_per_sm = INT_MAX;
for (int i = 0; i < num_devices; i++) {
HIP_CHECK(hipSetDevice(i));
auto test_kernel_used = IsGfx11() ? test_kernel_gfx11 : test_kernel;
HIP_CHECK(hipOccupancyMaxActiveBlocksPerMultiprocessor(
&max_blocks_per_sm_arr[i], test_kernel_used, num_threads_in_block, 0));
&max_blocks_per_sm_arr[i], test_kernel, num_threads_in_block, 0));
if (max_blocks_per_sm_arr[i] < max_blocks_per_sm) {
max_blocks_per_sm = max_blocks_per_sm_arr[i];
}
@@ -573,6 +486,16 @@ TEST_CASE("Unit_hipCGMultiGridGroupType_Barrier") {
std::vector<unsigned int*> kernel_buffer(num_devices);
std::vector<unsigned int*> kernel_atomic(num_devices);
std::vector<hipStream_t> streams(num_devices);
std::vector<unsigned int*> per_loop_atomic(num_devices);
// Allocate and initialize grid-specific counters and values using hipHostMalloc
unsigned int* grid_counters, *recorded_values, *grid_values;
HIP_CHECK(hipHostMalloc(&grid_counters, sizeof(unsigned int) * num_devices));
HIP_CHECK(hipHostMalloc(&recorded_values, sizeof(unsigned int) * num_devices * loops));
HIP_CHECK(hipHostMalloc(&grid_values, sizeof(unsigned int) * num_devices));
HIP_CHECK(hipMemset(grid_counters, 0, num_devices * sizeof(unsigned int)));
HIP_CHECK(hipMemset(recorded_values, 0, num_devices * loops * sizeof(unsigned int)));
HIP_CHECK(hipMemset(grid_values, 0, num_devices * sizeof(unsigned int)));
for (int i = 0; i < num_devices; i++) {
host_buffer[i] =
reinterpret_cast<unsigned int*>(calloc(total_buffer_len, sizeof(unsigned int)));
@@ -582,28 +505,27 @@ TEST_CASE("Unit_hipCGMultiGridGroupType_Barrier") {
hipMemcpyHostToDevice));
HIP_CHECK(hipMalloc(&kernel_atomic[i], sizeof(unsigned int)));
HIP_CHECK(hipMemset(kernel_atomic[i], 0, sizeof(unsigned int)));
HIP_CHECK(hipMalloc(&per_loop_atomic[i], loops * sizeof(unsigned int)));
HIP_CHECK(hipMemset(per_loop_atomic[i], 0, loops * sizeof(unsigned int)));
HIP_CHECK(hipStreamCreate(&streams[i]));
}
// Single kernel atomic shared between both devices; put it on the host
unsigned int* global_array;
HIP_CHECK(hipHostMalloc(&global_array, sizeof(unsigned int) * num_devices));
HIP_CHECK(hipMemset(global_array, 0, num_devices * sizeof(unsigned int)));
// Launch the kernels
INFO("Launching a cooperative kernel with " << warps << " warps in " << requested_blocks
<< " thread blocks");
std::vector<std::vector<void*>> dev_params(num_devices, std::vector<void*>(4, nullptr));
std::vector<std::vector<void*>> dev_params(num_devices, std::vector<void*>(7, nullptr));
std::vector<hipLaunchParams> md_params(num_devices);
for (int i = 0; i < num_devices; i++) {
HIP_CHECK(hipSetDevice(i));
auto test_kernel_used = IsGfx11() ? test_kernel_gfx11 : test_kernel;
dev_params[i][0] = reinterpret_cast<void*>(&kernel_atomic[i]);
dev_params[i][1] = reinterpret_cast<void*>(&global_array);
dev_params[i][2] = reinterpret_cast<void*>(&kernel_buffer[i]);
dev_params[i][3] = reinterpret_cast<void*>(&loops);
md_params[i].func = reinterpret_cast<void*>(test_kernel_used);
dev_params[i][1] = reinterpret_cast<void*>(&kernel_buffer[i]);
dev_params[i][2] = reinterpret_cast<void*>(&loops);
dev_params[i][3] = reinterpret_cast<void*>(&per_loop_atomic[i]);
dev_params[i][4] = reinterpret_cast<void*>(&grid_counters);
dev_params[i][5] = reinterpret_cast<void*>(&recorded_values);
dev_params[i][6] = reinterpret_cast<void*>(&grid_values);
md_params[i].func = reinterpret_cast<void*>(test_kernel);
md_params[i].gridDim = requested_blocks;
md_params[i].blockDim = num_threads_in_block;
md_params[i].sharedMem = 0;
@@ -624,14 +546,16 @@ TEST_CASE("Unit_hipCGMultiGridGroupType_Barrier") {
verify_barrier_buffer(loops, requested_blocks, host_buffer[dev], num_devices);
}
for (int dev = 0; dev < num_devices; dev++) {
verify_multi_gpu_buffer(loops, global_array[dev]);
}
// Verify the recorded values
verify_recorded_values(recorded_values, loops, num_devices);
HIP_CHECK(hipHostFree(global_array));
HIP_CHECK(hipHostFree(grid_counters));
HIP_CHECK(hipHostFree(recorded_values));
HIP_CHECK(hipHostFree(grid_values));
for (int k = 0; k < num_devices; ++k) {
HIP_CHECK(hipFree(kernel_buffer[k]));
HIP_CHECK(hipFree(kernel_atomic[k]));
HIP_CHECK(hipFree(per_loop_atomic[k]));
HIP_CHECK(hipStreamDestroy(streams[k]));
free(host_buffer[k]);
}