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Author SHA1 Message Date
Angelos Katharopoulos
a9c720e8cd Improve the ring backend initialization 2025-07-11 15:31:28 -07:00
3 changed files with 38 additions and 79 deletions

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@@ -22,78 +22,20 @@
#include "mlx/backend/cpu/encoder.h" #include "mlx/backend/cpu/encoder.h"
#include "mlx/distributed/distributed.h" #include "mlx/distributed/distributed.h"
#include "mlx/distributed/distributed_impl.h" #include "mlx/distributed/distributed_impl.h"
#include "mlx/dtype_utils.h"
#include "mlx/threadpool.h" #include "mlx/threadpool.h"
#ifndef SOL_TCP #ifndef SOL_TCP
#define SOL_TCP IPPROTO_TCP #define SOL_TCP IPPROTO_TCP
#endif #endif
#define SWITCH_TYPE(x, ...) \
switch ((x).dtype()) { \
case bool_: { \
using T = bool; \
__VA_ARGS__; \
} break; \
case int8: { \
using T = int8_t; \
__VA_ARGS__; \
} break; \
case int16: { \
using T = int16_t; \
__VA_ARGS__; \
} break; \
case int32: { \
using T = int32_t; \
__VA_ARGS__; \
} break; \
case int64: { \
using T = int64_t; \
__VA_ARGS__; \
} break; \
case uint8: { \
using T = uint8_t; \
__VA_ARGS__; \
} break; \
case uint16: { \
using T = uint16_t; \
__VA_ARGS__; \
} break; \
case uint32: { \
using T = uint32_t; \
__VA_ARGS__; \
} break; \
case uint64: { \
using T = uint64_t; \
__VA_ARGS__; \
} break; \
case bfloat16: { \
using T = bfloat16_t; \
__VA_ARGS__; \
} break; \
case float16: { \
using T = float16_t; \
__VA_ARGS__; \
} break; \
case float32: { \
using T = float; \
__VA_ARGS__; \
} break; \
case float64: { \
using T = double; \
__VA_ARGS__; \
} break; \
case complex64: { \
using T = complex64_t; \
__VA_ARGS__; \
} break; \
}
namespace mlx::core::distributed::ring { namespace mlx::core::distributed::ring {
constexpr const size_t ALL_SUM_SIZE = 8 * 1024 * 1024; constexpr const size_t ALL_SUM_SIZE = 8 * 1024 * 1024;
constexpr const size_t ALL_SUM_BUFFERS = 2; constexpr const size_t ALL_SUM_BUFFERS = 2;
constexpr const int CONN_ATTEMPTS = 5; constexpr const int CONN_ATTEMPTS = 5;
constexpr const int CONN_WAIT = 1000; constexpr const int CONN_WAIT = 1000;
constexpr const int INIT_TIMEOUT = 20000;
using GroupImpl = mlx::core::distributed::detail::GroupImpl; using GroupImpl = mlx::core::distributed::detail::GroupImpl;
using json = nlohmann::json; using json = nlohmann::json;
@@ -503,6 +445,7 @@ std::vector<int> make_connections(
return sockets; return sockets;
} }
template <typename T> template <typename T>
struct SumOp { struct SumOp {
void operator()(const T* input, T* output, size_t N) { void operator()(const T* input, T* output, size_t N) {
@@ -550,19 +493,27 @@ class RingGroup : public GroupImpl {
size_ = nodes.size(); size_ = nodes.size();
int connect_to = (rank_ + 1) % size_; int connect_to = (rank_ + 1) % size_;
// We define the connection order by having the rank_ == size_ - 1 connect // Initialize the ring by making all the connections
// first and accept after.
if (rank_ < connect_to) {
log_info(verbose_, "Rank", rank_, "accepting"); log_info(verbose_, "Rank", rank_, "accepting");
sockets_left_ = std::move(accept_connections(nodes[rank_]));
log_info(verbose_, "Rank", rank_, "connecting to", connect_to); log_info(verbose_, "Rank", rank_, "connecting to", connect_to);
sockets_right_ = std::move(make_connections(nodes[connect_to], verbose)); auto sl = std::async(std::launch::async, accept_connections, nodes[rank_]);
} else { auto sr = std::async(
log_info(verbose_, "Rank", rank_, "connecting to", connect_to); std::launch::async, make_connections, nodes[connect_to], verbose);
sockets_right_ = std::move(make_connections(nodes[connect_to], verbose)); std::future_status status_sl, status_sr;
log_info(verbose_, "Rank", rank_, "accepting"); for (int i = 0; i < 10; i++) {
sockets_left_ = std::move(accept_connections(nodes[rank_])); status_sl = sl.wait_for(std::chrono::milliseconds(INIT_TIMEOUT / 10));
status_sr = sl.wait_for(std::chrono::milliseconds(INIT_TIMEOUT / 10));
if (status_sl == std::future_status::ready &&
status_sr == std::future_status::ready) {
break;
} }
}
if (status_sl != std::future_status::ready ||
status_sr != std::future_status::ready) {
throw std::runtime_error("[ring] Ring initialization timed out");
}
sockets_left_ = std::move(sl.get());
sockets_right_ = std::move(sr.get());
// Failure if we couldn't make right or left sockets // Failure if we couldn't make right or left sockets
if (sockets_right_.empty()) { if (sockets_right_.empty()) {
@@ -628,18 +579,24 @@ class RingGroup : public GroupImpl {
} }
void all_sum(const array& input, array& output, Stream stream) override { void all_sum(const array& input, array& output, Stream stream) override {
SWITCH_TYPE( dispatch_all_types(output.dtype(), [&](auto type_tag) {
output, all_reduce<T, SumOp<T>>(input, output, stream, SumOp<T>())); using T = MLX_GET_TYPE(type_tag);
all_reduce<T, SumOp<T>>(input, output, stream, SumOp<T>());
});
} }
void all_max(const array& input, array& output, Stream stream) override { void all_max(const array& input, array& output, Stream stream) override {
SWITCH_TYPE( dispatch_all_types(output.dtype(), [&](auto type_tag) {
output, all_reduce<T, MaxOp<T>>(input, output, stream, MaxOp<T>())); using T = MLX_GET_TYPE(type_tag);
all_reduce<T, MaxOp<T>>(input, output, stream, MaxOp<T>());
});
} }
void all_min(const array& input, array& output, Stream stream) override { void all_min(const array& input, array& output, Stream stream) override {
SWITCH_TYPE( dispatch_all_types(output.dtype(), [&](auto type_tag) {
output, all_reduce<T, MinOp<T>>(input, output, stream, MinOp<T>())); using T = MLX_GET_TYPE(type_tag);
all_reduce<T, MinOp<T>>(input, output, stream, MinOp<T>());
});
} }
std::shared_ptr<GroupImpl> split(int color, int key = -1) override { std::shared_ptr<GroupImpl> split(int color, int key = -1) override {

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@@ -4,6 +4,7 @@ import unittest
import mlx.core as mx import mlx.core as mx
import mlx_distributed_tests import mlx_distributed_tests
import mlx_tests
class TestMPIDistributed(mlx_distributed_tests.MLXDistributedCommonTestCase): class TestMPIDistributed(mlx_distributed_tests.MLXDistributedCommonTestCase):
@@ -150,4 +151,4 @@ class TestMPIDistributed(mlx_distributed_tests.MLXDistributedCommonTestCase):
if __name__ == "__main__": if __name__ == "__main__":
unittest.main() mlx_tests.MLXTestRunner()

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@@ -4,6 +4,7 @@ import unittest
import mlx.core as mx import mlx.core as mx
import mlx_distributed_tests import mlx_distributed_tests
import mlx_tests
class TestRingDistributed(mlx_distributed_tests.MLXDistributedCommonTestCase): class TestRingDistributed(mlx_distributed_tests.MLXDistributedCommonTestCase):