Start a sockets based distributed backend

mlx/distributed/CMakeLists.txt

@@ -1,8 +1,16 @@
 target_sources(mlx PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/primitives.cpp
                            ${CMAKE_CURRENT_SOURCE_DIR}/ops.cpp)
 
-if(MPI_FOUND AND MLX_BUILD_CPU)
+if (MLX_BUILD_CPU)
+    if (MLX_CUSTOM_DISTRIBUTED)
+      add_subdirectory(${CMAKE_CURRENT_SOURCE_DIR}/sockets)
+    elseif (MPI_FOUND)
       add_subdirectory(${CMAKE_CURRENT_SOURCE_DIR}/mpi)
-else()
-  target_sources(mlx PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/no_distributed.cpp)
+    else()
+      target_sources(
+        mlx
+        PRIVATE
+        ${CMAKE_CURRENT_SOURCE_DIR}/no_distributed.cpp
+      )
+    endif()
 endif()

mlx/distributed/sockets/CMakeLists.txt

@@ -0,0 +1,5 @@
+target_sources(
+  mlx
+  PRIVATE
+  ${CMAKE_CURRENT_SOURCE_DIR}/sockets.cpp
+)

mlx/distributed/sockets/sockets.cpp

@@ -0,0 +1,299 @@
+// Copyright © 2024 Apple Inc.
+
+#include <arpa/inet.h>
+#include <json.hpp>
+#include <netdb.h>
+#include <sys/socket.h>
+#include <unistd.h>
+#include <cstdlib>
+#include <fstream>
+#include <iostream>
+#include <sstream>
+
+#include "mlx/backend/common/copy.h"
+#include "mlx/distributed/distributed.h"
+#include "mlx/distributed/distributed_impl.h"
+
+using json = nlohmann::json;
+
+namespace mlx::core::distributed {
+
+namespace {
+
+template <typename T>
+void sum_inplace(const T* input, T* output, size_t N) {
+  while (N-- > 0) {
+    *output += *input;
+    input++;
+    output++;
+  }
+}
+
+void sum_inplace(const array& input, array& output) {
+  switch (input.dtype()) {
+    case bool_:
+      return sum_inplace(input.data<bool>(), output.data<bool>(), input.size());
+    case int8:
+      return sum_inplace(
+          input.data<int8_t>(), output.data<int8_t>(), input.size());
+    case uint8:
+      return sum_inplace(
+          input.data<uint8_t>(), output.data<uint8_t>(), input.size());
+    case int16:
+      return sum_inplace(
+          input.data<int16_t>(), output.data<int16_t>(), input.size());
+    case uint16:
+      return sum_inplace(
+          input.data<uint16_t>(), output.data<uint16_t>(), input.size());
+    case int32:
+      return sum_inplace(
+          input.data<int32_t>(), output.data<int32_t>(), input.size());
+    case uint32:
+      return sum_inplace(
+          input.data<uint32_t>(), output.data<uint32_t>(), input.size());
+    case int64:
+      return sum_inplace(
+          input.data<int64_t>(), output.data<int64_t>(), input.size());
+    case uint64:
+      return sum_inplace(
+          input.data<uint64_t>(), output.data<uint64_t>(), input.size());
+    case float16:
+      return sum_inplace(
+          input.data<float16_t>(), output.data<float16_t>(), input.size());
+    case bfloat16:
+      return sum_inplace(
+          input.data<bfloat16_t>(), output.data<bfloat16_t>(), input.size());
+    case float32:
+      return sum_inplace(
+          input.data<float>(), output.data<float>(), input.size());
+    case complex64:
+      return sum_inplace(
+          input.data<complex64_t>(), output.data<complex64_t>(), input.size());
+  }
+}
+
+array ensure_row_contiguous(const array& arr) {
+  if (arr.flags().row_contiguous) {
+    return arr;
+  } else {
+    array arr_copy(arr.shape(), arr.dtype(), nullptr, {});
+    copy(arr, arr_copy, CopyType::General);
+    return arr_copy;
+  }
+}
+
+struct address_t {
+  sockaddr_storage addr;
+  socklen_t len;
+
+  const sockaddr* sockaddr() {
+    return (struct sockaddr*)&addr;
+  }
+};
+
+address_t parse_address(std::string ip, std::string port) {
+  struct addrinfo hints, *res;
+  memset(&hints, 0, sizeof(hints));
+  hints.ai_family = AF_UNSPEC;
+  hints.ai_socktype = SOCK_DGRAM;
+
+  int status = getaddrinfo(ip.c_str(), port.c_str(), &hints, &res);
+  if (status != 0) {
+    std::ostringstream msg;
+    msg << "Can't parse peer address " << ip << ":" << port;
+    throw std::runtime_error(msg.str());
+  }
+
+  address_t result;
+  memcpy(&result.addr, res->ai_addr, res->ai_addrlen);
+  result.len = res->ai_addrlen;
+  freeaddrinfo(res);
+
+  return result;
+}
+
+std::vector<address_t> load_peers() {
+  std::vector<address_t> peers;
+  std::ifstream f;
+
+  if (const char* hostfile_buf = std::getenv("MLX_HOSTFILE")) {
+    f.open(hostfile_buf);
+  } else {
+    return peers;
+  }
+
+  json hosts = json::parse(f);
+  for (auto& h : hosts) {
+    peers.push_back(std::move(parse_address(
+        h["ip"].template get<std::string>(),
+        h["port"].template get<std::string>())));
+  }
+
+  return peers;
+}
+
+struct GroupImpl {
+  GroupImpl(std::vector<address_t> peers, int rank, bool global)
+      : peers_(std::move(peers)), rank_(rank), global_(global) {
+    if (rank_ > 0 && rank_ >= peers_.size()) {
+      throw std::runtime_error(
+          "Rank cannot be larger than the size of the group");
+    }
+    if (global_ && rank_ < peers_.size()) {
+      socket_fd_ = socket(AF_INET, SOCK_DGRAM, 0);
+      if (socket_fd_ < 0) {
+        std::ostringstream msg;
+        msg << "Couldn't create socket (error: " << errno << ")";
+        throw std::runtime_error(msg.str());
+      }
+      int success =
+          bind(socket_fd_, peers_[rank_].sockaddr(), peers_[rank_].len);
+      if (success < 0) {
+        std::ostringstream msg;
+        msg << "Couldn't bind socket (error: " << errno << ")";
+        throw std::runtime_error(msg.str());
+      }
+    }
+  }
+  ~GroupImpl() {
+    if (global_) {
+      close(socket_fd_);
+    }
+  }
+
+  int rank() {
+    return rank_;
+  }
+
+  int size() {
+    return std::max(peers_.size(), 1ul);
+  }
+
+  void send(const char* buf, size_t len, int dst) {
+    ssize_t r = sendto(
+        socket_fd_, buf, len, 0, peers_[dst].sockaddr(), peers_[dst].len);
+    if (r < 0) {
+      throw std::runtime_error("Send failed.");
+    }
+  }
+
+  void recv(char* buf, size_t len, int src) {
+    sockaddr_storage addr;
+    socklen_t addr_len;
+    while (len != 0) {
+      ssize_t r =
+          recvfrom(socket_fd_, buf, len, 0, (struct sockaddr*)&addr, &addr_len);
+      if (r <= 0) {
+        throw std::runtime_error("Recv failed");
+      }
+      buf += r;
+      len -= r;
+    }
+  }
+
+ private:
+  std::vector<address_t> peers_;
+  int rank_;
+  bool global_;
+  int socket_fd_;
+};
+
+} // namespace
+
+bool is_available() {
+  return true;
+}
+
+int Group::rank() {
+  return std::static_pointer_cast<GroupImpl>(group_)->rank();
+}
+
+int Group::size() {
+  return std::static_pointer_cast<GroupImpl>(group_)->size();
+}
+
+Group Group::split(int color, int key) {
+  throw std::runtime_error("Splitting not supported yet");
+}
+
+Group init(bool strict /* = false */) {
+  static std::shared_ptr<GroupImpl> global_group = nullptr;
+
+  if (global_group == nullptr) {
+    auto peers = load_peers();
+    int rank = 0;
+    if (const char* rank_buf = std::getenv("MLX_RANK")) {
+      rank = std::atoi(rank_buf);
+    }
+    if (peers.size() == 0) {
+      if (strict) {
+        throw std::runtime_error("Can't initialize distributed");
+      }
+    }
+    global_group = std::make_shared<GroupImpl>(std::move(peers), rank, true);
+  }
+  return Group(global_group);
+}
+
+namespace detail {
+
+Stream communication_stream() {
+  static Stream comm_stream = new_stream(Device::cpu);
+  return comm_stream;
+}
+
+void all_sum(Group group_, const array& input_, array& output) {
+  auto group = std::static_pointer_cast<GroupImpl>(group_.raw_group());
+  if (group->size() != 2) {
+    throw std::runtime_error("Only pairwise communication supported for now");
+  }
+  array input = ensure_row_contiguous(input_);
+  if (input.data<void>() == output.data<void>()) {
+    throw std::runtime_error("Donation not supported");
+  } else {
+    if (group->rank() == 0) {
+      group->send(input.data<char>(), input.nbytes(), 1);
+      group->recv(output.data<char>(), output.nbytes(), 1);
+      sum_inplace(input, output);
+    } else {
+      group->recv(output.data<char>(), output.nbytes(), 0);
+      group->send(input.data<char>(), input.nbytes(), 0);
+      sum_inplace(input, output);
+    }
+  }
+}
+
+void all_gather(Group group_, const array& input_, array& output) {
+  auto group = std::static_pointer_cast<GroupImpl>(group_.raw_group());
+  if (group->size() != 2) {
+    throw std::runtime_error("Only pairwise communication supported for now");
+  }
+  array input = ensure_row_contiguous(input_);
+  if (group->rank() == 0) {
+    group->send(input.data<char>(), input.nbytes(), 1);
+    group->recv(output.data<char>() + input.nbytes(), input.nbytes(), 1);
+    std::memcpy(output.data<char>(), input.data<char>(), input.nbytes());
+  } else {
+    group->recv(output.data<char>(), input.nbytes(), 0);
+    group->send(input.data<char>(), input.nbytes(), 0);
+    std::memcpy(
+        output.data<char>() + input.nbytes(),
+        input.data<char>(),
+        input.nbytes());
+  }
+}
+
+void send(Group group_, const array& input_, int dst) {
+  array input = ensure_row_contiguous(input_);
+  auto group = std::static_pointer_cast<GroupImpl>(group_.raw_group());
+  group->send(input.data<char>(), input.nbytes(), dst);
+}
+
+void recv(Group group_, array& out, int src) {
+  auto group = std::static_pointer_cast<GroupImpl>(group_.raw_group());
+  group->recv(out.data<char>(), out.nbytes(), src);
+}
+
+} // namespace detail
+
+} // namespace mlx::core::distributed

mlx/io/safetensors.cpp

@@ -1,5 +1,5 @@
 // Copyright © 2023 Apple Inc.
-//
+
 #include <json.hpp>
 #include <stack>