llama.cpp/ggml/src/ggml-rpc/ggml-rpc.cpp

#include "ggml-rpc.h"
#include "ggml-impl.h"
#include "ggml-backend-impl.h"
#include "ggml-cpp.h"

#include <cinttypes>
#include <string>
#include <vector>
#include <memory>
#include <mutex>
#include <unordered_map>
#include <unordered_set>
#ifdef _WIN32
#  define WIN32_LEAN_AND_MEAN
#  ifndef NOMINMAX
#     define NOMINMAX
#  endif
#  include <windows.h>
#  include <winsock2.h>
#else
#  include <arpa/inet.h>
#  include <sys/socket.h>
#  include <sys/types.h>
#  include <netinet/in.h>
#  include <netinet/tcp.h>
#  include <netdb.h>
#  include <unistd.h>
#endif
#include <cstring>
#include <fstream>
#include <filesystem>
#include <algorithm>

#ifdef GGML_RPC_RDMA
#  include <infiniband/verbs.h>
#  include <time.h>
#endif

static const char * RPC_DEBUG = std::getenv("GGML_RPC_DEBUG");

#define LOG_DBG(...) \
    do { if (RPC_DEBUG) GGML_LOG_DEBUG(__VA_ARGS__); } while (0)


namespace fs = std::filesystem;

static constexpr size_t MAX_CHUNK_SIZE = 1024ull * 1024ull * 1024ull; // 1 GiB

#ifdef GGML_RPC_RDMA
static constexpr size_t RDMA_CHUNK    = 256 * 1024;   // 256 KiB per send/recv (fits default 8 MiB memlock)
static constexpr int    RDMA_RX_DEPTH = 24;            // pre-posted recv ring: 24 × 256 KiB = 6 MiB
#endif

#ifdef _WIN32
typedef SOCKET sockfd_t;
using ssize_t = __int64;
#else
typedef int sockfd_t;
#endif

// cross-platform socket

#ifdef GGML_RPC_RDMA
struct rdma_conn {
    struct ibv_context * ctx = nullptr;
    struct ibv_pd * pd  = nullptr;
    struct ibv_cq * scq = nullptr;   // send completions
    struct ibv_cq * rcq = nullptr;   // recv completions
    struct ibv_qp * qp  = nullptr;

    void          * tx_buf = nullptr;
    struct ibv_mr * tx_mr  = nullptr;

    void          * rx_buf = nullptr; // RDMA_RX_DEPTH × RDMA_CHUNK contiguous
    struct ibv_mr * rx_mr  = nullptr;
    int             rx_head = 0;

    uint32_t        max_inline = 0;

    void * rx_slot(int i) { return (char *)rx_buf + (size_t)i * RDMA_CHUNK; }

    bool post_rx(int i) {
        struct ibv_sge sge = {};
        sge.addr   = (uintptr_t)rx_slot(i);
        sge.length = RDMA_CHUNK;
        sge.lkey   = rx_mr->lkey;
        struct ibv_recv_wr wr = {}, * bad = nullptr;
        wr.wr_id   = (uint64_t)i;
        wr.sg_list = &sge;
        wr.num_sge = 1;
        return ibv_post_recv(qp, &wr, &bad) == 0;
    }

    ~rdma_conn() {
        if (tx_mr) ibv_dereg_mr(tx_mr);
        if (rx_mr) ibv_dereg_mr(rx_mr);
        free(tx_buf);
        free(rx_buf);
        if (qp)  ibv_destroy_qp(qp);
        if (scq) ibv_destroy_cq(scq);
        if (rcq) ibv_destroy_cq(rcq);
        if (pd)  ibv_dealloc_pd(pd);
        if (ctx) ibv_close_device(ctx);
    }
};
#endif

// Forward declarations for transport function pointers
struct socket_t;
static bool tcp_send_impl(socket_t * sock, const void * data, size_t size);
static bool tcp_recv_impl(socket_t * sock, void * data, size_t size);

struct socket_t {
    sockfd_t fd;
    bool (*fn_send)(socket_t *, const void *, size_t) = tcp_send_impl;
    bool (*fn_recv)(socket_t *, void *, size_t)       = tcp_recv_impl;
#ifdef GGML_RPC_RDMA
    rdma_conn * rdma = nullptr;
#endif
    socket_t(sockfd_t fd) : fd(fd) {}
    ~socket_t() {
#ifdef GGML_RPC_RDMA
        if (rdma) { delete rdma; rdma = nullptr; }
#endif
        LOG_DBG("[%s] closing socket %d\n", __func__, this->fd);
#ifdef _WIN32
        if (fd != INVALID_SOCKET) closesocket(this->fd);
#else
        if (fd >= 0) close(this->fd);
#endif
    }
};

// macro for nicer error messages on server crash
#define RPC_STATUS_ASSERT(x) if (!(x)) GGML_ABORT("Remote RPC server crashed or returned malformed response")

// all RPC structures must be packed
#pragma pack(push, 1)
// ggml_tensor is serialized into rpc_tensor
struct rpc_tensor {
    uint64_t id;
    uint32_t type;
    uint64_t buffer;
    uint32_t ne[GGML_MAX_DIMS];
    uint32_t nb[GGML_MAX_DIMS];
    uint32_t op;
    int32_t  op_params[GGML_MAX_OP_PARAMS / sizeof(int32_t)];
    int32_t  flags;
    uint64_t src[GGML_MAX_SRC];
    uint64_t view_src;
    uint64_t view_offs;
    uint64_t data;
    char name[GGML_MAX_NAME];

    char padding[4];
};

static_assert(sizeof(rpc_tensor) % 8 == 0, "rpc_tensor size must be multiple of 8");

// RPC commands
enum rpc_cmd {
    RPC_CMD_ALLOC_BUFFER = 0,
    RPC_CMD_GET_ALIGNMENT,
    RPC_CMD_GET_MAX_SIZE,
    RPC_CMD_BUFFER_GET_BASE,
    RPC_CMD_FREE_BUFFER,
    RPC_CMD_BUFFER_CLEAR,
    RPC_CMD_SET_TENSOR,
    RPC_CMD_SET_TENSOR_HASH,
    RPC_CMD_GET_TENSOR,
    RPC_CMD_COPY_TENSOR,
    RPC_CMD_GRAPH_COMPUTE,
    RPC_CMD_GET_DEVICE_MEMORY,
    RPC_CMD_INIT_TENSOR,
    RPC_CMD_GET_ALLOC_SIZE,
    RPC_CMD_HELLO,
    RPC_CMD_DEVICE_COUNT,
    RPC_CMD_GRAPH_RECOMPUTE,
    RPC_CMD_COUNT,
};

static_assert(RPC_CMD_HELLO == 14, "RPC_CMD_HELLO must be always 14");

// Try RPC_CMD_SET_TENSOR_HASH first when data size is larger than this threshold
const size_t HASH_THRESHOLD = 10 * 1024 * 1024;

struct rpc_msg_hello_rsp {
    uint8_t major;
    uint8_t minor;
    uint8_t patch;
};

struct rpc_msg_hello_rdma_req {
    uint32_t rdma_qpn;    // 0 = no RDMA capability
    uint32_t rdma_psn;
    uint8_t  rdma_gid[16];
};

struct rpc_msg_hello_rdma_rsp {
    uint8_t  major;
    uint8_t  minor;
    uint8_t  patch;
    uint32_t rdma_qpn;    // 0 = no RDMA capability
    uint32_t rdma_psn;
    uint8_t  rdma_gid[16];
};

struct rpc_msg_device_count_rsp {
    uint32_t device_count;
};

struct rpc_msg_get_alloc_size_req {
    uint32_t   device;
    rpc_tensor tensor;
    rpc_tensor srcs[GGML_MAX_SRC];
};

struct rpc_msg_get_alloc_size_rsp {
    uint64_t alloc_size;
};

struct rpc_msg_init_tensor_req {
    rpc_tensor tensor;
};

struct rpc_msg_alloc_buffer_req {
    uint32_t device;
    uint64_t size;
};

struct rpc_msg_alloc_buffer_rsp {
    uint64_t remote_ptr;
    uint64_t remote_size;
};

struct rpc_msg_get_alignment_req {
    uint32_t device;
};

struct rpc_msg_get_alignment_rsp {
    uint64_t alignment;
};

struct rpc_msg_get_max_size_req {
    uint32_t device;
};

struct rpc_msg_get_max_size_rsp {
    uint64_t max_size;
};

struct rpc_msg_buffer_get_base_req {
    uint64_t remote_ptr;
};

struct rpc_msg_buffer_get_base_rsp {
    uint64_t base_ptr;
};

struct rpc_msg_free_buffer_req {
    uint64_t remote_ptr;
};

struct rpc_msg_buffer_clear_req {
    uint64_t remote_ptr;
    uint8_t value;
};

struct rpc_msg_set_tensor_hash_req {
    rpc_tensor tensor;
    uint64_t offset;
    uint64_t hash;
};

struct rpc_msg_set_tensor_hash_rsp {
    uint8_t result;
};

struct rpc_msg_get_tensor_req {
    rpc_tensor tensor;
    uint64_t offset;
    uint64_t size;
};

struct rpc_msg_copy_tensor_req {
    rpc_tensor src;
    rpc_tensor dst;
};

struct rpc_msg_copy_tensor_rsp {
    uint8_t result;
};

struct rpc_msg_get_device_memory_req {
    uint32_t device;
};

struct rpc_msg_get_device_memory_rsp {
    uint64_t free_mem;
    uint64_t total_mem;
};

struct rpc_msg_graph_recompute_req {
    uint32_t device;
};

#pragma pack(pop)

// RPC data structures

static ggml_guid_t ggml_backend_rpc_guid() {
    static ggml_guid guid = {0x99, 0x68, 0x5b, 0x6c, 0xd2, 0x83, 0x3d, 0x24, 0x25, 0x36, 0x72, 0xe1, 0x5b, 0x0e, 0x14, 0x03};
    return &guid;
}

struct ggml_backend_rpc_buffer_type_context {
    std::string endpoint;
    uint32_t    device;
    std::string name;
    size_t      alignment;
    size_t      max_size;
};

struct graph_cache {

    bool is_cached(const ggml_cgraph * cgraph) {
        if ((int)last_graph.size() != cgraph->n_nodes) {
            return false;
        }
        for (int i = 0; i < cgraph->n_nodes; i++) {
            if (memcmp(&last_graph[i], cgraph->nodes[i], sizeof(ggml_tensor)) != 0) {
                return false;
            }
        }
        return true;
    }

    void add(const ggml_cgraph * cgraph) {
        last_graph.resize(cgraph->n_nodes);
        for (int i = 0; i < cgraph->n_nodes; i++) {
            memcpy(&last_graph[i], cgraph->nodes[i], sizeof(ggml_tensor));
        }
    }

    std::vector<ggml_tensor> last_graph;
};

struct ggml_backend_rpc_context {
    std::string endpoint;
    uint32_t    device;
    std::string name;
    graph_cache gc;
};

struct ggml_backend_rpc_buffer_context {
    std::shared_ptr<socket_t> sock;
    void * base_ptr;
    uint64_t remote_ptr;
};

// RPC helper functions

// Computes FNV-1a hash of the data
static uint64_t fnv_hash(const uint8_t * data, size_t len) {
    const uint64_t fnv_prime = 0x100000001b3ULL;
    uint64_t hash = 0xcbf29ce484222325ULL;

    for (size_t i = 0; i < len; ++i) {
        hash ^= data[i];
        hash *= fnv_prime;
    }
    return hash;
}

static std::shared_ptr<socket_t> make_socket(sockfd_t fd) {
#ifdef _WIN32
    if (fd == INVALID_SOCKET) {
        return nullptr;
    }
#else
    if (fd < 0) {
        return nullptr;
    }
#endif
    return std::make_shared<socket_t>(fd);
}

static bool set_no_delay(sockfd_t sockfd) {
    int flag = 1;
    // set TCP_NODELAY to disable Nagle's algorithm
    int ret = setsockopt(sockfd, IPPROTO_TCP, TCP_NODELAY, (char *)&flag, sizeof(int));
    return ret == 0;
}

static bool set_reuse_addr(sockfd_t sockfd) {
    int flag = 1;
    int ret = setsockopt(sockfd, SOL_SOCKET, SO_REUSEADDR, (char *)&flag, sizeof(int));
    return ret == 0;
}

static std::shared_ptr<socket_t> socket_connect(const char * host, int port) {
    struct sockaddr_in addr;
    auto sockfd = socket(AF_INET, SOCK_STREAM, 0);
    auto sock_ptr = make_socket(sockfd);
    if (sock_ptr == nullptr) {
        return nullptr;
    }
    if (!set_no_delay(sockfd)) {
        GGML_LOG_ERROR("Failed to set TCP_NODELAY\n");
        return nullptr;
    }
    addr.sin_family = AF_INET;
    addr.sin_port = htons(port);
    struct hostent * server = gethostbyname(host);
    if (server == NULL) {
        GGML_LOG_ERROR("Cannot resolve host '%s'\n", host);
        return nullptr;
    }
    memcpy(&addr.sin_addr.s_addr, server->h_addr, server->h_length);
    if (connect(sock_ptr->fd, (struct sockaddr *)&addr, sizeof(addr)) < 0) {
        return nullptr;
    }
    return sock_ptr;
}

static std::shared_ptr<socket_t> socket_accept(sockfd_t srv_sockfd) {
    auto client_socket_fd = accept(srv_sockfd, NULL, NULL);
    auto client_socket = make_socket(client_socket_fd);
    if (client_socket == nullptr) {
        return nullptr;
    }
    if (!set_no_delay(client_socket_fd)) {
        GGML_LOG_ERROR("Failed to set TCP_NODELAY\n");
        return nullptr;
    }
    return client_socket;
}

static std::shared_ptr<socket_t> create_server_socket(const char * host, int port) {
    auto sockfd = socket(AF_INET, SOCK_STREAM, 0);
    auto sock = make_socket(sockfd);
    if (sock == nullptr) {
        return nullptr;
    }
    if (!set_reuse_addr(sockfd)) {
        GGML_LOG_ERROR("Failed to set SO_REUSEADDR\n");
        return nullptr;
    }
    if (inet_addr(host) == INADDR_NONE) {
        GGML_LOG_ERROR("Invalid host address: %s\n", host);
        return nullptr;
    }
    struct sockaddr_in serv_addr;
    serv_addr.sin_family = AF_INET;
    serv_addr.sin_addr.s_addr = inet_addr(host);
    serv_addr.sin_port = htons(port);

    if (bind(sockfd, (struct sockaddr *) &serv_addr, sizeof(serv_addr)) < 0) {
        return nullptr;
    }
    if (listen(sockfd, 1) < 0) {
        return nullptr;
    }
    return sock;
}

static bool send_data(sockfd_t sockfd, const void * data, size_t size) {
    size_t bytes_sent = 0;
    while (bytes_sent < size) {
        size_t size_to_send = std::min(size - bytes_sent, MAX_CHUNK_SIZE);
        ssize_t n = send(sockfd, (const char *)data + bytes_sent, size_to_send, 0);
        if (n < 0) {
            GGML_LOG_ERROR("send failed (bytes_sent=%zu, size_to_send=%zu)\n",
                           bytes_sent, size_to_send);
            return false;
        }
        bytes_sent += (size_t)n;
    }
    return true;
}

static bool recv_data(sockfd_t sockfd, void * data, size_t size) {
    size_t bytes_recv = 0;
    while (bytes_recv < size) {
        size_t size_to_recv = std::min(size - bytes_recv, MAX_CHUNK_SIZE);
        ssize_t n = recv(sockfd, (char *)data + bytes_recv, size_to_recv, 0);
        if (n < 0) {
            GGML_LOG_ERROR("recv failed (bytes_recv=%zu, size_to_recv=%zu)\n",
                           bytes_recv, size_to_recv);
            return false;
        }
        if (n == 0) {
            LOG_DBG("recv returned 0 (peer closed?)\n");
            return false;
        }
        bytes_recv += (size_t)n;
    }
    return true;
}

// ── TCP transport implementations (for function-pointer dispatch) ────────────

static bool tcp_send_impl(socket_t * sock, const void * data, size_t size) {
    return send_data(sock->fd, data, size);
}

static bool tcp_recv_impl(socket_t * sock, void * data, size_t size) {
    return recv_data(sock->fd, data, size);
}

// ── RDMA transport (performance-optimized, auto-negotiated) ─────────────────

#ifdef GGML_RPC_RDMA

static bool rdma_send_impl(socket_t * sock, const void * data, size_t size);
static bool rdma_recv_impl(socket_t * sock, void * data, size_t size);

static inline bool rdma_poll(struct ibv_cq * cq, struct ibv_wc * wc) {
    struct timespec t0;
    clock_gettime(CLOCK_MONOTONIC_COARSE, &t0);
    for (uint64_t s = 0; ; s++) {
        int n = ibv_poll_cq(cq, 1, wc);
        if (n > 0) return wc->status == IBV_WC_SUCCESS;
        if (n < 0) return false;
        if ((s & 0xFFFFF) == 0 && s > 0) {
            struct timespec now;
            clock_gettime(CLOCK_MONOTONIC_COARSE, &now);
            if (now.tv_sec - t0.tv_sec >= 30) {
                GGML_LOG_ERROR("RDMA CQ poll timeout\n");
                return false;
            }
        }
    }
}

static bool rdma_send(rdma_conn * c, const void * data, size_t size) {
    const uint8_t * src = (const uint8_t *)data;
    size_t rem = size;
    while (rem > 0) {
        size_t chunk = std::min(rem, RDMA_CHUNK);

        struct ibv_sge sge = {};
        struct ibv_send_wr wr = {}, * bad = nullptr;
        wr.opcode  = IBV_WR_SEND;
        wr.sg_list = &sge;
        wr.num_sge = 1;

        if (chunk <= c->max_inline) {
            sge.addr   = (uintptr_t)src;
            sge.length = chunk;
            wr.send_flags = IBV_SEND_SIGNALED | IBV_SEND_INLINE;
        } else {
            memcpy(c->tx_buf, src, chunk);
            sge.addr   = (uintptr_t)c->tx_buf;
            sge.length = chunk;
            sge.lkey   = c->tx_mr->lkey;
            wr.send_flags = IBV_SEND_SIGNALED;
        }

        if (ibv_post_send(c->qp, &wr, &bad) != 0) return false;
        struct ibv_wc wc;
        if (!rdma_poll(c->scq, &wc)) return false;

        src += chunk;
        rem -= chunk;
    }
    return true;
}

static bool rdma_recv(rdma_conn * c, void * data, size_t size) {
    uint8_t * dst = (uint8_t *)data;
    size_t rem = size;
    while (rem > 0) {
        struct ibv_wc wc;
        if (!rdma_poll(c->rcq, &wc)) return false;

        int slot = (int)wc.wr_id;
        size_t got = wc.byte_len;
        memcpy(dst, c->rx_slot(slot), got);

        if (!c->post_rx(slot)) return false;

        dst += got;
        rem -= got;
    }
    return true;
}

static bool rdma_send_impl(socket_t * sock, const void * data, size_t size) {
    return rdma_send(sock->rdma, data, size);
}

static bool rdma_recv_impl(socket_t * sock, void * data, size_t size) {
    return rdma_recv(sock->rdma, data, size);
}

// Phase 1: Probe for RDMA device, create QP (in RESET state), return local info.
// Returns rdma_conn with QP created but NOT connected. Caller gets local QPN/PSN/GID
// to send to the remote side via the HELLO exchange.
// If RDMA is not available, returns nullptr (caller stays on TCP).
struct rdma_local_info {
    uint32_t qpn;
    uint32_t psn;
    uint8_t  gid[16];
    uint8_t  ib_port;
    int      gid_idx;
    enum ibv_mtu path_mtu;
};

static rdma_conn * rdma_probe(sockfd_t tcp_fd, rdma_local_info * out) {
    const char * dev_env = std::getenv("GGML_RDMA_DEV");
    const char * gid_env = std::getenv("GGML_RDMA_GID");

    struct sockaddr_in local_addr;
    socklen_t addr_len = sizeof(local_addr);
    if (getsockname(tcp_fd, (struct sockaddr *)&local_addr, &addr_len) != 0) {
        return nullptr;
    }

    const uint8_t ib_port = 1;
    int num_devs = 0;
    struct ibv_device ** devs = ibv_get_device_list(&num_devs);
    if (!devs || num_devs == 0) return nullptr;

    struct ibv_context * ibctx = nullptr;
    const char * matched_dev = nullptr;
    int gid_idx = gid_env ? atoi(gid_env) : -1;

    for (int d = 0; d < num_devs; d++) {
        const char * dn = ibv_get_device_name(devs[d]);
        if (dev_env && strcmp(dev_env, dn) != 0) continue;

        struct ibv_context * ctx = ibv_open_device(devs[d]);
        if (!ctx) continue;

        struct ibv_port_attr pa;
        if (ibv_query_port(ctx, ib_port, &pa) != 0) { ibv_close_device(ctx); continue; }

        int found_gid = gid_idx;
        if (found_gid < 0) {
            for (int i = 0; i < pa.gid_tbl_len; i++) {
                union ibv_gid g;
                if (ibv_query_gid(ctx, ib_port, i, &g) != 0) continue;
                if (g.raw[10] != 0xff || g.raw[11] != 0xff) continue;
                uint32_t ip;
                memcpy(&ip, &g.raw[12], 4);
                if (dev_env) {
                    if (ip != 0) { found_gid = i; break; }
                } else {
                    if (ip == local_addr.sin_addr.s_addr) { found_gid = i; break; }
                }
            }
        }
        if (found_gid >= 0) {
            ibctx = ctx;
            gid_idx = found_gid;
            matched_dev = dn;
            out->path_mtu = pa.active_mtu;
            break;
        }
        ibv_close_device(ctx);
    }
    ibv_free_device_list(devs);
    if (!ibctx) return nullptr;

    out->ib_port = ib_port;
    out->gid_idx = gid_idx;

    auto * c = new rdma_conn();
    c->ctx = ibctx;

    c->pd = ibv_alloc_pd(ibctx);
    if (!c->pd) { delete c; return nullptr; }

    c->scq = ibv_create_cq(ibctx, 16, nullptr, nullptr, 0);
    c->rcq = ibv_create_cq(ibctx, RDMA_RX_DEPTH + 4, nullptr, nullptr, 0);
    if (!c->scq || !c->rcq) { delete c; return nullptr; }

    struct ibv_qp_init_attr qia = {};
    qia.send_cq = c->scq;
    qia.recv_cq = c->rcq;
    qia.qp_type = IBV_QPT_RC;
    qia.cap.max_send_wr     = 4;
    qia.cap.max_recv_wr     = RDMA_RX_DEPTH + 4;
    qia.cap.max_send_sge    = 1;
    qia.cap.max_recv_sge    = 1;
    qia.cap.max_inline_data = 256;

    c->qp = ibv_create_qp(c->pd, &qia);
    if (!c->qp) { delete c; return nullptr; }
    c->max_inline = qia.cap.max_inline_data;

    c->tx_buf = aligned_alloc(4096, RDMA_CHUNK);
    c->rx_buf = aligned_alloc(4096, (size_t)RDMA_RX_DEPTH * RDMA_CHUNK);
    if (!c->tx_buf || !c->rx_buf) { delete c; return nullptr; }

    c->tx_mr = ibv_reg_mr(c->pd, c->tx_buf, RDMA_CHUNK, IBV_ACCESS_LOCAL_WRITE);
    c->rx_mr = ibv_reg_mr(c->pd, c->rx_buf, (size_t)RDMA_RX_DEPTH * RDMA_CHUNK,
                           IBV_ACCESS_LOCAL_WRITE | IBV_ACCESS_REMOTE_WRITE);
    if (!c->tx_mr || !c->rx_mr) { delete c; return nullptr; }

    union ibv_gid local_gid;
    ibv_query_gid(ibctx, ib_port, gid_idx, &local_gid);

    out->qpn = c->qp->qp_num;
    out->psn = c->qp->qp_num & 0xffffff;
    memcpy(out->gid, &local_gid, 16);

    GGML_LOG_INFO("RDMA probed: dev=%s gid=%d qpn=%u inline=%u\n",
                  matched_dev, gid_idx, out->qpn, c->max_inline);
    return c;
}

// Phase 2: Given remote QPN/PSN/GID, transition QP: RESET→INIT→pre-post→RTR→RTS.
// On success, the connection is live and ready for rdma_send/rdma_recv.
static bool rdma_activate(rdma_conn * c, const rdma_local_info * local,
                          uint32_t remote_qpn, uint32_t remote_psn, const uint8_t * remote_gid) {
    // RESET → INIT
    {
        struct ibv_qp_attr a = {};
        a.qp_state        = IBV_QPS_INIT;
        a.port_num        = local->ib_port;
        a.pkey_index      = 0;
        a.qp_access_flags = IBV_ACCESS_REMOTE_WRITE | IBV_ACCESS_REMOTE_READ | IBV_ACCESS_LOCAL_WRITE;
        if (ibv_modify_qp(c->qp, &a,
                IBV_QP_STATE | IBV_QP_PKEY_INDEX | IBV_QP_PORT | IBV_QP_ACCESS_FLAGS) != 0) {
            return false;
        }
    }

    for (int i = 0; i < RDMA_RX_DEPTH; i++) {
        if (!c->post_rx(i)) return false;
    }

    // INIT → RTR
    {
        struct ibv_qp_attr a = {};
        a.qp_state           = IBV_QPS_RTR;
        a.path_mtu           = local->path_mtu;
        a.dest_qp_num        = remote_qpn;
        a.rq_psn             = remote_psn;
        a.max_dest_rd_atomic = 1;
        a.min_rnr_timer      = 1;
        a.ah_attr.is_global  = 1;
        memcpy(&a.ah_attr.grh.dgid, remote_gid, 16);
        a.ah_attr.grh.hop_limit  = 1;
        a.ah_attr.grh.sgid_index = local->gid_idx;
        a.ah_attr.dlid       = 0;
        a.ah_attr.port_num   = local->ib_port;
        if (ibv_modify_qp(c->qp, &a,
                IBV_QP_STATE | IBV_QP_AV | IBV_QP_PATH_MTU | IBV_QP_DEST_QPN |
                IBV_QP_RQ_PSN | IBV_QP_MAX_DEST_RD_ATOMIC | IBV_QP_MIN_RNR_TIMER) != 0) {
            return false;
        }
    }

    // RTR → RTS
    {
        struct ibv_qp_attr a = {};
        a.qp_state     = IBV_QPS_RTS;
        a.timeout      = 14;
        a.retry_cnt    = 7;
        a.rnr_retry    = 7;
        a.sq_psn       = local->psn;
        a.max_rd_atomic = 1;
        if (ibv_modify_qp(c->qp, &a,
                IBV_QP_STATE | IBV_QP_TIMEOUT | IBV_QP_RETRY_CNT | IBV_QP_RNR_RETRY |
                IBV_QP_SQ_PSN | IBV_QP_MAX_QP_RD_ATOMIC) != 0) {
            return false;
        }
    }

    GGML_LOG_INFO("RDMA activated: qpn=%u→%u mtu=%d rx_depth=%d\n",
                  local->qpn, remote_qpn, 128 << local->path_mtu, RDMA_RX_DEPTH);
    return true;
}

#endif // GGML_RPC_RDMA

// ── Unified transport dispatch (via function pointers) ──────────────────────

static bool send_data(socket_t * sock, const void * data, size_t size) {
    return sock->fn_send(sock, data, size);
}

static bool recv_data(socket_t * sock, void * data, size_t size) {
    return sock->fn_recv(sock, data, size);
}

static bool send_msg(socket_t * sock, const void * msg, size_t msg_size) {
    if (!send_data(sock, &msg_size, sizeof(msg_size))) {
        return false;
    }
    return send_data(sock, msg, msg_size);
}

static bool recv_msg(socket_t * sock, void * msg, size_t msg_size) {
    uint64_t size;
    if (!recv_data(sock, &size, sizeof(size))) {
        return false;
    }
    if (size != msg_size) {
        return false;
    }
    return recv_data(sock, msg, msg_size);
}

static bool recv_msg(socket_t * sock, std::vector<uint8_t> & input) {
    uint64_t size;
    if (!recv_data(sock, &size, sizeof(size))) {
        return false;
    }
    try {
        input.resize(size);
    } catch (const std::bad_alloc & e) {
        GGML_LOG_ERROR("Failed to allocate input buffer of size %" PRIu64 "\n", size);
        return false;
    }
    return recv_data(sock, input.data(), size);
}

static bool parse_endpoint(const std::string & endpoint, std::string & host, int & port) {
    size_t pos = endpoint.find(':');
    if (pos == std::string::npos) {
        return false;
    }
    host = endpoint.substr(0, pos);
    try {
        port = std::stoi(endpoint.substr(pos + 1));
    } catch (...) {
        return false;
    }
    return true;
}

// RPC request : | rpc_cmd (1 byte) | request_size (8 bytes) | request_data (request_size bytes) |
// No response
static bool send_rpc_cmd(const std::shared_ptr<socket_t> & sock, enum rpc_cmd cmd, const void * input, size_t input_size) {
    uint8_t cmd_byte = cmd;
    if (!send_data(sock.get(), &cmd_byte, sizeof(cmd_byte))) {
        return false;
    }
    if (!send_data(sock.get(), &input_size, sizeof(input_size))) {
        return false;
    }
    if (!send_data(sock.get(), input, input_size)) {
        return false;
    }
    return true;
}

// RPC request : | rpc_cmd (1 byte) | request_size (8 bytes) | request_data (request_size bytes) |
// RPC response: | response_size (8 bytes) | response_data (response_size bytes) |
static bool send_rpc_cmd(const std::shared_ptr<socket_t> & sock, enum rpc_cmd cmd, const void * input, size_t input_size, void * output, size_t output_size) {
    if (!send_rpc_cmd(sock, cmd, input, input_size)) {
        return false;
    }
    uint64_t out_size;
    if (!recv_data(sock.get(), &out_size, sizeof(out_size))) {
        return false;
    }
    if (out_size != output_size) {
        return false;
    }
    if (!recv_data(sock.get(), output, output_size)) {
        return false;
    }
    return true;
}

// RPC client-side implementation

// Performs HELLO handshake with optional RDMA auto-negotiation.
// If both sides have RDMA, the socket is upgraded transparently.
static bool negotiate_hello(const std::shared_ptr<socket_t> & sock) {
#ifdef GGML_RPC_RDMA
    rdma_local_info local_info = {};
    rdma_conn * probe = rdma_probe(sock->fd, &local_info);

    if (probe) {
        rpc_msg_hello_rdma_req req = {};
        req.rdma_qpn = local_info.qpn;
        req.rdma_psn = local_info.psn;
        memcpy(req.rdma_gid, local_info.gid, 16);

        // Send extended HELLO: cmd + input_size + input_data
        if (!send_rpc_cmd(sock, RPC_CMD_HELLO, &req, sizeof(req))) {
            delete probe;
            return false;
        }

        // Read response size -- server may respond with legacy or extended size
        uint64_t out_size = 0;
        if (!recv_data(sock.get(), &out_size, sizeof(out_size))) {
            delete probe;
            return false;
        }

        if (out_size == sizeof(rpc_msg_hello_rdma_rsp)) {
            rpc_msg_hello_rdma_rsp rsp = {};
            if (!recv_data(sock.get(), &rsp, sizeof(rsp))) { delete probe; return false; }
            if (rsp.major != RPC_PROTO_MAJOR_VERSION || rsp.minor > RPC_PROTO_MINOR_VERSION) {
                GGML_LOG_ERROR("RPC server version mismatch: %d.%d.%d\n", rsp.major, rsp.minor, rsp.patch);
                delete probe;
                return false;
            }
            if (rsp.rdma_qpn != 0) {
                if (rdma_activate(probe, &local_info, rsp.rdma_qpn, rsp.rdma_psn, rsp.rdma_gid)) {
                    sock->rdma = probe;
                    sock->fn_send = rdma_send_impl;
                    sock->fn_recv = rdma_recv_impl;
                    return true;
                }
                GGML_LOG_ERROR("RDMA activate failed, staying on TCP\n");
            }
            delete probe;
            return true;
        } else if (out_size == sizeof(rpc_msg_hello_rsp)) {
            // Legacy server responded with standard HELLO (ignored our RDMA req)
            rpc_msg_hello_rsp rsp = {};
            if (!recv_data(sock.get(), &rsp, sizeof(rsp))) { delete probe; return false; }
            delete probe;
            if (rsp.major != RPC_PROTO_MAJOR_VERSION || rsp.minor > RPC_PROTO_MINOR_VERSION) {
                GGML_LOG_ERROR("RPC server version mismatch: %d.%d.%d\n", rsp.major, rsp.minor, rsp.patch);
                return false;
            }
            return true;
        } else {
            delete probe;
            return false;
        }
    }
#endif
    rpc_msg_hello_rsp response;
    bool status = send_rpc_cmd(sock, RPC_CMD_HELLO, nullptr, 0, &response, sizeof(response));
    RPC_STATUS_ASSERT(status);
    if (response.major != RPC_PROTO_MAJOR_VERSION || response.minor > RPC_PROTO_MINOR_VERSION) {
        GGML_LOG_ERROR("RPC server version mismatch: %d.%d.%d\n", response.major, response.minor, response.patch);
        return false;
    }
    if (response.minor != RPC_PROTO_MINOR_VERSION || response.patch != RPC_PROTO_PATCH_VERSION) {
        GGML_LOG_INFO("WARNING: RPC server version mismatch: %d.%d.%d\n", response.major, response.minor, response.patch);
    }
    return true;
}

static std::shared_ptr<socket_t> get_socket(const std::string & endpoint) {
    static std::mutex mutex;
    std::lock_guard<std::mutex> lock(mutex);
    static std::unordered_map<std::string, std::weak_ptr<socket_t>> sockets;
    static bool initialized = false;

    auto it = sockets.find(endpoint);
    if (it != sockets.end()) {
        if (auto sock = it->second.lock()) {
            return sock;
        }
    }
    std::string host;
    int port;
    if (!parse_endpoint(endpoint, host, port)) {
        GGML_LOG_ERROR("Failed to parse endpoint: %s\n", endpoint.c_str());
        return nullptr;
    }

#ifdef _WIN32
    if (!initialized) {
        WSADATA wsaData;
        int res = WSAStartup(MAKEWORD(2, 2), &wsaData);
        if (res != 0) {
            return nullptr;
        }
        initialized = true;
    }
#else
    GGML_UNUSED(initialized);
#endif
    auto sock = socket_connect(host.c_str(), port);
    if (sock == nullptr) {
        return nullptr;
    }
    if (!negotiate_hello(sock)) {
        return nullptr;
    }
    LOG_DBG("[%s] connected to %s\n", __func__, endpoint.c_str());
    sockets[endpoint] = sock;
    return sock;
}

static void ggml_backend_rpc_buffer_free_buffer(ggml_backend_buffer_t buffer) {
    ggml_backend_rpc_buffer_context * ctx = (ggml_backend_rpc_buffer_context *)buffer->context;
    rpc_msg_free_buffer_req request = {ctx->remote_ptr};
    bool status = send_rpc_cmd(ctx->sock, RPC_CMD_FREE_BUFFER, &request, sizeof(request), nullptr, 0);
    RPC_STATUS_ASSERT(status);
    delete ctx;
}

static void * ggml_backend_rpc_buffer_get_base(ggml_backend_buffer_t buffer) {
    ggml_backend_rpc_buffer_context * ctx = (ggml_backend_rpc_buffer_context *)buffer->context;
    if (ctx->base_ptr != nullptr) {
        return ctx->base_ptr;
    }
    rpc_msg_buffer_get_base_req request = {ctx->remote_ptr};
    rpc_msg_buffer_get_base_rsp response;
    bool status = send_rpc_cmd(ctx->sock, RPC_CMD_BUFFER_GET_BASE, &request, sizeof(request), &response, sizeof(response));
    RPC_STATUS_ASSERT(status);
    ctx->base_ptr = reinterpret_cast<void *>(response.base_ptr);
    return ctx->base_ptr;
}

static bool ggml_backend_buffer_is_rpc(ggml_backend_buffer_t buffer) {
    return buffer->iface.free_buffer == ggml_backend_rpc_buffer_free_buffer;
}

static rpc_tensor serialize_tensor(const ggml_tensor * tensor) {
    rpc_tensor result;
    if (!tensor) {
        memset(&result, 0, sizeof(result));
        return result;
    }

    result.id = reinterpret_cast<uint64_t>(tensor);
    result.type = tensor->type;
    if (tensor->buffer && ggml_backend_buffer_is_rpc(tensor->buffer)) {
        ggml_backend_buffer_t buffer = tensor->buffer;
        ggml_backend_rpc_buffer_context * ctx = (ggml_backend_rpc_buffer_context *)buffer->context;
        result.buffer = ctx != nullptr ? ctx->remote_ptr : 0;
    } else {
        result.buffer = 0;
    }
    for (uint32_t i = 0; i < GGML_MAX_DIMS; i++) {
        result.ne[i] = tensor->ne[i];
        result.nb[i] = tensor->nb[i];
    }
    result.op = tensor->op;
    for (uint32_t i = 0; i < GGML_MAX_OP_PARAMS / sizeof(int32_t); i++) {
        result.op_params[i] = tensor->op_params[i];
    }
    result.flags = tensor->flags;
    for (uint32_t i = 0; i < GGML_MAX_SRC; i++) {
        result.src[i] = reinterpret_cast<uint64_t>(tensor->src[i]);
    }
    result.view_src = reinterpret_cast<uint64_t>(tensor->view_src);
    result.view_offs = tensor->view_offs;
    result.data = reinterpret_cast<uint64_t>(tensor->data);

    // Avoid sending uninitialized data over the wire
    memset(result.name, 0, sizeof(result.name));
    memset(result.padding, 0, sizeof(result.padding));

    snprintf(result.name, GGML_MAX_NAME, "%s", tensor->name);
    return result;
}

static enum ggml_status ggml_backend_rpc_buffer_init_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor) {
    ggml_backend_rpc_buffer_context * ctx = (ggml_backend_rpc_buffer_context *)buffer->context;

    // CUDA backend on the server pads everything to 512 due to CUDA limitations.
    // Due to bandwidth constraints, we only call the server init tensor functions if necessary.
    // In particular, only quantized tensors need padding
    if (ggml_is_quantized(tensor->type) && (tensor->ne[0] % 512 != 0) && (tensor->view_src == nullptr)) {
        rpc_msg_init_tensor_req request;

        request.tensor = serialize_tensor(tensor);

        bool status = send_rpc_cmd(ctx->sock, RPC_CMD_INIT_TENSOR, &request, sizeof(request), nullptr, 0);
        RPC_STATUS_ASSERT(status);
    }
    return GGML_STATUS_SUCCESS;
}

static void ggml_backend_rpc_buffer_set_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
    ggml_backend_rpc_buffer_context * ctx = (ggml_backend_rpc_buffer_context *)buffer->context;
    rpc_tensor rpc_tensor = serialize_tensor(tensor);
    if (size > HASH_THRESHOLD) {
        rpc_msg_set_tensor_hash_req request;
        request.tensor = rpc_tensor;
        request.offset = offset;
        request.hash = fnv_hash((const uint8_t*)data, size);
        rpc_msg_set_tensor_hash_rsp response;
        bool status = send_rpc_cmd(ctx->sock, RPC_CMD_SET_TENSOR_HASH, &request, sizeof(request), &response, sizeof(response));
        RPC_STATUS_ASSERT(status);
        if (response.result) {
            // the server has the same data, no need to send it
            return;
        }
    }
    // input serialization format: | rpc_tensor | offset (8 bytes) | data (size bytes)
    size_t input_size = sizeof(rpc_tensor) + sizeof(uint64_t) + size;
    std::vector<uint8_t> input(input_size, 0);
    memcpy(input.data(), &rpc_tensor, sizeof(rpc_tensor));
    memcpy(input.data() + sizeof(rpc_tensor), &offset, sizeof(offset));
    memcpy(input.data() + sizeof(rpc_tensor) + sizeof(offset), data, size);
    bool status = send_rpc_cmd(ctx->sock, RPC_CMD_SET_TENSOR, input.data(), input.size());
    RPC_STATUS_ASSERT(status);
}

static void ggml_backend_rpc_buffer_get_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) {
    ggml_backend_rpc_buffer_context * ctx = (ggml_backend_rpc_buffer_context *)buffer->context;
    rpc_msg_get_tensor_req request;
    request.tensor = serialize_tensor(tensor);
    request.offset = offset;
    request.size = size;
    bool status = send_rpc_cmd(ctx->sock, RPC_CMD_GET_TENSOR, &request, sizeof(request), data, size);
    RPC_STATUS_ASSERT(status);
}

static bool ggml_backend_rpc_buffer_cpy_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * src, ggml_tensor * dst) {
    if (ggml_backend_buffer_is_rpc(src->buffer)) {
        // check if src and dst are on the same server
        ggml_backend_buffer_t src_buffer = src->buffer;
        ggml_backend_rpc_buffer_context * src_ctx = (ggml_backend_rpc_buffer_context *)src_buffer->context;
        ggml_backend_buffer_t dst_buffer = dst->buffer;
        ggml_backend_rpc_buffer_context * dst_ctx = (ggml_backend_rpc_buffer_context *)dst_buffer->context;
        if (src_ctx->sock != dst_ctx->sock) {
            return false;
        }
        ggml_backend_rpc_buffer_context * ctx = (ggml_backend_rpc_buffer_context *)buffer->context;
        rpc_msg_copy_tensor_req request;
        request.src = serialize_tensor(src);
        request.dst = serialize_tensor(dst);
        rpc_msg_copy_tensor_rsp response;
        bool status = send_rpc_cmd(ctx->sock, RPC_CMD_COPY_TENSOR, &request, sizeof(request), &response, sizeof(response));
        RPC_STATUS_ASSERT(status);
        return response.result;
    }
    return false;
}

static void ggml_backend_rpc_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) {
    ggml_backend_rpc_buffer_context * ctx = (ggml_backend_rpc_buffer_context *)buffer->context;
    rpc_msg_buffer_clear_req request = {ctx->remote_ptr, value};
    bool status = send_rpc_cmd(ctx->sock, RPC_CMD_BUFFER_CLEAR, &request, sizeof(request), nullptr, 0);
    RPC_STATUS_ASSERT(status);
}

static ggml_backend_buffer_i ggml_backend_rpc_buffer_interface = {
    /* .free_buffer     = */ ggml_backend_rpc_buffer_free_buffer,
    /* .get_base        = */ ggml_backend_rpc_buffer_get_base,
    /* .init_tensor     = */ ggml_backend_rpc_buffer_init_tensor,
    /* .memset_tensor   = */ NULL,
    /* .set_tensor      = */ ggml_backend_rpc_buffer_set_tensor,
    /* .get_tensor      = */ ggml_backend_rpc_buffer_get_tensor,
    /* .cpy_tensor      = */ ggml_backend_rpc_buffer_cpy_tensor,
    /* .clear           = */ ggml_backend_rpc_buffer_clear,
    /* .reset           = */ NULL,
};

static const char * ggml_backend_rpc_buffer_type_name(ggml_backend_buffer_type_t buft) {
    ggml_backend_rpc_buffer_type_context * buft_ctx = (ggml_backend_rpc_buffer_type_context *)buft->context;
    return buft_ctx->name.c_str();
}

static ggml_backend_buffer_t ggml_backend_rpc_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
    ggml_backend_rpc_buffer_type_context * buft_ctx = (ggml_backend_rpc_buffer_type_context *)buft->context;
    rpc_msg_alloc_buffer_req request = {buft_ctx->device, size};
    rpc_msg_alloc_buffer_rsp response;
    auto sock = get_socket(buft_ctx->endpoint);
    bool status = send_rpc_cmd(sock, RPC_CMD_ALLOC_BUFFER, &request, sizeof(request), &response, sizeof(response));
    RPC_STATUS_ASSERT(status);
    if (response.remote_ptr != 0) {
        ggml_backend_buffer_t buffer = ggml_backend_buffer_init(buft,
            ggml_backend_rpc_buffer_interface,
            new ggml_backend_rpc_buffer_context{sock, nullptr, response.remote_ptr},
            response.remote_size);
        return buffer;
    } else {
        return nullptr;
    }
}

static size_t get_alignment(const std::shared_ptr<socket_t> & sock, uint32_t device) {
    rpc_msg_get_alignment_req request = {device};
    rpc_msg_get_alignment_rsp response;
    bool status = send_rpc_cmd(sock, RPC_CMD_GET_ALIGNMENT, &request, sizeof(request), &response, sizeof(response));
    RPC_STATUS_ASSERT(status);
    return response.alignment;
}

static size_t ggml_backend_rpc_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) {
    ggml_backend_rpc_buffer_type_context * buft_ctx = (ggml_backend_rpc_buffer_type_context *)buft->context;
    return buft_ctx->alignment;
}

static size_t get_max_size(const std::shared_ptr<socket_t> & sock, uint32_t device) {
    rpc_msg_get_max_size_req request = {device};
    rpc_msg_get_max_size_rsp response;
    bool status = send_rpc_cmd(sock, RPC_CMD_GET_MAX_SIZE, &request, sizeof(request), &response, sizeof(response));
    RPC_STATUS_ASSERT(status);
    return response.max_size;
}

static size_t ggml_backend_rpc_get_max_size(ggml_backend_buffer_type_t buft) {
    ggml_backend_rpc_buffer_type_context * buft_ctx = (ggml_backend_rpc_buffer_type_context *)buft->context;
    return buft_ctx->max_size;
}

static size_t ggml_backend_rpc_buffer_type_get_alloc_size(ggml_backend_buffer_type_t buft, const ggml_tensor * tensor) {
    // should we query the remote server for the actual size
    bool rpc_get = false;

    // See comments in init_tensor.
    rpc_get |= ggml_is_quantized(tensor->type) && (tensor->ne[0] % 512 != 0) && (tensor->view_src == nullptr);

    // ops that require additional memory for fleeting data on certain backends
    // ref: https://github.com/ggml-org/llama.cpp/pull/15966
    rpc_get |= tensor->op == GGML_OP_FLASH_ATTN_EXT;
    rpc_get |= tensor->op == GGML_OP_MUL_MAT_ID;

    if (rpc_get) {
        ggml_backend_rpc_buffer_type_context * buft_ctx = (ggml_backend_rpc_buffer_type_context *)buft->context;
        auto sock = get_socket(buft_ctx->endpoint);

        rpc_msg_get_alloc_size_req request = {
            /*.device =*/ buft_ctx->device,
            /*.tensor =*/ serialize_tensor(tensor),
            /*.srcs   =*/ {},
        };

        // .get_alloc_size could be a function of the tensor's srcs, so we must serialize them as well
        for (int i = 0; i < GGML_MAX_SRC; i++) {
            request.srcs[i] = serialize_tensor(tensor->src[i]);
        }

        // TODO: cache the alloc responses to avoid extra RPC calls?
        rpc_msg_get_alloc_size_rsp response;
        bool status = send_rpc_cmd(sock, RPC_CMD_GET_ALLOC_SIZE, &request, sizeof(request), &response, sizeof(response));
        RPC_STATUS_ASSERT(status);

        return response.alloc_size;
    }

    return ggml_nbytes(tensor);
}

static ggml_backend_buffer_type_i ggml_backend_rpc_buffer_type_interface = {
    /* .get_name         = */ ggml_backend_rpc_buffer_type_name,
    /* .alloc_buffer     = */ ggml_backend_rpc_buffer_type_alloc_buffer,
    /* .get_alignment    = */ ggml_backend_rpc_buffer_type_get_alignment,
    /* .get_max_size     = */ ggml_backend_rpc_get_max_size,
    /* .get_alloc_size   = */ ggml_backend_rpc_buffer_type_get_alloc_size,
    /* .is_host          = */ NULL,
};

static const char * ggml_backend_rpc_name(ggml_backend_t backend) {
    ggml_backend_rpc_context * rpc_ctx = (ggml_backend_rpc_context *)backend->context;

    return rpc_ctx->name.c_str();
}

static void ggml_backend_rpc_free(ggml_backend_t backend) {
    ggml_backend_rpc_context * rpc_ctx = (ggml_backend_rpc_context *)backend->context;
    delete rpc_ctx;
    delete backend;
}

static void ggml_backend_rpc_synchronize(ggml_backend_t backend) {
    GGML_UNUSED(backend);
    // this is no-op because we don't have any async operations
}

static void add_tensor(ggml_tensor * tensor, std::vector<rpc_tensor> & tensors, std::unordered_set<ggml_tensor*> & visited) {
    if (tensor == nullptr) {
        return;
    }
    if (visited.find(tensor) != visited.end()) {
        return;
    }
    visited.insert(tensor);
    for (int i = 0; i < GGML_MAX_SRC; i++) {
        add_tensor(tensor->src[i], tensors, visited);
    }
    add_tensor(tensor->view_src, tensors, visited);
    tensors.push_back(serialize_tensor(tensor));
}

static void serialize_graph(uint32_t device, const ggml_cgraph * cgraph, std::vector<uint8_t> & output) {
    uint32_t n_nodes = cgraph->n_nodes;
    std::vector<rpc_tensor> tensors;
    std::unordered_set<ggml_tensor*> visited;
    for (uint32_t i = 0; i < n_nodes; i++) {
        add_tensor(cgraph->nodes[i], tensors, visited);
    }
    // serialization format:
    // | device (4 bytes) | n_nodes (4 bytes) | nodes (n_nodes * sizeof(uint64_t) | n_tensors (4 bytes) | tensors (n_tensors * sizeof(rpc_tensor)) |
    uint32_t n_tensors = tensors.size();
    int output_size = 2*sizeof(uint32_t) + n_nodes * sizeof(uint64_t) + sizeof(uint32_t) + n_tensors * sizeof(rpc_tensor);
    output.resize(output_size, 0);
    uint8_t * dest = output.data();
    memcpy(dest, &device, sizeof(device));
    dest += sizeof(device);
    memcpy(dest, &n_nodes, sizeof(n_nodes));
    dest += sizeof(n_nodes);
    for (uint32_t i = 0; i < n_nodes; i++) {
        memcpy(dest + i * sizeof(uint64_t), &cgraph->nodes[i], sizeof(uint64_t));
    }
    dest += n_nodes * sizeof(uint64_t);
    memcpy(dest, &n_tensors, sizeof(n_tensors));
    dest += sizeof(n_tensors);
    rpc_tensor * out_tensors = (rpc_tensor *)dest;
    memcpy(out_tensors, tensors.data(), n_tensors * sizeof(rpc_tensor));
}

static enum ggml_status ggml_backend_rpc_graph_compute(ggml_backend_t backend, ggml_cgraph * cgraph) {
    ggml_backend_rpc_context * rpc_ctx = (ggml_backend_rpc_context *)backend->context;

    GGML_ASSERT(cgraph->n_nodes > 0);
    bool reuse = rpc_ctx->gc.is_cached(cgraph);
    if (reuse) {
        rpc_msg_graph_recompute_req request;
        request.device = rpc_ctx->device;
        auto sock = get_socket(rpc_ctx->endpoint);
        bool status = send_rpc_cmd(sock, RPC_CMD_GRAPH_RECOMPUTE, &request, sizeof(request));
        RPC_STATUS_ASSERT(status);
    } else {
        rpc_ctx->gc.add(cgraph);
        std::vector<uint8_t> input;
        serialize_graph(rpc_ctx->device, cgraph, input);
        auto sock = get_socket(rpc_ctx->endpoint);
        bool status = send_rpc_cmd(sock, RPC_CMD_GRAPH_COMPUTE, input.data(), input.size());
        RPC_STATUS_ASSERT(status);
    }
    return GGML_STATUS_SUCCESS;
}

static ggml_backend_i ggml_backend_rpc_interface = {
    /* .get_name                = */ ggml_backend_rpc_name,
    /* .free                    = */ ggml_backend_rpc_free,
    /* .set_tensor_async        = */ NULL,
    /* .get_tensor_async        = */ NULL,
    /* .cpy_tensor_async        = */ NULL,
    /* .synchronize             = */ ggml_backend_rpc_synchronize,
    /* .graph_plan_create       = */ NULL,
    /* .graph_plan_free         = */ NULL,
    /* .graph_plan_update       = */ NULL,
    /* .graph_plan_compute      = */ NULL,
    /* .graph_compute           = */ ggml_backend_rpc_graph_compute,
    /* .event_record            = */ NULL,
    /* .event_wait              = */ NULL,
    /* .graph_optimize          = */ NULL,
};

ggml_backend_buffer_type_t ggml_backend_rpc_buffer_type(const char * endpoint, uint32_t device) {
    static std::mutex mutex;
    std::lock_guard<std::mutex> lock(mutex);
    std::string buft_name = "RPC" + std::to_string(device) + "[" + std::string(endpoint) + "]";
    // NOTE: buffer types are allocated and never freed; this is by design
    static std::unordered_map<std::string, ggml_backend_buffer_type_t> buft_map;
    auto it = buft_map.find(buft_name);
    if (it != buft_map.end()) {
        return it->second;
    }
    auto sock = get_socket(endpoint);
    if (sock == nullptr) {
        GGML_LOG_ERROR("Failed to connect to %s\n", endpoint);
        return nullptr;
    }
    size_t alignment = get_alignment(sock, device);
    size_t max_size = get_max_size(sock, device);
    ggml_backend_rpc_buffer_type_context * buft_ctx = new ggml_backend_rpc_buffer_type_context {
        /* .endpoint  = */ endpoint,
        /* .device    = */ device,
        /* .name      = */ buft_name,
        /* .alignment = */ alignment,
        /* .max_size  = */ max_size
    };
    auto reg = ggml_backend_rpc_add_server(endpoint);
    ggml_backend_buffer_type_t buft = new ggml_backend_buffer_type {
        /* .iface   = */ ggml_backend_rpc_buffer_type_interface,
        /* .device  = */ ggml_backend_reg_dev_get(reg, device),
        /* .context = */ buft_ctx
    };
    buft_map[buft_name] = buft;
    return buft;
}

ggml_backend_t ggml_backend_rpc_init(const char * endpoint, uint32_t device) {
    std::string dev_name = "RPC" + std::to_string(device) + "[" + std::string(endpoint) + "]";
    ggml_backend_rpc_context * ctx = new ggml_backend_rpc_context {
        /* .endpoint = */ endpoint,
        /* .device   = */ device,
        /* .name     = */ dev_name,
        /* .gc       = */ {},
    };
    auto reg = ggml_backend_rpc_add_server(endpoint);
    ggml_backend_t backend = new ggml_backend {
        /* .guid    = */ ggml_backend_rpc_guid(),
        /* .iface   = */ ggml_backend_rpc_interface,
        /* .device  = */ ggml_backend_reg_dev_get(reg, device),
        /* .context = */ ctx
    };
    return backend;
}

bool ggml_backend_is_rpc(ggml_backend_t backend) {
    return backend != NULL && ggml_guid_matches(backend->guid, ggml_backend_rpc_guid());
}

static void get_device_memory(const std::shared_ptr<socket_t> & sock, uint32_t device, size_t * free, size_t * total) {
    rpc_msg_get_device_memory_req request;
    request.device = device;
    rpc_msg_get_device_memory_rsp response;
    bool status = send_rpc_cmd(sock, RPC_CMD_GET_DEVICE_MEMORY, &request, sizeof(request), &response, sizeof(response));
    RPC_STATUS_ASSERT(status);
    *free = response.free_mem;
    *total = response.total_mem;
}

void ggml_backend_rpc_get_device_memory(const char * endpoint, uint32_t device, size_t * free, size_t * total) {
    auto sock = get_socket(endpoint);
    if (sock == nullptr) {
        *free = 0;
        *total = 0;
        return;
    }
    get_device_memory(sock, device, free, total);
}

// RPC server-side implementation

class rpc_server {
public:
    rpc_server(std::vector<ggml_backend_t> all_backends, const char * cache_dir)
        : backends(std::move(all_backends)), cache_dir(cache_dir) {
        stored_graphs.resize(backends.size());
    }
    ~rpc_server();

    void hello(rpc_msg_hello_rsp & response);
    bool alloc_buffer(const rpc_msg_alloc_buffer_req & request, rpc_msg_alloc_buffer_rsp & response);
    bool get_alignment(const rpc_msg_get_alignment_req & request, rpc_msg_get_alignment_rsp & response);
    bool get_max_size(const rpc_msg_get_max_size_req & request, rpc_msg_get_max_size_rsp & response);
    bool buffer_get_base(const rpc_msg_buffer_get_base_req & request, rpc_msg_buffer_get_base_rsp & response);
    bool free_buffer(const rpc_msg_free_buffer_req & request);
    bool buffer_clear(const rpc_msg_buffer_clear_req & request);
    bool set_tensor(const std::vector<uint8_t> & input);
    bool set_tensor_hash(const rpc_msg_set_tensor_hash_req & request, rpc_msg_set_tensor_hash_rsp & response);
    bool get_tensor(const rpc_msg_get_tensor_req & request, std::vector<uint8_t> & response);
    bool copy_tensor(const rpc_msg_copy_tensor_req & request, rpc_msg_copy_tensor_rsp & response);
    bool graph_compute(const std::vector<uint8_t> & input);
    bool graph_recompute(const rpc_msg_graph_recompute_req & request);
    bool init_tensor(const rpc_msg_init_tensor_req & request);
    bool get_alloc_size(const rpc_msg_get_alloc_size_req & request, rpc_msg_get_alloc_size_rsp & response);
    bool get_device_memory(const rpc_msg_get_device_memory_req & request, rpc_msg_get_device_memory_rsp & response);

    struct stored_graph {
        ggml_context_ptr ctx_ptr;
        ggml_cgraph *    graph;
    };

private:
    bool get_cached_file(uint64_t hash, std::vector<uint8_t> & data);
    ggml_tensor * deserialize_tensor(struct ggml_context * ctx, const rpc_tensor * tensor);
    ggml_tensor * create_node(uint64_t id,
                              struct ggml_context * ctx,
                              const std::unordered_map<uint64_t, const rpc_tensor*> & tensor_ptrs,
                              std::unordered_map<uint64_t, struct ggml_tensor*> & tensor_map);


    std::vector<ggml_backend_t> backends;
    const char * cache_dir;
    std::unordered_set<ggml_backend_buffer_t> buffers;
    // store the last computed graph for each backend
    std::vector<stored_graph> stored_graphs;
};

void rpc_server::hello(rpc_msg_hello_rsp & response) {
    response.major = RPC_PROTO_MAJOR_VERSION;
    response.minor = RPC_PROTO_MINOR_VERSION;
    response.patch = RPC_PROTO_PATCH_VERSION;
    LOG_DBG("[%s] version: %d.%d.%d\n", __func__, response.major, response.minor, response.patch);
}

bool rpc_server::get_alloc_size(const rpc_msg_get_alloc_size_req & request, rpc_msg_get_alloc_size_rsp & response) {
    uint32_t dev_id = request.device;
    if (dev_id >= backends.size()) {
        return false;
    }
    ggml_backend_buffer_type_t buft;
    struct ggml_init_params params {
        /*.mem_size   =*/ ggml_tensor_overhead()*(1 + GGML_MAX_SRC),
        /*.mem_buffer =*/ NULL,
        /*.no_alloc   =*/ true,
    };

    ggml_context_ptr ctx_ptr { ggml_init(params) };
    GGML_ASSERT(ctx_ptr != nullptr);
    ggml_context * ctx = ctx_ptr.get();

    ggml_tensor * tensor = deserialize_tensor(ctx, &request.tensor);
    if (tensor == nullptr) {
        GGML_LOG_ERROR("Null tensor pointer passed to server get_alloc_size function.\n");
        return false;
    }
    for (int i = 0; i < GGML_MAX_SRC; i++) {
        if (request.srcs[i].id != 0) {
            tensor->src[i] = deserialize_tensor(ctx, &request.srcs[i]);
        }
    }

    LOG_DBG("[%s] device: %d, buffer: %p, data: %p\n", __func__, dev_id, (void*)tensor->buffer, tensor->data);
    if (tensor->buffer == nullptr) {
        //No buffer allocated.
        buft = ggml_backend_get_default_buffer_type(backends[dev_id]);
    } else {
        buft = tensor->buffer->buft;
    }

    response.alloc_size = ggml_backend_buft_get_alloc_size(buft, tensor);

    return true;
}

bool rpc_server::alloc_buffer(const rpc_msg_alloc_buffer_req & request, rpc_msg_alloc_buffer_rsp & response) {
    uint32_t dev_id = request.device;
    if (dev_id >= backends.size()) {
        return false;
    }
    ggml_backend_buffer_type_t buft = ggml_backend_get_default_buffer_type(backends[dev_id]);
    ggml_backend_buffer_t buffer = ggml_backend_buft_alloc_buffer(buft, request.size);
    response.remote_ptr = 0;
    response.remote_size = 0;
    if (buffer != nullptr) {
        response.remote_ptr = reinterpret_cast<uint64_t>(buffer);
        response.remote_size = buffer->size;
        LOG_DBG("[%s] device: %d, size: %" PRIu64 " -> remote_ptr: %" PRIx64 ", remote_size: %" PRIu64 "\n",
            __func__, dev_id, request.size, response.remote_ptr, response.remote_size);
        buffers.insert(buffer);
    } else {
        LOG_DBG("[%s] device: %d, size: %" PRIu64 " -> failed\n", __func__, dev_id, request.size);
    }
    return true;
}

bool rpc_server::get_alignment(const rpc_msg_get_alignment_req & request, rpc_msg_get_alignment_rsp & response) {
    uint32_t dev_id = request.device;
    if (dev_id >= backends.size()) {
        return false;
    }
    ggml_backend_buffer_type_t buft = ggml_backend_get_default_buffer_type(backends[dev_id]);
    size_t alignment = ggml_backend_buft_get_alignment(buft);
    LOG_DBG("[%s] device: %d, alignment: %lu\n", __func__, dev_id, alignment);
    response.alignment = alignment;
    return true;
}

bool rpc_server::get_max_size(const rpc_msg_get_max_size_req & request, rpc_msg_get_max_size_rsp & response) {
    uint32_t dev_id = request.device;
    if (dev_id >= backends.size()) {
        return false;
    }
    ggml_backend_buffer_type_t buft = ggml_backend_get_default_buffer_type(backends[dev_id]);
    size_t max_size = ggml_backend_buft_get_max_size(buft);
    LOG_DBG("[%s] device: %d, max_size: %lu\n", __func__, dev_id, max_size);
    response.max_size = max_size;
    return true;
}

bool rpc_server::buffer_get_base(const rpc_msg_buffer_get_base_req & request, rpc_msg_buffer_get_base_rsp & response) {
    LOG_DBG("[%s] remote_ptr: %" PRIx64 "\n", __func__, request.remote_ptr);
    ggml_backend_buffer_t buffer = reinterpret_cast<ggml_backend_buffer_t>(request.remote_ptr);
    if (buffers.find(buffer) == buffers.end()) {
        GGML_LOG_ERROR("[%s] buffer not found\n", __func__);
        return false;
    }
    void * base = ggml_backend_buffer_get_base(buffer);
    response.base_ptr = reinterpret_cast<uint64_t>(base);
    return true;
}

bool rpc_server::free_buffer(const rpc_msg_free_buffer_req & request) {
    LOG_DBG("[%s] remote_ptr: %" PRIx64 "\n", __func__, request.remote_ptr);
    ggml_backend_buffer_t buffer = reinterpret_cast<ggml_backend_buffer_t>(request.remote_ptr);
    if (buffers.find(buffer) == buffers.end()) {
        GGML_LOG_ERROR("[%s] buffer not found\n", __func__);
        return false;
    }
    ggml_backend_buffer_free(buffer);
    buffers.erase(buffer);
    return true;
}

bool rpc_server::buffer_clear(const rpc_msg_buffer_clear_req & request) {
    LOG_DBG("[%s] remote_ptr: %" PRIx64 ", value: %u\n", __func__, request.remote_ptr, request.value);
    ggml_backend_buffer_t buffer = reinterpret_cast<ggml_backend_buffer_t>(request.remote_ptr);
    if (buffers.find(buffer) == buffers.end()) {
        GGML_LOG_ERROR("[%s] buffer not found\n", __func__);
        return false;
    }
    ggml_backend_buffer_clear(buffer, request.value);
    return true;
}

ggml_tensor * rpc_server::deserialize_tensor(struct ggml_context * ctx, const rpc_tensor * tensor) {
    // Validate tensor type before using it
    if (tensor->type >= GGML_TYPE_COUNT) {
        GGML_LOG_ERROR("[%s] invalid tensor type received: %u\n", __func__, tensor->type);
        return nullptr;
    }

    ggml_tensor * result = ggml_new_tensor_4d(ctx, (ggml_type) tensor->type,
        tensor->ne[0], tensor->ne[1], tensor->ne[2], tensor->ne[3]);

    // ggml_new_tensor_4d might fail if dimensions are invalid, although less likely to crash than invalid type
    if (result == nullptr) {
        GGML_LOG_ERROR("[%s] ggml_new_tensor_4d failed for type %u\\n", __func__, tensor->type);
        return nullptr;
    }

    for (uint32_t i = 0; i < GGML_MAX_DIMS; i++) {
        result->nb[i] = tensor->nb[i];
    }
    result->buffer = reinterpret_cast<ggml_backend_buffer_t>(tensor->buffer);
    if (result->buffer && buffers.find(result->buffer) == buffers.end()) {
        result->buffer = nullptr;
    }

    if (result->buffer) {
        // require that the tensor data does not go beyond the buffer end
        uint64_t tensor_size = (uint64_t) ggml_nbytes(result);
        uint64_t buffer_start = (uint64_t) ggml_backend_buffer_get_base(result->buffer);
        uint64_t buffer_size = (uint64_t) ggml_backend_buffer_get_size(result->buffer);
        GGML_ASSERT(tensor->data + tensor_size >= tensor->data); // check for overflow
        GGML_ASSERT(tensor->data >= buffer_start && tensor->data + tensor_size <= buffer_start + buffer_size);
    }

    result->op = (ggml_op) tensor->op;
    for (uint32_t i = 0; i < GGML_MAX_OP_PARAMS / sizeof(int32_t); i++) {
        result->op_params[i] = tensor->op_params[i];
    }
    result->flags = tensor->flags;
    result->data = reinterpret_cast<void *>(tensor->data);
    ggml_set_name(result, tensor->name);
    return result;
}


bool rpc_server::set_tensor(const std::vector<uint8_t> & input) {
    // serialization format: | rpc_tensor | offset (8 bytes) | data (size bytes) |
    if (input.size() < sizeof(rpc_tensor) + sizeof(uint64_t)) {
        return false;
    }
    const rpc_tensor * in_tensor = (const rpc_tensor *)input.data();
    uint64_t offset;
    memcpy(&offset, input.data() + sizeof(rpc_tensor), sizeof(offset));
    const size_t size = input.size() - sizeof(rpc_tensor) - sizeof(offset);

    struct ggml_init_params params {
        /*.mem_size   =*/ ggml_tensor_overhead(),
        /*.mem_buffer =*/ NULL,
        /*.no_alloc   =*/ true,
    };
    ggml_context_ptr ctx_ptr { ggml_init(params) };
    GGML_ASSERT(ctx_ptr != nullptr);
    ggml_context * ctx = ctx_ptr.get();
    ggml_tensor * tensor = deserialize_tensor(ctx, in_tensor);
    if (tensor == nullptr || tensor->buffer == nullptr) {
        GGML_LOG_ERROR("[%s] error deserializing tensor\n", __func__);
        return false;
    }
    LOG_DBG("[%s] buffer: %p, data: %p, offset: %" PRIu64 ", size: %zu\n", __func__, (void*)tensor->buffer, tensor->data, offset, size);

    // sanitize tensor->data
    {
        const size_t p0 = (size_t) ggml_backend_buffer_get_base(tensor->buffer);
        const size_t p1 = p0 + ggml_backend_buffer_get_size(tensor->buffer);

        if (in_tensor->data + offset < p0 || in_tensor->data + offset >= p1 || size > (p1 - in_tensor->data - offset)) {
            GGML_LOG_ERROR("[%s] tensor data region (data=0x%" PRIx64 ", offset=%" PRIu64 ", size=%zu) out of buffer bounds [0x%zx, 0x%zx)\n",
                           __func__, in_tensor->data, offset, size, p0, p1);
            return false;
        }
    }

    const void * data = input.data() + sizeof(rpc_tensor) + sizeof(offset);
    if (cache_dir && size > HASH_THRESHOLD) {
        uint64_t hash = fnv_hash((const uint8_t*)data, size);
        char hash_str[17];
        snprintf(hash_str, sizeof(hash_str), "%016" PRIx64, hash);
        // save to cache_dir/hash_str
        fs::path cache_file = fs::path(cache_dir) / hash_str;
        std::ofstream ofs(cache_file, std::ios::binary);
        ofs.write((const char *)data, size);
        GGML_LOG_INFO("[%s] saved to '%s'\n", __func__, cache_file.c_str());
    }
    ggml_backend_tensor_set(tensor, data, offset, size);
    return true;
}

bool rpc_server::get_cached_file(uint64_t hash, std::vector<uint8_t> & data) {
    if (!cache_dir) {
        return false;
    }
    char hash_str[17];
    snprintf(hash_str, sizeof(hash_str), "%016" PRIx64, hash);
    fs::path cache_file = fs::path(cache_dir) / hash_str;
    std::error_code ec;
    if (!fs::exists(cache_file, ec)) {
        return false;
    }
    std::ifstream ifs(cache_file, std::ios::binary);
    ifs.seekg(0, std::ios::end);
    size_t size = ifs.tellg();
    ifs.seekg(0, std::ios::beg);
    data.resize(size);
    ifs.read((char *)data.data(), size);
    return true;
}

bool rpc_server::set_tensor_hash(const rpc_msg_set_tensor_hash_req & request, rpc_msg_set_tensor_hash_rsp & response)
{
    std::vector<uint8_t> cached_file;
    if (!get_cached_file(request.hash, cached_file)) {
        response.result = 0;
        return true;
    }
    size_t size = cached_file.size();
    struct ggml_init_params params {
        /*.mem_size   =*/ ggml_tensor_overhead(),
        /*.mem_buffer =*/ NULL,
        /*.no_alloc   =*/ true,
    };
    ggml_context_ptr ctx_ptr { ggml_init(params) };
    GGML_ASSERT(ctx_ptr != nullptr);
    ggml_context * ctx = ctx_ptr.get();
    ggml_tensor * tensor = deserialize_tensor(ctx, &request.tensor);
    if (tensor == nullptr || tensor->buffer == nullptr) {
        GGML_LOG_ERROR("[%s] error deserializing tensor\n", __func__);
        return false;
    }
    LOG_DBG("[%s] buffer: %p, data: %p, offset: %" PRIu64 ", size: %zu, hash: %" PRIx64 "\n",
            __func__, (void*)tensor->buffer, tensor->data, request.offset, size, request.hash);

    // sanitize tensor->data
    {
        const size_t p0 = (size_t) ggml_backend_buffer_get_base(tensor->buffer);
        const size_t p1 = p0 + ggml_backend_buffer_get_size(tensor->buffer);

        if (request.tensor.data + request.offset < p0
         || request.tensor.data + request.offset >= p1
         || size > (p1 - request.tensor.data - request.offset)) {
            GGML_LOG_ERROR("[%s] tensor data region (data=0x%" PRIx64 ", offset=%" PRIu64 ", size=%zu, hash=0x%" PRIx64 ") out of buffer bounds [0x%zx, 0x%zx)\n",
                           __func__, request.tensor.data, request.offset, size, request.hash, p0, p1);
            return false;
        }
    }
    ggml_backend_tensor_set(tensor, cached_file.data(), request.offset, size);
    response.result = 1;
    return true;
}

bool rpc_server::init_tensor(const rpc_msg_init_tensor_req & request) {
    struct ggml_init_params params {
        /*.mem_size   =*/ ggml_tensor_overhead(),
        /*.mem_buffer =*/ NULL,
        /*.no_alloc   =*/ true,
    };
    ggml_context_ptr ctx_ptr { ggml_init(params) };
    GGML_ASSERT(ctx_ptr != nullptr);
    ggml_context * ctx = ctx_ptr.get();
    ggml_tensor * tensor = deserialize_tensor(ctx, &request.tensor);
    if (tensor == nullptr) {
        GGML_LOG_ERROR("Null tensor pointer passed to server init_tensor function.\n");
        return false;
    }
    LOG_DBG("[%s] buffer: %p, data: %p\n", __func__, (void*)tensor->buffer, tensor->data);
    // Call the backend's buffer_init_tensor function
    ggml_backend_buffer_t buffer = tensor->buffer;
    if (buffer && buffer->iface.init_tensor) {
        buffer->iface.init_tensor(buffer, tensor);
    } else {
        GGML_LOG_ERROR("Null buffer for tensor passed to init_tensor function\n");
    }

    if (tensor->extra != nullptr) {
        // This pointer can either be passed around client/server, or probably better stored server-side and kept track of.
        // Currently unimplemented.
        GGML_LOG_ERROR("tensor->extra populated by the backend, this is currently unsupported.\n");
        return false;
    }

    return true;
}

bool rpc_server::get_tensor(const rpc_msg_get_tensor_req & request, std::vector<uint8_t> & response) {
    struct ggml_init_params params {
        /*.mem_size   =*/ ggml_tensor_overhead(),
        /*.mem_buffer =*/ NULL,
        /*.no_alloc   =*/ true,
    };
    ggml_context_ptr ctx_ptr { ggml_init(params) };
    GGML_ASSERT(ctx_ptr != nullptr);
    ggml_context * ctx = ctx_ptr.get();
    ggml_tensor * tensor = deserialize_tensor(ctx, &request.tensor);
    if (tensor == nullptr || tensor->buffer == nullptr) {
        GGML_LOG_ERROR("[%s] error deserializing tensor\n", __func__);
        return false;
    }
    LOG_DBG("[%s] buffer: %p, data: %p, offset: %" PRIu64 ", size: %" PRIu64 "\n", __func__, (void*)tensor->buffer, tensor->data, request.offset, request.size);

    // sanitize tensor->data
    {
        const size_t p0 = (size_t) ggml_backend_buffer_get_base(tensor->buffer);
        const size_t p1 = p0 + ggml_backend_buffer_get_size(tensor->buffer);

        if (request.tensor.data + request.offset < p0 ||
            request.tensor.data + request.offset >= p1 ||
            request.size > (p1 - request.tensor.data - request.offset)) {
                GGML_LOG_ERROR("[%s] requested tensor region (data=0x%" PRIx64 ", offset=%" PRIu64 ", size=%" PRIu64 ") out of buffer bounds [0x%zx, 0x%zx)\n",
                               __func__, request.tensor.data, request.offset, request.size, p0, p1);
                return false;
        }
    }

    response.resize(request.size, 0);
    ggml_backend_tensor_get(tensor, response.data(), request.offset, request.size);
    return true;
}

bool rpc_server::copy_tensor(const rpc_msg_copy_tensor_req & request, rpc_msg_copy_tensor_rsp & response) {
    struct ggml_init_params params {
        /*.mem_size   =*/ 2*ggml_tensor_overhead(),
        /*.mem_buffer =*/ NULL,
        /*.no_alloc   =*/ true,
    };
    ggml_context_ptr ctx_ptr { ggml_init(params) };
    GGML_ASSERT(ctx_ptr != nullptr);
    ggml_context * ctx = ctx_ptr.get();

    ggml_tensor * src = deserialize_tensor(ctx, &request.src);
    ggml_tensor * dst = deserialize_tensor(ctx, &request.dst);
    if (src == nullptr || dst == nullptr || src->buffer == nullptr || dst->buffer == nullptr) {
        GGML_LOG_ERROR("[%s] error deserializing tensors\n", __func__);
        return false;
    }

    uint64_t src_size   = (uint64_t) ggml_nbytes(src);
    uint64_t dst_data   = (uint64_t) dst->data;
    uint64_t dst_base   = (uint64_t) ggml_backend_buffer_get_base(dst->buffer);
    uint64_t dst_buf_sz = (uint64_t) ggml_backend_buffer_get_size(dst->buffer);

    if (dst_data + src_size > dst_base + dst_buf_sz) {
        GGML_LOG_ERROR("[%s] out-of-bounds write in rpc_server::copy_tensor:\n"
                         "    write range : [0x%" PRIx64 ", 0x%" PRIx64 "]\n"
                         "    buffer base: [0x%" PRIx64 ", 0x%" PRIx64 "]\n",
                         __func__,
                         dst_data,
                         dst_data + src_size,
                         dst_base,
                         dst_base + dst_buf_sz);
        return false;
    }

    LOG_DBG("[%s] src->buffer: %p, dst->buffer: %p\n",
            __func__, (void*) src->buffer, (void*) dst->buffer);

    response.result = ggml_backend_buffer_copy_tensor(src, dst);
    return true;
}

ggml_tensor * rpc_server::create_node(uint64_t id,
                                      struct ggml_context * ctx,
                                      const std::unordered_map<uint64_t, const rpc_tensor*> & tensor_ptrs,
                                      std::unordered_map<uint64_t, struct ggml_tensor*> & tensor_map) {
    if (tensor_map.find(id) != tensor_map.end()) {
        return tensor_map[id];
    }
    // Safely find the tensor pointer
    auto it_ptr = tensor_ptrs.find(id);
    if (it_ptr == tensor_ptrs.end()) {
        return nullptr;
    }
    const rpc_tensor * tensor = it_ptr->second;

    struct ggml_tensor * result = deserialize_tensor(ctx, tensor);
    if (result == nullptr) {
        return nullptr;
    }
    tensor_map[id] = result;
    for (int i = 0; i < GGML_MAX_SRC; i++) {
        // Check if the source ID is 0 before calling create_node recursively
        if (tensor->src[i] == 0) {
            result->src[i] = nullptr;
        } else {
            result->src[i] = create_node(tensor->src[i], ctx, tensor_ptrs, tensor_map);
            // If the recursive call failed for a non-zero ID, propagate the error
            if (result->src[i] == nullptr) {
                GGML_LOG_ERROR("[%s] failed to create source node %d (src_id=%" PRIu64 ") for node id %" PRIu64 "\n",
                               __func__, i, tensor->src[i], id);
                // Must return nullptr to signal failure up the call stack
                return nullptr;
            }
        }
    }

    // Handle view_src similarly
    if (tensor->view_src == 0) {
        result->view_src = nullptr;
    } else {
        result->view_src = create_node(tensor->view_src, ctx, tensor_ptrs, tensor_map);
        // If the recursive call failed for a non-zero ID, propagate the error
        if (result->view_src == nullptr) {
            GGML_LOG_ERROR("[%s] failed to create view_src node (view_src_id=%" PRIu64 ") for node id %" PRIu64 "\n",
                           __func__, tensor->view_src, id);
            // Must return nullptr to signal failure up the call stack
            return nullptr;
        }
    }
    result->view_offs = tensor->view_offs;
    return result;
}

bool rpc_server::graph_compute(const std::vector<uint8_t> & input) {
    // serialization format:
    // | device (4 bytes) | n_nodes (4 bytes) | nodes (n_nodes * sizeof(uint64_t) | n_tensors (4 bytes) | tensors (n_tensors * sizeof(rpc_tensor)) |
    if (input.size() < 2*sizeof(uint32_t)) {
        return false;
    }
    const uint8_t * src = input.data();
    uint32_t device;
    memcpy(&device, src, sizeof(device));
    src += sizeof(device);
    if (device >= backends.size()) {
        return false;
    }
    uint32_t n_nodes;
    memcpy(&n_nodes, src, sizeof(n_nodes));
    src += sizeof(n_nodes);
    if (input.size() < 2*sizeof(uint32_t) + n_nodes*sizeof(uint64_t) + sizeof(uint32_t)) {
        return false;
    }
    const uint64_t * nodes = (const uint64_t *)src;
    src += n_nodes*sizeof(uint64_t);
    uint32_t n_tensors;
    memcpy(&n_tensors, src, sizeof(n_tensors));
    src += sizeof(n_tensors);
    if (input.size() < 2*sizeof(uint32_t) + n_nodes*sizeof(uint64_t) + sizeof(uint32_t) + n_tensors*sizeof(rpc_tensor)) {
        return false;
    }
    const rpc_tensor * tensors = (const rpc_tensor *)src;
    LOG_DBG("[%s] device: %u, n_nodes: %u, n_tensors: %u\n", __func__, device, n_nodes, n_tensors);

    size_t buf_size = ggml_tensor_overhead()*(n_nodes + n_tensors) + ggml_graph_overhead_custom(n_nodes, false);

    struct ggml_init_params params = {
        /*.mem_size   =*/ buf_size,
        /*.mem_buffer =*/ NULL,
        /*.no_alloc   =*/ true,
    };
    ggml_context_ptr ctx_ptr { ggml_init(params) };
    GGML_ASSERT(ctx_ptr != nullptr);
    ggml_context * ctx = ctx_ptr.get();
    struct ggml_cgraph * graph = ggml_new_graph_custom(ctx, n_nodes, false);
    graph->n_nodes = n_nodes;
    std::unordered_map<uint64_t, const rpc_tensor*> tensor_ptrs;
    tensor_ptrs.reserve(n_tensors);
    for (uint32_t i = 0; i < n_tensors; i++) {
        tensor_ptrs.emplace(tensors[i].id, &tensors[i]);
    }
    std::unordered_map<uint64_t, ggml_tensor*> tensor_map;
    tensor_map.reserve(n_nodes);
    for (uint32_t i = 0; i < n_nodes; i++) {
        int64_t id;
        memcpy(&id, &nodes[i], sizeof(id));
        graph->nodes[i] = create_node(id, ctx, tensor_ptrs, tensor_map);

        // Check if create_node failed for a *non-zero* ID.
        // If id was 0, create_node returning nullptr is expected.
        // If id was non-zero and create_node returned nullptr, it indicates a deserialization error.
        if (graph->nodes[i] == nullptr && id != 0) {
            GGML_LOG_ERROR("[%s] failed to create graph node %d (id=%" PRId64 ")\n", __func__, i, id);
            return false;
        }
    }
    ggml_status status = ggml_backend_graph_compute(backends[device], graph);
    GGML_ASSERT(status == GGML_STATUS_SUCCESS && "Unsuccessful graph computations are not supported with RPC");
    stored_graphs[device].ctx_ptr.swap(ctx_ptr);
    stored_graphs[device].graph = graph;
    return true;
}

bool rpc_server::graph_recompute(const rpc_msg_graph_recompute_req & request) {
    uint32_t device = request.device;
    if (device >= backends.size()) {
        return false;
    }
    if (stored_graphs[device].graph == nullptr) {
        return false;
    }
    ggml_cgraph * graph = stored_graphs[device].graph;
    LOG_DBG("[%s] device: %u\n", __func__, device);
    ggml_status status = ggml_backend_graph_compute(backends[device], graph);
    GGML_ASSERT(status == GGML_STATUS_SUCCESS && "Unsuccessful graph computations are not supported with RPC");
    return true;
}

bool rpc_server::get_device_memory(const rpc_msg_get_device_memory_req & request, rpc_msg_get_device_memory_rsp & response) {
    uint32_t dev_id = request.device;
    if (dev_id >= backends.size()) {
        return false;
    }
    size_t free, total;
    ggml_backend_dev_t dev = ggml_backend_get_device(backends[dev_id]);
    ggml_backend_dev_memory(dev, &free, &total);
    response.free_mem = free;
    response.total_mem = total;
    LOG_DBG("[%s] device: %u, free_mem: %" PRIu64 ", total_mem: %" PRIu64 "\n", __func__, dev_id, response.free_mem, response.total_mem);
    return true;
}

rpc_server::~rpc_server() {
    for (auto buffer : buffers) {
        ggml_backend_buffer_free(buffer);
    }
}

static void rpc_serve_client(const std::vector<ggml_backend_t> & backends, const char * cache_dir,
                             socket_t * sockfd) {
    rpc_server server(backends, cache_dir);
    uint8_t cmd;
    if (!recv_data(sockfd, &cmd, 1)) {
        return;
    }
    if (cmd != RPC_CMD_HELLO) {
        GGML_LOG_ERROR("Expected HELLO command, update client\n");
        return;
    }

    // Read input_size to determine legacy vs extended HELLO
    uint64_t hello_input_size;
    if (!recv_data(sockfd, &hello_input_size, sizeof(hello_input_size))) {
        return;
    }

    if (hello_input_size == sizeof(rpc_msg_hello_rdma_req)) {
        // Extended HELLO with RDMA fields
        rpc_msg_hello_rdma_req req = {};
        if (!recv_data(sockfd, &req, sizeof(req))) {
            return;
        }

#ifdef GGML_RPC_RDMA
        rdma_local_info local_info = {};
        rdma_conn * probe = rdma_probe(sockfd->fd, &local_info);

        rpc_msg_hello_rdma_rsp rsp = {};
        rpc_msg_hello_rsp base_rsp;
        server.hello(base_rsp);
        rsp.major = base_rsp.major;
        rsp.minor = base_rsp.minor;
        rsp.patch = base_rsp.patch;

        if (probe && req.rdma_qpn != 0) {
            rsp.rdma_qpn = local_info.qpn;
            rsp.rdma_psn = local_info.psn;
            memcpy(rsp.rdma_gid, local_info.gid, 16);
        }

        if (!send_msg(sockfd, &rsp, sizeof(rsp))) {
            delete probe;
            return;
        }

        if (probe && req.rdma_qpn != 0 && rsp.rdma_qpn != 0) {
            if (rdma_activate(probe, &local_info, req.rdma_qpn, req.rdma_psn, req.rdma_gid)) {
                sockfd->rdma = probe;
                sockfd->fn_send = rdma_send_impl;
                sockfd->fn_recv = rdma_recv_impl;
            } else {
                GGML_LOG_ERROR("RDMA activate failed on server, staying on TCP\n");
                delete probe;
            }
        } else {
            delete probe;
        }
#else
        // Not compiled with RDMA -- respond with zeros for RDMA fields
        rpc_msg_hello_rdma_rsp rsp = {};
        rpc_msg_hello_rsp base_rsp;
        server.hello(base_rsp);
        rsp.major = base_rsp.major;
        rsp.minor = base_rsp.minor;
        rsp.patch = base_rsp.patch;
        if (!send_msg(sockfd, &rsp, sizeof(rsp))) {
            return;
        }
#endif
    } else if (hello_input_size == 0) {
        // Legacy HELLO (no RDMA)
        rpc_msg_hello_rsp response;
        server.hello(response);
        if (!send_msg(sockfd, &response, sizeof(response))) {
            return;
        }
    } else {
        // Unknown HELLO size -- consume and respond with legacy
        std::vector<uint8_t> discard(hello_input_size);
        if (!recv_data(sockfd, discard.data(), hello_input_size)) {
            return;
        }
        rpc_msg_hello_rsp response;
        server.hello(response);
        if (!send_msg(sockfd, &response, sizeof(response))) {
            return;
        }
    }
    while (true) {
        if (!recv_data(sockfd, &cmd, 1)) {
            break;
        }
        if (cmd >= RPC_CMD_COUNT) {
            // fail fast if the command is invalid
            GGML_LOG_ERROR("Unknown command: %d\n", cmd);
            break;
        }
        switch (cmd) {
            case RPC_CMD_HELLO: {
                // HELLO command is handled above
                return;
            }
            case RPC_CMD_DEVICE_COUNT: {
                if (!recv_msg(sockfd, nullptr, 0)) {
                    return;
                }
                rpc_msg_device_count_rsp response;
                response.device_count = backends.size();
                if (!send_msg(sockfd, &response, sizeof(response))) {
                    return;
                }
                break;
            }
            case RPC_CMD_ALLOC_BUFFER: {
                rpc_msg_alloc_buffer_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                rpc_msg_alloc_buffer_rsp response;
                if (!server.alloc_buffer(request, response)) {
                    return;
                }
                if (!send_msg(sockfd, &response, sizeof(response))) {
                    return;
                }
                break;
            }
            case RPC_CMD_GET_ALLOC_SIZE: {
                rpc_msg_get_alloc_size_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                rpc_msg_get_alloc_size_rsp response;
                if (!server.get_alloc_size(request, response)) {
                    return;
                }
                if (!send_msg(sockfd, &response, sizeof(response))) {
                    return;
                }
                break;
            }
            case RPC_CMD_GET_ALIGNMENT: {
                rpc_msg_get_alignment_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                rpc_msg_get_alignment_rsp response;
                if (!server.get_alignment(request, response)) {
                    return;
                }
                if (!send_msg(sockfd, &response, sizeof(response))) {
                    return;
                }
                break;
            }
            case RPC_CMD_GET_MAX_SIZE: {
                rpc_msg_get_max_size_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                rpc_msg_get_max_size_rsp response;
                if (!server.get_max_size(request, response)) {
                    return;
                }
                if (!send_msg(sockfd, &response, sizeof(response))) {
                    return;
                }
                break;
            }
            case RPC_CMD_BUFFER_GET_BASE: {
                rpc_msg_buffer_get_base_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                rpc_msg_buffer_get_base_rsp response;
                if (!server.buffer_get_base(request, response)) {
                    return;
                }
                if (!send_msg(sockfd, &response, sizeof(response))) {
                    return;
                }
                break;
            }
            case RPC_CMD_FREE_BUFFER: {
                rpc_msg_free_buffer_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                if (!server.free_buffer(request)) {
                    return;
                }
                if (!send_msg(sockfd, nullptr, 0)) {
                    return;
                }
                break;
            }
            case RPC_CMD_BUFFER_CLEAR: {
                rpc_msg_buffer_clear_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                if (!server.buffer_clear(request)) {
                    return;
                }
                if (!send_msg(sockfd, nullptr, 0)) {
                    return;
                }
                break;
            }
            case RPC_CMD_SET_TENSOR: {
                std::vector<uint8_t> input;
                if (!recv_msg(sockfd, input)) {
                    return;
                }
                if (!server.set_tensor(input)) {
                    return;
                }
                break;
            }
            case RPC_CMD_SET_TENSOR_HASH: {
                rpc_msg_set_tensor_hash_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                rpc_msg_set_tensor_hash_rsp response;
                if (!server.set_tensor_hash(request, response)) {
                    return;
                }
                if (!send_msg(sockfd, &response, sizeof(response))) {
                    return;
                }
                break;
            }
            case RPC_CMD_INIT_TENSOR: {
                rpc_msg_init_tensor_req request;
                if (!recv_msg(sockfd, &request,sizeof(request))) {
                    return;
                }
                if (!server.init_tensor(request)) {
                    return;
                }
                if (!send_msg(sockfd, nullptr, 0)) {
                    return;
                }
                break;
            }
            case RPC_CMD_GET_TENSOR: {
                rpc_msg_get_tensor_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                std::vector<uint8_t> response;
                if (!server.get_tensor(request, response)) {
                    return;
                }
                if (!send_msg(sockfd, response.data(), response.size())) {
                    return;
                }
                break;
            }
            case RPC_CMD_COPY_TENSOR: {
                rpc_msg_copy_tensor_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                rpc_msg_copy_tensor_rsp response;
                if (!server.copy_tensor(request, response)) {
                    return;
                }
                if (!send_msg(sockfd, &response, sizeof(response))) {
                    return;
                }
                break;
            }
            case RPC_CMD_GRAPH_COMPUTE: {
                std::vector<uint8_t> input;
                if (!recv_msg(sockfd, input)) {
                    return;
                }
                if (!server.graph_compute(input)) {
                    return;
                }
                break;
            }
            case RPC_CMD_GRAPH_RECOMPUTE: {
                rpc_msg_graph_recompute_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                if (!server.graph_recompute(request)) {
                    return;
                }
                break;
            }
            case RPC_CMD_GET_DEVICE_MEMORY: {
                rpc_msg_get_device_memory_req request;
                if (!recv_msg(sockfd, &request, sizeof(request))) {
                    return;
                }
                rpc_msg_get_device_memory_rsp response;
                if (!server.get_device_memory(request, response)) {
                    return;
                }
                if (!send_msg(sockfd, &response, sizeof(response))) {
                    return;
                }
                break;
            }
            default: {
                GGML_LOG_ERROR("Unknown command: %d\n", cmd);
                return;
            }
        }
    }
}

void ggml_backend_rpc_start_server(const char * endpoint, const char * cache_dir,
                                   size_t n_threads, size_t n_devices, ggml_backend_dev_t * devices) {
    if (n_devices == 0 || devices == nullptr) {
        fprintf(stderr, "Invalid arguments to ggml_backend_rpc_start_server\n");
        return;
    }
    std::vector<ggml_backend_t> backends;
    printf("Starting RPC server v%d.%d.%d\n",
        RPC_PROTO_MAJOR_VERSION,
        RPC_PROTO_MINOR_VERSION,
        RPC_PROTO_PATCH_VERSION);
    printf("  endpoint       : %s\n", endpoint);
    printf("  local cache    : %s\n", cache_dir ? cache_dir : "n/a");
    printf("Devices:\n");
    for (size_t i = 0; i < n_devices; i++) {
        auto dev = devices[i];
        size_t free, total;
        ggml_backend_dev_memory(dev, &free, &total);
        printf("  %s: %s (%zu MiB, %zu MiB free)\n", ggml_backend_dev_name(dev), ggml_backend_dev_description(dev),
               total / 1024 / 1024, free / 1024 / 1024);
        auto backend = ggml_backend_dev_init(dev, nullptr);
        if (!backend) {
            fprintf(stderr, "Failed to create backend for device %s\n", dev->iface.get_name(dev));
            return;
        }
        backends.push_back(backend);
        ggml_backend_reg_t reg = dev ? ggml_backend_dev_backend_reg(dev) : nullptr;
        if (reg) {
            auto ggml_backend_set_n_threads_fn = (ggml_backend_set_n_threads_t) ggml_backend_reg_get_proc_address(reg, "ggml_backend_set_n_threads");
            if (ggml_backend_set_n_threads_fn) {
                ggml_backend_set_n_threads_fn(backend, n_threads);
            }
        }
    }

    std::string host;
    int port;
    if (!parse_endpoint(endpoint, host, port)) {
        return;
    }

#ifdef GGML_RPC_RDMA
    printf("  transport      : TCP (RDMA auto-negotiate enabled)\n");
#else
    printf("  transport      : TCP\n");
#endif
#ifdef _WIN32
    {
        WSADATA wsaData;
        int res = WSAStartup(MAKEWORD(2, 2), &wsaData);
        if (res != 0) {
            fprintf(stderr, "WSAStartup failed: %d\n", res);
            return;
        }
    }
#endif
    auto server_socket = create_server_socket(host.c_str(), port);
    if (server_socket == nullptr) {
        fprintf(stderr, "Failed to create server socket\n");
        return;
    }
    while (true) {
        auto client_socket = socket_accept(server_socket->fd);
        if (client_socket == nullptr) {
            fprintf(stderr, "Failed to accept client connection\n");
            return;
        }
        printf("Accepted client connection\n");
        fflush(stdout);
        rpc_serve_client(backends, cache_dir, client_socket.get());
        printf("Client connection closed\n");
        fflush(stdout);
    }
#ifdef _WIN32
    WSACleanup();
#endif
    for (auto backend : backends) {
        ggml_backend_free(backend);
    }
}

// device interface

struct ggml_backend_rpc_device_context {
    std::string endpoint;
    uint32_t    device;
    std::string name;
    std::string description;
};

static const char * ggml_backend_rpc_device_get_name(ggml_backend_dev_t dev) {
    ggml_backend_rpc_device_context * ctx = (ggml_backend_rpc_device_context *)dev->context;

    return ctx->name.c_str();
}

static const char * ggml_backend_rpc_device_get_description(ggml_backend_dev_t dev) {
    ggml_backend_rpc_device_context * ctx = (ggml_backend_rpc_device_context *)dev->context;

    return ctx->description.c_str();
}

static void ggml_backend_rpc_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) {
    ggml_backend_rpc_device_context * ctx = (ggml_backend_rpc_device_context *)dev->context;

    ggml_backend_rpc_get_device_memory(ctx->endpoint.c_str(), ctx->device, free, total);
}

static enum ggml_backend_dev_type ggml_backend_rpc_device_get_type(ggml_backend_dev_t dev) {
    // TODO: obtain value from the server
    return GGML_BACKEND_DEVICE_TYPE_GPU;

    GGML_UNUSED(dev);
}

static void ggml_backend_rpc_device_get_props(ggml_backend_dev_t dev, struct ggml_backend_dev_props * props) {
    props->name        = ggml_backend_rpc_device_get_name(dev);
    props->description = ggml_backend_rpc_device_get_description(dev);
    props->type        = ggml_backend_rpc_device_get_type(dev);
    ggml_backend_rpc_device_get_memory(dev, &props->memory_free, &props->memory_total);
    props->caps = {
        /* .async                 = */ false,
        /* .host_buffer           = */ false,
        /* .buffer_from_host_ptr  = */ false,
        /* .events                = */ false,
    };
}

static ggml_backend_t ggml_backend_rpc_device_init(ggml_backend_dev_t dev, const char * params) {
    ggml_backend_rpc_device_context * ctx = (ggml_backend_rpc_device_context *)dev->context;

    return ggml_backend_rpc_init(ctx->endpoint.c_str(), ctx->device);

    GGML_UNUSED(params);
}

static ggml_backend_buffer_type_t ggml_backend_rpc_device_get_buffer_type(ggml_backend_dev_t dev) {
    ggml_backend_rpc_device_context * ctx = (ggml_backend_rpc_device_context *)dev->context;

    return ggml_backend_rpc_buffer_type(ctx->endpoint.c_str(), ctx->device);

    GGML_UNUSED(dev);
}

static bool ggml_backend_rpc_device_supports_op(ggml_backend_dev_t dev, const struct ggml_tensor * op) {
    GGML_UNUSED(dev);
    GGML_UNUSED(op);
    //TODO: call the remote backend and cache the results
    return true;
}

static bool ggml_backend_rpc_device_supports_buft(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft) {
    if (!buft || buft->iface.get_name != ggml_backend_rpc_buffer_type_name) {
        return false;
    }
    ggml_backend_rpc_buffer_type_context * buft_ctx = (ggml_backend_rpc_buffer_type_context *)buft->context;
    ggml_backend_rpc_device_context * dev_ctx = (ggml_backend_rpc_device_context *)dev->context;
    return buft_ctx->endpoint == dev_ctx->endpoint && buft_ctx->device == dev_ctx->device;
}

static const struct ggml_backend_device_i ggml_backend_rpc_device_i = {
    /* .get_name             = */ ggml_backend_rpc_device_get_name,
    /* .get_description      = */ ggml_backend_rpc_device_get_description,
    /* .get_memory           = */ ggml_backend_rpc_device_get_memory,
    /* .get_type             = */ ggml_backend_rpc_device_get_type,
    /* .get_props            = */ ggml_backend_rpc_device_get_props,
    /* .init_backend         = */ ggml_backend_rpc_device_init,
    /* .get_buffer_type      = */ ggml_backend_rpc_device_get_buffer_type,
    /* .get_host_buffer_type = */ NULL,
    /* .buffer_from_host_ptr = */ NULL,
    /* .supports_op          = */ ggml_backend_rpc_device_supports_op,
    /* .supports_buft        = */ ggml_backend_rpc_device_supports_buft,
    /* .offload_op           = */ NULL,
    /* .event_new            = */ NULL,
    /* .event_free           = */ NULL,
    /* .event_synchronize    = */ NULL,
};

// backend reg interface

struct ggml_backend_rpc_reg_context {
    std::string                     name;
    std::vector<ggml_backend_dev_t> devices;
};

static const char * ggml_backend_rpc_reg_get_name(ggml_backend_reg_t reg) {
    ggml_backend_rpc_reg_context * ctx = (ggml_backend_rpc_reg_context *)reg->context;
    return ctx ? ctx->name.c_str() : "RPC";
}

static size_t ggml_backend_rpc_reg_get_device_count(ggml_backend_reg_t reg) {
    ggml_backend_rpc_reg_context * ctx = (ggml_backend_rpc_reg_context *)reg->context;
    return ctx ? ctx->devices.size() : 0;
}

static ggml_backend_dev_t ggml_backend_rpc_reg_get_device(ggml_backend_reg_t reg, size_t index) {
    ggml_backend_rpc_reg_context * ctx = (ggml_backend_rpc_reg_context *)reg->context;
    if (ctx == nullptr) {
        GGML_ABORT("The RPC backend does not have enumerated devices - use ggml_backend_rpc_add_server instead");
    } else {
        GGML_ASSERT(index < ctx->devices.size());
        return ctx->devices[index];
    }
}

static void * ggml_backend_rpc_get_proc_address(ggml_backend_reg_t reg, const char * name) {
    if (std::strcmp(name, "ggml_backend_rpc_add_server") == 0) {
        return (void *)ggml_backend_rpc_add_server;
    }
    if (std::strcmp(name, "ggml_backend_rpc_start_server") == 0) {
        return (void *)ggml_backend_rpc_start_server;
    }
    return NULL;

    GGML_UNUSED(reg);
}

static const struct ggml_backend_reg_i ggml_backend_rpc_reg_i = {
    /* .get_name         = */ ggml_backend_rpc_reg_get_name,
    /* .get_device_count = */ ggml_backend_rpc_reg_get_device_count,
    /* .get_device       = */ ggml_backend_rpc_reg_get_device,
    /* .get_proc_address = */ ggml_backend_rpc_get_proc_address,
};

ggml_backend_reg_t ggml_backend_rpc_reg(void) {
    static struct ggml_backend_reg ggml_backend_rpc_reg = {
        /* .api_version = */ GGML_BACKEND_API_VERSION,
        /* .iface       = */ ggml_backend_rpc_reg_i,
        /* .context     = */ NULL,
    };

    return &ggml_backend_rpc_reg;
}

static uint32_t ggml_backend_rpc_get_device_count(const char * endpoint) {
    auto sock = get_socket(endpoint);
    if (sock == nullptr) {
        GGML_LOG_ERROR("Failed to connect to %s\n", endpoint);
        return 0;
    }
    rpc_msg_device_count_rsp response;
    bool status = send_rpc_cmd(sock, RPC_CMD_DEVICE_COUNT, nullptr, 0, &response, sizeof(response));
    RPC_STATUS_ASSERT(status);
    return response.device_count;
}

static const ggml_backend_reg_i ggml_backend_rpc_reg_interface = {
    /* .get_name          = */ ggml_backend_rpc_reg_get_name,
    /* .get_device_count  = */ ggml_backend_rpc_reg_get_device_count,
    /* .get_device        = */ ggml_backend_rpc_reg_get_device,
    /* .get_proc_address  = */ ggml_backend_rpc_get_proc_address,
};

ggml_backend_reg_t ggml_backend_rpc_add_server(const char * endpoint) {
    static std::unordered_map<std::string, ggml_backend_reg_t> reg_map;
    static std::mutex mutex;
    static uint32_t dev_id = 0;
    std::lock_guard<std::mutex> lock(mutex);
    if (reg_map.find(endpoint) != reg_map.end()) {
        return reg_map[endpoint];
    }
    uint32_t dev_count = ggml_backend_rpc_get_device_count(endpoint);
    if (dev_count == 0) {
        return nullptr;
    }
    ggml_backend_rpc_reg_context * ctx = new ggml_backend_rpc_reg_context;
    ctx->name = "RPC[" + std::string(endpoint) + "]";
    for (uint32_t ind = 0; ind < dev_count; ind++) {
        std::string dev_name = "RPC" + std::to_string(dev_id);
        std::string dev_desc = std::string(endpoint);
        ggml_backend_rpc_device_context * dev_ctx = new ggml_backend_rpc_device_context {
            /* .endpoint    = */ endpoint,
            /* .device      = */ ind,
            /* .name        = */ dev_name,
            /* .description = */ dev_desc
        };

        ggml_backend_dev_t dev = new ggml_backend_device {
            /* .iface   = */ ggml_backend_rpc_device_i,
            /* .reg     = */ ggml_backend_rpc_reg(),
            /* .context = */ dev_ctx,
        };
        ctx->devices.push_back(dev);
        dev_id++;
    }
    ggml_backend_reg_t reg = new ggml_backend_reg {
        /* .api_version = */ GGML_BACKEND_API_VERSION,
        /* .iface       = */ ggml_backend_rpc_reg_interface,
        /* .context     = */ ctx
    };
    reg_map[endpoint] = reg;
    return reg;
}


GGML_BACKEND_DL_IMPL(ggml_backend_rpc_reg)