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diff --git a/llama.cpp/ggml/src/ggml-metal/ggml-metal.cpp b/llama.cpp/ggml/src/ggml-metal/ggml-metal.cpp
new file mode 100644
index 0000000..1c70536
--- /dev/null
+++ b/llama.cpp/ggml/src/ggml-metal/ggml-metal.cpp
@@ -0,0 +1,937 @@
+#include "ggml-metal.h"
+
+#include "ggml-impl.h"
+#include "ggml-backend-impl.h"
+
+#include "ggml-metal-device.h"
+#include "ggml-metal-context.h"
+#include "ggml-metal-ops.h"
+
+#include <mutex>
+#include <string>
+
+#define GGML_METAL_NAME "MTL"
+#define GGML_METAL_MAX_DEVICES 16
+
+// number of Metal devices
+// note: can be overriden with GGML_METAL_DEVICES env to simulate virtual devices
+static int g_devices = 1;
+
+////////////////////////////////////////////////////////////////////////////////
+// backend interface
+////////////////////////////////////////////////////////////////////////////////
+
+// shared buffer
+
+static void ggml_backend_metal_buffer_shared_free_buffer(ggml_backend_buffer_t buffer) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(ggml_metal_buffer_is_shared(ctx));
+
+    ggml_metal_buffer_free(ctx);
+}
+
+static void * ggml_backend_metal_buffer_shared_get_base(ggml_backend_buffer_t buffer) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(ggml_metal_buffer_is_shared(ctx));
+
+    return ggml_metal_buffer_get_base(ctx);
+}
+
+static void ggml_backend_metal_buffer_shared_memset_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(ggml_metal_buffer_is_shared(ctx));
+
+    ggml_metal_buffer_memset_tensor(ctx, tensor, value, offset, size);
+}
+
+static void ggml_backend_metal_buffer_shared_set_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(ggml_metal_buffer_is_shared(ctx));
+
+    ggml_metal_buffer_set_tensor(ctx, tensor, data, offset, size);
+}
+
+static void ggml_backend_metal_buffer_shared_get_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(ggml_metal_buffer_is_shared(ctx));
+
+    ggml_metal_buffer_get_tensor(ctx, tensor, data, offset, size);
+}
+
+static bool ggml_backend_metal_buffer_shared_cpy_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * src, ggml_tensor * dst) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(ggml_metal_buffer_is_shared(ctx));
+
+    GGML_UNUSED(buffer);
+    GGML_UNUSED(src);
+    GGML_UNUSED(dst);
+
+    return false;
+}
+
+static void ggml_backend_metal_buffer_shared_clear(ggml_backend_buffer_t buffer, uint8_t value) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(ggml_metal_buffer_is_shared(ctx));
+
+    ggml_metal_buffer_clear(ctx, value);
+}
+
+static ggml_backend_buffer_i ggml_backend_metal_buffer_shared_i = {
+    /* .free_buffer     = */ ggml_backend_metal_buffer_shared_free_buffer,
+    /* .get_base        = */ ggml_backend_metal_buffer_shared_get_base,
+    /* .init_tensor     = */ NULL,
+    /* .memset_tensor   = */ ggml_backend_metal_buffer_shared_memset_tensor,
+    /* .set_tensor      = */ ggml_backend_metal_buffer_shared_set_tensor,
+    /* .get_tensor      = */ ggml_backend_metal_buffer_shared_get_tensor,
+    /* .cpy_tensor      = */ ggml_backend_metal_buffer_shared_cpy_tensor,
+    /* .clear           = */ ggml_backend_metal_buffer_shared_clear,
+    /* .reset           = */ NULL,
+};
+
+// private buffer
+
+static void ggml_backend_metal_buffer_private_free_buffer(ggml_backend_buffer_t buffer) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(!ggml_metal_buffer_is_shared(ctx));
+
+    ggml_metal_buffer_free(ctx);
+}
+
+static void * ggml_backend_metal_buffer_private_get_base(ggml_backend_buffer_t buffer) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(!ggml_metal_buffer_is_shared(ctx));
+
+    return ggml_metal_buffer_get_base(ctx);
+}
+
+static void ggml_backend_metal_buffer_private_memset_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(!ggml_metal_buffer_is_shared(ctx));
+
+    ggml_metal_buffer_memset_tensor(ctx, tensor, value, offset, size);
+}
+
+static void ggml_backend_metal_buffer_private_set_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(!ggml_metal_buffer_is_shared(ctx));
+
+    ggml_metal_buffer_set_tensor(ctx, tensor, data, offset, size);
+}
+
+static void ggml_backend_metal_buffer_private_get_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(!ggml_metal_buffer_is_shared(ctx));
+
+    ggml_metal_buffer_get_tensor(ctx, tensor, data, offset, size);
+}
+
+static bool ggml_backend_metal_buffer_private_cpy_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * src, ggml_tensor * dst) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(!ggml_metal_buffer_is_shared(ctx));
+
+    GGML_UNUSED(buffer);
+    GGML_UNUSED(src);
+    GGML_UNUSED(dst);
+
+    return false;
+}
+
+static void ggml_backend_metal_buffer_private_clear(ggml_backend_buffer_t buffer, uint8_t value) {
+    ggml_metal_buffer_t ctx = (ggml_metal_buffer_t)buffer->context;
+
+    GGML_ASSERT(!ggml_metal_buffer_is_shared(ctx));
+
+    ggml_metal_buffer_clear(ctx, value);
+}
+
+static ggml_backend_buffer_i ggml_backend_metal_buffer_private_i = {
+    /* .free_buffer     = */ ggml_backend_metal_buffer_private_free_buffer,
+    /* .get_base        = */ ggml_backend_metal_buffer_private_get_base,
+    /* .init_tensor     = */ NULL,
+    /* .memset_tensor   = */ ggml_backend_metal_buffer_private_memset_tensor,
+    /* .set_tensor      = */ ggml_backend_metal_buffer_private_set_tensor,
+    /* .get_tensor      = */ ggml_backend_metal_buffer_private_get_tensor,
+    /* .cpy_tensor      = */ ggml_backend_metal_buffer_private_cpy_tensor,
+    /* .clear           = */ ggml_backend_metal_buffer_private_clear,
+    /* .reset           = */ NULL,
+};
+
+static bool ggml_backend_buffer_is_metal(ggml_backend_buffer_t buffer) {
+    return buffer->iface.free_buffer == ggml_backend_metal_buffer_shared_free_buffer ||
+           buffer->iface.free_buffer == ggml_backend_metal_buffer_private_free_buffer;
+}
+
+//
+// buffer types
+//
+
+struct ggml_backend_metal_buffer_type {
+    int device;
+    std::string name;
+};
+
+struct ggml_backend_metal_buffer_type_deleter {
+    void operator()(ggml_backend_metal_buffer_type * ctx) const {
+        delete ctx;
+    }
+};
+
+typedef std::unique_ptr<ggml_backend_metal_buffer_type, ggml_backend_metal_buffer_type_deleter> ggml_backend_metal_buffer_type_ptr;
+
+// common method for allocating shread or private Metal buffers
+static ggml_backend_buffer_t ggml_backend_metal_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size, bool shared) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)buft->device->context;
+    ggml_metal_buffer_t res = ggml_metal_buffer_init(ctx_dev, size, shared);
+
+    ggml_backend_buffer_i buf_i = ggml_metal_buffer_is_shared(res)
+        ? ggml_backend_metal_buffer_shared_i
+        : ggml_backend_metal_buffer_private_i;
+
+    return ggml_backend_buffer_init(buft, buf_i, res, size);
+}
+
+static size_t ggml_backend_metal_buffer_type_get_alloc_size(ggml_backend_buffer_type_t buft, const ggml_tensor * tensor) {
+    size_t res = ggml_nbytes(tensor);
+
+    // some operations require additional memory for fleeting data:
+    switch (tensor->op) {
+        case GGML_OP_MUL_MAT_ID:
+            {
+                res += ggml_metal_op_mul_mat_id_extra_tpe(tensor);
+                res += ggml_metal_op_mul_mat_id_extra_ids(tensor);
+            } break;
+        case GGML_OP_FLASH_ATTN_EXT:
+            {
+                res += ggml_metal_op_flash_attn_ext_extra_pad(tensor);
+                res += ggml_metal_op_flash_attn_ext_extra_blk(tensor);
+                res += ggml_metal_op_flash_attn_ext_extra_tmp(tensor);
+            } break;
+        case GGML_OP_CUMSUM:
+        case GGML_OP_ARGSORT:
+            {
+                res *= 2;
+            } break;
+        case GGML_OP_TOP_K:
+            {
+                res = 2*sizeof(int32_t)*ggml_nelements(tensor->src[0]);
+            } break;
+        default:
+            break;
+    }
+
+    return res;
+
+    GGML_UNUSED(buft);
+}
+
+// default (shared) buffer type
+
+static const char * ggml_backend_metal_buffer_type_shared_get_name(ggml_backend_buffer_type_t buft) {
+    ggml_backend_metal_buffer_type * ctx = (ggml_backend_metal_buffer_type *)buft->context;
+
+    return ctx->name.c_str();
+}
+
+static ggml_backend_buffer_t ggml_backend_metal_buffer_type_shared_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    return ggml_backend_metal_buffer_type_alloc_buffer(buft, size, true);
+}
+
+static size_t ggml_backend_metal_buffer_type_shared_get_alignment(ggml_backend_buffer_type_t buft) {
+    return 32;
+
+    GGML_UNUSED(buft);
+}
+
+static size_t ggml_backend_metal_buffer_type_shared_get_max_size(ggml_backend_buffer_type_t buft) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)buft->device->context;
+
+    return ggml_metal_device_get_props(ctx_dev)->max_buffer_size;
+}
+
+static size_t ggml_backend_metal_buffer_type_shared_get_alloc_size(ggml_backend_buffer_type_t buft, const ggml_tensor * tensor) {
+    return ggml_backend_metal_buffer_type_get_alloc_size(buft, tensor);
+}
+
+static bool ggml_backend_metal_buffer_type_shared_is_host(ggml_backend_buffer_type_t buft) {
+    return false;
+
+    GGML_UNUSED(buft);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_metal_buffer_type_shared(int device) {
+    static std::mutex mutex;
+    std::lock_guard<std::mutex> lock(mutex);
+
+    static std::vector<ggml_backend_buffer_type> bufts;
+    static std::vector<ggml_backend_metal_buffer_type_ptr> ctxs;
+
+    static bool initialized = false;
+    if (!initialized) {
+        bufts.reserve(g_devices);
+        ctxs.reserve(g_devices);
+
+        for (int i = 0; i < g_devices; ++i) {
+            ggml_backend_metal_buffer_type * raw_ctx =
+                new ggml_backend_metal_buffer_type {
+                    /* .device = */ i,
+                    /* .name   = */ GGML_METAL_NAME + std::to_string(i),
+                };
+            ctxs.emplace_back(raw_ctx);
+
+            ggml_backend_buffer_type buft = {
+                /* .iface = */ {
+                    /* .get_name         = */ ggml_backend_metal_buffer_type_shared_get_name,
+                    /* .alloc_buffer     = */ ggml_backend_metal_buffer_type_shared_alloc_buffer,
+                    /* .get_alignment    = */ ggml_backend_metal_buffer_type_shared_get_alignment,
+                    /* .get_max_size     = */ ggml_backend_metal_buffer_type_shared_get_max_size,
+                    /* .get_alloc_size   = */ ggml_backend_metal_buffer_type_shared_get_alloc_size,
+                    /* .is_host          = */ ggml_backend_metal_buffer_type_shared_is_host,
+                },
+                /* .device  = */ ggml_backend_reg_dev_get(ggml_backend_metal_reg(), i),
+                /* .context = */ raw_ctx,
+            };
+
+            bufts.emplace_back(buft);
+        }
+
+        initialized = true;
+    }
+
+    return &bufts[device];
+}
+
+// default (private) buffer type
+
+static const char * ggml_backend_metal_buffer_type_private_get_name(ggml_backend_buffer_type_t buft) {
+    ggml_backend_metal_buffer_type * ctx = (ggml_backend_metal_buffer_type *)buft->context;
+
+    return ctx->name.c_str();
+}
+
+static ggml_backend_buffer_t ggml_backend_metal_buffer_type_private_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    return ggml_backend_metal_buffer_type_alloc_buffer(buft, size, false);
+}
+
+static size_t ggml_backend_metal_buffer_type_private_get_alignment(ggml_backend_buffer_type_t buft) {
+    return 32;
+
+    GGML_UNUSED(buft);
+}
+
+static size_t ggml_backend_metal_buffer_type_private_get_max_size(ggml_backend_buffer_type_t buft) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)buft->device->context;
+
+    return ggml_metal_device_get_props(ctx_dev)->max_buffer_size;
+}
+
+static size_t ggml_backend_metal_buffer_type_private_get_alloc_size(ggml_backend_buffer_type_t buft, const ggml_tensor * tensor) {
+    return ggml_backend_metal_buffer_type_get_alloc_size(buft, tensor);
+}
+
+static bool ggml_backend_metal_buffer_type_private_is_host(ggml_backend_buffer_type_t buft) {
+    return false;
+
+    GGML_UNUSED(buft);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_metal_buffer_type_private(int device) {
+    static std::mutex mutex;
+    std::lock_guard<std::mutex> lock(mutex);
+
+    static std::vector<ggml_backend_buffer_type> bufts;
+    static std::vector<ggml_backend_metal_buffer_type_ptr> ctxs;
+
+    static bool initialized = false;
+    if (!initialized) {
+        bufts.reserve(g_devices);
+        ctxs.reserve(g_devices);
+
+        for (int i = 0; i < g_devices; ++i) {
+            ggml_backend_metal_buffer_type * raw_ctx = new ggml_backend_metal_buffer_type{
+                /* .device = */ i,
+                /* .name   = */ GGML_METAL_NAME + std::to_string(i) + "_Private"
+            };
+            ctxs.emplace_back(raw_ctx);
+
+            ggml_backend_buffer_type buft = {
+                /* .iface = */ {
+                    /* .get_name         = */ ggml_backend_metal_buffer_type_private_get_name,
+                    /* .alloc_buffer     = */ ggml_backend_metal_buffer_type_private_alloc_buffer,
+                    /* .get_alignment    = */ ggml_backend_metal_buffer_type_private_get_alignment,
+                    /* .get_max_size     = */ ggml_backend_metal_buffer_type_private_get_max_size,
+                    /* .get_alloc_size   = */ ggml_backend_metal_buffer_type_private_get_alloc_size,
+                    /* .is_host          = */ ggml_backend_metal_buffer_type_private_is_host,
+                },
+                /* .device  = */ ggml_backend_reg_dev_get(ggml_backend_metal_reg(), i),
+                /* .context = */ raw_ctx,
+            };
+
+            bufts.emplace_back(buft);
+        }
+
+        initialized = true;
+    }
+
+    return &bufts[device];
+}
+
+// mapped buffer type
+
+static const char * ggml_backend_metal_buffer_type_mapped_get_name(ggml_backend_buffer_type_t buft) {
+    ggml_backend_metal_buffer_type * ctx = (ggml_backend_metal_buffer_type *)buft->context;
+
+    return ctx->name.c_str();
+}
+
+static ggml_backend_buffer_t ggml_backend_metal_buffer_type_mapped_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
+    // for mapped buffers, prefer shared memory
+    return ggml_backend_metal_buffer_type_alloc_buffer(buft, size, true);
+}
+
+static size_t ggml_backend_metal_buffer_type_mapped_get_alignment(ggml_backend_buffer_type_t buft) {
+    return 32;
+
+    GGML_UNUSED(buft);
+}
+
+static size_t ggml_backend_metal_buffer_type_mapped_get_max_size(ggml_backend_buffer_type_t buft) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)buft->device->context;
+
+    return ggml_metal_device_get_props(ctx_dev)->max_buffer_size;
+}
+
+static size_t ggml_backend_metal_buffer_type_mapped_get_alloc_size(ggml_backend_buffer_type_t buft, const ggml_tensor * tensor) {
+    return ggml_backend_metal_buffer_type_get_alloc_size(buft, tensor);
+}
+
+static bool ggml_backend_metal_buffer_type_mapped_is_host(ggml_backend_buffer_type_t buft) {
+    return false;
+
+    GGML_UNUSED(buft);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_metal_buffer_type_mapped(int device) {
+    static std::mutex mutex;
+    std::lock_guard<std::mutex> lock(mutex);
+
+    static std::vector<ggml_backend_buffer_type> bufts;
+    static std::vector<ggml_backend_metal_buffer_type_ptr> ctxs;
+
+    static bool initialized = false;
+    if (!initialized) {
+        bufts.reserve(g_devices);
+        ctxs.reserve(g_devices);
+
+        for (int i = 0; i < g_devices; ++i) {
+            ggml_backend_metal_buffer_type * raw_ctx = new ggml_backend_metal_buffer_type{
+                /* .device = */ i,
+                /* .name   = */ GGML_METAL_NAME + std::to_string(i) + "_Mapped"
+            };
+            ctxs.emplace_back(raw_ctx);
+
+            // note: not obvious, but this buffer type still needs to implement .alloc_buffer:
+            //       https://github.com/ggml-org/llama.cpp/pull/15832#discussion_r2333177099
+            ggml_backend_buffer_type buft = {
+                /* .iface = */ {
+                    /* .get_name         = */ ggml_backend_metal_buffer_type_mapped_get_name,
+                    /* .alloc_buffer     = */ ggml_backend_metal_buffer_type_mapped_alloc_buffer,
+                    /* .get_alignment    = */ ggml_backend_metal_buffer_type_mapped_get_alignment,
+                    /* .get_max_size     = */ ggml_backend_metal_buffer_type_mapped_get_max_size,
+                    /* .get_alloc_size   = */ ggml_backend_metal_buffer_type_mapped_get_alloc_size,
+                    /* .is_host          = */ ggml_backend_metal_buffer_type_mapped_is_host,
+                },
+                /* .device  = */ ggml_backend_reg_dev_get(ggml_backend_metal_reg(), i),
+                /* .context = */ raw_ctx,
+            };
+
+            bufts.emplace_back(buft);
+        }
+
+        initialized = true;
+    }
+
+    return &bufts[device];
+}
+
+// backend
+
+static const char * ggml_backend_metal_name(ggml_backend_t backend) {
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    return ggml_metal_get_name(ctx);
+}
+
+static void ggml_backend_metal_free(ggml_backend_t backend) {
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    // wait for any ongoing async operations to finish
+    ggml_metal_synchronize(ctx);
+
+    ggml_metal_free(ctx);
+
+    free(backend);
+}
+
+static void ggml_backend_metal_synchronize(ggml_backend_t backend) {
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    ggml_metal_synchronize(ctx);
+}
+
+static void ggml_backend_metal_set_tensor_async(ggml_backend_t backend, ggml_tensor * tensor, const void * data, size_t offset, size_t size) {
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    ggml_metal_set_tensor_async(ctx, tensor, data, offset, size);
+}
+
+static void ggml_backend_metal_get_tensor_async(ggml_backend_t backend, const ggml_tensor * tensor, void * data, size_t offset, size_t size) {
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    ggml_metal_get_tensor_async(ctx, tensor, data, offset, size);
+}
+
+static bool ggml_backend_metal_cpy_tensor_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, const ggml_tensor * src, ggml_tensor * dst) {
+    if (!ggml_backend_is_metal(backend_src) || !ggml_backend_is_metal(backend_dst)) {
+        return false;
+    }
+
+    if (!ggml_backend_buffer_is_metal(src->buffer) || !ggml_backend_buffer_is_metal(dst->buffer)) {
+        return false;
+    }
+
+    ggml_metal_t ctx_src = (ggml_metal_t)backend_src->context;
+    ggml_metal_t ctx_dst = (ggml_metal_t)backend_dst->context;
+
+    //ggml_backend_buffer_t buf_src = src->view_src ? src->view_src->buffer : src->buffer;
+    //ggml_backend_buffer_t buf_dst = dst->view_src ? dst->view_src->buffer : dst->buffer;
+
+    //ggml_metal_buffer_t buf_ctx_src = (ggml_metal_buffer_t)buf_src->context;
+    //ggml_metal_buffer_t buf_ctx_dst = (ggml_metal_buffer_t)buf_dst->context;
+
+    return ggml_metal_cpy_tensor_async(ctx_src, ctx_dst, src, dst);
+}
+
+static enum ggml_status ggml_backend_metal_graph_compute(ggml_backend_t backend, ggml_cgraph * cgraph) {
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    return ggml_metal_graph_compute(ctx, cgraph);
+}
+
+static void ggml_backend_metal_event_record(ggml_backend_t backend, ggml_backend_event_t event) {
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+    ggml_metal_event_t ev = (ggml_metal_event_t)event->context;
+
+    ggml_metal_event_record(ctx, ev);
+}
+
+static void ggml_backend_metal_event_wait(ggml_backend_t backend, ggml_backend_event_t event) {
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+    ggml_metal_event_t ev = (ggml_metal_event_t)event->context;
+
+    ggml_metal_event_wait(ctx, ev);
+}
+
+static void ggml_backend_metal_graph_optimize(ggml_backend_t backend, ggml_cgraph * cgraph) {
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    ggml_metal_graph_optimize(ctx, cgraph);
+}
+
+static void ggml_backend_metal_set_n_cb(ggml_backend_t backend, int n_cb) {
+    GGML_ASSERT(ggml_backend_is_metal(backend));
+
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    ggml_metal_set_n_cb(ctx, n_cb);
+}
+
+static ggml_backend_i ggml_backend_metal_i = {
+    /* .get_name                = */ ggml_backend_metal_name,
+    /* .free                    = */ ggml_backend_metal_free,
+    /* .set_tensor_async        = */ ggml_backend_metal_set_tensor_async,
+    /* .get_tensor_async        = */ ggml_backend_metal_get_tensor_async,
+    /* .cpy_tensor_async        = */ ggml_backend_metal_cpy_tensor_async, // only needed for multi-GPU setups
+    /* .synchronize             = */ ggml_backend_metal_synchronize,
+    /* .graph_plan_create       = */ NULL,
+    /* .graph_plan_free         = */ NULL,
+    /* .graph_plan_update       = */ NULL,
+    /* .graph_plan_compute      = */ NULL,
+    /* .graph_compute           = */ ggml_backend_metal_graph_compute,
+    /* .event_record            = */ ggml_backend_metal_event_record,
+    /* .event_wait              = */ ggml_backend_metal_event_wait,
+    /* .graph_optimize          = */ ggml_backend_metal_graph_optimize,
+};
+
+static ggml_guid_t ggml_backend_metal_guid(void) {
+    static ggml_guid guid = { 0x81, 0xa1, 0x8b, 0x1e, 0x71, 0xec, 0x79, 0xed, 0x2b, 0x85, 0xdc, 0x8a, 0x61, 0x98, 0x30, 0xe6 };
+    return &guid;
+}
+
+ggml_backend_t ggml_backend_metal_init(void) {
+    ggml_backend_dev_t dev = ggml_backend_reg_dev_get(ggml_backend_metal_reg(), 0);
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    ggml_metal_t ctx = ggml_metal_init(ctx_dev);
+    if (ctx == NULL) {
+        GGML_LOG_ERROR("%s: error: failed to allocate context\n", __func__);
+        return NULL;
+    }
+
+    ggml_backend_t backend = (ggml_backend_t) malloc(sizeof(ggml_backend));
+
+    *backend = {
+        /* .guid      = */ ggml_backend_metal_guid(),
+        /* .interface = */ ggml_backend_metal_i,
+        /* .device    = */ dev,
+        /* .context   = */ ctx,
+    };
+
+    ggml_backend_metal_set_n_cb(backend, 1);
+
+    return backend;
+}
+
+bool ggml_backend_is_metal(ggml_backend_t backend) {
+    return backend != NULL && ggml_guid_matches(backend->guid, ggml_backend_metal_guid());
+}
+
+void ggml_backend_metal_set_abort_callback(ggml_backend_t backend, ggml_abort_callback abort_callback, void * user_data) {
+    GGML_ASSERT(ggml_backend_is_metal(backend));
+
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    ggml_metal_set_abort_callback(ctx, abort_callback, user_data);
+}
+
+bool ggml_backend_metal_supports_family(ggml_backend_t backend, int family) {
+    GGML_ASSERT(ggml_backend_is_metal(backend));
+
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    return ggml_metal_supports_family(ctx, family);
+}
+
+void ggml_backend_metal_capture_next_compute(ggml_backend_t backend) {
+    GGML_ASSERT(ggml_backend_is_metal(backend));
+
+    ggml_metal_t ctx = (ggml_metal_t)backend->context;
+
+    ggml_metal_capture_next_compute(ctx);
+}
+
+// backend device
+
+static const char * ggml_backend_metal_device_get_name(ggml_backend_dev_t dev) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    const ggml_metal_device_props * props_dev = ggml_metal_device_get_props(ctx_dev);
+
+    return props_dev->name;
+}
+
+static const char * ggml_backend_metal_device_get_description(ggml_backend_dev_t dev) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    return ggml_metal_device_get_props(ctx_dev)->desc;
+}
+
+static void ggml_backend_metal_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    ggml_metal_device_get_memory(ctx_dev, free, total);
+}
+
+static enum ggml_backend_dev_type ggml_backend_metal_device_get_type(ggml_backend_dev_t dev) {
+    return GGML_BACKEND_DEVICE_TYPE_GPU;
+
+    GGML_UNUSED(dev);
+}
+
+static void ggml_backend_metal_device_get_props(ggml_backend_dev_t dev, ggml_backend_dev_props * props) {
+    props->name        = ggml_backend_metal_device_get_name(dev);
+    props->description = ggml_backend_metal_device_get_description(dev);
+    props->type        = ggml_backend_metal_device_get_type(dev);
+
+    ggml_backend_metal_device_get_memory(dev, &props->memory_free, &props->memory_total);
+
+    props->caps = {
+        /* .async                = */ true,
+        /* .host_buffer          = */ false,
+        /* .buffer_from_host_ptr = */ true,
+        /* .events               = */ true,
+    };
+}
+
+static ggml_backend_t ggml_backend_metal_device_init_backend(ggml_backend_dev_t dev, const char * params) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    ggml_metal_t ctx = ggml_metal_init(ctx_dev);
+    if (ctx == NULL) {
+        GGML_LOG_ERROR("%s: error: failed to allocate context\n", __func__);
+        return NULL;
+    }
+
+    ggml_backend_t backend = (ggml_backend_t) malloc(sizeof(ggml_backend));
+
+    *backend = {
+        /* .guid      = */ ggml_backend_metal_guid(),
+        /* .interface = */ ggml_backend_metal_i,
+        /* .device    = */ dev,
+        /* .context   = */ ctx,
+    };
+
+    ggml_backend_metal_set_n_cb(backend, 1);
+
+    return backend;
+
+    GGML_UNUSED(params);
+}
+
+static ggml_backend_buffer_type_t ggml_backend_metal_device_get_buffer_type(ggml_backend_dev_t dev) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    const ggml_metal_device_props * props_dev = ggml_metal_device_get_props(ctx_dev);
+
+    return props_dev->use_shared_buffers ? ggml_backend_metal_buffer_type_shared(props_dev->device) : ggml_backend_metal_buffer_type_private(props_dev->device);
+}
+
+static ggml_backend_buffer_t ggml_backend_metal_device_buffer_mapped(ggml_backend_dev_t dev, void * ptr, size_t size, size_t max_tensor_size) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    ggml_metal_buffer_t res = ggml_metal_buffer_map(ctx_dev, ptr, size, max_tensor_size);
+
+    const ggml_metal_device_props * props_dev = ggml_metal_device_get_props(ctx_dev);
+
+    return ggml_backend_buffer_init(ggml_backend_metal_buffer_type_mapped(props_dev->device), ggml_backend_metal_buffer_shared_i, res, size);
+}
+
+static bool ggml_backend_metal_device_supports_op(ggml_backend_dev_t dev, const ggml_tensor * op) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    return ggml_metal_device_supports_op(ctx_dev, op);
+}
+
+static bool ggml_backend_metal_device_supports_buft(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft) {
+    return
+        buft->device == dev && (
+        buft->iface.get_name == ggml_backend_metal_buffer_type_shared_get_name ||
+        buft->iface.get_name == ggml_backend_metal_buffer_type_private_get_name ||
+        buft->iface.get_name == ggml_backend_metal_buffer_type_mapped_get_name);
+
+    GGML_UNUSED(dev);
+}
+
+static int64_t get_op_batch_size(const ggml_tensor * op) {
+    switch (op->op) {
+        case GGML_OP_MUL_MAT:
+            return op->ne[1];
+        case GGML_OP_MUL_MAT_ID:
+            return op->ne[2];
+        default:
+            return ggml_nrows(op);
+    }
+}
+
+static bool ggml_backend_metal_device_offload_op(ggml_backend_dev_t dev, const ggml_tensor * op) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    return (op->op == GGML_OP_MUL_MAT ||
+            op->op == GGML_OP_MUL_MAT_ID) &&
+            get_op_batch_size(op) >= ggml_metal_device_get_props(ctx_dev)->op_offload_min_batch_size;
+}
+
+static ggml_backend_event_t ggml_backend_metal_device_event_new(ggml_backend_dev_t dev) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    ggml_metal_event_t event = ggml_metal_device_event_init(ctx_dev);
+    GGML_ASSERT(event);
+
+    ggml_backend_event_t ev = new ggml_backend_event {
+        /* .device  = */ dev,
+        /* .context = */ event,
+    };
+
+    return ev;
+}
+
+static void ggml_backend_metal_device_event_free(ggml_backend_dev_t dev, ggml_backend_event_t event) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    ggml_metal_event_t ev = (ggml_metal_event_t)event->context;
+
+    ggml_metal_device_event_free(ctx_dev, ev);
+
+    delete event;
+}
+
+static void ggml_backend_metal_device_event_synchronize(ggml_backend_dev_t dev, ggml_backend_event_t event) {
+    ggml_metal_device_t ctx_dev = (ggml_metal_device_t)dev->context;
+
+    ggml_metal_event_t evt = (ggml_metal_event_t)event->context;
+
+    ggml_metal_device_event_synchronize(ctx_dev, evt);
+}
+
+static ggml_backend_device_i ggml_backend_metal_device_i = {
+    /* .get_name             = */ ggml_backend_metal_device_get_name,
+    /* .get_description      = */ ggml_backend_metal_device_get_description,
+    /* .get_memory           = */ ggml_backend_metal_device_get_memory,
+    /* .get_type             = */ ggml_backend_metal_device_get_type,
+    /* .get_props            = */ ggml_backend_metal_device_get_props,
+    /* .init_backend         = */ ggml_backend_metal_device_init_backend,
+    /* .get_buffer_type      = */ ggml_backend_metal_device_get_buffer_type,
+    /* .get_host_buffer_type = */ NULL,
+    /* .buffer_from_host_ptr = */ ggml_backend_metal_device_buffer_mapped,
+    /* .supports_op          = */ ggml_backend_metal_device_supports_op,
+    /* .supports_buft        = */ ggml_backend_metal_device_supports_buft,
+    /* .offload_op           = */ ggml_backend_metal_device_offload_op,
+    /* .event_new            = */ ggml_backend_metal_device_event_new,
+    /* .event_free           = */ ggml_backend_metal_device_event_free,
+    /* .event_synchronize    = */ ggml_backend_metal_device_event_synchronize,
+};
+
+// backend registry
+
+struct ggml_backend_metal_reg {
+    std::vector<ggml_backend_dev_t> devices;
+};
+
+typedef struct ggml_backend_metal_reg * ggml_backend_metal_reg_t;
+
+static ggml_backend_metal_reg_t ggml_backend_metal_reg_init(void) {
+    ggml_backend_metal_reg_t ctx = new struct ggml_backend_metal_reg;
+
+    return ctx;
+}
+
+static void ggml_backend_metal_reg_free(ggml_backend_metal_reg_t ctx) {
+    delete ctx;
+}
+
+struct ggml_backend_metal_reg_deleter {
+    void operator()(ggml_backend_metal_reg_t ctx) {
+        ggml_backend_metal_reg_free(ctx);
+    }
+};
+
+typedef std::unique_ptr<struct ggml_backend_metal_reg, ggml_backend_metal_reg_deleter> ggml_backend_metal_reg_ptr;
+
+static const char * ggml_backend_metal_reg_get_name(ggml_backend_reg_t reg) {
+    return GGML_METAL_NAME;
+
+    GGML_UNUSED(reg);
+}
+
+static size_t ggml_backend_metal_reg_device_count(ggml_backend_reg_t reg) {
+    ggml_backend_metal_reg_t ctx = (ggml_backend_metal_reg_t)reg->context;
+    return ctx->devices.size();
+}
+
+static ggml_backend_dev_t ggml_backend_metal_reg_device_get(ggml_backend_reg_t reg, size_t index) {
+    ggml_backend_metal_reg_t ctx = (ggml_backend_metal_reg_t)reg->context;
+    GGML_ASSERT(index < ctx->devices.size());
+    return ctx->devices[index];
+}
+
+static ggml_backend_feature g_ggml_backend_metal_features[] = {
+#if defined(GGML_METAL_EMBED_LIBRARY)
+    { "EMBED_LIBRARY", "1" },
+#endif
+    { NULL, NULL },
+};
+
+static ggml_backend_feature * ggml_backend_metal_get_features(ggml_backend_reg_t reg) {
+    return g_ggml_backend_metal_features;
+
+    GGML_UNUSED(reg);
+}
+
+static void * ggml_backend_metal_get_proc_address(ggml_backend_reg_t reg, const char * name) {
+    if (strcmp(name, "ggml_backend_get_features") == 0) {
+        return (void *)ggml_backend_metal_get_features;
+    }
+
+    return NULL;
+
+    GGML_UNUSED(reg);
+}
+
+static ggml_backend_reg_i ggml_backend_metal_reg_i = {
+    /* .get_name         = */ ggml_backend_metal_reg_get_name,
+    /* .get_device_count = */ ggml_backend_metal_reg_device_count,
+    /* .get_device       = */ ggml_backend_metal_reg_device_get,
+    /* .get_proc_address = */ ggml_backend_metal_get_proc_address,
+};
+
+static ggml_backend_dev_t ggml_backend_metal_device_init(ggml_backend_reg_t reg, int device) {
+    return new ggml_backend_device {
+        /* .iface   = */ ggml_backend_metal_device_i,
+        /* .reg     = */ reg,
+        /* .context = */ ggml_metal_device_get(device),
+    };
+}
+
+static void ggml_backend_metal_device_free(ggml_backend_dev_t dev) {
+    delete dev;
+}
+
+struct ggml_backend_device_deleter {
+    void operator()(ggml_backend_dev_t ctx) {
+        ggml_backend_metal_device_free(ctx);
+    }
+};
+
+typedef std::unique_ptr<ggml_backend_device, ggml_backend_device_deleter> ggml_backend_device_ptr;
+
+ggml_backend_reg_t ggml_backend_metal_reg(void) {
+    static ggml_backend_reg reg;
+    static bool initialized = false;
+
+    {
+        static std::mutex mutex;
+        std::lock_guard<std::mutex> lock(mutex);
+
+        const char * env = getenv("GGML_METAL_DEVICES");
+        if (env) {
+            g_devices = atoi(env);
+        }
+
+        static std::vector<ggml_backend_device_ptr> devs;
+
+        if (!initialized) {
+            static ggml_backend_metal_reg_ptr reg_ctx(ggml_backend_metal_reg_init());
+
+            for (int i = 0; i < g_devices; ++i) {
+                auto * dev = ggml_backend_metal_device_init(&reg, i);
+                devs.emplace_back(dev);
+
+                reg_ctx->devices.push_back(dev);
+            }
+
+            reg = {
+                /* .api_version = */ GGML_BACKEND_API_VERSION,
+                /* .iface       = */ ggml_backend_metal_reg_i,
+                /* .context     = */ reg_ctx.get(),
+            };
+        }
+
+        initialized = true;
+    }
+
+    return &reg;
+}
+
+GGML_BACKEND_DL_IMPL(ggml_backend_metal_reg)