rpc : add backend registry / device interfaces (llama/9812)

* rpc : add backend registry / device interfaces

* llama : add llama_supports_rpc API

* ggml_backend_rpc_start_rpc_server -> ggml_backend_rpc_start_server
This commit is contained in:
Diego Devesa 2024-10-10 20:14:55 +02:00 committed by Georgi Gerganov
parent e69b2371e2
commit c313723860
3 changed files with 194 additions and 23 deletions

View File

@ -17,7 +17,11 @@ GGML_API ggml_backend_buffer_type_t ggml_backend_rpc_buffer_type(const char * en
GGML_API void ggml_backend_rpc_get_device_memory(const char * endpoint, size_t * free, size_t * total); GGML_API void ggml_backend_rpc_get_device_memory(const char * endpoint, size_t * free, size_t * total);
GGML_API void start_rpc_server(ggml_backend_t backend, const char * endpoint, size_t free_mem, size_t total_mem); GGML_API void ggml_backend_rpc_start_server(ggml_backend_t backend, const char * endpoint, size_t free_mem, size_t total_mem);
GGML_API ggml_backend_reg_t ggml_backend_rpc_reg(void);
GGML_API ggml_backend_dev_t ggml_backend_rpc_add_device(const char * endpoint);
#ifdef __cplusplus #ifdef __cplusplus
} }

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@ -542,6 +542,10 @@ void * ggml_backend_reg_get_proc_address(ggml_backend_reg_t reg, const char * na
#include "ggml-blas.h" #include "ggml-blas.h"
#endif #endif
#ifdef GGML_USE_RPC
#include "ggml-rpc.h"
#endif
struct ggml_backend_registry { struct ggml_backend_registry {
std::vector<ggml_backend_reg_t> backends; std::vector<ggml_backend_reg_t> backends;
std::vector<ggml_backend_dev_t> devices; std::vector<ggml_backend_dev_t> devices;
@ -556,6 +560,9 @@ struct ggml_backend_registry {
#ifdef GGML_USE_BLAS #ifdef GGML_USE_BLAS
register_backend(ggml_backend_blas_reg()); register_backend(ggml_backend_blas_reg());
#endif #endif
#ifdef GGML_USE_RPC
register_backend(ggml_backend_rpc_reg());
#endif
// TODO: sycl, vulkan, kompute, cann // TODO: sycl, vulkan, kompute, cann

View File

@ -25,7 +25,7 @@
# include <netdb.h> # include <netdb.h>
# include <unistd.h> # include <unistd.h>
#endif #endif
#include <string.h> #include <cstring>
#define UNUSED GGML_UNUSED #define UNUSED GGML_UNUSED
@ -630,22 +630,6 @@ static enum ggml_status ggml_backend_rpc_graph_compute(ggml_backend_t backend, g
return (enum ggml_status)output[0]; return (enum ggml_status)output[0];
} }
static bool ggml_backend_rpc_supports_op(ggml_backend_t backend, const ggml_tensor * op) {
UNUSED(backend);
UNUSED(op);
//TODO: call the remote backend and cache the results
return true;
}
static bool ggml_backend_rpc_supports_buft(ggml_backend_t backend, 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_context * rpc_ctx = (ggml_backend_rpc_context *)backend->context;
return buft_ctx->endpoint == rpc_ctx->endpoint;
}
static ggml_backend_i ggml_backend_rpc_interface = { static ggml_backend_i ggml_backend_rpc_interface = {
/* .get_name = */ ggml_backend_rpc_name, /* .get_name = */ ggml_backend_rpc_name,
/* .free = */ ggml_backend_rpc_free, /* .free = */ ggml_backend_rpc_free,
@ -659,8 +643,8 @@ static ggml_backend_i ggml_backend_rpc_interface = {
/* .graph_plan_update = */ NULL, /* .graph_plan_update = */ NULL,
/* .graph_plan_compute = */ NULL, /* .graph_plan_compute = */ NULL,
/* .graph_compute = */ ggml_backend_rpc_graph_compute, /* .graph_compute = */ ggml_backend_rpc_graph_compute,
/* .supports_op = */ ggml_backend_rpc_supports_op, /* .supports_op = */ NULL,
/* .supports_buft = */ ggml_backend_rpc_supports_buft, /* .supports_buft = */ NULL,
/* .offload_op = */ NULL, /* .offload_op = */ NULL,
/* .event_record = */ NULL, /* .event_record = */ NULL,
/* .event_wait = */ NULL, /* .event_wait = */ NULL,
@ -691,7 +675,7 @@ GGML_API ggml_backend_buffer_type_t ggml_backend_rpc_buffer_type(const char * en
ggml_backend_buffer_type_t buft = new ggml_backend_buffer_type { ggml_backend_buffer_type_t buft = new ggml_backend_buffer_type {
/* .iface = */ ggml_backend_rpc_buffer_type_interface, /* .iface = */ ggml_backend_rpc_buffer_type_interface,
/* .device = */ nullptr, /* .device = */ ggml_backend_rpc_add_device(endpoint),
/* .context = */ buft_ctx /* .context = */ buft_ctx
}; };
buft_map[endpoint] = buft; buft_map[endpoint] = buft;
@ -707,7 +691,7 @@ ggml_backend_t ggml_backend_rpc_init(const char * endpoint) {
ggml_backend_t backend = new ggml_backend { ggml_backend_t backend = new ggml_backend {
/* .guid = */ ggml_backend_rpc_guid(), /* .guid = */ ggml_backend_rpc_guid(),
/* .interface = */ ggml_backend_rpc_interface, /* .interface = */ ggml_backend_rpc_interface,
/* .device = */ nullptr, /* .device = */ ggml_backend_rpc_add_device(endpoint),
/* .context = */ ctx /* .context = */ ctx
}; };
return backend; return backend;
@ -1189,7 +1173,7 @@ static void rpc_serve_client(ggml_backend_t backend, sockfd_t sockfd, size_t fre
} }
} }
void start_rpc_server(ggml_backend_t backend, const char * endpoint, size_t free_mem, size_t total_mem) { void ggml_backend_rpc_start_server(ggml_backend_t backend, const char * endpoint, size_t free_mem, size_t total_mem) {
std::string host; std::string host;
int port; int port;
if (!parse_endpoint(endpoint, host, port)) { if (!parse_endpoint(endpoint, host, port)) {
@ -1226,3 +1210,179 @@ void start_rpc_server(ggml_backend_t backend, const char * endpoint, size_t free
WSACleanup(); WSACleanup();
#endif #endif
} }
// device interface
struct ggml_backend_rpc_device_context {
std::string endpoint;
std::string name;
};
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->name.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(), free, total);
UNUSED(dev);
}
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_FULL;
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());
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());
UNUSED(dev);
}
static ggml_backend_buffer_t ggml_backend_rpc_device_buffer_from_ptr(ggml_backend_dev_t dev, void * ptr, size_t size, size_t max_tensor_size) {
return ggml_backend_cpu_buffer_from_ptr(ptr, size);
UNUSED(dev);
UNUSED(max_tensor_size);
}
static bool ggml_backend_rpc_device_supports_op(ggml_backend_dev_t dev, const struct ggml_tensor * op) {
UNUSED(dev);
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;
}
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 = */ ggml_backend_rpc_device_buffer_from_ptr,
/* .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
static const char * ggml_backend_rpc_reg_get_name(ggml_backend_reg_t reg) {
return "RPC";
UNUSED(reg);
}
static size_t ggml_backend_rpc_reg_get_device_count(ggml_backend_reg_t reg) {
return 0;
UNUSED(reg);
}
static ggml_backend_dev_t ggml_backend_rpc_reg_get_device(ggml_backend_reg_t reg, size_t index) {
GGML_ABORT("The RPC backend does not have enumerated devices - use ggml_backend_add_device instead");
UNUSED(reg);
UNUSED(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_device") == 0) {
return (void *)ggml_backend_rpc_add_device;
}
return NULL;
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 = {
/* .iface = */ ggml_backend_rpc_reg_i,
/* .context = */ NULL,
};
return &ggml_backend_rpc_reg;
}
ggml_backend_dev_t ggml_backend_rpc_add_device(const char * endpoint) {
static std::unordered_map<std::string, ggml_backend_dev_t> dev_map;
static std::mutex mutex;
std::lock_guard<std::mutex> lock(mutex);
if (dev_map.find(endpoint) != dev_map.end()) {
return dev_map[endpoint];
}
ggml_backend_rpc_device_context * ctx = new ggml_backend_rpc_device_context {
/* .endpoint = */ endpoint,
/* .name = */ "RPC[" + std::string(endpoint) + "]",
};
ggml_backend_dev_t dev = new ggml_backend_device {
/* .iface = */ ggml_backend_rpc_device_i,
/* .reg = */ ggml_backend_rpc_reg(),
/* .context = */ ctx,
};
dev_map[endpoint] = dev;
return dev;
}