mirror of
https://github.com/ggml-org/llama.cpp.git
synced 2026-09-19 01:04:55 +02:00
add lru_sched
This commit is contained in:
committed by
Xuan-Son Nguyen
parent
e1470ee6a2
commit
02f5052fae
+269
-39
@@ -70,6 +70,156 @@ struct server_subproc {
|
||||
}
|
||||
};
|
||||
|
||||
struct lru_sched {
|
||||
lru_sched(server_models & models) : models(models) {}
|
||||
|
||||
bool has_capacity(std::unique_lock<std::mutex> & lk) {
|
||||
check_lock(lk);
|
||||
return models.base_params.models_max <= 0
|
||||
|| count_running() < (size_t) models.base_params.models_max;
|
||||
}
|
||||
|
||||
// returns "" if no model can be given up
|
||||
std::string pick_victim(std::unique_lock<std::mutex> & lk, const std::string & exclude) {
|
||||
check_lock(lk);
|
||||
std::string victim;
|
||||
int64_t victim_last_used = 0;
|
||||
for (const auto & m : models.mapping) {
|
||||
if (m.first == exclude) {
|
||||
continue;
|
||||
}
|
||||
// a busy model is mid-request, one still coming up has no request to finish
|
||||
if (m.second.req_count != 0 || !m.second.meta.is_ready_or_sleep()) {
|
||||
continue;
|
||||
}
|
||||
if (victim.empty() || m.second.meta.last_used < victim_last_used) {
|
||||
victim = m.first;
|
||||
victim_last_used = m.second.meta.last_used;
|
||||
}
|
||||
}
|
||||
return victim;
|
||||
}
|
||||
|
||||
uint64_t enqueue(std::unique_lock<std::mutex> & lk, const std::string & model_id, bool front = false) {
|
||||
check_lock(lk);
|
||||
uint64_t req_id = next_req_id++;
|
||||
if (front) {
|
||||
queue.push_front({ req_id, model_id, false });
|
||||
} else {
|
||||
queue.push_back({ req_id, model_id, false });
|
||||
}
|
||||
SRV_INF("models_max reached, request for name=%s queued at position %zu\n",
|
||||
model_id.c_str(), front ? (size_t) 1 : queue.size());
|
||||
return req_id;
|
||||
}
|
||||
|
||||
void dequeue(std::unique_lock<std::mutex> & lk, uint64_t req_id) {
|
||||
check_lock(lk);
|
||||
if (req_id == 0) {
|
||||
return;
|
||||
}
|
||||
for (auto it = queue.begin(); it != queue.end(); ++it) {
|
||||
if (it->req_id == req_id) {
|
||||
queue.erase(it);
|
||||
return;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
bool is_head(std::unique_lock<std::mutex> & lk, uint64_t req_id) {
|
||||
check_lock(lk);
|
||||
return req_id != 0 && !queue.empty() && queue.front().req_id == req_id;
|
||||
}
|
||||
|
||||
bool queue_empty(std::unique_lock<std::mutex> & lk) {
|
||||
check_lock(lk);
|
||||
return queue.empty();
|
||||
}
|
||||
|
||||
// a model is on its way out for this entry, so other requests do not also give up one
|
||||
void mark_slot_pending(std::unique_lock<std::mutex> & lk, uint64_t req_id) {
|
||||
check_lock(lk);
|
||||
for (auto & e : queue) {
|
||||
if (e.req_id == req_id) {
|
||||
e.slot_pending = true;
|
||||
return;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// model_id went idle: give up its slot if a queued request needs one
|
||||
// thread-safe, caller must NOT hold models.mutex
|
||||
void on_model_idle(const std::string & model_id) {
|
||||
if (models.base_params.models_max <= 0) {
|
||||
return; // no limit, nothing is ever queued
|
||||
}
|
||||
{
|
||||
std::unique_lock<std::mutex> lk(models.mutex);
|
||||
if (queue.empty()) {
|
||||
return;
|
||||
}
|
||||
size_t promised = 0;
|
||||
bool has_unserved = false;
|
||||
for (const auto & e : queue) {
|
||||
if (e.slot_pending) {
|
||||
promised++;
|
||||
} else {
|
||||
has_unserved = true;
|
||||
}
|
||||
}
|
||||
if (!has_unserved) {
|
||||
return;
|
||||
}
|
||||
if ((int) count_running() - (int) promised < models.base_params.models_max) {
|
||||
return; // a slot is already on its way
|
||||
}
|
||||
// never give up a model that a queued request wants
|
||||
for (const auto & e : queue) {
|
||||
if (e.model_id == model_id) {
|
||||
return;
|
||||
}
|
||||
}
|
||||
auto it = models.mapping.find(model_id);
|
||||
if (it == models.mapping.end() || it->second.req_count != 0 || !it->second.meta.is_ready_or_sleep()) {
|
||||
return;
|
||||
}
|
||||
for (auto & e : queue) {
|
||||
if (!e.slot_pending) {
|
||||
e.slot_pending = true;
|
||||
break;
|
||||
}
|
||||
}
|
||||
}
|
||||
SRV_INF("model name=%s went idle, giving up its slot to a queued request\n", model_id.c_str());
|
||||
models.unload(model_id);
|
||||
}
|
||||
|
||||
private:
|
||||
struct entry_t {
|
||||
uint64_t req_id;
|
||||
std::string model_id;
|
||||
bool slot_pending; // a model is already being evicted for this entry
|
||||
};
|
||||
|
||||
void check_lock(std::unique_lock<std::mutex> & lk) {
|
||||
GGML_ASSERT(lk.owns_lock() && lk.mutex() == &models.mutex);
|
||||
}
|
||||
|
||||
size_t count_running() {
|
||||
size_t count = 0;
|
||||
for (const auto & m : models.mapping) {
|
||||
if (m.second.meta.is_running()) {
|
||||
count++;
|
||||
}
|
||||
}
|
||||
return count;
|
||||
}
|
||||
|
||||
server_models & models;
|
||||
std::deque<entry_t> queue;
|
||||
uint64_t next_req_id = 1;
|
||||
};
|
||||
|
||||
// short loopback budget for the resumable stream router to child JSON calls (probe, lookup,
|
||||
// delete). distinct from params.timeout_read/write which only applies to the generation proxy
|
||||
static constexpr int STREAM_LOOKUP_TIMEOUT_MS = 250;
|
||||
@@ -229,7 +379,8 @@ server_models::server_models(
|
||||
: ctx_preset(LLAMA_EXAMPLE_SERVER),
|
||||
base_params(params),
|
||||
base_env(get_environment()),
|
||||
base_preset(ctx_preset.load_from_args(argc, argv)) {
|
||||
base_preset(ctx_preset.load_from_args(argc, argv)),
|
||||
sched(std::make_unique<lru_sched>(*this)) {
|
||||
// clean up base preset
|
||||
unset_reserved_args(base_preset, true);
|
||||
// set binary path
|
||||
@@ -243,6 +394,8 @@ server_models::server_models(
|
||||
load_models();
|
||||
}
|
||||
|
||||
server_models::~server_models() = default;
|
||||
|
||||
void server_models::add_model(server_model_meta && meta) {
|
||||
if (mapping.find(meta.name) != mapping.end()) {
|
||||
throw std::runtime_error(string_format("model '%s' appears multiple times", meta.name.c_str()));
|
||||
@@ -713,24 +866,15 @@ void server_models::unload_lru() {
|
||||
return; // no limit
|
||||
}
|
||||
// remove one of the servers if we passed the models_max (least recently used - LRU)
|
||||
std::string lru_model_name = "";
|
||||
int64_t lru_last_used = ggml_time_ms();
|
||||
size_t count_active = 0;
|
||||
std::string lru_model_name;
|
||||
{
|
||||
std::unique_lock<std::mutex> lk(mutex);
|
||||
for (const auto & m : mapping) {
|
||||
if (m.second.meta.is_running()) {
|
||||
count_active++;
|
||||
// do not evict busy one
|
||||
bool is_model_idle = m.second.req_count == 0 && m.second.meta.is_ready_or_sleep();
|
||||
if (is_model_idle && m.second.meta.last_used < lru_last_used) {
|
||||
lru_model_name = m.first;
|
||||
lru_last_used = m.second.meta.last_used;
|
||||
}
|
||||
}
|
||||
if (sched->has_capacity(lk)) {
|
||||
return;
|
||||
}
|
||||
lru_model_name = sched->pick_victim(lk, "");
|
||||
}
|
||||
if (!lru_model_name.empty() && count_active >= (size_t)base_params.models_max) {
|
||||
if (!lru_model_name.empty()) {
|
||||
SRV_INF("models_max limit reached, removing LRU name=%s\n", lru_model_name.c_str());
|
||||
unload(lru_model_name);
|
||||
// wait for unload to complete
|
||||
@@ -741,7 +885,6 @@ void server_models::unload_lru() {
|
||||
});
|
||||
}
|
||||
}
|
||||
// TODO @ngxson : if no idle model is found, queue the load request
|
||||
}
|
||||
|
||||
void server_models::load(const std::string & name) {
|
||||
@@ -1141,7 +1284,7 @@ void server_models::wait(std::unique_lock<std::mutex> & lk, const std::string &
|
||||
});
|
||||
}
|
||||
|
||||
bool server_models::ensure_model_ready(const std::string & name) {
|
||||
bool server_models::ensure_model_ready(const std::string & name, const std::function<bool()> & should_stop) {
|
||||
auto meta = get_meta(name);
|
||||
if (!meta.has_value()) {
|
||||
throw std::runtime_error("model name=" + name + " is not found");
|
||||
@@ -1152,25 +1295,105 @@ bool server_models::ensure_model_ready(const std::string & name) {
|
||||
if (meta->status == SERVER_MODEL_STATUS_SLEEPING) {
|
||||
return false; // child is sleeping but still running; new request will wake it up
|
||||
}
|
||||
if (meta->status == SERVER_MODEL_STATUS_UNLOADED) {
|
||||
SRV_INF("model name=%s is not loaded, loading...\n", name.c_str());
|
||||
load(name);
|
||||
}
|
||||
|
||||
// wait for loading to complete
|
||||
SRV_INF("waiting until model name=%s is fully loaded...\n", name.c_str());
|
||||
wait(name, [&meta](const server_model_meta & new_meta) {
|
||||
if (new_meta.status != SERVER_MODEL_STATUS_LOADING) {
|
||||
meta = new_meta; // update meta for final check after wait
|
||||
return true;
|
||||
uint64_t req_id = 0;
|
||||
std::string victim;
|
||||
bool did_load = false;
|
||||
{
|
||||
std::unique_lock<std::mutex> lk(mutex);
|
||||
auto it = mapping.find(name);
|
||||
if (it != mapping.end() && it->second.meta.status == SERVER_MODEL_STATUS_UNLOADED) {
|
||||
bool has_capacity = sched->has_capacity(lk);
|
||||
if (has_capacity && sched->queue_empty(lk)) {
|
||||
lk.unlock();
|
||||
SRV_INF("model name=%s is not loaded, loading...\n", name.c_str());
|
||||
load(name);
|
||||
did_load = true;
|
||||
} else {
|
||||
// also queue when a slot looks free but others wait already, else they starve
|
||||
req_id = sched->enqueue(lk, name);
|
||||
if (!has_capacity) {
|
||||
// an idle model may sit here right now, do not wait for a request to end
|
||||
victim = sched->pick_victim(lk, name);
|
||||
if (!victim.empty()) {
|
||||
sched->mark_slot_pending(lk, req_id);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
return false;
|
||||
});
|
||||
|
||||
// check final status
|
||||
if (!meta.has_value() || meta->is_failed()) {
|
||||
throw std::runtime_error("model name=" + name + " failed to load");
|
||||
}
|
||||
if (!victim.empty()) {
|
||||
SRV_INF("evicting idle LRU name=%s to make room for name=%s\n", victim.c_str(), name.c_str());
|
||||
unload(victim);
|
||||
}
|
||||
|
||||
// while queued, this is also where the load happens: the head of the queue does it
|
||||
SRV_INF("waiting until model name=%s is fully loaded...\n", name.c_str());
|
||||
std::unique_lock<std::mutex> lk(mutex);
|
||||
// req_id by reference: a lost race for a slot re-queues under a new id
|
||||
auto erase_entry = [this, &req_id, &lk]() { sched->dequeue(lk, req_id); };
|
||||
|
||||
try {
|
||||
bool saw_loading = false;
|
||||
while (true) {
|
||||
auto it = mapping.find(name);
|
||||
if (it == mapping.end()) {
|
||||
break; // removed by another code path, nothing to wait for
|
||||
}
|
||||
const server_model_status status = it->second.meta.status;
|
||||
|
||||
if (status == SERVER_MODEL_STATUS_LOADED || status == SERVER_MODEL_STATUS_SLEEPING) {
|
||||
break;
|
||||
}
|
||||
if (status == SERVER_MODEL_STATUS_DOWNLOADING || status == SERVER_MODEL_STATUS_DOWNLOADED) {
|
||||
break; // do not wait on a download child
|
||||
}
|
||||
if (status == SERVER_MODEL_STATUS_LOADING) {
|
||||
saw_loading = true;
|
||||
} else if (status == SERVER_MODEL_STATUS_UNLOADED) {
|
||||
if (did_load || saw_loading) {
|
||||
// a spawn happened and the instance came back down
|
||||
if (it->second.meta.is_failed()) {
|
||||
throw std::runtime_error("model name=" + name + " failed to load");
|
||||
}
|
||||
break; // unloaded by another code path, caller reports "not running"
|
||||
}
|
||||
if (req_id == 0) {
|
||||
break; // not queued, and the load someone else started fell over
|
||||
}
|
||||
}
|
||||
|
||||
if (should_stop && should_stop()) {
|
||||
// if a model was evicted for us, the free slot goes to the next waiter
|
||||
throw std::runtime_error("request cancelled while waiting for model name=" + name);
|
||||
}
|
||||
|
||||
// our turn: head of the queue, and a slot really did free up
|
||||
if (status == SERVER_MODEL_STATUS_UNLOADED && sched->is_head(lk, req_id) && sched->has_capacity(lk)) {
|
||||
erase_entry();
|
||||
lk.unlock();
|
||||
try {
|
||||
SRV_INF("slot available, loading queued model name=%s\n", name.c_str());
|
||||
load(name);
|
||||
did_load = true;
|
||||
} catch (const std::exception & e) {
|
||||
// lost a race for the slot; get back in line and retry
|
||||
SRV_WRN("queued load of name=%s did not go through: %s\n", name.c_str(), e.what());
|
||||
lk.lock();
|
||||
req_id = sched->enqueue(lk, name, /* front */ true);
|
||||
continue;
|
||||
}
|
||||
lk.lock();
|
||||
continue;
|
||||
}
|
||||
|
||||
cv.wait_for(lk, std::chrono::milliseconds(500));
|
||||
}
|
||||
} catch (...) {
|
||||
erase_entry();
|
||||
throw;
|
||||
}
|
||||
erase_entry();
|
||||
|
||||
return true;
|
||||
}
|
||||
@@ -1213,10 +1436,17 @@ server_http_res_ptr server_models::proxy_request(const server_http_req & req, co
|
||||
);
|
||||
|
||||
proxy->cleanup = [this, name]() {
|
||||
std::unique_lock<std::mutex> lk(mutex);
|
||||
auto it = mapping.find(name);
|
||||
if (it != mapping.end() && it->second.req_count > 0) {
|
||||
it->second.req_count--;
|
||||
bool went_idle = false;
|
||||
{
|
||||
std::unique_lock<std::mutex> lk(mutex);
|
||||
auto it = mapping.find(name);
|
||||
if (it != mapping.end() && it->second.req_count > 0) {
|
||||
it->second.req_count--;
|
||||
went_idle = it->second.req_count == 0;
|
||||
}
|
||||
}
|
||||
if (went_idle) {
|
||||
sched->on_model_idle(name);
|
||||
}
|
||||
};
|
||||
|
||||
@@ -1583,7 +1813,7 @@ void server_models_routes::init_routes() {
|
||||
return error_res;
|
||||
}
|
||||
if (autoload) {
|
||||
models.ensure_model_ready(name);
|
||||
models.ensure_model_ready(name, req.should_stop);
|
||||
}
|
||||
return models.proxy_request(req, method, name, false);
|
||||
};
|
||||
@@ -1603,7 +1833,7 @@ void server_models_routes::init_routes() {
|
||||
// this request instead of leaving an orphan generation
|
||||
std::string conv_id = server_stream_conv_id_from_headers(req.headers);
|
||||
uint64_t ticket = models.conv_models.remember(conv_id, name);
|
||||
bool waited = autoload && models.ensure_model_ready(name);
|
||||
bool waited = autoload && models.ensure_model_ready(name, req.should_stop);
|
||||
if (ticket != 0 && !models.conv_models.alive(conv_id, ticket)) {
|
||||
SRV_INF("request for conv_id=%s cancelled while model name=%s was loading\n",
|
||||
conv_id.c_str(), name.c_str());
|
||||
|
||||
@@ -107,9 +107,11 @@ struct server_model_meta {
|
||||
|
||||
struct server_models_routes;
|
||||
struct server_subproc; // defined in server-models.cpp
|
||||
struct lru_sched; // defined in server-models.cpp
|
||||
|
||||
struct server_models {
|
||||
friend struct server_models_routes;
|
||||
friend struct lru_sched;
|
||||
|
||||
private:
|
||||
struct instance_t {
|
||||
@@ -195,6 +197,9 @@ private:
|
||||
std::vector<std::string> base_env;
|
||||
common_preset base_preset; // base preset from llama-server CLI args
|
||||
|
||||
// queue of requests waiting for a models_max slot
|
||||
std::unique_ptr<lru_sched> sched;
|
||||
|
||||
void update_meta(const std::string & name, const server_model_meta & meta);
|
||||
|
||||
// unload least recently used models if the limit is reached
|
||||
@@ -211,6 +216,7 @@ public:
|
||||
conv_model_tracker conv_models;
|
||||
|
||||
server_models(const common_params & params, int argc, char ** argv);
|
||||
~server_models();
|
||||
|
||||
server_response sse; // for real-time updates via SSE endpoint
|
||||
|
||||
@@ -267,7 +273,9 @@ public:
|
||||
// ensure the model is in ready state (thread-safe)
|
||||
// return false if model is ready
|
||||
// otherwise, load the model and blocking wait until it's ready, then return true (meta may need to be refreshed)
|
||||
bool ensure_model_ready(const std::string & name);
|
||||
// if models_max is reached, the request waits in a queue until a slot frees up
|
||||
// throws if the load fails, or if should_stop fires while waiting
|
||||
bool ensure_model_ready(const std::string & name, const std::function<bool()> & should_stop = nullptr);
|
||||
|
||||
// proxy an HTTP request to the model instance
|
||||
server_http_res_ptr proxy_request(const server_http_req & req, const std::string & method, const std::string & name, bool update_last_used, bool detached = false);
|
||||
|
||||
Reference in New Issue
Block a user