Files
LocalAI/backend/cpp/audio-cpp/loaded_model.cpp
Ettore Di Giacinto 487a2a3dc8 backend(audio-cpp): load models and cache sessions per task
Loads one ILoadedVoiceModel and creates an IVoiceTaskSession lazily per
(task, mode), so the same model serves both the unary and streaming RPCs.
LoadModel derives the family from GGUF metadata or an explicit option and
fails with INVALID_ARGUMENT otherwise, so a failed load is a gRPC error the
backend probe can see.

audiocpp_backend::Task mirrors engine::runtime::VoiceTaskKind positionally,
and drift there is silent: every unit still compiles and every test still
passes while the backend runs a different task. Two mechanisms pin it. The
static_asserts in loaded_model.cpp catch an insertion or a reorder, and
-Werror=switch on that one file turns an appended upstream enumerator into a
build failure rather than a warning in a 600 file log.

Assisted-by: Claude:claude-opus-5 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-07-29 19:03:32 +00:00

405 lines
17 KiB
C++

#include "loaded_model.h"
#include "family_gate.h"
#include "engine/framework/assets/tensor_source.h"
#include <filesystem>
#include <utility>
#if defined(__APPLE__)
#include <mach-o/dyld.h>
#include <cstdint>
#include <vector>
#elif defined(__linux__)
#include <unistd.h>
#endif
namespace audiocpp_backend {
// --------------------------------------------------------------------------
// Enum coupling
//
// audiocpp_backend::Task mirrors engine::runtime::VoiceTaskKind positionally so
// capability_routing can stay stdlib-only and testable without an audio.cpp
// checkout. Nothing about that mirroring is enforced by the type system, and a
// drift is silent in the worst possible way: every unit still compiles, every
// test still passes, and the backend runs a different task than the one the
// caller asked for.
//
// Two mechanisms pin it, and both are needed because they catch different edits:
//
// 1. The assertions below pin every enumerator's value on both sides. An
// insertion or a reorder anywhere before the last member shifts the values
// after it and fails the build here.
// 2. An enumerator APPENDED after the last one shifts nothing, so no value
// assertion can see it. What sees it is the switch in from_engine_task,
// which covers the engine enum with no `default:` label. CMakeLists.txt
// compiles this file with -Werror=switch so that omission is an error
// rather than a warning nobody reads.
//
// Neither mechanism catches a pure RENAME of an upstream enumerator, but that
// does not need catching: the switch stops naming an enumerator that exists and
// the build fails on its own.
// --------------------------------------------------------------------------
namespace {
constexpr int kEngine(engine::runtime::VoiceTaskKind kind) {
return static_cast<int>(kind);
}
constexpr int kMirror(Task task) { return static_cast<int>(task); }
} // namespace
static_assert(kEngine(engine::runtime::VoiceTaskKind::Vad) == 0, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::Asr) == 1, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::Diarization) == 2, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::SourceSeparation) == 3, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::AudioGeneration) == 4, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::Tts) == 5, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::VoiceCloning) == 6, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::VoiceConversion) == 7, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::SpeechToSpeech) == 8, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::Alignment) == 9, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::VoiceDesign) == 10, "VoiceTaskKind drifted");
static_assert(kEngine(engine::runtime::VoiceTaskKind::SpeakerRecognition) == 11, "VoiceTaskKind drifted");
// The last member. Pinning it pins the member count too, as long as the
// enumerators stay contiguous and unassigned, which upstream's declaration is.
static_assert(kEngine(engine::runtime::VoiceTaskKind::Svc) == 12,
"engine::runtime::VoiceTaskKind gained, lost or reordered a member. "
"audiocpp_backend::Task mirrors it positionally: update capability_routing.h, "
"to_engine_task and from_engine_task together, then move this pin.");
static_assert(kMirror(Task::Vad) == 0, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::Asr) == 1, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::Diarization) == 2, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::SourceSeparation) == 3, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::AudioGeneration) == 4, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::Tts) == 5, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::VoiceCloning) == 6, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::VoiceConversion) == 7, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::SpeechToSpeech) == 8, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::Alignment) == 9, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::VoiceDesign) == 10, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::SpeakerRecognition) == 11, "Task drifted from VoiceTaskKind");
static_assert(kMirror(Task::Svc) == 12, "Task drifted from VoiceTaskKind");
static_assert(static_cast<int>(engine::runtime::RunMode::Offline) == 0, "RunMode drifted");
static_assert(static_cast<int>(engine::runtime::RunMode::Streaming) == 1,
"engine::runtime::RunMode gained, lost or reordered a member. "
"audiocpp_backend::Mode mirrors it positionally.");
static_assert(static_cast<int>(Mode::Offline) == 0, "Mode drifted from RunMode");
static_assert(static_cast<int>(Mode::Streaming) == 1, "Mode drifted from RunMode");
namespace {
engine::core::BackendType parse_backend_type(const std::string &value) {
if (value == "cuda") {
return engine::core::BackendType::Cuda;
}
if (value == "vulkan") {
return engine::core::BackendType::Vulkan;
}
if (value == "metal") {
return engine::core::BackendType::Metal;
}
if (value == "best") {
return engine::core::BackendType::BestAvailable;
}
if (value == "cpu" || value.empty()) {
return engine::core::BackendType::Cpu;
}
throw ConfigError("audio-cpp: unknown backend option '" + value +
"'. Known backends: cpu, cuda, vulkan, metal, best");
}
std::filesystem::path executable_directory() {
#if defined(__APPLE__)
std::uint32_t size = 0;
_NSGetExecutablePath(nullptr, &size);
std::vector<char> buffer(size + 1, '\0');
if (_NSGetExecutablePath(buffer.data(), &size) != 0) {
return std::filesystem::current_path();
}
return std::filesystem::path(buffer.data()).parent_path();
#elif defined(__linux__)
std::error_code ec;
const auto self = std::filesystem::read_symlink("/proc/self/exe", ec);
if (ec) {
return std::filesystem::current_path();
}
return self.parent_path();
#else
return std::filesystem::current_path();
#endif
}
// Runs the load gate. Throws ConfigError rather than returning a decision,
// because the only caller is a delegating constructor whose member initializer
// list has nowhere to put a failure.
std::string require_family(const std::string &resolved_path,
const ModelOptions &options) {
const std::filesystem::path path(resolved_path);
std::error_code ec;
if (!std::filesystem::exists(path, ec)) {
throw ConfigError("audio-cpp: model path does not exist: " + resolved_path);
}
const bool is_gguf = path_looks_like_gguf(resolved_path);
// Only a GGUF is asked for embedded metadata. A directory has no single
// file to read it from, and probing one would make the gate's refusal
// depend on which file happened to be inside.
const std::string embedded =
is_gguf ? read_gguf_family(resolved_path) : std::string();
const FamilyDecision decision =
decide_family(is_gguf, embedded, options.family);
if (!decision.ok) {
throw ConfigError(decision.error);
}
return decision.family;
}
} // namespace
engine::runtime::VoiceTaskKind to_engine_task(Task task) {
using K = engine::runtime::VoiceTaskKind;
// An explicit switch, never a cast: a cast would keep compiling through
// exactly the drift the assertions above exist to catch.
switch (task) {
case Task::Vad: return K::Vad;
case Task::Asr: return K::Asr;
case Task::Diarization: return K::Diarization;
case Task::SourceSeparation: return K::SourceSeparation;
case Task::AudioGeneration: return K::AudioGeneration;
case Task::Tts: return K::Tts;
case Task::VoiceCloning: return K::VoiceCloning;
case Task::VoiceConversion: return K::VoiceConversion;
case Task::SpeechToSpeech: return K::SpeechToSpeech;
case Task::Alignment: return K::Alignment;
case Task::VoiceDesign: return K::VoiceDesign;
case Task::SpeakerRecognition: return K::SpeakerRecognition;
case Task::Svc: return K::Svc;
}
// Unreachable for any valid enumerator. No `default:` label, so -Wswitch
// still reports a member this switch stops covering.
return K::Vad;
}
Task from_engine_task(engine::runtime::VoiceTaskKind kind) {
using K = engine::runtime::VoiceTaskKind;
switch (kind) {
case K::Vad: return Task::Vad;
case K::Asr: return Task::Asr;
case K::Diarization: return Task::Diarization;
case K::SourceSeparation: return Task::SourceSeparation;
case K::AudioGeneration: return Task::AudioGeneration;
case K::Tts: return Task::Tts;
case K::VoiceCloning: return Task::VoiceCloning;
case K::VoiceConversion: return Task::VoiceConversion;
case K::SpeechToSpeech: return Task::SpeechToSpeech;
case K::Alignment: return Task::Alignment;
case K::VoiceDesign: return Task::VoiceDesign;
case K::SpeakerRecognition: return Task::SpeakerRecognition;
case K::Svc: return Task::Svc;
}
return Task::Vad;
}
engine::runtime::RunMode to_engine_mode(Mode mode) {
using M = engine::runtime::RunMode;
switch (mode) {
case Mode::Offline: return M::Offline;
case Mode::Streaming: return M::Streaming;
}
return M::Offline;
}
Mode from_engine_mode(engine::runtime::RunMode mode) {
using M = engine::runtime::RunMode;
switch (mode) {
case M::Offline: return Mode::Offline;
case M::Streaming: return Mode::Streaming;
}
return Mode::Offline;
}
Capabilities to_capabilities(const std::string &family,
const engine::runtime::CapabilitySet &set) {
Capabilities caps;
caps.family = family;
caps.tasks.reserve(set.supported_tasks.size());
for (const auto &supported : set.supported_tasks) {
TaskCapability capability;
capability.task = from_engine_task(supported.task);
capability.modes.reserve(supported.modes.size());
for (const auto mode : supported.modes) {
capability.modes.push_back(from_engine_mode(mode));
}
caps.tasks.push_back(std::move(capability));
}
return caps;
}
std::string read_gguf_family(const std::string &path) {
try {
const auto spec =
engine::assets::read_gguf_embedded_model_spec(std::filesystem::path(path));
if (spec.has_value()) {
return spec->family;
}
} catch (...) {
// A file that is not a readable GGUF simply has no family. The load
// gate turns that into a clear refusal; a throw here would surface as
// an opaque internal error during backend probing.
}
return {};
}
std::string resolve_model_path(const std::string &model_path_dir,
const std::string &model_file,
const std::string &model_name) {
const std::string candidate = !model_file.empty() ? model_file : model_name;
const std::string bundled_prefix = "bundled:";
if (candidate.rfind(bundled_prefix, 0) == 0) {
const std::string name = candidate.substr(bundled_prefix.size());
return (executable_directory() / "assets" / name).string();
}
std::filesystem::path path(candidate);
if (path.is_absolute() || model_path_dir.empty()) {
return path.string();
}
return (std::filesystem::path(model_path_dir) / path).string();
}
LoadedModel::LoadedModel(const std::string &resolved_path,
const ModelOptions &options)
: LoadedModel(resolved_path, options, require_family(resolved_path, options)) {}
LoadedModel::LoadedModel(const std::string &resolved_path,
const ModelOptions &options, std::string family)
: lane_(family), registry_(engine::runtime::make_default_registry()) {
if (!registry_.supports_family(family)) {
throw ConfigError("audio-cpp: unknown audio.cpp family '" + family + "'");
}
engine::runtime::ModelLoadRequest request;
request.model_path = std::filesystem::path(resolved_path);
request.family_hint = family;
if (!options.model_spec_override.empty()) {
request.model_spec_override =
std::filesystem::path(options.model_spec_override);
}
for (const auto &entry : options.load_options) {
request.options[entry.first] = entry.second;
}
try {
model_ = registry_.load(request);
} catch (const std::exception &err) {
throw ConfigError("audio-cpp: failed to load family '" + family +
"' from " + resolved_path + ": " + err.what());
}
if (model_ == nullptr) {
throw ConfigError("audio-cpp: the registry returned no model for " +
resolved_path);
}
const auto &metadata = model_->metadata();
const auto &engine_caps = model_->capabilities();
variant_ = metadata.variant;
description_ = metadata.description;
languages_ = engine_caps.languages;
supports_timestamps_ = engine_caps.supports_timestamps;
capabilities_ = to_capabilities(family, engine_caps);
session_options_.backend.type = parse_backend_type(options.backend);
session_options_.backend.device = options.device;
if (options.threads > 0) {
session_options_.backend.threads = options.threads;
}
for (const auto &entry : options.session_options) {
session_options_.options[entry.first] = entry.second;
}
wait_budget_ceiling_ms_ = options.busy_timeout_ms;
}
LoadedModel::Session LoadedModel::session_for(Rpc rpc, const RequestShape &shape) {
const Route route = resolve_route(rpc, shape, capabilities_);
if (!route.ok) {
throw CapabilityError(route.error);
}
const SessionKey key{static_cast<int>(route.task), static_cast<int>(route.mode)};
auto found = sessions_.find(key);
if (found == sessions_.end()) {
engine::runtime::TaskSpec spec;
spec.task = to_engine_task(route.task);
spec.mode = to_engine_mode(route.mode);
std::unique_ptr<engine::runtime::IVoiceTaskSession> created;
try {
created = model_->create_task_session(spec, session_options_);
} catch (const std::exception &err) {
throw CapabilityError(
std::string("audio-cpp: family '") + capabilities_.family +
"' advertises " + task_name(route.task) + "/" +
mode_name(route.mode) + " but refused to create the session: " +
err.what());
}
if (created == nullptr) {
throw CapabilityError(std::string("audio-cpp: family '") +
capabilities_.family +
"' returned no session for " +
task_name(route.task) + "/" +
mode_name(route.mode));
}
found = sessions_.emplace(key, std::move(created)).first;
}
Session session;
session.task = route.task;
session.mode = route.mode;
engine::runtime::IVoiceTaskSession *raw = found->second.get();
if (route.mode == Mode::Streaming) {
session.streaming =
dynamic_cast<engine::runtime::IStreamingVoiceTaskSession *>(raw);
if (session.streaming == nullptr) {
throw CapabilityError(std::string("audio-cpp: family '") +
capabilities_.family +
"' advertises " + task_name(route.task) +
"/streaming but its session is not streaming");
}
} else {
session.offline =
dynamic_cast<engine::runtime::IOfflineVoiceTaskSession *>(raw);
if (session.offline == nullptr) {
throw CapabilityError(std::string("audio-cpp: family '") +
capabilities_.family +
"' advertises " + task_name(route.task) +
"/offline but its session is not offline");
}
}
return session;
}
LaneEntry LoadedModel::acquire(int requested_timeout_ms) {
// Constructed straight into the return value. C++17 requires that, which is
// what lets an immovable type be returned at all; a named local here would
// not compile.
return LaneEntry(lane_,
resolve_wait_budget_ms(wait_budget_ceiling_ms_,
requested_timeout_ms));
}
std::unique_ptr<LaneEntry> LoadedModel::acquire_owned(int requested_timeout_ms) {
return std::make_unique<LaneEntry>(
lane_,
resolve_wait_budget_ms(wait_budget_ceiling_ms_, requested_timeout_ms));
}
} // namespace audiocpp_backend