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https://github.com/nomic-ai/gpt4all
synced 2024-11-11 19:11:37 +00:00
Dlopen better implementation management (Version 2)
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92407438c8
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@ -44,11 +44,11 @@ public:
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}
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}
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template<typename T>
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template<typename T>
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T* get(const std::string& fname) {
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T* get(const std::string& fname) const {
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auto fres = reinterpret_cast<T*>(dlsym(chandle, fname.c_str()));
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auto fres = reinterpret_cast<T*>(dlsym(chandle, fname.c_str()));
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return (dlerror()==NULL)?fres:nullptr;
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return (dlerror()==NULL)?fres:nullptr;
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}
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}
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auto get_fnc(const std::string& fname) {
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auto get_fnc(const std::string& fname) const {
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return get<void*(...)>(fname);
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return get<void*(...)>(fname);
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}
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}
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};
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};
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@ -90,10 +90,10 @@ public:
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}
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}
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template<typename T>
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template<typename T>
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T* get(const std::string& fname) {
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T* get(const std::string& fname) const {
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return reinterpret_cast<T*>(GetProcAddress(chandle, fname.c_str()));
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return reinterpret_cast<T*>(GetProcAddress(chandle, fname.c_str()));
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}
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}
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auto get_fnc(const std::string& fname) {
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auto get_fnc(const std::string& fname) const {
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return get<void*(...)>(fname);
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return get<void*(...)>(fname);
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}
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}
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};
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};
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@ -834,8 +834,6 @@ struct GPTJPrivate {
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GPTJ::GPTJ()
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GPTJ::GPTJ()
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: d_ptr(new GPTJPrivate) {
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: d_ptr(new GPTJPrivate) {
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modelType = modelType_;
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d_ptr->model = new gptj_model;
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d_ptr->model = new gptj_model;
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d_ptr->modelLoaded = false;
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d_ptr->modelLoaded = false;
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}
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}
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@ -95,8 +95,6 @@ struct LLamaPrivate {
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LLamaModel::LLamaModel()
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LLamaModel::LLamaModel()
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: d_ptr(new LLamaPrivate) {
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: d_ptr(new LLamaPrivate) {
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modelType = modelType_;
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d_ptr->modelLoaded = false;
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d_ptr->modelLoaded = false;
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}
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}
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@ -5,6 +5,7 @@
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#include <vector>
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#include <vector>
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#include <fstream>
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#include <fstream>
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#include <filesystem>
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#include <filesystem>
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#include <cassert>
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@ -24,12 +25,27 @@ bool requires_avxonly() {
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}
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}
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static Dlhandle *get_implementation(std::ifstream& f, const std::string& buildVariant) {
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LLModel::Implementation::Implementation(Dlhandle &&dlhandle_) : dlhandle(std::move(dlhandle_)) {
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// Collect all model implementation libraries
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auto get_model_type = dlhandle.get<const char *()>("get_model_type");
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// NOTE: allocated on heap so we leak intentionally on exit so we have a chance to clean up the
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assert(get_model_type);
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// individual models without the cleanup of the static list interfering
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modelType = get_model_type();
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static auto* libs = new std::vector<Dlhandle>([] () {
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auto get_build_variant = dlhandle.get<const char *()>("get_build_variant");
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std::vector<Dlhandle> fres;
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assert(get_build_variant);
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buildVariant = get_build_variant();
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magicMatch = dlhandle.get<bool(std::ifstream&)>("magic_match");
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assert(magicMatch);
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construct_ = dlhandle.get<LLModel *()>("construct");
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assert(construct_);
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}
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bool LLModel::Implementation::isImplementation(const Dlhandle &dl) {
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return dl.get<bool(uint32_t)>("is_g4a_backend_model_implementation");
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}
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const std::vector<LLModel::Implementation> &LLModel::getImplementationList() {
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static auto* libs = new std::vector<LLModel::Implementation>([] () {
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std::vector<LLModel::Implementation> fres;
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auto search_in_directory = [&](const std::filesystem::path& path) {
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auto search_in_directory = [&](const std::filesystem::path& path) {
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// Iterate over all libraries
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// Iterate over all libraries
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@ -41,9 +57,10 @@ static Dlhandle *get_implementation(std::ifstream& f, const std::string& buildVa
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// Add to list if model implementation
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// Add to list if model implementation
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try {
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try {
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Dlhandle dl(p.string());
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Dlhandle dl(p.string());
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if (dl.get<bool(uint32_t)>("is_g4a_backend_model_implementation")) {
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if (!Implementation::isImplementation(dl)) {
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fres.emplace_back(std::move(dl));
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continue;
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}
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}
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fres.emplace_back(Implementation(std::move(dl)));
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} catch (...) {}
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} catch (...) {}
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}
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}
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};
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};
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@ -54,21 +71,24 @@ static Dlhandle *get_implementation(std::ifstream& f, const std::string& buildVa
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#endif
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#endif
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return fres;
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return fres;
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}());
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}());
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// Return static result
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return *libs;
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}
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const LLModel::Implementation* LLModel::getImplementation(std::ifstream& f, const std::string& buildVariant) {
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// Iterate over all libraries
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// Iterate over all libraries
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for (auto& dl : *libs) {
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for (const auto& i : getImplementationList()) {
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f.seekg(0);
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f.seekg(0);
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// Check that magic matches
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// Check that magic matches
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auto magic_match = dl.get<bool(std::ifstream&)>("magic_match");
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if (!i.magicMatch(f)) {
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if (!magic_match || !magic_match(f)) {
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continue;
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continue;
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}
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}
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// Check that build variant is correct
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// Check that build variant is correct
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auto get_build_variant = dl.get<const char *()>("get_build_variant");
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if (buildVariant != i.buildVariant) {
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if (buildVariant != (get_build_variant?get_build_variant():"default")) {
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continue;
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continue;
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}
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}
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// Looks like we're good to go, return this dlhandle
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// Looks like we're good to go, return this dlhandle
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return &dl;
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return &i;
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}
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}
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// Nothing found, so return nothing
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// Nothing found, so return nothing
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return nullptr;
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return nullptr;
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@ -87,14 +107,9 @@ LLModel *LLModel::construct(const std::string &modelPath, std::string buildVaria
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std::ifstream f(modelPath, std::ios::binary);
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std::ifstream f(modelPath, std::ios::binary);
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if (!f) return nullptr;
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if (!f) return nullptr;
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// Get correct implementation
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// Get correct implementation
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auto impl = get_implementation(f, buildVariant);
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auto impl = getImplementation(f, buildVariant);
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if (!impl) return nullptr;
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if (!impl) return nullptr;
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f.close();
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f.close();
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// Get inference constructor
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// Construct and return llmodel implementation
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auto constructor = impl->get<LLModel *()>("construct");
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return impl->construct();
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if (!constructor) return nullptr;
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// Construct llmodel implementation
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auto fres = constructor();
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// Return final instance
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return fres;
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}
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}
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@ -1,23 +1,35 @@
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#ifndef LLMODEL_H
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#ifndef LLMODEL_H
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#define LLMODEL_H
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#define LLMODEL_H
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#include "dlhandle.h"
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#include <string>
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#include <string>
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#include <functional>
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#include <functional>
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#include <vector>
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#include <vector>
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#include <string_view>
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#include <fstream>
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#include <cstdint>
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#include <cstdint>
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class LLModel {
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class LLModel {
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public:
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public:
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explicit LLModel() {}
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class Implementation {
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virtual ~LLModel() {}
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LLModel *(*construct_)();
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static LLModel *construct(const std::string &modelPath, std::string buildVariant = "default");
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public:
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Implementation(Dlhandle&&);
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virtual bool loadModel(const std::string &modelPath) = 0;
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static bool isImplementation(const Dlhandle&);
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virtual bool isModelLoaded() const = 0;
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virtual size_t stateSize() const { return 0; }
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std::string_view modelType, buildVariant;
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virtual size_t saveState(uint8_t */*dest*/) const { return 0; }
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bool (*magicMatch)(std::ifstream& f);
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virtual size_t restoreState(const uint8_t */*src*/) { return 0; }
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Dlhandle dlhandle;
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LLModel *construct() const {
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auto fres = construct_();
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fres->implementation = this;
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return fres;
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}
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};
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struct PromptContext {
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struct PromptContext {
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std::vector<float> logits; // logits of current context
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std::vector<float> logits; // logits of current context
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std::vector<int32_t> tokens; // current tokens in the context window
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std::vector<int32_t> tokens; // current tokens in the context window
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@ -31,8 +43,17 @@ public:
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float repeat_penalty = 1.10f;
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float repeat_penalty = 1.10f;
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int32_t repeat_last_n = 64; // last n tokens to penalize
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int32_t repeat_last_n = 64; // last n tokens to penalize
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float contextErase = 0.75f; // percent of context to erase if we exceed the context
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float contextErase = 0.75f; // percent of context to erase if we exceed the context
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// window
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// window
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};
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};
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explicit LLModel() {}
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virtual ~LLModel() {}
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virtual bool loadModel(const std::string &modelPath) = 0;
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virtual bool isModelLoaded() const = 0;
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virtual size_t stateSize() const { return 0; }
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virtual size_t saveState(uint8_t */*dest*/) const { return 0; }
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virtual size_t restoreState(const uint8_t */*src*/) { return 0; }
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virtual void prompt(const std::string &prompt,
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virtual void prompt(const std::string &prompt,
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std::function<bool(int32_t)> promptCallback,
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std::function<bool(int32_t)> promptCallback,
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std::function<bool(int32_t, const std::string&)> responseCallback,
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std::function<bool(int32_t, const std::string&)> responseCallback,
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virtual void setThreadCount(int32_t /*n_threads*/) {}
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virtual void setThreadCount(int32_t /*n_threads*/) {}
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virtual int32_t threadCount() const { return 1; }
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virtual int32_t threadCount() const { return 1; }
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const char *getModelType() const {
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const Implementation& getImplementation() const {
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return modelType;
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return *implementation;
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}
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}
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static const std::vector<Implementation>& getImplementationList();
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static const Implementation *getImplementation(std::ifstream& f, const std::string& buildVariant);
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static LLModel *construct(const std::string &modelPath, std::string buildVariant = "default");
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protected:
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protected:
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const Implementation *implementation;
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virtual void recalculateContext(PromptContext &promptCtx,
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virtual void recalculateContext(PromptContext &promptCtx,
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std::function<bool(bool)> recalculate) = 0;
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std::function<bool(bool)> recalculate) = 0;
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const char *modelType;
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};
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};
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#endif // LLMODEL_H
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#endif // LLMODEL_H
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@ -758,8 +758,6 @@ struct MPTPrivate {
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MPT::MPT()
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MPT::MPT()
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: d_ptr(new MPTPrivate) {
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: d_ptr(new MPTPrivate) {
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modelType = modelType_;
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d_ptr->model = new mpt_model;
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d_ptr->model = new mpt_model;
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d_ptr->modelLoaded = false;
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d_ptr->modelLoaded = false;
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}
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}
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@ -216,7 +216,7 @@ bool ChatLLM::loadModel(const QString &modelName)
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m_modelInfo.model = LLModel::construct(filePath.toStdString());
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m_modelInfo.model = LLModel::construct(filePath.toStdString());
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if (m_modelInfo.model) {
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if (m_modelInfo.model) {
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m_modelInfo.model->loadModel(filePath.toStdString());
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m_modelInfo.model->loadModel(filePath.toStdString());
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switch (m_modelInfo.model->getModelType()[0]) {
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switch (m_modelInfo.model->getImplementation().modelType[0]) {
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case 'L': m_modelType = LLModelType::LLAMA_; break;
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case 'L': m_modelType = LLModelType::LLAMA_; break;
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case 'G': m_modelType = LLModelType::GPTJ_; break;
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case 'G': m_modelType = LLModelType::GPTJ_; break;
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case 'M': m_modelType = LLModelType::MPT_; break;
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case 'M': m_modelType = LLModelType::MPT_; break;
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