mirror of
https://github.com/nomic-ai/gpt4all.git
synced 2024-09-11 13:25:35 +03:00
Much better memory mgmt for multi-threaded model loading/unloading.
This commit is contained in:
Adam Treat
AT
parent
2989b74d43
commit
ddc24acf33
@ -12,6 +12,7 @@ Chat::Chat(QObject *parent)
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, m_creationDate(QDateTime::currentSecsSinceEpoch())
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, m_llmodel(new ChatLLM(this))
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, m_isServer(false)
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, m_shouldDeleteLater(false)
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{
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connectLLM();
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}
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@ -25,6 +26,7 @@ Chat::Chat(bool isServer, QObject *parent)
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, m_creationDate(QDateTime::currentSecsSinceEpoch())
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, m_llmodel(new Server(this))
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, m_isServer(true)
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, m_shouldDeleteLater(false)
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{
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connectLLM();
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}
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@ -43,6 +45,7 @@ void Chat::connectLLM()
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// Should be in different threads
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connect(m_llmodel, &ChatLLM::isModelLoadedChanged, this, &Chat::isModelLoadedChanged, Qt::QueuedConnection);
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connect(m_llmodel, &ChatLLM::isModelLoadedChanged, this, &Chat::handleModelLoadedChanged, Qt::QueuedConnection);
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connect(m_llmodel, &ChatLLM::responseChanged, this, &Chat::handleResponseChanged, Qt::QueuedConnection);
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connect(m_llmodel, &ChatLLM::responseStarted, this, &Chat::responseStarted, Qt::QueuedConnection);
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connect(m_llmodel, &ChatLLM::responseStopped, this, &Chat::responseStopped, Qt::QueuedConnection);
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@ -55,8 +58,6 @@ void Chat::connectLLM()
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connect(this, &Chat::modelNameChangeRequested, m_llmodel, &ChatLLM::modelNameChangeRequested, Qt::QueuedConnection);
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connect(this, &Chat::loadDefaultModelRequested, m_llmodel, &ChatLLM::loadDefaultModel, Qt::QueuedConnection);
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connect(this, &Chat::loadModelRequested, m_llmodel, &ChatLLM::loadModel, Qt::QueuedConnection);
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connect(this, &Chat::unloadModelRequested, m_llmodel, &ChatLLM::unloadModel, Qt::QueuedConnection);
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connect(this, &Chat::reloadModelRequested, m_llmodel, &ChatLLM::reloadModel, Qt::QueuedConnection);
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connect(this, &Chat::generateNameRequested, m_llmodel, &ChatLLM::generateName, Qt::QueuedConnection);
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// The following are blocking operations and will block the gui thread, therefore must be fast
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@ -122,6 +123,12 @@ void Chat::handleResponseChanged()
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emit responseChanged();
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}
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void Chat::handleModelLoadedChanged()
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{
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if (m_shouldDeleteLater)
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deleteLater();
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}
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void Chat::responseStarted()
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{
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m_responseInProgress = true;
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@ -180,15 +187,26 @@ void Chat::loadModel(const QString &modelName)
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emit loadModelRequested(modelName);
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}
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void Chat::unloadAndDeleteLater()
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{
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if (!isModelLoaded()) {
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deleteLater();
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return;
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}
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m_shouldDeleteLater = true;
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unloadModel();
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}
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void Chat::unloadModel()
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{
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stopGenerating();
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emit unloadModelRequested();
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m_llmodel->setShouldBeLoaded(false);
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}
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void Chat::reloadModel()
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{
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emit reloadModelRequested(m_savedModelName);
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m_llmodel->setShouldBeLoaded(true);
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}
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void Chat::generatedNameChanged()
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@ -236,12 +254,10 @@ bool Chat::deserialize(QDataStream &stream, int version)
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stream >> m_userName;
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emit nameChanged();
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stream >> m_savedModelName;
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// Prior to version 2 gptj models had a bug that fixed the kv_cache to F32 instead of F16 so
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// unfortunately, we cannot deserialize these
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if (version < 2 && m_savedModelName.contains("gpt4all-j"))
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return false;
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if (!m_llmodel->deserialize(stream, version))
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return false;
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if (!m_chatModel->deserialize(stream, version))
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@ -58,6 +58,7 @@ public:
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void loadModel(const QString &modelName);
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void unloadModel();
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void reloadModel();
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void unloadAndDeleteLater();
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qint64 creationDate() const { return m_creationDate; }
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bool serialize(QDataStream &stream, int version) const;
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@ -87,8 +88,6 @@ Q_SIGNALS:
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void recalcChanged();
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void loadDefaultModelRequested();
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void loadModelRequested(const QString &modelName);
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void unloadModelRequested();
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void reloadModelRequested(const QString &modelName);
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void generateNameRequested();
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void modelListChanged();
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void modelLoadingError(const QString &error);
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@ -96,6 +95,7 @@ Q_SIGNALS:
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private Q_SLOTS:
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void handleResponseChanged();
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void handleModelLoadedChanged();
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void responseStarted();
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void responseStopped();
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void generatedNameChanged();
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@ -112,6 +112,7 @@ private:
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qint64 m_creationDate;
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ChatLLM *m_llmodel;
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bool m_isServer;
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bool m_shouldDeleteLater;
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};
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#endif // CHAT_H
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@ -40,6 +40,7 @@ void ChatListModel::setShouldSaveChats(bool b)
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void ChatListModel::removeChatFile(Chat *chat) const
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{
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Q_ASSERT(chat != m_serverChat);
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const QString savePath = Download::globalInstance()->downloadLocalModelsPath();
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QFile file(savePath + "/gpt4all-" + chat->id() + ".chat");
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if (!file.exists())
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@ -58,6 +59,8 @@ void ChatListModel::saveChats() const
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timer.start();
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const QString savePath = Download::globalInstance()->downloadLocalModelsPath();
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for (Chat *chat : m_chats) {
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if (chat == m_serverChat)
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continue;
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QString fileName = "gpt4all-" + chat->id() + ".chat";
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QFile file(savePath + "/" + fileName);
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bool success = file.open(QIODevice::WriteOnly);
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@ -125,6 +125,7 @@ public:
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Q_INVOKABLE void removeChat(Chat* chat)
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{
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Q_ASSERT(chat != m_serverChat);
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if (!m_chats.contains(chat)) {
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qWarning() << "WARNING: Removing chat failed with id" << chat->id();
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return;
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@ -138,11 +139,11 @@ public:
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}
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const int index = m_chats.indexOf(chat);
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if (m_chats.count() < 2) {
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if (m_chats.count() < 3 /*m_serverChat included*/) {
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addChat();
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} else {
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int nextIndex;
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if (index == m_chats.count() - 1)
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if (index == m_chats.count() - 2 /*m_serverChat is last*/)
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nextIndex = index - 1;
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else
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nextIndex = index + 1;
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@ -155,7 +156,7 @@ public:
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beginRemoveRows(QModelIndex(), newIndex, newIndex);
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m_chats.removeAll(chat);
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endRemoveRows();
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delete chat;
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chat->unloadAndDeleteLater();
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}
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Chat *currentChat() const
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@ -170,7 +171,7 @@ public:
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return;
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}
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if (m_currentChat && m_currentChat->isModelLoaded())
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if (m_currentChat)
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m_currentChat->unloadModel();
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m_currentChat = chat;
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@ -15,6 +15,7 @@
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#include <fstream>
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//#define DEBUG
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//#define DEBUG_MODEL_LOADING
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#define MPT_INTERNAL_STATE_VERSION 0
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#define GPTJ_INTERNAL_STATE_VERSION 0
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@ -37,9 +38,51 @@ static QString modelFilePath(const QString &modelName)
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return QString();
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}
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class LLModelStore {
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public:
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static LLModelStore *globalInstance();
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LLModelInfo acquireModel(); // will block until llmodel is ready
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void releaseModel(const LLModelInfo &info); // must be called when you are done
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private:
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LLModelStore()
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{
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// seed with empty model
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m_availableModels.append(LLModelInfo());
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}
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~LLModelStore() {}
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QVector<LLModelInfo> m_availableModels;
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QMutex m_mutex;
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QWaitCondition m_condition;
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friend class MyLLModelStore;
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};
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class MyLLModelStore : public LLModelStore { };
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Q_GLOBAL_STATIC(MyLLModelStore, storeInstance)
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LLModelStore *LLModelStore::globalInstance()
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{
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return storeInstance();
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}
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LLModelInfo LLModelStore::acquireModel()
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{
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QMutexLocker locker(&m_mutex);
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while (m_availableModels.isEmpty())
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m_condition.wait(locker.mutex());
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return m_availableModels.takeFirst();
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}
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void LLModelStore::releaseModel(const LLModelInfo &info)
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{
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QMutexLocker locker(&m_mutex);
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m_availableModels.append(info);
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Q_ASSERT(m_availableModels.count() < 2);
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m_condition.wakeAll();
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}
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ChatLLM::ChatLLM(Chat *parent)
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: QObject{nullptr}
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, m_llmodel(nullptr)
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, m_promptResponseTokens(0)
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, m_promptTokens(0)
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, m_responseLogits(0)
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@ -49,6 +92,7 @@ ChatLLM::ChatLLM(Chat *parent)
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moveToThread(&m_llmThread);
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connect(this, &ChatLLM::sendStartup, Network::globalInstance(), &Network::sendStartup);
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connect(this, &ChatLLM::sendModelLoaded, Network::globalInstance(), &Network::sendModelLoaded);
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connect(this, &ChatLLM::shouldBeLoadedChanged, this, &ChatLLM::handleShouldBeLoadedChanged, Qt::QueuedConnection);
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connect(m_chat, &Chat::idChanged, this, &ChatLLM::handleChatIdChanged);
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connect(&m_llmThread, &QThread::started, this, &ChatLLM::threadStarted);
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m_llmThread.setObjectName(m_chat->id());
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@ -59,7 +103,13 @@ ChatLLM::~ChatLLM()
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{
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m_llmThread.quit();
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m_llmThread.wait();
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delete m_llmodel;
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// The only time we should have a model loaded here is on shutdown
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// as we explicitly unload the model in all other circumstances
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if (isModelLoaded()) {
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delete m_modelInfo.model;
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m_modelInfo.model = nullptr;
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}
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}
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bool ChatLLM::loadDefaultModel()
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@ -76,50 +126,103 @@ bool ChatLLM::loadDefaultModel()
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bool ChatLLM::loadModel(const QString &modelName)
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{
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// This is a complicated method because N different possible threads are interested in the outcome
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// of this method. Why? Because we have a main/gui thread trying to monitor the state of N different
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// possible chat threads all vying for a single resource - the currently loaded model - as the user
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// switches back and forth between chats. It is important for our main/gui thread to never block
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// but simultaneously always have up2date information with regards to which chat has the model loaded
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// and what the type and name of that model is. I've tried to comment extensively in this method
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// to provide an overview of what we're doing here.
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// We're already loaded with this model
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if (isModelLoaded() && m_modelName == modelName)
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return true;
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if (isModelLoaded()) {
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QString filePath = modelFilePath(modelName);
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QFileInfo fileInfo(filePath);
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// We have a live model, but it isn't the one we want
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bool alreadyAcquired = isModelLoaded();
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if (alreadyAcquired) {
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resetContextProtected();
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delete m_llmodel;
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m_llmodel = nullptr;
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#if defined(DEBUG_MODEL_LOADING)
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qDebug() << "already acquired model deleted" << m_chat->id() << m_modelInfo.model;
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#endif
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delete m_modelInfo.model;
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m_modelInfo.model = nullptr;
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emit isModelLoadedChanged();
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} else {
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// This is a blocking call that tries to retrieve the model we need from the model store.
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// If it succeeds, then we just have to restore state. If the store has never had a model
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// returned to it, then the modelInfo.model pointer should be null which will happen on startup
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m_modelInfo = LLModelStore::globalInstance()->acquireModel();
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#if defined(DEBUG_MODEL_LOADING)
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qDebug() << "acquired model from store" << m_chat->id() << m_modelInfo.model;
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#endif
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// At this point it is possible that while we were blocked waiting to acquire the model from the
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// store, that our state was changed to not be loaded. If this is the case, release the model
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// back into the store and quit loading
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if (!m_shouldBeLoaded) {
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qDebug() << "no longer need model" << m_chat->id() << m_modelInfo.model;
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LLModelStore::globalInstance()->releaseModel(m_modelInfo);
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m_modelInfo = LLModelInfo();
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emit isModelLoadedChanged();
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return false;
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}
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// Check if the store just gave us exactly the model we were looking for
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if (m_modelInfo.model && m_modelInfo.fileInfo == fileInfo) {
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#if defined(DEBUG_MODEL_LOADING)
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qDebug() << "store had our model" << m_chat->id() << m_modelInfo.model;
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#endif
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restoreState();
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emit isModelLoadedChanged();
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return true;
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} else {
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// Release the memory since we have to switch to a different model.
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#if defined(DEBUG_MODEL_LOADING)
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qDebug() << "deleting model" << m_chat->id() << m_modelInfo.model;
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#endif
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delete m_modelInfo.model;
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m_modelInfo.model = nullptr;
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}
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}
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bool isGPTJ = false;
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bool isMPT = false;
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QString filePath = modelFilePath(modelName);
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QFileInfo info(filePath);
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if (info.exists()) {
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// Guarantee we've released the previous models memory
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Q_ASSERT(!m_modelInfo.model);
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// Store the file info in the modelInfo in case we have an error loading
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m_modelInfo.fileInfo = fileInfo;
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if (fileInfo.exists()) {
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auto fin = std::ifstream(filePath.toStdString(), std::ios::binary);
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uint32_t magic;
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fin.read((char *) &magic, sizeof(magic));
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fin.seekg(0);
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fin.close();
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isGPTJ = magic == 0x67676d6c;
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isMPT = magic == 0x67676d6d;
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const bool isGPTJ = magic == 0x67676d6c;
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const bool isMPT = magic == 0x67676d6d;
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if (isGPTJ) {
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m_modelType = ModelType::GPTJ_;
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m_llmodel = new GPTJ;
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m_llmodel->loadModel(filePath.toStdString());
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m_modelType = LLModelType::GPTJ_;
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m_modelInfo.model = new GPTJ;
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m_modelInfo.model->loadModel(filePath.toStdString());
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} else if (isMPT) {
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m_modelType = ModelType::MPT_;
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m_llmodel = new MPT;
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m_llmodel->loadModel(filePath.toStdString());
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m_modelType = LLModelType::MPT_;
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m_modelInfo.model = new MPT;
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m_modelInfo.model->loadModel(filePath.toStdString());
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} else {
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m_modelType = ModelType::LLAMA_;
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m_llmodel = new LLamaModel;
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m_llmodel->loadModel(filePath.toStdString());
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m_modelType = LLModelType::LLAMA_;
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m_modelInfo.model = new LLamaModel;
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m_modelInfo.model->loadModel(filePath.toStdString());
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}
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restoreState();
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#if defined(DEBUG)
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qDebug() << "chatllm modelLoadedChanged" << m_chat->id();
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fflush(stdout);
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#if defined(DEBUG_MODEL_LOADING)
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qDebug() << "new model" << m_chat->id() << m_modelInfo.model;
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#endif
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restoreState();
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#if defined(DEBUG)
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qDebug() << "modelLoadedChanged" << m_chat->id();
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fflush(stdout);
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#endif
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emit isModelLoadedChanged();
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static bool isFirstLoad = true;
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@ -129,19 +232,20 @@ bool ChatLLM::loadModel(const QString &modelName)
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} else
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emit sendModelLoaded();
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} else {
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LLModelStore::globalInstance()->releaseModel(m_modelInfo); // release back into the store
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const QString error = QString("Could not find model %1").arg(modelName);
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emit modelLoadingError(error);
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}
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if (m_llmodel)
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setModelName(info.completeBaseName().remove(0, 5)); // remove the ggml- prefix
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if (m_modelInfo.model)
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setModelName(fileInfo.completeBaseName().remove(0, 5)); // remove the ggml- prefix
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return m_llmodel;
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return m_modelInfo.model;
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}
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bool ChatLLM::isModelLoaded() const
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{
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return m_llmodel && m_llmodel->isModelLoaded();
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return m_modelInfo.model && m_modelInfo.model->isModelLoaded();
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}
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void ChatLLM::regenerateResponse()
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@ -226,7 +330,7 @@ bool ChatLLM::handlePrompt(int32_t token)
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// m_promptResponseTokens and m_responseLogits are related to last prompt/response not
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// the entire context window which we can reset on regenerate prompt
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#if defined(DEBUG)
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qDebug() << "chatllm prompt process" << m_chat->id() << token;
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qDebug() << "prompt process" << m_chat->id() << token;
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#endif
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++m_promptTokens;
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++m_promptResponseTokens;
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@ -287,12 +391,12 @@ bool ChatLLM::prompt(const QString &prompt, const QString &prompt_template, int3
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m_ctx.n_batch = n_batch;
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m_ctx.repeat_penalty = repeat_penalty;
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m_ctx.repeat_last_n = repeat_penalty_tokens;
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m_llmodel->setThreadCount(n_threads);
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m_modelInfo.model->setThreadCount(n_threads);
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#if defined(DEBUG)
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printf("%s", qPrintable(instructPrompt));
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fflush(stdout);
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#endif
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m_llmodel->prompt(instructPrompt.toStdString(), promptFunc, responseFunc, recalcFunc, m_ctx);
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m_modelInfo.model->prompt(instructPrompt.toStdString(), promptFunc, responseFunc, recalcFunc, m_ctx);
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#if defined(DEBUG)
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printf("\n");
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fflush(stdout);
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@ -307,26 +411,55 @@ bool ChatLLM::prompt(const QString &prompt, const QString &prompt_template, int3
|
||||
return true;
|
||||
}
|
||||
|
||||
void ChatLLM::setShouldBeLoaded(bool b)
|
||||
{
|
||||
#if defined(DEBUG_MODEL_LOADING)
|
||||
qDebug() << "setShouldBeLoaded" << m_chat->id() << b << m_modelInfo.model;
|
||||
#endif
|
||||
m_shouldBeLoaded = b; // atomic
|
||||
emit shouldBeLoadedChanged();
|
||||
}
|
||||
|
||||
void ChatLLM::handleShouldBeLoadedChanged()
|
||||
{
|
||||
if (m_shouldBeLoaded)
|
||||
reloadModel();
|
||||
else
|
||||
unloadModel();
|
||||
}
|
||||
|
||||
void ChatLLM::forceUnloadModel()
|
||||
{
|
||||
m_shouldBeLoaded = false; // atomic
|
||||
unloadModel();
|
||||
}
|
||||
|
||||
void ChatLLM::unloadModel()
|
||||
{
|
||||
#if defined(DEBUG)
|
||||
qDebug() << "chatllm unloadModel" << m_chat->id();
|
||||
#endif
|
||||
if (!isModelLoaded())
|
||||
return;
|
||||
|
||||
saveState();
|
||||
delete m_llmodel;
|
||||
m_llmodel = nullptr;
|
||||
#if defined(DEBUG_MODEL_LOADING)
|
||||
qDebug() << "unloadModel" << m_chat->id() << m_modelInfo.model;
|
||||
#endif
|
||||
LLModelStore::globalInstance()->releaseModel(m_modelInfo);
|
||||
m_modelInfo = LLModelInfo();
|
||||
emit isModelLoadedChanged();
|
||||
}
|
||||
|
||||
void ChatLLM::reloadModel(const QString &modelName)
|
||||
void ChatLLM::reloadModel()
|
||||
{
|
||||
#if defined(DEBUG)
|
||||
qDebug() << "chatllm reloadModel" << m_chat->id();
|
||||
if (isModelLoaded())
|
||||
return;
|
||||
|
||||
#if defined(DEBUG_MODEL_LOADING)
|
||||
qDebug() << "reloadModel" << m_chat->id() << m_modelInfo.model;
|
||||
#endif
|
||||
if (modelName.isEmpty()) {
|
||||
if (m_modelName.isEmpty()) {
|
||||
loadDefaultModel();
|
||||
} else {
|
||||
loadModel(modelName);
|
||||
loadModel(m_modelName);
|
||||
}
|
||||
}
|
||||
|
||||
@ -348,7 +481,7 @@ void ChatLLM::generateName()
|
||||
printf("%s", qPrintable(instructPrompt));
|
||||
fflush(stdout);
|
||||
#endif
|
||||
m_llmodel->prompt(instructPrompt.toStdString(), promptFunc, responseFunc, recalcFunc, ctx);
|
||||
m_modelInfo.model->prompt(instructPrompt.toStdString(), promptFunc, responseFunc, recalcFunc, ctx);
|
||||
#if defined(DEBUG)
|
||||
printf("\n");
|
||||
fflush(stdout);
|
||||
@ -415,7 +548,7 @@ bool ChatLLM::serialize(QDataStream &stream, int version)
|
||||
QByteArray compressed = qCompress(m_state);
|
||||
stream << compressed;
|
||||
#if defined(DEBUG)
|
||||
qDebug() << "chatllm serialize" << m_chat->id() << m_state.size();
|
||||
qDebug() << "serialize" << m_chat->id() << m_state.size();
|
||||
#endif
|
||||
return stream.status() == QDataStream::Ok;
|
||||
}
|
||||
@ -452,7 +585,7 @@ bool ChatLLM::deserialize(QDataStream &stream, int version)
|
||||
stream >> m_state;
|
||||
}
|
||||
#if defined(DEBUG)
|
||||
qDebug() << "chatllm deserialize" << m_chat->id();
|
||||
qDebug() << "deserialize" << m_chat->id();
|
||||
#endif
|
||||
return stream.status() == QDataStream::Ok;
|
||||
}
|
||||
@ -462,12 +595,12 @@ void ChatLLM::saveState()
|
||||
if (!isModelLoaded())
|
||||
return;
|
||||
|
||||
const size_t stateSize = m_llmodel->stateSize();
|
||||
const size_t stateSize = m_modelInfo.model->stateSize();
|
||||
m_state.resize(stateSize);
|
||||
#if defined(DEBUG)
|
||||
qDebug() << "chatllm saveState" << m_chat->id() << "size:" << m_state.size();
|
||||
qDebug() << "saveState" << m_chat->id() << "size:" << m_state.size();
|
||||
#endif
|
||||
m_llmodel->saveState(static_cast<uint8_t*>(reinterpret_cast<void*>(m_state.data())));
|
||||
m_modelInfo.model->saveState(static_cast<uint8_t*>(reinterpret_cast<void*>(m_state.data())));
|
||||
}
|
||||
|
||||
void ChatLLM::restoreState()
|
||||
@ -476,9 +609,9 @@ void ChatLLM::restoreState()
|
||||
return;
|
||||
|
||||
#if defined(DEBUG)
|
||||
qDebug() << "chatllm restoreState" << m_chat->id() << "size:" << m_state.size();
|
||||
qDebug() << "restoreState" << m_chat->id() << "size:" << m_state.size();
|
||||
#endif
|
||||
m_llmodel->restoreState(static_cast<const uint8_t*>(reinterpret_cast<void*>(m_state.data())));
|
||||
m_modelInfo.model->restoreState(static_cast<const uint8_t*>(reinterpret_cast<void*>(m_state.data())));
|
||||
m_state.clear();
|
||||
m_state.resize(0);
|
||||
}
|
||||
|
||||
@ -3,9 +3,23 @@
|
||||
|
||||
#include <QObject>
|
||||
#include <QThread>
|
||||
#include <QFileInfo>
|
||||
|
||||
#include "../gpt4all-backend/llmodel.h"
|
||||
|
||||
enum LLModelType {
|
||||
MPT_,
|
||||
GPTJ_,
|
||||
LLAMA_
|
||||
};
|
||||
|
||||
struct LLModelInfo {
|
||||
LLModel *model = nullptr;
|
||||
QFileInfo fileInfo;
|
||||
// NOTE: This does not store the model type or name on purpose as this is left for ChatLLM which
|
||||
// must be able to serialize the information even if it is in the unloaded state
|
||||
};
|
||||
|
||||
class Chat;
|
||||
class ChatLLM : public QObject
|
||||
{
|
||||
@ -17,12 +31,6 @@ class ChatLLM : public QObject
|
||||
Q_PROPERTY(QString generatedName READ generatedName NOTIFY generatedNameChanged)
|
||||
|
||||
public:
|
||||
enum ModelType {
|
||||
MPT_,
|
||||
GPTJ_,
|
||||
LLAMA_
|
||||
};
|
||||
|
||||
ChatLLM(Chat *parent);
|
||||
virtual ~ChatLLM();
|
||||
|
||||
@ -33,6 +41,9 @@ public:
|
||||
|
||||
void stopGenerating() { m_stopGenerating = true; }
|
||||
|
||||
bool shouldBeLoaded() const { return m_shouldBeLoaded; }
|
||||
void setShouldBeLoaded(bool b);
|
||||
|
||||
QString response() const;
|
||||
QString modelName() const;
|
||||
|
||||
@ -52,10 +63,12 @@ public Q_SLOTS:
|
||||
bool loadDefaultModel();
|
||||
bool loadModel(const QString &modelName);
|
||||
void modelNameChangeRequested(const QString &modelName);
|
||||
void forceUnloadModel();
|
||||
void unloadModel();
|
||||
void reloadModel(const QString &modelName);
|
||||
void reloadModel();
|
||||
void generateName();
|
||||
void handleChatIdChanged();
|
||||
void handleShouldBeLoadedChanged();
|
||||
|
||||
Q_SIGNALS:
|
||||
void isModelLoadedChanged();
|
||||
@ -71,6 +84,7 @@ Q_SIGNALS:
|
||||
void generatedNameChanged();
|
||||
void stateChanged();
|
||||
void threadStarted();
|
||||
void shouldBeLoadedChanged();
|
||||
|
||||
protected:
|
||||
LLModel::PromptContext m_ctx;
|
||||
@ -89,16 +103,17 @@ private:
|
||||
void restoreState();
|
||||
|
||||
private:
|
||||
LLModel *m_llmodel;
|
||||
LLModelInfo m_modelInfo;
|
||||
LLModelType m_modelType;
|
||||
std::string m_response;
|
||||
std::string m_nameResponse;
|
||||
quint32 m_responseLogits;
|
||||
QString m_modelName;
|
||||
ModelType m_modelType;
|
||||
Chat *m_chat;
|
||||
QByteArray m_state;
|
||||
QThread m_llmThread;
|
||||
std::atomic<bool> m_stopGenerating;
|
||||
std::atomic<bool> m_shouldBeLoaded;
|
||||
bool m_isRecalc;
|
||||
};
|
||||
|
||||
|
||||
Loading…
Reference in New Issue
Block a user