#ifndef EMBLLM_H #define EMBLLM_H #include #include #include #include #include #include #include #include #include #include class LLModel; class QNetworkAccessManager; struct EmbeddingChunk { QString model; // TODO(jared): use to select model int folder_id; int chunk_id; QString chunk; }; Q_DECLARE_METATYPE(EmbeddingChunk) struct EmbeddingResult { QString model; int folder_id; int chunk_id; std::vector embedding; }; class EmbeddingLLMWorker : public QObject { Q_OBJECT public: EmbeddingLLMWorker(); ~EmbeddingLLMWorker() override; void wait(); std::vector lastResponse() const { return m_lastResponse; } bool loadModel(); bool isNomic() const { return !m_nomicAPIKey.isEmpty(); } bool hasModel() const { return isNomic() || m_model; } std::vector generateQueryEmbedding(const QString &text); public Q_SLOTS: void atlasQueryEmbeddingRequested(const QString &text); void docEmbeddingsRequested(const QVector &chunks); Q_SIGNALS: void requestAtlasQueryEmbedding(const QString &text); void embeddingsGenerated(const QVector &embeddings); void errorGenerated(const QVector &chunks, const QString &error); void finished(); private Q_SLOTS: void handleFinished(); private: void sendAtlasRequest(const QStringList &texts, const QString &taskType, const QVariant &userData = {}); QString m_nomicAPIKey; QNetworkAccessManager *m_networkManager; std::vector m_lastResponse; LLModel *m_model = nullptr; std::atomic m_stopGenerating; QThread m_workerThread; QMutex m_mutex; // guards m_model and m_nomicAPIKey }; class EmbeddingLLM : public QObject { Q_OBJECT public: EmbeddingLLM(); ~EmbeddingLLM() override; static QString model(); bool loadModel(); bool hasModel() const; public Q_SLOTS: std::vector generateQueryEmbedding(const QString &text); // synchronous void generateDocEmbeddingsAsync(const QVector &chunks); Q_SIGNALS: void requestDocEmbeddings(const QVector &chunks); void embeddingsGenerated(const QVector &embeddings); void errorGenerated(const QVector &chunks, const QString &error); private: EmbeddingLLMWorker *m_embeddingWorker; }; #endif // EMBLLM_H