gpt4all/gpt4all-chat/modellist.h
Jared Van Bortel 406e88b59a
implement local Nomic Embed via llama.cpp (#2086)
Signed-off-by: Jared Van Bortel <jared@nomic.ai>
2024-03-13 18:09:24 -04:00

502 lines
17 KiB
C++

#ifndef MODELLIST_H
#define MODELLIST_H
#include <QAbstractListModel>
#include <QtQml>
struct ModelInfo {
Q_GADGET
Q_PROPERTY(QString id READ id WRITE setId)
Q_PROPERTY(QString name READ name WRITE setName)
Q_PROPERTY(QString filename READ filename WRITE setFilename)
Q_PROPERTY(QString dirpath MEMBER dirpath)
Q_PROPERTY(QString filesize MEMBER filesize)
Q_PROPERTY(QByteArray hash MEMBER hash)
Q_PROPERTY(HashAlgorithm hashAlgorithm MEMBER hashAlgorithm)
Q_PROPERTY(bool calcHash MEMBER calcHash)
Q_PROPERTY(bool installed MEMBER installed)
Q_PROPERTY(bool isDefault MEMBER isDefault)
Q_PROPERTY(bool isOnline MEMBER isOnline)
Q_PROPERTY(QString description READ description WRITE setDescription)
Q_PROPERTY(QString requiresVersion MEMBER requiresVersion)
Q_PROPERTY(QString versionRemoved MEMBER versionRemoved)
Q_PROPERTY(QString url READ url WRITE setUrl)
Q_PROPERTY(qint64 bytesReceived MEMBER bytesReceived)
Q_PROPERTY(qint64 bytesTotal MEMBER bytesTotal)
Q_PROPERTY(qint64 timestamp MEMBER timestamp)
Q_PROPERTY(QString speed MEMBER speed)
Q_PROPERTY(bool isDownloading MEMBER isDownloading)
Q_PROPERTY(bool isIncomplete MEMBER isIncomplete)
Q_PROPERTY(QString downloadError MEMBER downloadError)
Q_PROPERTY(QString order MEMBER order)
Q_PROPERTY(int ramrequired MEMBER ramrequired)
Q_PROPERTY(QString parameters MEMBER parameters)
Q_PROPERTY(QString quant READ quant WRITE setQuant)
Q_PROPERTY(QString type READ type WRITE setType)
Q_PROPERTY(bool isClone READ isClone WRITE setIsClone)
Q_PROPERTY(bool isDiscovered READ isDiscovered WRITE setIsDiscovered)
Q_PROPERTY(bool isEmbeddingModel MEMBER isEmbeddingModel)
Q_PROPERTY(double temperature READ temperature WRITE setTemperature)
Q_PROPERTY(double topP READ topP WRITE setTopP)
Q_PROPERTY(double minP READ minP WRITE setMinP)
Q_PROPERTY(int topK READ topK WRITE setTopK)
Q_PROPERTY(int maxLength READ maxLength WRITE setMaxLength)
Q_PROPERTY(int promptBatchSize READ promptBatchSize WRITE setPromptBatchSize)
Q_PROPERTY(int contextLength READ contextLength WRITE setContextLength)
Q_PROPERTY(int maxContextLength READ maxContextLength)
Q_PROPERTY(int gpuLayers READ gpuLayers WRITE setGpuLayers)
Q_PROPERTY(int maxGpuLayers READ maxGpuLayers)
Q_PROPERTY(double repeatPenalty READ repeatPenalty WRITE setRepeatPenalty)
Q_PROPERTY(int repeatPenaltyTokens READ repeatPenaltyTokens WRITE setRepeatPenaltyTokens)
Q_PROPERTY(QString promptTemplate READ promptTemplate WRITE setPromptTemplate)
Q_PROPERTY(QString systemPrompt READ systemPrompt WRITE setSystemPrompt)
Q_PROPERTY(int likes READ likes WRITE setLikes)
Q_PROPERTY(int downloads READ downloads WRITE setDownloads)
Q_PROPERTY(QDateTime recency READ recency WRITE setRecency)
public:
enum HashAlgorithm {
Md5,
Sha256
};
QString id() const;
void setId(const QString &id);
QString name() const;
void setName(const QString &name);
QString filename() const;
void setFilename(const QString &name);
QString description() const;
void setDescription(const QString &d);
QString url() const;
void setUrl(const QString &u);
QString quant() const;
void setQuant(const QString &q);
QString type() const;
void setType(const QString &t);
bool isClone() const;
void setIsClone(bool b);
bool isDiscovered() const;
void setIsDiscovered(bool b);
int likes() const;
void setLikes(int l);
int downloads() const;
void setDownloads(int d);
QDateTime recency() const;
void setRecency(const QDateTime &r);
QString dirpath;
QString filesize;
QByteArray hash;
HashAlgorithm hashAlgorithm;
bool calcHash = false;
bool installed = false;
bool isDefault = false;
bool isOnline = false;
QString requiresVersion;
QString versionRemoved;
qint64 bytesReceived = 0;
qint64 bytesTotal = 0;
qint64 timestamp = 0;
QString speed;
bool isDownloading = false;
bool isIncomplete = false;
QString downloadError;
QString order;
int ramrequired = -1;
QString parameters;
bool isEmbeddingModel = false;
bool checkedEmbeddingModel = false;
bool operator==(const ModelInfo &other) const {
return m_id == other.m_id;
}
double temperature() const;
void setTemperature(double t);
double topP() const;
void setTopP(double p);
double minP() const;
void setMinP(double p);
int topK() const;
void setTopK(int k);
int maxLength() const;
void setMaxLength(int l);
int promptBatchSize() const;
void setPromptBatchSize(int s);
int contextLength() const;
void setContextLength(int l);
int maxContextLength() const;
int gpuLayers() const;
void setGpuLayers(int l);
int maxGpuLayers() const;
double repeatPenalty() const;
void setRepeatPenalty(double p);
int repeatPenaltyTokens() const;
void setRepeatPenaltyTokens(int t);
QString promptTemplate() const;
void setPromptTemplate(const QString &t);
QString systemPrompt() const;
void setSystemPrompt(const QString &p);
bool shouldSaveMetadata() const;
private:
QString m_id;
QString m_name;
QString m_filename;
QString m_description;
QString m_url;
QString m_quant;
QString m_type;
bool m_isClone = false;
bool m_isDiscovered = false;
int m_likes = -1;
int m_downloads = -1;
QDateTime m_recency;
double m_temperature = 0.7;
double m_topP = 0.4;
double m_minP = 0.0;
int m_topK = 40;
int m_maxLength = 4096;
int m_promptBatchSize = 128;
int m_contextLength = 2048;
mutable int m_maxContextLength = -1;
int m_gpuLayers = 100;
mutable int m_maxGpuLayers = -1;
double m_repeatPenalty = 1.18;
int m_repeatPenaltyTokens = 64;
QString m_promptTemplate = "### Human:\n%1\n\n### Assistant:\n";
QString m_systemPrompt = "### System:\nYou are an AI assistant who gives a quality response to whatever humans ask of you.\n\n";
friend class MySettings;
};
Q_DECLARE_METATYPE(ModelInfo)
class EmbeddingModels : public QSortFilterProxyModel
{
Q_OBJECT
Q_PROPERTY(int count READ count NOTIFY countChanged)
public:
EmbeddingModels(QObject *parent, bool requireInstalled);
int count() const { return rowCount(); }
int defaultModelIndex() const;
ModelInfo defaultModelInfo() const;
Q_SIGNALS:
void countChanged();
void defaultModelIndexChanged();
protected:
bool filterAcceptsRow(int sourceRow, const QModelIndex &sourceParent) const override;
private:
bool m_requireInstalled;
};
class InstalledModels : public QSortFilterProxyModel
{
Q_OBJECT
Q_PROPERTY(int count READ count NOTIFY countChanged)
public:
explicit InstalledModels(QObject *parent);
int count() const { return rowCount(); }
Q_SIGNALS:
void countChanged();
protected:
bool filterAcceptsRow(int sourceRow, const QModelIndex &sourceParent) const override;
};
class DownloadableModels : public QSortFilterProxyModel
{
Q_OBJECT
Q_PROPERTY(int count READ count NOTIFY countChanged)
Q_PROPERTY(bool expanded READ isExpanded WRITE setExpanded NOTIFY expandedChanged)
public:
explicit DownloadableModels(QObject *parent);
int count() const;
bool isExpanded() const;
void setExpanded(bool expanded);
Q_INVOKABLE void discoverAndFilter(const QString &discover);
Q_SIGNALS:
void countChanged();
protected:
bool filterAcceptsRow(int sourceRow, const QModelIndex &sourceParent) const override;
Q_SIGNALS:
void expandedChanged(bool expanded);
private:
bool m_expanded;
int m_limit;
QString m_discoverFilter;
};
class ModelList : public QAbstractListModel
{
Q_OBJECT
Q_PROPERTY(int count READ count NOTIFY countChanged)
Q_PROPERTY(int defaultEmbeddingModelIndex READ defaultEmbeddingModelIndex)
Q_PROPERTY(EmbeddingModels* installedEmbeddingModels READ installedEmbeddingModels NOTIFY installedEmbeddingModelsChanged)
Q_PROPERTY(InstalledModels* installedModels READ installedModels NOTIFY installedModelsChanged)
Q_PROPERTY(DownloadableModels* downloadableModels READ downloadableModels NOTIFY downloadableModelsChanged)
Q_PROPERTY(QList<QString> userDefaultModelList READ userDefaultModelList NOTIFY userDefaultModelListChanged)
Q_PROPERTY(bool asyncModelRequestOngoing READ asyncModelRequestOngoing NOTIFY asyncModelRequestOngoingChanged)
Q_PROPERTY(int discoverLimit READ discoverLimit WRITE setDiscoverLimit NOTIFY discoverLimitChanged)
Q_PROPERTY(int discoverSortDirection READ discoverSortDirection WRITE setDiscoverSortDirection NOTIFY discoverSortDirectionChanged)
Q_PROPERTY(DiscoverSort discoverSort READ discoverSort WRITE setDiscoverSort NOTIFY discoverSortChanged)
Q_PROPERTY(float discoverProgress READ discoverProgress NOTIFY discoverProgressChanged)
Q_PROPERTY(bool discoverInProgress READ discoverInProgress NOTIFY discoverInProgressChanged)
public:
static ModelList *globalInstance();
enum DiscoverSort {
Default,
Likes,
Downloads,
Recent
};
enum Roles {
IdRole = Qt::UserRole + 1,
NameRole,
FilenameRole,
DirpathRole,
FilesizeRole,
HashRole,
HashAlgorithmRole,
CalcHashRole,
InstalledRole,
DefaultRole,
OnlineRole,
DescriptionRole,
RequiresVersionRole,
VersionRemovedRole,
UrlRole,
BytesReceivedRole,
BytesTotalRole,
TimestampRole,
SpeedRole,
DownloadingRole,
IncompleteRole,
DownloadErrorRole,
OrderRole,
RamrequiredRole,
ParametersRole,
QuantRole,
TypeRole,
IsCloneRole,
IsDiscoveredRole,
IsEmbeddingModelRole,
TemperatureRole,
TopPRole,
TopKRole,
MaxLengthRole,
PromptBatchSizeRole,
ContextLengthRole,
GpuLayersRole,
RepeatPenaltyRole,
RepeatPenaltyTokensRole,
PromptTemplateRole,
SystemPromptRole,
MinPRole,
LikesRole,
DownloadsRole,
RecencyRole
};
QHash<int, QByteArray> roleNames() const override
{
QHash<int, QByteArray> roles;
roles[IdRole] = "id";
roles[NameRole] = "name";
roles[FilenameRole] = "filename";
roles[DirpathRole] = "dirpath";
roles[FilesizeRole] = "filesize";
roles[HashRole] = "hash";
roles[HashAlgorithmRole] = "hashAlgorithm";
roles[CalcHashRole] = "calcHash";
roles[InstalledRole] = "installed";
roles[DefaultRole] = "isDefault";
roles[OnlineRole] = "isOnline";
roles[DescriptionRole] = "description";
roles[RequiresVersionRole] = "requiresVersion";
roles[VersionRemovedRole] = "versionRemoved";
roles[UrlRole] = "url";
roles[BytesReceivedRole] = "bytesReceived";
roles[BytesTotalRole] = "bytesTotal";
roles[TimestampRole] = "timestamp";
roles[SpeedRole] = "speed";
roles[DownloadingRole] = "isDownloading";
roles[IncompleteRole] = "isIncomplete";
roles[DownloadErrorRole] = "downloadError";
roles[OrderRole] = "order";
roles[RamrequiredRole] = "ramrequired";
roles[ParametersRole] = "parameters";
roles[QuantRole] = "quant";
roles[TypeRole] = "type";
roles[IsCloneRole] = "isClone";
roles[IsDiscoveredRole] = "isDiscovered";
roles[IsEmbeddingModelRole] = "isEmbeddingModel";
roles[TemperatureRole] = "temperature";
roles[TopPRole] = "topP";
roles[MinPRole] = "minP";
roles[TopKRole] = "topK";
roles[MaxLengthRole] = "maxLength";
roles[PromptBatchSizeRole] = "promptBatchSize";
roles[ContextLengthRole] = "contextLength";
roles[GpuLayersRole] = "gpuLayers";
roles[RepeatPenaltyRole] = "repeatPenalty";
roles[RepeatPenaltyTokensRole] = "repeatPenaltyTokens";
roles[PromptTemplateRole] = "promptTemplate";
roles[SystemPromptRole] = "systemPrompt";
roles[LikesRole] = "likes";
roles[DownloadsRole] = "downloads";
roles[RecencyRole] = "recency";
return roles;
}
int rowCount(const QModelIndex &parent = QModelIndex()) const override;
QVariant data(const QModelIndex &index, int role = Qt::DisplayRole) const override;
QVariant data(const QString &id, int role) const;
QVariant dataByFilename(const QString &filename, int role) const;
void updateDataByFilename(const QString &filename, QVector<QPair<int, QVariant>> data);
void updateData(const QString &id, const QVector<QPair<int, QVariant>> &data);
int count() const { return m_models.size(); }
bool contains(const QString &id) const;
bool containsByFilename(const QString &filename) const;
Q_INVOKABLE ModelInfo modelInfo(const QString &id) const;
Q_INVOKABLE ModelInfo modelInfoByFilename(const QString &filename) const;
Q_INVOKABLE bool isUniqueName(const QString &name) const;
Q_INVOKABLE QString clone(const ModelInfo &model);
Q_INVOKABLE void removeClone(const ModelInfo &model);
Q_INVOKABLE void removeInstalled(const ModelInfo &model);
ModelInfo defaultModelInfo() const;
int defaultEmbeddingModelIndex() const;
void addModel(const QString &id);
void changeId(const QString &oldId, const QString &newId);
const QList<ModelInfo> exportModelList() const;
const QList<QString> userDefaultModelList() const;
EmbeddingModels *embeddingModels() const { return m_embeddingModels; }
EmbeddingModels *installedEmbeddingModels() const { return m_installedEmbeddingModels; }
InstalledModels *installedModels() const { return m_installedModels; }
DownloadableModels *downloadableModels() const { return m_downloadableModels; }
static inline QString toFileSize(quint64 sz) {
if (sz < 1024) {
return QString("%1 bytes").arg(sz);
} else if (sz < 1024 * 1024) {
return QString("%1 KB").arg(qreal(sz) / 1024, 0, 'g', 3);
} else if (sz < 1024 * 1024 * 1024) {
return QString("%1 MB").arg(qreal(sz) / (1024 * 1024), 0, 'g', 3);
} else {
return QString("%1 GB").arg(qreal(sz) / (1024 * 1024 * 1024), 0, 'g', 3);
}
}
QString incompleteDownloadPath(const QString &modelFile);
bool asyncModelRequestOngoing() const { return m_asyncModelRequestOngoing; }
void updateModelsFromDirectory();
void updateDiscoveredInstalled(const ModelInfo &info);
int discoverLimit() const;
void setDiscoverLimit(int limit);
int discoverSortDirection() const;
void setDiscoverSortDirection(int direction); // -1 or 1
DiscoverSort discoverSort() const;
void setDiscoverSort(DiscoverSort sort);
float discoverProgress() const;
bool discoverInProgress() const;
Q_INVOKABLE void discoverSearch(const QString &discover);
Q_SIGNALS:
void countChanged();
void installedEmbeddingModelsChanged();
void installedModelsChanged();
void downloadableModelsChanged();
void userDefaultModelListChanged();
void asyncModelRequestOngoingChanged();
void discoverLimitChanged();
void discoverSortDirectionChanged();
void discoverSortChanged();
void discoverProgressChanged();
void discoverInProgressChanged();
private Q_SLOTS:
void resortModel();
void updateModelsFromJson();
void updateModelsFromJsonAsync();
void updateModelsFromSettings();
void updateDataForSettings();
void handleModelsJsonDownloadFinished();
void handleModelsJsonDownloadErrorOccurred(QNetworkReply::NetworkError code);
void handleDiscoveryFinished();
void handleDiscoveryErrorOccurred(QNetworkReply::NetworkError code);
void handleDiscoveryItemFinished();
void handleDiscoveryItemErrorOccurred(QNetworkReply::NetworkError code);
void handleSslErrors(QNetworkReply *reply, const QList<QSslError> &errors);
private:
void removeInternal(const ModelInfo &model);
void clearDiscoveredModels();
bool modelExists(const QString &fileName) const;
int indexForModel(ModelInfo *model);
QVariant dataInternal(const ModelInfo *info, int role) const;
static bool lessThan(const ModelInfo* a, const ModelInfo* b, DiscoverSort s, int d);
void parseModelsJsonFile(const QByteArray &jsonData, bool save);
void parseDiscoveryJsonFile(const QByteArray &jsonData);
QString uniqueModelName(const ModelInfo &model) const;
private:
mutable QMutex m_mutex;
QNetworkAccessManager m_networkManager;
EmbeddingModels *m_embeddingModels;
EmbeddingModels *m_installedEmbeddingModels;
InstalledModels *m_installedModels;
DownloadableModels *m_downloadableModels;
QList<ModelInfo*> m_models;
QHash<QString, ModelInfo*> m_modelMap;
bool m_asyncModelRequestOngoing;
int m_discoverLimit;
int m_discoverSortDirection;
DiscoverSort m_discoverSort;
int m_discoverNumberOfResults;
int m_discoverResultsCompleted;
bool m_discoverInProgress;
protected:
explicit ModelList();
~ModelList() { for (auto *model: m_models) { delete model; } }
friend class MyModelList;
};
#endif // MODELLIST_H