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# include "modellist.h"
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# include "mysettings.h"
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# include "network.h"
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# include "../gpt4all-backend/llmodel.h"
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# include <QChar>
# include <QCoreApplication>
# include <QDebug>
# include <QDir>
# include <QDirIterator>
# include <QEventLoop>
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# include <QFile>
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# include <QFileInfo>
# include <QGlobalStatic>
# include <QGuiApplication>
# include <QIODevice>
# include <QJsonArray>
# include <QJsonDocument>
# include <QJsonObject>
# include <QJsonValue>
# include <QNetworkRequest>
# include <QObject>
# include <QRegularExpression>
# include <QSettings>
# include <QSslConfiguration>
# include <QSslSocket>
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# include <QStringList>
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# include <QTextStream>
# include <QTimer>
# include <QUrl>
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# include <QtLogging>
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# include <algorithm>
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# include <compare>
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# include <cstddef>
# include <iterator>
# include <string>
# include <utility>
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using namespace Qt : : Literals : : StringLiterals ;
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//#define USE_LOCAL_MODELSJSON
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static const QStringList FILENAME_BLACKLIST { u " gpt4all-nomic-embed-text-v1.rmodel " _s } ;
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QString ModelInfo : : id ( ) const
{
return m_id ;
}
void ModelInfo : : setId ( const QString & id )
{
m_id = id ;
}
QString ModelInfo : : name ( ) const
{
return MySettings : : globalInstance ( ) - > modelName ( * this ) ;
}
void ModelInfo : : setName ( const QString & name )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelName ( * this , name , true /*force*/ ) ;
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m_name = name ;
}
QString ModelInfo : : filename ( ) const
{
return MySettings : : globalInstance ( ) - > modelFilename ( * this ) ;
}
void ModelInfo : : setFilename ( const QString & filename )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelFilename ( * this , filename , true /*force*/ ) ;
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m_filename = filename ;
}
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QString ModelInfo : : description ( ) const
{
return MySettings : : globalInstance ( ) - > modelDescription ( * this ) ;
}
void ModelInfo : : setDescription ( const QString & d )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelDescription ( * this , d , true /*force*/ ) ;
m_description = d ;
}
QString ModelInfo : : url ( ) const
{
return MySettings : : globalInstance ( ) - > modelUrl ( * this ) ;
}
void ModelInfo : : setUrl ( const QString & u )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelUrl ( * this , u , true /*force*/ ) ;
m_url = u ;
}
QString ModelInfo : : quant ( ) const
{
return MySettings : : globalInstance ( ) - > modelQuant ( * this ) ;
}
void ModelInfo : : setQuant ( const QString & q )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelQuant ( * this , q , true /*force*/ ) ;
m_quant = q ;
}
QString ModelInfo : : type ( ) const
{
return MySettings : : globalInstance ( ) - > modelType ( * this ) ;
}
void ModelInfo : : setType ( const QString & t )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelType ( * this , t , true /*force*/ ) ;
m_type = t ;
}
bool ModelInfo : : isClone ( ) const
{
return MySettings : : globalInstance ( ) - > modelIsClone ( * this ) ;
}
void ModelInfo : : setIsClone ( bool b )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelIsClone ( * this , b , true /*force*/ ) ;
m_isClone = b ;
}
bool ModelInfo : : isDiscovered ( ) const
{
return MySettings : : globalInstance ( ) - > modelIsDiscovered ( * this ) ;
}
void ModelInfo : : setIsDiscovered ( bool b )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelIsDiscovered ( * this , b , true /*force*/ ) ;
m_isDiscovered = b ;
}
int ModelInfo : : likes ( ) const
{
return MySettings : : globalInstance ( ) - > modelLikes ( * this ) ;
}
void ModelInfo : : setLikes ( int l )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelLikes ( * this , l , true /*force*/ ) ;
m_likes = l ;
}
int ModelInfo : : downloads ( ) const
{
return MySettings : : globalInstance ( ) - > modelDownloads ( * this ) ;
}
void ModelInfo : : setDownloads ( int d )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelDownloads ( * this , d , true /*force*/ ) ;
m_downloads = d ;
}
QDateTime ModelInfo : : recency ( ) const
{
return MySettings : : globalInstance ( ) - > modelRecency ( * this ) ;
}
void ModelInfo : : setRecency ( const QDateTime & r )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelRecency ( * this , r , true /*force*/ ) ;
m_recency = r ;
}
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double ModelInfo : : temperature ( ) const
{
return MySettings : : globalInstance ( ) - > modelTemperature ( * this ) ;
}
void ModelInfo : : setTemperature ( double t )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelTemperature ( * this , t , true /*force*/ ) ;
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m_temperature = t ;
}
double ModelInfo : : topP ( ) const
{
return MySettings : : globalInstance ( ) - > modelTopP ( * this ) ;
}
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double ModelInfo : : minP ( ) const
{
return MySettings : : globalInstance ( ) - > modelMinP ( * this ) ;
}
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void ModelInfo : : setTopP ( double p )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelTopP ( * this , p , true /*force*/ ) ;
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m_topP = p ;
}
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void ModelInfo : : setMinP ( double p )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelMinP ( * this , p , true /*force*/ ) ;
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m_minP = p ;
}
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int ModelInfo : : topK ( ) const
{
return MySettings : : globalInstance ( ) - > modelTopK ( * this ) ;
}
void ModelInfo : : setTopK ( int k )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelTopK ( * this , k , true /*force*/ ) ;
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m_topK = k ;
}
int ModelInfo : : maxLength ( ) const
{
return MySettings : : globalInstance ( ) - > modelMaxLength ( * this ) ;
}
void ModelInfo : : setMaxLength ( int l )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelMaxLength ( * this , l , true /*force*/ ) ;
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m_maxLength = l ;
}
int ModelInfo : : promptBatchSize ( ) const
{
return MySettings : : globalInstance ( ) - > modelPromptBatchSize ( * this ) ;
}
void ModelInfo : : setPromptBatchSize ( int s )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelPromptBatchSize ( * this , s , true /*force*/ ) ;
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m_promptBatchSize = s ;
}
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int ModelInfo : : contextLength ( ) const
{
return MySettings : : globalInstance ( ) - > modelContextLength ( * this ) ;
}
void ModelInfo : : setContextLength ( int l )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelContextLength ( * this , l , true /*force*/ ) ;
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m_contextLength = l ;
}
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int ModelInfo : : maxContextLength ( ) const
{
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if ( ! installed | | isOnline ) return - 1 ;
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if ( m_maxContextLength ! = - 1 ) return m_maxContextLength ;
auto path = ( dirpath + filename ( ) ) . toStdString ( ) ;
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int n_ctx = LLModel : : Implementation : : maxContextLength ( path ) ;
if ( n_ctx < 0 ) {
n_ctx = 4096 ; // fallback value
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}
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m_maxContextLength = n_ctx ;
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return m_maxContextLength ;
}
int ModelInfo : : gpuLayers ( ) const
{
return MySettings : : globalInstance ( ) - > modelGpuLayers ( * this ) ;
}
void ModelInfo : : setGpuLayers ( int l )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelGpuLayers ( * this , l , true /*force*/ ) ;
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m_gpuLayers = l ;
}
int ModelInfo : : maxGpuLayers ( ) const
{
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if ( ! installed | | isOnline ) return - 1 ;
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if ( m_maxGpuLayers ! = - 1 ) return m_maxGpuLayers ;
auto path = ( dirpath + filename ( ) ) . toStdString ( ) ;
int layers = LLModel : : Implementation : : layerCount ( path ) ;
if ( layers < 0 ) {
layers = 100 ; // fallback value
}
m_maxGpuLayers = layers ;
return m_maxGpuLayers ;
}
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double ModelInfo : : repeatPenalty ( ) const
{
return MySettings : : globalInstance ( ) - > modelRepeatPenalty ( * this ) ;
}
void ModelInfo : : setRepeatPenalty ( double p )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelRepeatPenalty ( * this , p , true /*force*/ ) ;
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m_repeatPenalty = p ;
}
int ModelInfo : : repeatPenaltyTokens ( ) const
{
return MySettings : : globalInstance ( ) - > modelRepeatPenaltyTokens ( * this ) ;
}
void ModelInfo : : setRepeatPenaltyTokens ( int t )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelRepeatPenaltyTokens ( * this , t , true /*force*/ ) ;
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m_repeatPenaltyTokens = t ;
}
QString ModelInfo : : promptTemplate ( ) const
{
return MySettings : : globalInstance ( ) - > modelPromptTemplate ( * this ) ;
}
void ModelInfo : : setPromptTemplate ( const QString & t )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelPromptTemplate ( * this , t , true /*force*/ ) ;
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m_promptTemplate = t ;
}
QString ModelInfo : : systemPrompt ( ) const
{
return MySettings : : globalInstance ( ) - > modelSystemPrompt ( * this ) ;
}
void ModelInfo : : setSystemPrompt ( const QString & p )
{
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if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelSystemPrompt ( * this , p , true /*force*/ ) ;
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m_systemPrompt = p ;
}
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QString ModelInfo : : chatNamePrompt ( ) const
{
return MySettings : : globalInstance ( ) - > modelChatNamePrompt ( * this ) ;
}
void ModelInfo : : setChatNamePrompt ( const QString & p )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelChatNamePrompt ( * this , p , true /*force*/ ) ;
m_chatNamePrompt = p ;
}
QString ModelInfo : : suggestedFollowUpPrompt ( ) const
{
return MySettings : : globalInstance ( ) - > modelSuggestedFollowUpPrompt ( * this ) ;
}
void ModelInfo : : setSuggestedFollowUpPrompt ( const QString & p )
{
if ( shouldSaveMetadata ( ) ) MySettings : : globalInstance ( ) - > setModelSuggestedFollowUpPrompt ( * this , p , true /*force*/ ) ;
m_suggestedFollowUpPrompt = p ;
}
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bool ModelInfo : : shouldSaveMetadata ( ) const
{
return installed & & ( isClone ( ) | | isDiscovered ( ) | | description ( ) = = " " /*indicates sideloaded*/ ) ;
}
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QVariantMap ModelInfo : : getFields ( ) const
{
return {
{ " filename " , m_filename } ,
{ " description " , m_description } ,
{ " url " , m_url } ,
{ " quant " , m_quant } ,
{ " type " , m_type } ,
{ " isClone " , m_isClone } ,
{ " isDiscovered " , m_isDiscovered } ,
{ " likes " , m_likes } ,
{ " downloads " , m_downloads } ,
{ " recency " , m_recency } ,
{ " temperature " , m_temperature } ,
{ " topP " , m_topP } ,
{ " minP " , m_minP } ,
{ " topK " , m_topK } ,
{ " maxLength " , m_maxLength } ,
{ " promptBatchSize " , m_promptBatchSize } ,
{ " contextLength " , m_contextLength } ,
{ " gpuLayers " , m_gpuLayers } ,
{ " repeatPenalty " , m_repeatPenalty } ,
{ " repeatPenaltyTokens " , m_repeatPenaltyTokens } ,
{ " promptTemplate " , m_promptTemplate } ,
{ " systemPrompt " , m_systemPrompt } ,
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{ " chatNamePrompt " , m_chatNamePrompt } ,
{ " suggestedFollowUpPrompt " , m_suggestedFollowUpPrompt } ,
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} ;
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}
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InstalledModels : : InstalledModels ( QObject * parent , bool selectable )
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: QSortFilterProxyModel ( parent )
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, m_selectable ( selectable )
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{
connect ( this , & InstalledModels : : rowsInserted , this , & InstalledModels : : countChanged ) ;
connect ( this , & InstalledModels : : rowsRemoved , this , & InstalledModels : : countChanged ) ;
connect ( this , & InstalledModels : : modelReset , this , & InstalledModels : : countChanged ) ;
connect ( this , & InstalledModels : : layoutChanged , this , & InstalledModels : : countChanged ) ;
}
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bool InstalledModels : : filterAcceptsRow ( int sourceRow ,
const QModelIndex & sourceParent ) const
{
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/* TODO(jared): We should list incomplete models alongside installed models on the
* Models page . Simply replacing isDownloading with isIncomplete here doesn ' t work for
* some reason - the models show up as something else . */
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QModelIndex index = sourceModel ( ) - > index ( sourceRow , 0 , sourceParent ) ;
bool isInstalled = sourceModel ( ) - > data ( index , ModelList : : InstalledRole ) . toBool ( ) ;
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bool isDownloading = sourceModel ( ) - > data ( index , ModelList : : DownloadingRole ) . toBool ( ) ;
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bool isEmbeddingModel = sourceModel ( ) - > data ( index , ModelList : : IsEmbeddingModelRole ) . toBool ( ) ;
// list installed chat models
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return ( isInstalled | | ( ! m_selectable & & isDownloading ) ) & & ! isEmbeddingModel ;
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}
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DownloadableModels : : DownloadableModels ( QObject * parent )
: QSortFilterProxyModel ( parent )
, m_expanded ( false )
, m_limit ( 5 )
{
connect ( this , & DownloadableModels : : rowsInserted , this , & DownloadableModels : : countChanged ) ;
connect ( this , & DownloadableModels : : rowsRemoved , this , & DownloadableModels : : countChanged ) ;
connect ( this , & DownloadableModels : : modelReset , this , & DownloadableModels : : countChanged ) ;
connect ( this , & DownloadableModels : : layoutChanged , this , & DownloadableModels : : countChanged ) ;
}
bool DownloadableModels : : filterAcceptsRow ( int sourceRow ,
const QModelIndex & sourceParent ) const
{
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// FIXME We can eliminate the 'expanded' code as the UI no longer uses this
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bool withinLimit = sourceRow < ( m_expanded ? sourceModel ( ) - > rowCount ( ) : m_limit ) ;
QModelIndex index = sourceModel ( ) - > index ( sourceRow , 0 , sourceParent ) ;
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bool hasDescription = ! sourceModel ( ) - > data ( index , ModelList : : DescriptionRole ) . toString ( ) . isEmpty ( ) ;
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bool isClone = sourceModel ( ) - > data ( index , ModelList : : IsCloneRole ) . toBool ( ) ;
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return withinLimit & & hasDescription & & ! isClone ;
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}
int DownloadableModels : : count ( ) const
{
return rowCount ( ) ;
}
bool DownloadableModels : : isExpanded ( ) const
{
return m_expanded ;
}
void DownloadableModels : : setExpanded ( bool expanded )
{
if ( m_expanded ! = expanded ) {
m_expanded = expanded ;
invalidateFilter ( ) ;
emit expandedChanged ( m_expanded ) ;
}
}
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void DownloadableModels : : discoverAndFilter ( const QString & discover )
{
m_discoverFilter = discover ;
ModelList * ml = qobject_cast < ModelList * > ( parent ( ) ) ;
ml - > discoverSearch ( discover ) ;
}
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class MyModelList : public ModelList { } ;
Q_GLOBAL_STATIC ( MyModelList , modelListInstance )
ModelList * ModelList : : globalInstance ( )
{
return modelListInstance ( ) ;
}
ModelList : : ModelList ( )
: QAbstractListModel ( nullptr )
, m_installedModels ( new InstalledModels ( this ) )
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, m_selectableModels ( new InstalledModels ( this , /*selectable*/ true ) )
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, m_downloadableModels ( new DownloadableModels ( this ) )
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, m_asyncModelRequestOngoing ( false )
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, m_discoverLimit ( 20 )
, m_discoverSortDirection ( - 1 )
, m_discoverSort ( Likes )
, m_discoverNumberOfResults ( 0 )
, m_discoverResultsCompleted ( 0 )
, m_discoverInProgress ( false )
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{
m_installedModels - > setSourceModel ( this ) ;
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m_selectableModels - > setSourceModel ( this ) ;
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m_downloadableModels - > setSourceModel ( this ) ;
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connect ( MySettings : : globalInstance ( ) , & MySettings : : modelPathChanged , this , & ModelList : : updateModelsFromDirectory ) ;
connect ( MySettings : : globalInstance ( ) , & MySettings : : modelPathChanged , this , & ModelList : : updateModelsFromJson ) ;
connect ( MySettings : : globalInstance ( ) , & MySettings : : modelPathChanged , this , & ModelList : : updateModelsFromSettings ) ;
connect ( MySettings : : globalInstance ( ) , & MySettings : : nameChanged , this , & ModelList : : updateDataForSettings ) ;
connect ( MySettings : : globalInstance ( ) , & MySettings : : temperatureChanged , this , & ModelList : : updateDataForSettings ) ;
connect ( MySettings : : globalInstance ( ) , & MySettings : : topPChanged , this , & ModelList : : updateDataForSettings ) ;
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connect ( MySettings : : globalInstance ( ) , & MySettings : : minPChanged , this , & ModelList : : updateDataForSettings ) ;
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connect ( MySettings : : globalInstance ( ) , & MySettings : : topKChanged , this , & ModelList : : updateDataForSettings ) ;
connect ( MySettings : : globalInstance ( ) , & MySettings : : maxLengthChanged , this , & ModelList : : updateDataForSettings ) ;
connect ( MySettings : : globalInstance ( ) , & MySettings : : promptBatchSizeChanged , this , & ModelList : : updateDataForSettings ) ;
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connect ( MySettings : : globalInstance ( ) , & MySettings : : contextLengthChanged , this , & ModelList : : updateDataForSettings ) ;
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connect ( MySettings : : globalInstance ( ) , & MySettings : : gpuLayersChanged , this , & ModelList : : updateDataForSettings ) ;
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connect ( MySettings : : globalInstance ( ) , & MySettings : : repeatPenaltyChanged , this , & ModelList : : updateDataForSettings ) ;
connect ( MySettings : : globalInstance ( ) , & MySettings : : repeatPenaltyTokensChanged , this , & ModelList : : updateDataForSettings ) ; ;
connect ( MySettings : : globalInstance ( ) , & MySettings : : promptTemplateChanged , this , & ModelList : : updateDataForSettings ) ;
connect ( MySettings : : globalInstance ( ) , & MySettings : : systemPromptChanged , this , & ModelList : : updateDataForSettings ) ;
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connect ( & m_networkManager , & QNetworkAccessManager : : sslErrors , this , & ModelList : : handleSslErrors ) ;
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updateModelsFromJson ( ) ;
updateModelsFromSettings ( ) ;
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updateModelsFromDirectory ( ) ;
}
QString ModelList : : incompleteDownloadPath ( const QString & modelFile )
{
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return MySettings : : globalInstance ( ) - > modelPath ( ) + " incomplete- " + modelFile ;
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}
const QList < ModelInfo > ModelList : : exportModelList ( ) const
{
QMutexLocker locker ( & m_mutex ) ;
QList < ModelInfo > infos ;
for ( ModelInfo * info : m_models )
if ( info - > installed )
infos . append ( * info ) ;
return infos ;
}
const QList < QString > ModelList : : userDefaultModelList ( ) const
{
QMutexLocker locker ( & m_mutex ) ;
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const QString userDefaultModelName = MySettings : : globalInstance ( ) - > userDefaultModel ( ) ;
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QList < QString > models ;
bool foundUserDefault = false ;
for ( ModelInfo * info : m_models ) {
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// Only installed chat models are suitable as a default
if ( ! info - > installed | | info - > isEmbeddingModel )
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continue ;
if ( info - > id ( ) = = userDefaultModelName ) {
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foundUserDefault = true ;
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models . prepend ( info - > name ( ) ) ;
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} else {
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models . append ( info - > name ( ) ) ;
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}
}
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const QString defaultId = " Application default " ;
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if ( foundUserDefault )
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models . append ( defaultId ) ;
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else
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models . prepend ( defaultId ) ;
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return models ;
}
ModelInfo ModelList : : defaultModelInfo ( ) const
{
QMutexLocker locker ( & m_mutex ) ;
QSettings settings ;
// The user default model can be set by the user in the settings dialog. The "default" user
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// default model is "Application default" which signals we should use the logic here.
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const QString userDefaultModelName = MySettings : : globalInstance ( ) - > userDefaultModel ( ) ;
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const bool hasUserDefaultName = ! userDefaultModelName . isEmpty ( ) & & userDefaultModelName ! = " Application default " ;
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ModelInfo * defaultModel = nullptr ;
for ( ModelInfo * info : m_models ) {
if ( ! info - > installed )
continue ;
defaultModel = info ;
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const size_t ramrequired = defaultModel - > ramrequired ;
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// If we don't have either setting, then just use the first model that requires less than 16GB that is installed
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if ( ! hasUserDefaultName & & ! info - > isOnline & & ramrequired > 0 & & ramrequired < 16 )
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break ;
// If we have a user specified default and match, then use it
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if ( hasUserDefaultName & & ( defaultModel - > id ( ) = = userDefaultModelName ) )
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break ;
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}
if ( defaultModel )
return * defaultModel ;
return ModelInfo ( ) ;
}
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bool ModelList : : contains ( const QString & id ) const
{
QMutexLocker locker ( & m_mutex ) ;
return m_modelMap . contains ( id ) ;
}
bool ModelList : : containsByFilename ( const QString & filename ) const
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{
QMutexLocker locker ( & m_mutex ) ;
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for ( ModelInfo * info : m_models )
if ( info - > filename ( ) = = filename )
return true ;
return false ;
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}
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bool ModelList : : lessThan ( const ModelInfo * a , const ModelInfo * b , DiscoverSort s , int d )
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{
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// Rule -1a: Discover sort
if ( a - > isDiscovered ( ) & & b - > isDiscovered ( ) ) {
switch ( s ) {
case Default : break ;
case Likes : return ( d > 0 ? a - > likes ( ) < b - > likes ( ) : a - > likes ( ) > b - > likes ( ) ) ;
case Downloads : return ( d > 0 ? a - > downloads ( ) < b - > downloads ( ) : a - > downloads ( ) > b - > downloads ( ) ) ;
case Recent : return ( d > 0 ? a - > recency ( ) < b - > recency ( ) : a - > recency ( ) > b - > recency ( ) ) ;
}
}
// Rule -1: Discovered before non-discovered
if ( a - > isDiscovered ( ) ! = b - > isDiscovered ( ) ) {
return a - > isDiscovered ( ) ;
}
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// Rule 0: Non-clone before clone
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if ( a - > isClone ( ) ! = b - > isClone ( ) ) {
return ! a - > isClone ( ) ;
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}
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// Rule 1: Non-empty 'order' before empty
if ( a - > order . isEmpty ( ) ! = b - > order . isEmpty ( ) ) {
return ! a - > order . isEmpty ( ) ;
}
// Rule 2: Both 'order' are non-empty, sort alphanumerically
if ( ! a - > order . isEmpty ( ) & & ! b - > order . isEmpty ( ) ) {
return a - > order < b - > order ;
}
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// Rule 3: Both 'order' are empty, sort by id
return a - > id ( ) < b - > id ( ) ;
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}
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void ModelList : : addModel ( const QString & id )
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{
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const bool hasModel = contains ( id ) ;
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Q_ASSERT ( ! hasModel ) ;
if ( hasModel ) {
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qWarning ( ) < < " ERROR: model list already contains " < < id ;
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return ;
}
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ModelInfo * info = new ModelInfo ;
info - > setId ( id ) ;
m_mutex . lock ( ) ;
auto s = m_discoverSort ;
auto d = m_discoverSortDirection ;
const auto insertPosition = std : : lower_bound ( m_models . begin ( ) , m_models . end ( ) , info ,
[ s , d ] ( const ModelInfo * lhs , const ModelInfo * rhs ) {
return ModelList : : lessThan ( lhs , rhs , s , d ) ;
} ) ;
const int index = std : : distance ( m_models . begin ( ) , insertPosition ) ;
m_mutex . unlock ( ) ;
// NOTE: The begin/end rows cannot have a lock placed around them. We calculate the index ahead
// of time and this works because this class is designed carefully so that only one thread is
// responsible for insertion, deletion, and update
beginInsertRows ( QModelIndex ( ) , index , index ) ;
m_mutex . lock ( ) ;
m_models . insert ( insertPosition , info ) ;
m_modelMap . insert ( id , info ) ;
m_mutex . unlock ( ) ;
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endInsertRows ( ) ;
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emit userDefaultModelListChanged ( ) ;
}
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void ModelList : : changeId ( const QString & oldId , const QString & newId )
{
const bool hasModel = contains ( oldId ) ;
Q_ASSERT ( hasModel ) ;
if ( ! hasModel ) {
qWarning ( ) < < " ERROR: model list does not contain " < < oldId ;
return ;
}
QMutexLocker locker ( & m_mutex ) ;
ModelInfo * info = m_modelMap . take ( oldId ) ;
info - > setId ( newId ) ;
m_modelMap . insert ( newId , info ) ;
}
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int ModelList : : rowCount ( const QModelIndex & parent ) const
{
Q_UNUSED ( parent )
QMutexLocker locker ( & m_mutex ) ;
return m_models . size ( ) ;
}
QVariant ModelList : : dataInternal ( const ModelInfo * info , int role ) const
{
switch ( role ) {
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case IdRole :
return info - > id ( ) ;
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case NameRole :
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return info - > name ( ) ;
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case FilenameRole :
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return info - > filename ( ) ;
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case DirpathRole :
return info - > dirpath ;
case FilesizeRole :
return info - > filesize ;
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case HashRole :
return info - > hash ;
case HashAlgorithmRole :
return info - > hashAlgorithm ;
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case CalcHashRole :
return info - > calcHash ;
case InstalledRole :
return info - > installed ;
case DefaultRole :
return info - > isDefault ;
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case OnlineRole :
return info - > isOnline ;
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case DescriptionRole :
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return info - > description ( ) ;
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case RequiresVersionRole :
return info - > requiresVersion ;
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case VersionRemovedRole :
return info - > versionRemoved ;
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case UrlRole :
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return info - > url ( ) ;
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case BytesReceivedRole :
return info - > bytesReceived ;
case BytesTotalRole :
return info - > bytesTotal ;
case TimestampRole :
return info - > timestamp ;
case SpeedRole :
return info - > speed ;
case DownloadingRole :
return info - > isDownloading ;
case IncompleteRole :
return info - > isIncomplete ;
case DownloadErrorRole :
return info - > downloadError ;
case OrderRole :
return info - > order ;
case RamrequiredRole :
return info - > ramrequired ;
case ParametersRole :
return info - > parameters ;
case QuantRole :
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return info - > quant ( ) ;
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case TypeRole :
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return info - > type ( ) ;
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case IsCloneRole :
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return info - > isClone ( ) ;
case IsDiscoveredRole :
return info - > isDiscovered ( ) ;
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case IsEmbeddingModelRole :
return info - > isEmbeddingModel ;
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case TemperatureRole :
return info - > temperature ( ) ;
case TopPRole :
return info - > topP ( ) ;
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case MinPRole :
return info - > minP ( ) ;
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case TopKRole :
return info - > topK ( ) ;
case MaxLengthRole :
return info - > maxLength ( ) ;
case PromptBatchSizeRole :
return info - > promptBatchSize ( ) ;
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case ContextLengthRole :
return info - > contextLength ( ) ;
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case GpuLayersRole :
return info - > gpuLayers ( ) ;
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case RepeatPenaltyRole :
return info - > repeatPenalty ( ) ;
case RepeatPenaltyTokensRole :
return info - > repeatPenaltyTokens ( ) ;
case PromptTemplateRole :
return info - > promptTemplate ( ) ;
case SystemPromptRole :
return info - > systemPrompt ( ) ;
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case ChatNamePromptRole :
return info - > chatNamePrompt ( ) ;
case SuggestedFollowUpPromptRole :
return info - > suggestedFollowUpPrompt ( ) ;
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case LikesRole :
return info - > likes ( ) ;
case DownloadsRole :
return info - > downloads ( ) ;
case RecencyRole :
return info - > recency ( ) ;
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}
return QVariant ( ) ;
}
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QVariant ModelList : : data ( const QString & id , int role ) const
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{
QMutexLocker locker ( & m_mutex ) ;
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ModelInfo * info = m_modelMap . value ( id ) ;
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return dataInternal ( info , role ) ;
}
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QVariant ModelList : : dataByFilename ( const QString & filename , int role ) const
{
QMutexLocker locker ( & m_mutex ) ;
for ( ModelInfo * info : m_models )
if ( info - > filename ( ) = = filename )
return dataInternal ( info , role ) ;
return QVariant ( ) ;
}
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QVariant ModelList : : data ( const QModelIndex & index , int role ) const
{
QMutexLocker locker ( & m_mutex ) ;
if ( ! index . isValid ( ) | | index . row ( ) < 0 | | index . row ( ) > = m_models . size ( ) )
return QVariant ( ) ;
const ModelInfo * info = m_models . at ( index . row ( ) ) ;
return dataInternal ( info , role ) ;
}
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void ModelList : : updateData ( const QString & id , const QVector < QPair < int , QVariant > > & data )
{
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int index ;
{
QMutexLocker locker ( & m_mutex ) ;
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if ( ! m_modelMap . contains ( id ) ) {
qWarning ( ) < < " ERROR: cannot update as model map does not contain " < < id ;
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return ;
}
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ModelInfo * info = m_modelMap . value ( id ) ;
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index = m_models . indexOf ( info ) ;
if ( index = = - 1 ) {
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qWarning ( ) < < " ERROR: cannot update as model list does not contain " < < id ;
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return ;
}
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// We only sort when one of the fields used by the sorting algorithm actually changes that
// is implicated or used by the sorting algorithm
bool shouldSort = false ;
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for ( const auto & d : data ) {
const int role = d . first ;
const QVariant value = d . second ;
switch ( role ) {
case IdRole :
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{
if ( info - > id ( ) ! = value . toString ( ) ) {
info - > setId ( value . toString ( ) ) ;
shouldSort = true ;
}
break ;
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}
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case NameRole :
info - > setName ( value . toString ( ) ) ; break ;
case FilenameRole :
info - > setFilename ( value . toString ( ) ) ; break ;
case DirpathRole :
info - > dirpath = value . toString ( ) ; break ;
case FilesizeRole :
info - > filesize = value . toString ( ) ; break ;
case HashRole :
info - > hash = value . toByteArray ( ) ; break ;
case HashAlgorithmRole :
info - > hashAlgorithm = static_cast < ModelInfo : : HashAlgorithm > ( value . toInt ( ) ) ; break ;
case CalcHashRole :
info - > calcHash = value . toBool ( ) ; break ;
case InstalledRole :
info - > installed = value . toBool ( ) ; break ;
case DefaultRole :
info - > isDefault = value . toBool ( ) ; break ;
case OnlineRole :
info - > isOnline = value . toBool ( ) ; break ;
case DescriptionRole :
info - > setDescription ( value . toString ( ) ) ; break ;
case RequiresVersionRole :
info - > requiresVersion = value . toString ( ) ; break ;
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case VersionRemovedRole :
info - > versionRemoved = value . toString ( ) ; break ;
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case UrlRole :
info - > setUrl ( value . toString ( ) ) ; break ;
case BytesReceivedRole :
info - > bytesReceived = value . toLongLong ( ) ; break ;
case BytesTotalRole :
info - > bytesTotal = value . toLongLong ( ) ; break ;
case TimestampRole :
info - > timestamp = value . toLongLong ( ) ; break ;
case SpeedRole :
info - > speed = value . toString ( ) ; break ;
case DownloadingRole :
info - > isDownloading = value . toBool ( ) ; break ;
case IncompleteRole :
info - > isIncomplete = value . toBool ( ) ; break ;
case DownloadErrorRole :
info - > downloadError = value . toString ( ) ; break ;
case OrderRole :
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{
if ( info - > order ! = value . toString ( ) ) {
info - > order = value . toString ( ) ;
shouldSort = true ;
}
break ;
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}
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case RamrequiredRole :
info - > ramrequired = value . toInt ( ) ; break ;
case ParametersRole :
info - > parameters = value . toString ( ) ; break ;
case QuantRole :
info - > setQuant ( value . toString ( ) ) ; break ;
case TypeRole :
info - > setType ( value . toString ( ) ) ; break ;
case IsCloneRole :
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{
if ( info - > isClone ( ) ! = value . toBool ( ) ) {
info - > setIsClone ( value . toBool ( ) ) ;
shouldSort = true ;
}
break ;
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}
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case IsDiscoveredRole :
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{
if ( info - > isDiscovered ( ) ! = value . toBool ( ) ) {
info - > setIsDiscovered ( value . toBool ( ) ) ;
shouldSort = true ;
}
break ;
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}
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case IsEmbeddingModelRole :
info - > isEmbeddingModel = value . toBool ( ) ; break ;
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case TemperatureRole :
info - > setTemperature ( value . toDouble ( ) ) ; break ;
case TopPRole :
info - > setTopP ( value . toDouble ( ) ) ; break ;
case MinPRole :
info - > setMinP ( value . toDouble ( ) ) ; break ;
case TopKRole :
info - > setTopK ( value . toInt ( ) ) ; break ;
case MaxLengthRole :
info - > setMaxLength ( value . toInt ( ) ) ; break ;
case PromptBatchSizeRole :
info - > setPromptBatchSize ( value . toInt ( ) ) ; break ;
case ContextLengthRole :
info - > setContextLength ( value . toInt ( ) ) ; break ;
case GpuLayersRole :
info - > setGpuLayers ( value . toInt ( ) ) ; break ;
case RepeatPenaltyRole :
info - > setRepeatPenalty ( value . toDouble ( ) ) ; break ;
case RepeatPenaltyTokensRole :
info - > setRepeatPenaltyTokens ( value . toInt ( ) ) ; break ;
case PromptTemplateRole :
info - > setPromptTemplate ( value . toString ( ) ) ; break ;
case SystemPromptRole :
info - > setSystemPrompt ( value . toString ( ) ) ; break ;
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case ChatNamePromptRole :
info - > setChatNamePrompt ( value . toString ( ) ) ; break ;
case SuggestedFollowUpPromptRole :
info - > setSuggestedFollowUpPrompt ( value . toString ( ) ) ; break ;
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case LikesRole :
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{
if ( info - > likes ( ) ! = value . toInt ( ) ) {
info - > setLikes ( value . toInt ( ) ) ;
shouldSort = true ;
}
break ;
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}
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case DownloadsRole :
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{
if ( info - > downloads ( ) ! = value . toInt ( ) ) {
info - > setDownloads ( value . toInt ( ) ) ;
shouldSort = true ;
}
break ;
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}
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case RecencyRole :
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{
if ( info - > recency ( ) ! = value . toDateTime ( ) ) {
info - > setRecency ( value . toDateTime ( ) ) ;
shouldSort = true ;
}
break ;
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}
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}
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}
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// Extra guarantee that these always remains in sync with filesystem
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QString modelPath = info - > dirpath + info - > filename ( ) ;
const QFileInfo fileInfo ( modelPath ) ;
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info - > installed = fileInfo . exists ( ) ;
const QFileInfo incompleteInfo ( incompleteDownloadPath ( info - > filename ( ) ) ) ;
info - > isIncomplete = incompleteInfo . exists ( ) ;
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// check installed, discovered/sideloaded models only (including clones)
if ( ! info - > checkedEmbeddingModel & & ! info - > isEmbeddingModel & & info - > installed
& & ( info - > isDiscovered ( ) | | info - > description ( ) . isEmpty ( ) ) )
{
// read GGUF and decide based on model architecture
info - > isEmbeddingModel = LLModel : : Implementation : : isEmbeddingModel ( modelPath . toStdString ( ) ) ;
info - > checkedEmbeddingModel = true ;
}
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if ( shouldSort ) {
auto s = m_discoverSort ;
auto d = m_discoverSortDirection ;
std : : stable_sort ( m_models . begin ( ) , m_models . end ( ) , [ s , d ] ( const ModelInfo * lhs , const ModelInfo * rhs ) {
return ModelList : : lessThan ( lhs , rhs , s , d ) ;
} ) ;
}
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}
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emit dataChanged ( createIndex ( index , 0 ) , createIndex ( index , 0 ) ) ;
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// FIXME(jared): for some reason these don't update correctly when the source model changes, so we explicitly invalidate them
m_selectableModels - > invalidate ( ) ;
m_installedModels - > invalidate ( ) ;
m_downloadableModels - > invalidate ( ) ;
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emit userDefaultModelListChanged ( ) ;
}
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void ModelList : : resortModel ( )
{
emit layoutAboutToBeChanged ( ) ;
{
QMutexLocker locker ( & m_mutex ) ;
auto s = m_discoverSort ;
auto d = m_discoverSortDirection ;
std : : stable_sort ( m_models . begin ( ) , m_models . end ( ) , [ s , d ] ( const ModelInfo * lhs , const ModelInfo * rhs ) {
return ModelList : : lessThan ( lhs , rhs , s , d ) ;
} ) ;
}
emit layoutChanged ( ) ;
}
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void ModelList : : updateDataByFilename ( const QString & filename , QVector < QPair < int , QVariant > > data )
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{
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if ( data . isEmpty ( ) )
return ; // no-op
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QVector < QString > modelsById ;
{
QMutexLocker locker ( & m_mutex ) ;
for ( ModelInfo * info : m_models )
if ( info - > filename ( ) = = filename )
modelsById . append ( info - > id ( ) ) ;
}
if ( modelsById . isEmpty ( ) ) {
qWarning ( ) < < " ERROR: cannot update model as list does not contain file " < < filename ;
return ;
}
for ( const QString & id : modelsById )
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updateData ( id , data ) ;
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}
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ModelInfo ModelList : : modelInfo ( const QString & id ) const
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{
QMutexLocker locker ( & m_mutex ) ;
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if ( ! m_modelMap . contains ( id ) )
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return ModelInfo ( ) ;
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return * m_modelMap . value ( id ) ;
}
ModelInfo ModelList : : modelInfoByFilename ( const QString & filename ) const
{
QMutexLocker locker ( & m_mutex ) ;
for ( ModelInfo * info : m_models )
if ( info - > filename ( ) = = filename )
return * info ;
return ModelInfo ( ) ;
}
bool ModelList : : isUniqueName ( const QString & name ) const
{
QMutexLocker locker ( & m_mutex ) ;
for ( const ModelInfo * info : m_models ) {
if ( info - > name ( ) = = name )
return false ;
}
return true ;
}
QString ModelList : : clone ( const ModelInfo & model )
{
const QString id = Network : : globalInstance ( ) - > generateUniqueId ( ) ;
addModel ( id ) ;
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QVector < QPair < int , QVariant > > data {
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{ ModelList : : InstalledRole , model . installed } ,
{ ModelList : : IsCloneRole , true } ,
{ ModelList : : NameRole , uniqueModelName ( model ) } ,
{ ModelList : : FilenameRole , model . filename ( ) } ,
{ ModelList : : DirpathRole , model . dirpath } ,
{ ModelList : : OnlineRole , model . isOnline } ,
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{ ModelList : : IsEmbeddingModelRole , model . isEmbeddingModel } ,
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{ ModelList : : TemperatureRole , model . temperature ( ) } ,
{ ModelList : : TopPRole , model . topP ( ) } ,
{ ModelList : : MinPRole , model . minP ( ) } ,
{ ModelList : : TopKRole , model . topK ( ) } ,
{ ModelList : : MaxLengthRole , model . maxLength ( ) } ,
{ ModelList : : PromptBatchSizeRole , model . promptBatchSize ( ) } ,
{ ModelList : : ContextLengthRole , model . contextLength ( ) } ,
{ ModelList : : GpuLayersRole , model . gpuLayers ( ) } ,
{ ModelList : : RepeatPenaltyRole , model . repeatPenalty ( ) } ,
{ ModelList : : RepeatPenaltyTokensRole , model . repeatPenaltyTokens ( ) } ,
{ ModelList : : PromptTemplateRole , model . promptTemplate ( ) } ,
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{ ModelList : : SystemPromptRole , model . systemPrompt ( ) } ,
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{ ModelList : : ChatNamePromptRole , model . chatNamePrompt ( ) } ,
{ ModelList : : SuggestedFollowUpPromptRole , model . suggestedFollowUpPrompt ( ) } ,
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} ;
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updateData ( id , data ) ;
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return id ;
}
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void ModelList : : removeClone ( const ModelInfo & model )
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{
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Q_ASSERT ( model . isClone ( ) ) ;
if ( ! model . isClone ( ) )
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return ;
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removeInternal ( model ) ;
emit layoutChanged ( ) ;
}
void ModelList : : removeInstalled ( const ModelInfo & model )
{
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Q_ASSERT ( model . installed ) ;
Q_ASSERT ( ! model . isClone ( ) ) ;
Q_ASSERT ( model . isDiscovered ( ) | | model . description ( ) = = " " /*indicates sideloaded*/ ) ;
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removeInternal ( model ) ;
emit layoutChanged ( ) ;
}
void ModelList : : removeInternal ( const ModelInfo & model )
{
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const bool hasModel = contains ( model . id ( ) ) ;
Q_ASSERT ( hasModel ) ;
if ( ! hasModel ) {
qWarning ( ) < < " ERROR: model list does not contain " < < model . id ( ) ;
return ;
}
int indexOfModel = 0 ;
{
QMutexLocker locker ( & m_mutex ) ;
ModelInfo * info = m_modelMap . value ( model . id ( ) ) ;
indexOfModel = m_models . indexOf ( info ) ;
}
beginRemoveRows ( QModelIndex ( ) , indexOfModel , indexOfModel ) ;
{
QMutexLocker locker ( & m_mutex ) ;
ModelInfo * info = m_models . takeAt ( indexOfModel ) ;
m_modelMap . remove ( info - > id ( ) ) ;
delete info ;
}
endRemoveRows ( ) ;
emit userDefaultModelListChanged ( ) ;
MySettings : : globalInstance ( ) - > eraseModel ( model ) ;
}
QString ModelList : : uniqueModelName ( const ModelInfo & model ) const
{
QMutexLocker locker ( & m_mutex ) ;
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static const QRegularExpression re ( " ^(.*) ~ ( \ \ d + ) $ " ) ;
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QRegularExpressionMatch match = re . match ( model . name ( ) ) ;
QString baseName ;
if ( match . hasMatch ( ) )
baseName = match . captured ( 1 ) ;
else
baseName = model . name ( ) ;
int maxSuffixNumber = 0 ;
bool baseNameExists = false ;
for ( const ModelInfo * info : m_models ) {
if ( info - > name ( ) = = baseName )
baseNameExists = true ;
QRegularExpressionMatch match = re . match ( info - > name ( ) ) ;
if ( match . hasMatch ( ) ) {
QString currentBaseName = match . captured ( 1 ) ;
int currentSuffixNumber = match . captured ( 2 ) . toInt ( ) ;
if ( currentBaseName = = baseName & & currentSuffixNumber > maxSuffixNumber )
maxSuffixNumber = currentSuffixNumber ;
}
}
if ( baseNameExists )
return baseName + " ~ " + QString : : number ( maxSuffixNumber + 1 ) ;
return baseName ;
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}
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bool ModelList : : modelExists ( const QString & modelFilename ) const
{
QString appPath = QCoreApplication : : applicationDirPath ( ) + modelFilename ;
QFileInfo infoAppPath ( appPath ) ;
if ( infoAppPath . exists ( ) )
return true ;
QString downloadPath = MySettings : : globalInstance ( ) - > modelPath ( ) + modelFilename ;
QFileInfo infoLocalPath ( downloadPath ) ;
if ( infoLocalPath . exists ( ) )
return true ;
return false ;
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}
void ModelList : : updateModelsFromDirectory ( )
{
const QString exePath = QCoreApplication : : applicationDirPath ( ) + QDir : : separator ( ) ;
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const QString localPath = MySettings : : globalInstance ( ) - > modelPath ( ) ;
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auto updateOldRemoteModels = [ & ] ( const QString & path ) {
QDirIterator it ( path , QDirIterator : : Subdirectories ) ;
while ( it . hasNext ( ) ) {
it . next ( ) ;
if ( ! it . fileInfo ( ) . isDir ( ) ) {
QString filename = it . fileName ( ) ;
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if ( filename . startsWith ( " chatgpt- " ) & & filename . endsWith ( " .txt " ) ) {
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QString apikey ;
QString modelname ( filename ) ;
modelname . chop ( 4 ) ; // strip ".txt" extension
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modelname . remove ( 0 , 8 ) ; // strip "chatgpt-" prefix
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QFile file ( path + filename ) ;
if ( file . open ( QIODevice : : ReadWrite ) ) {
QTextStream in ( & file ) ;
apikey = in . readAll ( ) ;
file . close ( ) ;
}
QJsonObject obj ;
obj . insert ( " apiKey " , apikey ) ;
obj . insert ( " modelName " , modelname ) ;
QJsonDocument doc ( obj ) ;
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auto newfilename = u " gpt4all-%1.rmodel " _s . arg ( modelname ) ;
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QFile newfile ( path + newfilename ) ;
if ( newfile . open ( QIODevice : : ReadWrite ) ) {
QTextStream out ( & newfile ) ;
out < < doc . toJson ( ) ;
newfile . close ( ) ;
}
file . remove ( ) ;
}
}
}
} ;
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auto processDirectory = [ & ] ( const QString & path ) {
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QDirIterator it ( path , QDir : : Files , QDirIterator : : Subdirectories ) ;
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while ( it . hasNext ( ) ) {
it . next ( ) ;
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QString filename = it . fileName ( ) ;
if ( filename . startsWith ( " incomplete " ) | | FILENAME_BLACKLIST . contains ( filename ) )
continue ;
if ( ! filename . endsWith ( " .gguf " ) & & ! filename . endsWith ( " .rmodel " ) )
continue ;
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QVector < QString > modelsById ;
{
QMutexLocker locker ( & m_mutex ) ;
for ( ModelInfo * info : m_models )
if ( info - > filename ( ) = = filename )
modelsById . append ( info - > id ( ) ) ;
}
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if ( modelsById . isEmpty ( ) ) {
if ( ! contains ( filename ) )
addModel ( filename ) ;
modelsById . append ( filename ) ;
}
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QFileInfo info = it . fileInfo ( ) ;
for ( const QString & id : modelsById ) {
QVector < QPair < int , QVariant > > data {
{ InstalledRole , true } ,
{ FilenameRole , filename } ,
{ OnlineRole , filename . endsWith ( " .rmodel " ) } ,
{ DirpathRole , info . dir ( ) . absolutePath ( ) + " / " } ,
{ FilesizeRole , toFileSize ( info . size ( ) ) } ,
} ;
updateData ( id , data ) ;
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}
}
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} ;
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updateOldRemoteModels ( exePath ) ;
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processDirectory ( exePath ) ;
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if ( localPath ! = exePath ) {
updateOldRemoteModels ( localPath ) ;
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processDirectory ( localPath ) ;
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}
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}
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# define MODELS_VERSION 3
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void ModelList : : updateModelsFromJson ( )
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{
# if defined(USE_LOCAL_MODELSJSON)
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QUrl jsonUrl ( " file:// " + QDir : : homePath ( ) + u " /dev/large_language_models/gpt4all/gpt4all-chat/metadata/models%1.json " _s . arg ( MODELS_VERSION ) ) ;
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# else
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QUrl jsonUrl ( u " http://gpt4all.io/models/models%1.json " _s . arg ( MODELS_VERSION ) ) ;
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# endif
QNetworkRequest request ( jsonUrl ) ;
QSslConfiguration conf = request . sslConfiguration ( ) ;
conf . setPeerVerifyMode ( QSslSocket : : VerifyNone ) ;
request . setSslConfiguration ( conf ) ;
QNetworkReply * jsonReply = m_networkManager . get ( request ) ;
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connect ( qGuiApp , & QCoreApplication : : aboutToQuit , jsonReply , & QNetworkReply : : abort ) ;
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QEventLoop loop ;
connect ( jsonReply , & QNetworkReply : : finished , & loop , & QEventLoop : : quit ) ;
QTimer : : singleShot ( 1500 , & loop , & QEventLoop : : quit ) ;
loop . exec ( ) ;
if ( jsonReply - > error ( ) = = QNetworkReply : : NoError & & jsonReply - > isFinished ( ) ) {
QByteArray jsonData = jsonReply - > readAll ( ) ;
jsonReply - > deleteLater ( ) ;
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parseModelsJsonFile ( jsonData , true ) ;
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} else {
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qWarning ( ) < < " WARNING: Could not download models.json synchronously " ;
updateModelsFromJsonAsync ( ) ;
QSettings settings ;
QFileInfo info ( settings . fileName ( ) ) ;
QString dirPath = info . canonicalPath ( ) ;
const QString modelsConfig = dirPath + " /models.json " ;
QFile file ( modelsConfig ) ;
if ( ! file . open ( QIODeviceBase : : ReadOnly ) ) {
qWarning ( ) < < " ERROR: Couldn't read models config file: " < < modelsConfig ;
} else {
QByteArray jsonData = file . readAll ( ) ;
file . close ( ) ;
parseModelsJsonFile ( jsonData , false ) ;
}
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}
delete jsonReply ;
}
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void ModelList : : updateModelsFromJsonAsync ( )
{
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m_asyncModelRequestOngoing = true ;
emit asyncModelRequestOngoingChanged ( ) ;
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# if defined(USE_LOCAL_MODELSJSON)
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QUrl jsonUrl ( " file:// " + QDir : : homePath ( ) + u " /dev/large_language_models/gpt4all/gpt4all-chat/metadata/models%1.json " _s . arg ( MODELS_VERSION ) ) ;
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# else
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QUrl jsonUrl ( u " http://gpt4all.io/models/models%1.json " _s . arg ( MODELS_VERSION ) ) ;
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# endif
QNetworkRequest request ( jsonUrl ) ;
QSslConfiguration conf = request . sslConfiguration ( ) ;
conf . setPeerVerifyMode ( QSslSocket : : VerifyNone ) ;
request . setSslConfiguration ( conf ) ;
QNetworkReply * jsonReply = m_networkManager . get ( request ) ;
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connect ( qGuiApp , & QCoreApplication : : aboutToQuit , jsonReply , & QNetworkReply : : abort ) ;
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connect ( jsonReply , & QNetworkReply : : finished , this , & ModelList : : handleModelsJsonDownloadFinished ) ;
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connect ( jsonReply , & QNetworkReply : : errorOccurred , this , & ModelList : : handleModelsJsonDownloadErrorOccurred ) ;
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}
void ModelList : : handleModelsJsonDownloadFinished ( )
{
QNetworkReply * jsonReply = qobject_cast < QNetworkReply * > ( sender ( ) ) ;
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if ( ! jsonReply ) {
m_asyncModelRequestOngoing = false ;
emit asyncModelRequestOngoingChanged ( ) ;
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return ;
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}
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QByteArray jsonData = jsonReply - > readAll ( ) ;
jsonReply - > deleteLater ( ) ;
parseModelsJsonFile ( jsonData , true ) ;
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m_asyncModelRequestOngoing = false ;
emit asyncModelRequestOngoingChanged ( ) ;
}
void ModelList : : handleModelsJsonDownloadErrorOccurred ( QNetworkReply : : NetworkError code )
{
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// TODO: Show what error occurred in the GUI
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m_asyncModelRequestOngoing = false ;
emit asyncModelRequestOngoingChanged ( ) ;
QNetworkReply * reply = qobject_cast < QNetworkReply * > ( sender ( ) ) ;
if ( ! reply )
return ;
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qWarning ( ) < < u " ERROR: Modellist download failed with error code \" %1-%2 \" " _s
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. arg ( code ) . arg ( reply - > errorString ( ) ) ;
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}
void ModelList : : handleSslErrors ( QNetworkReply * reply , const QList < QSslError > & errors )
{
QUrl url = reply - > request ( ) . url ( ) ;
for ( const auto & e : errors )
qWarning ( ) < < " ERROR: Received ssl error: " < < e . errorString ( ) < < " for " < < url ;
}
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void ModelList : : updateDataForSettings ( )
{
emit dataChanged ( index ( 0 , 0 ) , index ( m_models . size ( ) - 1 , 0 ) ) ;
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}
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static std : : strong_ordering compareVersions ( const QString & a , const QString & b )
{
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QStringList aParts = a . split ( ' . ' ) ;
QStringList bParts = b . split ( ' . ' ) ;
for ( int i = 0 ; i < std : : min ( aParts . size ( ) , bParts . size ( ) ) ; + + i ) {
int aInt = aParts [ i ] . toInt ( ) ;
int bInt = bParts [ i ] . toInt ( ) ;
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if ( auto diff = aInt < = > bInt ; diff ! = 0 ) {
return diff ;
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}
}
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return aParts . size ( ) < = > bParts . size ( ) ;
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}
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void ModelList : : parseModelsJsonFile ( const QByteArray & jsonData , bool save )
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{
QJsonParseError err ;
QJsonDocument document = QJsonDocument : : fromJson ( jsonData , & err ) ;
if ( err . error ! = QJsonParseError : : NoError ) {
qWarning ( ) < < " ERROR: Couldn't parse: " < < jsonData < < err . errorString ( ) ;
return ;
}
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if ( save ) {
QSettings settings ;
QFileInfo info ( settings . fileName ( ) ) ;
QString dirPath = info . canonicalPath ( ) ;
const QString modelsConfig = dirPath + " /models.json " ;
QFile file ( modelsConfig ) ;
if ( ! file . open ( QIODeviceBase : : WriteOnly ) ) {
qWarning ( ) < < " ERROR: Couldn't write models config file: " < < modelsConfig ;
} else {
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file . write ( jsonData ) ;
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file . close ( ) ;
}
}
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QJsonArray jsonArray = document . array ( ) ;
const QString currentVersion = QCoreApplication : : applicationVersion ( ) ;
for ( const QJsonValue & value : jsonArray ) {
QJsonObject obj = value . toObject ( ) ;
QString modelName = obj [ " name " ] . toString ( ) ;
QString modelFilename = obj [ " filename " ] . toString ( ) ;
QString modelFilesize = obj [ " filesize " ] . toString ( ) ;
QString requiresVersion = obj [ " requires " ] . toString ( ) ;
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QString versionRemoved = obj [ " removedIn " ] . toString ( ) ;
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QString url = obj [ " url " ] . toString ( ) ;
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QByteArray modelHash = obj [ " md5sum " ] . toString ( ) . toLatin1 ( ) ;
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bool isDefault = obj . contains ( " isDefault " ) & & obj [ " isDefault " ] = = u " true " _s ;
bool disableGUI = obj . contains ( " disableGUI " ) & & obj [ " disableGUI " ] = = u " true " _s ;
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QString description = obj [ " description " ] . toString ( ) ;
QString order = obj [ " order " ] . toString ( ) ;
int ramrequired = obj [ " ramrequired " ] . toString ( ) . toInt ( ) ;
QString parameters = obj [ " parameters " ] . toString ( ) ;
QString quant = obj [ " quant " ] . toString ( ) ;
QString type = obj [ " type " ] . toString ( ) ;
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bool isEmbeddingModel = obj [ " embeddingModel " ] . toBool ( ) ;
// Some models aren't supported in the GUI at all
if ( disableGUI )
continue ;
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// If the current version is strictly less than required version, then skip
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if ( ! requiresVersion . isEmpty ( ) & & compareVersions ( currentVersion , requiresVersion ) < 0 )
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continue ;
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// If the version removed is less than or equal to the current version, then skip
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if ( ! versionRemoved . isEmpty ( ) & & compareVersions ( versionRemoved , currentVersion ) < = 0 )
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continue ;
modelFilesize = ModelList : : toFileSize ( modelFilesize . toULongLong ( ) ) ;
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const QString id = modelName ;
Q_ASSERT ( ! id . isEmpty ( ) ) ;
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if ( contains ( modelFilename ) )
changeId ( modelFilename , id ) ;
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if ( ! contains ( id ) )
addModel ( id ) ;
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QVector < QPair < int , QVariant > > data {
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{ ModelList : : NameRole , modelName } ,
{ ModelList : : FilenameRole , modelFilename } ,
{ ModelList : : FilesizeRole , modelFilesize } ,
{ ModelList : : HashRole , modelHash } ,
{ ModelList : : HashAlgorithmRole , ModelInfo : : Md5 } ,
{ ModelList : : DefaultRole , isDefault } ,
{ ModelList : : DescriptionRole , description } ,
{ ModelList : : RequiresVersionRole , requiresVersion } ,
{ ModelList : : VersionRemovedRole , versionRemoved } ,
{ ModelList : : UrlRole , url } ,
{ ModelList : : OrderRole , order } ,
{ ModelList : : RamrequiredRole , ramrequired } ,
{ ModelList : : ParametersRole , parameters } ,
{ ModelList : : QuantRole , quant } ,
{ ModelList : : TypeRole , type } ,
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{ ModelList : : IsEmbeddingModelRole , isEmbeddingModel } ,
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} ;
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if ( obj . contains ( " temperature " ) )
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data . append ( { ModelList : : TemperatureRole , obj [ " temperature " ] . toDouble ( ) } ) ;
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if ( obj . contains ( " topP " ) )
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data . append ( { ModelList : : TopPRole , obj [ " topP " ] . toDouble ( ) } ) ;
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if ( obj . contains ( " minP " ) )
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data . append ( { ModelList : : MinPRole , obj [ " minP " ] . toDouble ( ) } ) ;
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if ( obj . contains ( " topK " ) )
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data . append ( { ModelList : : TopKRole , obj [ " topK " ] . toInt ( ) } ) ;
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if ( obj . contains ( " maxLength " ) )
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data . append ( { ModelList : : MaxLengthRole , obj [ " maxLength " ] . toInt ( ) } ) ;
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if ( obj . contains ( " promptBatchSize " ) )
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data . append ( { ModelList : : PromptBatchSizeRole , obj [ " promptBatchSize " ] . toInt ( ) } ) ;
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if ( obj . contains ( " contextLength " ) )
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data . append ( { ModelList : : ContextLengthRole , obj [ " contextLength " ] . toInt ( ) } ) ;
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if ( obj . contains ( " gpuLayers " ) )
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data . append ( { ModelList : : GpuLayersRole , obj [ " gpuLayers " ] . toInt ( ) } ) ;
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if ( obj . contains ( " repeatPenalty " ) )
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data . append ( { ModelList : : RepeatPenaltyRole , obj [ " repeatPenalty " ] . toDouble ( ) } ) ;
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if ( obj . contains ( " repeatPenaltyTokens " ) )
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data . append ( { ModelList : : RepeatPenaltyTokensRole , obj [ " repeatPenaltyTokens " ] . toInt ( ) } ) ;
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if ( obj . contains ( " promptTemplate " ) )
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data . append ( { ModelList : : PromptTemplateRole , obj [ " promptTemplate " ] . toString ( ) } ) ;
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if ( obj . contains ( " systemPrompt " ) )
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data . append ( { ModelList : : SystemPromptRole , obj [ " systemPrompt " ] . toString ( ) } ) ;
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updateData ( id , data ) ;
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}
const QString chatGPTDesc = tr ( " <ul><li>Requires personal OpenAI API key.</li><li>WARNING: Will send "
" your chats to OpenAI!</li><li>Your API key will be stored on disk</li><li>Will only be used "
" to communicate with OpenAI</li><li>You can apply for an API key "
" <a href= \" https://platform.openai.com/account/api-keys \" >here.</a></li> " ) ;
{
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const QString modelName = " ChatGPT-3.5 Turbo " ;
const QString id = modelName ;
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const QString modelFilename = " gpt4all-gpt-3.5-turbo.rmodel " ;
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if ( contains ( modelFilename ) )
changeId ( modelFilename , id ) ;
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if ( ! contains ( id ) )
addModel ( id ) ;
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QVector < QPair < int , QVariant > > data {
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{ ModelList : : NameRole , modelName } ,
{ ModelList : : FilenameRole , modelFilename } ,
{ ModelList : : FilesizeRole , " minimal " } ,
{ ModelList : : OnlineRole , true } ,
{ ModelList : : DescriptionRole ,
tr ( " <strong>OpenAI's ChatGPT model GPT-3.5 Turbo</strong><br> " ) + chatGPTDesc } ,
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{ ModelList : : RequiresVersionRole , " 2.7.4 " } ,
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{ ModelList : : OrderRole , " ca " } ,
{ ModelList : : RamrequiredRole , 0 } ,
{ ModelList : : ParametersRole , " ? " } ,
{ ModelList : : QuantRole , " NA " } ,
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{ ModelList : : TypeRole , " GPT " } ,
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{ ModelList : : UrlRole , " https://api.openai.com/v1/chat/completions " } ,
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} ;
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updateData ( id , data ) ;
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}
{
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const QString chatGPT4Warn = tr ( " <br><br><i>* Even if you pay OpenAI for ChatGPT-4 this does not guarantee API key access. Contact OpenAI for more info. " ) ;
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const QString modelName = " ChatGPT-4 " ;
const QString id = modelName ;
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const QString modelFilename = " gpt4all-gpt-4.rmodel " ;
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if ( contains ( modelFilename ) )
changeId ( modelFilename , id ) ;
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if ( ! contains ( id ) )
addModel ( id ) ;
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QVector < QPair < int , QVariant > > data {
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{ ModelList : : NameRole , modelName } ,
{ ModelList : : FilenameRole , modelFilename } ,
{ ModelList : : FilesizeRole , " minimal " } ,
{ ModelList : : OnlineRole , true } ,
{ ModelList : : DescriptionRole ,
tr ( " <strong>OpenAI's ChatGPT model GPT-4</strong><br> " ) + chatGPTDesc + chatGPT4Warn } ,
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{ ModelList : : RequiresVersionRole , " 2.7.4 " } ,
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{ ModelList : : OrderRole , " cb " } ,
{ ModelList : : RamrequiredRole , 0 } ,
{ ModelList : : ParametersRole , " ? " } ,
{ ModelList : : QuantRole , " NA " } ,
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{ ModelList : : TypeRole , " GPT " } ,
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{ ModelList : : UrlRole , " https://api.openai.com/v1/chat/completions " } ,
} ;
updateData ( id , data ) ;
}
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const QString mistralDesc = tr ( " <ul><li>Requires personal Mistral API key.</li><li>WARNING: Will send "
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" your chats to Mistral!</li><li>Your API key will be stored on disk</li><li>Will only be used "
" to communicate with Mistral</li><li>You can apply for an API key "
" <a href= \" https://console.mistral.ai/user/api-keys \" >here</a>.</li> " ) ;
{
const QString modelName = " Mistral Tiny API " ;
const QString id = modelName ;
const QString modelFilename = " gpt4all-mistral-tiny.rmodel " ;
if ( contains ( modelFilename ) )
changeId ( modelFilename , id ) ;
if ( ! contains ( id ) )
addModel ( id ) ;
QVector < QPair < int , QVariant > > data {
{ ModelList : : NameRole , modelName } ,
{ ModelList : : FilenameRole , modelFilename } ,
{ ModelList : : FilesizeRole , " minimal " } ,
{ ModelList : : OnlineRole , true } ,
{ ModelList : : DescriptionRole ,
tr ( " <strong>Mistral Tiny model</strong><br> " ) + mistralDesc } ,
{ ModelList : : RequiresVersionRole , " 2.7.4 " } ,
{ ModelList : : OrderRole , " cc " } ,
{ ModelList : : RamrequiredRole , 0 } ,
{ ModelList : : ParametersRole , " ? " } ,
{ ModelList : : QuantRole , " NA " } ,
{ ModelList : : TypeRole , " Mistral " } ,
{ ModelList : : UrlRole , " https://api.mistral.ai/v1/chat/completions " } ,
} ;
updateData ( id , data ) ;
}
{
const QString modelName = " Mistral Small API " ;
const QString id = modelName ;
const QString modelFilename = " gpt4all-mistral-small.rmodel " ;
if ( contains ( modelFilename ) )
changeId ( modelFilename , id ) ;
if ( ! contains ( id ) )
addModel ( id ) ;
QVector < QPair < int , QVariant > > data {
{ ModelList : : NameRole , modelName } ,
{ ModelList : : FilenameRole , modelFilename } ,
{ ModelList : : FilesizeRole , " minimal " } ,
{ ModelList : : OnlineRole , true } ,
{ ModelList : : DescriptionRole ,
tr ( " <strong>Mistral Small model</strong><br> " ) + mistralDesc } ,
{ ModelList : : RequiresVersionRole , " 2.7.4 " } ,
{ ModelList : : OrderRole , " cd " } ,
{ ModelList : : RamrequiredRole , 0 } ,
{ ModelList : : ParametersRole , " ? " } ,
{ ModelList : : QuantRole , " NA " } ,
{ ModelList : : TypeRole , " Mistral " } ,
{ ModelList : : UrlRole , " https://api.mistral.ai/v1/chat/completions " } ,
} ;
updateData ( id , data ) ;
}
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{
const QString modelName = " Mistral Medium API " ;
const QString id = modelName ;
const QString modelFilename = " gpt4all-mistral-medium.rmodel " ;
if ( contains ( modelFilename ) )
changeId ( modelFilename , id ) ;
if ( ! contains ( id ) )
addModel ( id ) ;
QVector < QPair < int , QVariant > > data {
{ ModelList : : NameRole , modelName } ,
{ ModelList : : FilenameRole , modelFilename } ,
{ ModelList : : FilesizeRole , " minimal " } ,
{ ModelList : : OnlineRole , true } ,
{ ModelList : : DescriptionRole ,
tr ( " <strong>Mistral Medium model</strong><br> " ) + mistralDesc } ,
{ ModelList : : RequiresVersionRole , " 2.7.4 " } ,
{ ModelList : : OrderRole , " ce " } ,
{ ModelList : : RamrequiredRole , 0 } ,
{ ModelList : : ParametersRole , " ? " } ,
{ ModelList : : QuantRole , " NA " } ,
{ ModelList : : TypeRole , " Mistral " } ,
{ ModelList : : UrlRole , " https://api.mistral.ai/v1/chat/completions " } ,
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} ;
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updateData ( id , data ) ;
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}
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}
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void ModelList : : updateDiscoveredInstalled ( const ModelInfo & info )
{
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QVector < QPair < int , QVariant > > data {
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{ ModelList : : InstalledRole , true } ,
{ ModelList : : IsDiscoveredRole , true } ,
{ ModelList : : NameRole , info . name ( ) } ,
{ ModelList : : FilenameRole , info . filename ( ) } ,
{ ModelList : : DescriptionRole , info . description ( ) } ,
{ ModelList : : UrlRole , info . url ( ) } ,
{ ModelList : : LikesRole , info . likes ( ) } ,
{ ModelList : : DownloadsRole , info . downloads ( ) } ,
{ ModelList : : RecencyRole , info . recency ( ) } ,
{ ModelList : : QuantRole , info . quant ( ) } ,
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{ ModelList : : TypeRole , info . type ( ) } ,
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} ;
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updateData ( info . id ( ) , data ) ;
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}
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void ModelList : : updateModelsFromSettings ( )
{
QSettings settings ;
QStringList groups = settings . childGroups ( ) ;
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for ( const QString & g : groups ) {
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if ( ! g . startsWith ( " model- " ) )
continue ;
const QString id = g . sliced ( 6 ) ;
if ( contains ( id ) )
continue ;
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// If we can't find the corresponding file, then ignore it as this reflects a stale model.
// The file could have been deleted manually by the user for instance or temporarily renamed.
if ( ! settings . contains ( g + " /filename " ) | | ! modelExists ( settings . value ( g + " /filename " ) . toString ( ) ) )
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continue ;
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addModel ( id ) ;
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QVector < QPair < int , QVariant > > data ;
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if ( settings . contains ( g + " /name " ) ) {
const QString name = settings . value ( g + " /name " ) . toString ( ) ;
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data . append ( { ModelList : : NameRole , name } ) ;
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}
if ( settings . contains ( g + " /filename " ) ) {
const QString filename = settings . value ( g + " /filename " ) . toString ( ) ;
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data . append ( { ModelList : : FilenameRole , filename } ) ;
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}
if ( settings . contains ( g + " /description " ) ) {
const QString d = settings . value ( g + " /description " ) . toString ( ) ;
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data . append ( { ModelList : : DescriptionRole , d } ) ;
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}
if ( settings . contains ( g + " /url " ) ) {
const QString u = settings . value ( g + " /url " ) . toString ( ) ;
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data . append ( { ModelList : : UrlRole , u } ) ;
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}
if ( settings . contains ( g + " /quant " ) ) {
const QString q = settings . value ( g + " /quant " ) . toString ( ) ;
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data . append ( { ModelList : : QuantRole , q } ) ;
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}
if ( settings . contains ( g + " /type " ) ) {
const QString t = settings . value ( g + " /type " ) . toString ( ) ;
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data . append ( { ModelList : : TypeRole , t } ) ;
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}
if ( settings . contains ( g + " /isClone " ) ) {
const bool b = settings . value ( g + " /isClone " ) . toBool ( ) ;
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data . append ( { ModelList : : IsCloneRole , b } ) ;
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}
if ( settings . contains ( g + " /isDiscovered " ) ) {
const bool b = settings . value ( g + " /isDiscovered " ) . toBool ( ) ;
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data . append ( { ModelList : : IsDiscoveredRole , b } ) ;
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}
if ( settings . contains ( g + " /likes " ) ) {
const int l = settings . value ( g + " /likes " ) . toInt ( ) ;
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data . append ( { ModelList : : LikesRole , l } ) ;
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}
if ( settings . contains ( g + " /downloads " ) ) {
const int d = settings . value ( g + " /downloads " ) . toInt ( ) ;
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data . append ( { ModelList : : DownloadsRole , d } ) ;
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}
if ( settings . contains ( g + " /recency " ) ) {
const QDateTime r = settings . value ( g + " /recency " ) . toDateTime ( ) ;
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data . append ( { ModelList : : RecencyRole , r } ) ;
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}
if ( settings . contains ( g + " /temperature " ) ) {
const double temperature = settings . value ( g + " /temperature " ) . toDouble ( ) ;
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data . append ( { ModelList : : TemperatureRole , temperature } ) ;
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}
if ( settings . contains ( g + " /topP " ) ) {
const double topP = settings . value ( g + " /topP " ) . toDouble ( ) ;
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data . append ( { ModelList : : TopPRole , topP } ) ;
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}
if ( settings . contains ( g + " /minP " ) ) {
const double minP = settings . value ( g + " /minP " ) . toDouble ( ) ;
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data . append ( { ModelList : : MinPRole , minP } ) ;
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}
if ( settings . contains ( g + " /topK " ) ) {
const int topK = settings . value ( g + " /topK " ) . toInt ( ) ;
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data . append ( { ModelList : : TopKRole , topK } ) ;
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}
if ( settings . contains ( g + " /maxLength " ) ) {
const int maxLength = settings . value ( g + " /maxLength " ) . toInt ( ) ;
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data . append ( { ModelList : : MaxLengthRole , maxLength } ) ;
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}
if ( settings . contains ( g + " /promptBatchSize " ) ) {
const int promptBatchSize = settings . value ( g + " /promptBatchSize " ) . toInt ( ) ;
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data . append ( { ModelList : : PromptBatchSizeRole , promptBatchSize } ) ;
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}
if ( settings . contains ( g + " /contextLength " ) ) {
const int contextLength = settings . value ( g + " /contextLength " ) . toInt ( ) ;
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data . append ( { ModelList : : ContextLengthRole , contextLength } ) ;
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}
if ( settings . contains ( g + " /gpuLayers " ) ) {
const int gpuLayers = settings . value ( g + " /gpuLayers " ) . toInt ( ) ;
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data . append ( { ModelList : : GpuLayersRole , gpuLayers } ) ;
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}
if ( settings . contains ( g + " /repeatPenalty " ) ) {
const double repeatPenalty = settings . value ( g + " /repeatPenalty " ) . toDouble ( ) ;
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data . append ( { ModelList : : RepeatPenaltyRole , repeatPenalty } ) ;
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}
if ( settings . contains ( g + " /repeatPenaltyTokens " ) ) {
const int repeatPenaltyTokens = settings . value ( g + " /repeatPenaltyTokens " ) . toInt ( ) ;
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data . append ( { ModelList : : RepeatPenaltyTokensRole , repeatPenaltyTokens } ) ;
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}
if ( settings . contains ( g + " /promptTemplate " ) ) {
const QString promptTemplate = settings . value ( g + " /promptTemplate " ) . toString ( ) ;
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data . append ( { ModelList : : PromptTemplateRole , promptTemplate } ) ;
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}
if ( settings . contains ( g + " /systemPrompt " ) ) {
const QString systemPrompt = settings . value ( g + " /systemPrompt " ) . toString ( ) ;
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data . append ( { ModelList : : SystemPromptRole , systemPrompt } ) ;
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}
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if ( settings . contains ( g + " /chatNamePrompt " ) ) {
const QString chatNamePrompt = settings . value ( g + " /chatNamePrompt " ) . toString ( ) ;
data . append ( { ModelList : : ChatNamePromptRole , chatNamePrompt } ) ;
}
if ( settings . contains ( g + " /suggestedFollowUpPrompt " ) ) {
const QString suggestedFollowUpPrompt = settings . value ( g + " /suggestedFollowUpPrompt " ) . toString ( ) ;
data . append ( { ModelList : : SuggestedFollowUpPromptRole , suggestedFollowUpPrompt } ) ;
}
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updateData ( id , data ) ;
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}
}
int ModelList : : discoverLimit ( ) const
{
return m_discoverLimit ;
}
void ModelList : : setDiscoverLimit ( int limit )
{
if ( m_discoverLimit = = limit )
return ;
m_discoverLimit = limit ;
emit discoverLimitChanged ( ) ;
}
int ModelList : : discoverSortDirection ( ) const
{
return m_discoverSortDirection ;
}
void ModelList : : setDiscoverSortDirection ( int direction )
{
if ( m_discoverSortDirection = = direction | | ( direction ! = 1 & & direction ! = - 1 ) )
return ;
m_discoverSortDirection = direction ;
emit discoverSortDirectionChanged ( ) ;
resortModel ( ) ;
}
ModelList : : DiscoverSort ModelList : : discoverSort ( ) const
{
return m_discoverSort ;
}
void ModelList : : setDiscoverSort ( DiscoverSort sort )
{
if ( m_discoverSort = = sort )
return ;
m_discoverSort = sort ;
emit discoverSortChanged ( ) ;
resortModel ( ) ;
}
void ModelList : : clearDiscoveredModels ( )
{
// NOTE: This could be made much more efficient
QList < ModelInfo > infos ;
{
QMutexLocker locker ( & m_mutex ) ;
for ( ModelInfo * info : m_models )
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if ( info - > isDiscovered ( ) & & ! info - > installed )
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infos . append ( * info ) ;
}
for ( ModelInfo & info : infos )
removeInternal ( info ) ;
emit layoutChanged ( ) ;
}
float ModelList : : discoverProgress ( ) const
{
if ( ! m_discoverNumberOfResults )
return 0.0f ;
return m_discoverResultsCompleted / float ( m_discoverNumberOfResults ) ;
}
bool ModelList : : discoverInProgress ( ) const
{
return m_discoverInProgress ;
}
void ModelList : : discoverSearch ( const QString & search )
{
Q_ASSERT ( ! m_discoverInProgress ) ;
clearDiscoveredModels ( ) ;
m_discoverNumberOfResults = 0 ;
m_discoverResultsCompleted = 0 ;
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emit discoverProgressChanged ( ) ;
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if ( search . isEmpty ( ) ) {
return ;
}
m_discoverInProgress = true ;
emit discoverInProgressChanged ( ) ;
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static const QRegularExpression wsRegex ( " \\ s+ " ) ;
QStringList searchParams = search . split ( wsRegex ) ; // split by whitespace
QString searchString = u " search=%1& " _s . arg ( searchParams . join ( ' + ' ) ) ;
QString limitString = m_discoverLimit > 0 ? u " limit=%1& " _s . arg ( m_discoverLimit ) : QString ( ) ;
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QString sortString ;
switch ( m_discoverSort ) {
case Default : break ;
case Likes :
sortString = " sort=likes& " ; break ;
case Downloads :
sortString = " sort=downloads& " ; break ;
case Recent :
sortString = " sort=lastModified& " ; break ;
}
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QString directionString = ! sortString . isEmpty ( ) ? u " direction=%1& " _s . arg ( m_discoverSortDirection ) : QString ( ) ;
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QUrl hfUrl ( u " https://huggingface.co/api/models?filter=gguf&%1%2%3%4full=true&config=true " _s
. arg ( searchString , limitString , sortString , directionString ) ) ;
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QNetworkRequest request ( hfUrl ) ;
request . setHeader ( QNetworkRequest : : ContentTypeHeader , " application/json " ) ;
QNetworkReply * reply = m_networkManager . get ( request ) ;
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connect ( qGuiApp , & QCoreApplication : : aboutToQuit , reply , & QNetworkReply : : abort ) ;
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connect ( reply , & QNetworkReply : : finished , this , & ModelList : : handleDiscoveryFinished ) ;
connect ( reply , & QNetworkReply : : errorOccurred , this , & ModelList : : handleDiscoveryErrorOccurred ) ;
}
void ModelList : : handleDiscoveryFinished ( )
{
QNetworkReply * jsonReply = qobject_cast < QNetworkReply * > ( sender ( ) ) ;
if ( ! jsonReply )
return ;
QByteArray jsonData = jsonReply - > readAll ( ) ;
parseDiscoveryJsonFile ( jsonData ) ;
jsonReply - > deleteLater ( ) ;
}
void ModelList : : handleDiscoveryErrorOccurred ( QNetworkReply : : NetworkError code )
{
QNetworkReply * reply = qobject_cast < QNetworkReply * > ( sender ( ) ) ;
if ( ! reply )
return ;
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qWarning ( ) < < u " ERROR: Discovery failed with error code \" %1-%2 \" " _s
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. arg ( code ) . arg ( reply - > errorString ( ) ) . toStdString ( ) ;
}
enum QuantType {
Q4_0 = 0 ,
Q4_1 ,
F16 ,
F32 ,
Unknown
} ;
QuantType toQuantType ( const QString & filename )
{
QString lowerCaseFilename = filename . toLower ( ) ;
if ( lowerCaseFilename . contains ( " q4_0 " ) ) return Q4_0 ;
if ( lowerCaseFilename . contains ( " q4_1 " ) ) return Q4_1 ;
if ( lowerCaseFilename . contains ( " f16 " ) ) return F16 ;
if ( lowerCaseFilename . contains ( " f32 " ) ) return F32 ;
return Unknown ;
}
QString toQuantString ( const QString & filename )
{
QString lowerCaseFilename = filename . toLower ( ) ;
if ( lowerCaseFilename . contains ( " q4_0 " ) ) return " q4_0 " ;
if ( lowerCaseFilename . contains ( " q4_1 " ) ) return " q4_1 " ;
if ( lowerCaseFilename . contains ( " f16 " ) ) return " f16 " ;
if ( lowerCaseFilename . contains ( " f32 " ) ) return " f32 " ;
return QString ( ) ;
}
void ModelList : : parseDiscoveryJsonFile ( const QByteArray & jsonData )
{
QJsonParseError err ;
QJsonDocument document = QJsonDocument : : fromJson ( jsonData , & err ) ;
if ( err . error ! = QJsonParseError : : NoError ) {
qWarning ( ) < < " ERROR: Couldn't parse: " < < jsonData < < err . errorString ( ) ;
m_discoverNumberOfResults = 0 ;
m_discoverResultsCompleted = 0 ;
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emit discoverProgressChanged ( ) ;
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m_discoverInProgress = false ;
emit discoverInProgressChanged ( ) ;
return ;
}
QJsonArray jsonArray = document . array ( ) ;
for ( const QJsonValue & value : jsonArray ) {
QJsonObject obj = value . toObject ( ) ;
QJsonDocument jsonDocument ( obj ) ;
QByteArray jsonData = jsonDocument . toJson ( ) ;
QString repo_id = obj [ " id " ] . toString ( ) ;
QJsonArray siblingsArray = obj [ " siblings " ] . toArray ( ) ;
QList < QPair < QuantType , QString > > filteredAndSortedFilenames ;
for ( const QJsonValue & sibling : siblingsArray ) {
QJsonObject s = sibling . toObject ( ) ;
QString filename = s [ " rfilename " ] . toString ( ) ;
if ( ! filename . endsWith ( " gguf " ) )
continue ;
QuantType quant = toQuantType ( filename ) ;
if ( quant ! = Unknown )
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filteredAndSortedFilenames . append ( { quant , filename } ) ;
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}
if ( filteredAndSortedFilenames . isEmpty ( ) )
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continue ;
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std : : sort ( filteredAndSortedFilenames . begin ( ) , filteredAndSortedFilenames . end ( ) ,
[ ] ( const QPair < QuantType , QString > & a , const QPair < QuantType , QString > & b ) {
return a . first < b . first ;
} ) ;
QPair < QuantType , QString > file = filteredAndSortedFilenames . first ( ) ;
QString filename = file . second ;
+ + m_discoverNumberOfResults ;
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QUrl url ( u " https://huggingface.co/%1/resolve/main/%2 " _s . arg ( repo_id , filename ) ) ;
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QNetworkRequest request ( url ) ;
request . setRawHeader ( " Accept-Encoding " , " identity " ) ;
request . setAttribute ( QNetworkRequest : : RedirectPolicyAttribute , QNetworkRequest : : ManualRedirectPolicy ) ;
request . setAttribute ( QNetworkRequest : : User , jsonData ) ;
request . setAttribute ( QNetworkRequest : : UserMax , filename ) ;
QNetworkReply * reply = m_networkManager . head ( request ) ;
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connect ( qGuiApp , & QCoreApplication : : aboutToQuit , reply , & QNetworkReply : : abort ) ;
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connect ( reply , & QNetworkReply : : finished , this , & ModelList : : handleDiscoveryItemFinished ) ;
connect ( reply , & QNetworkReply : : errorOccurred , this , & ModelList : : handleDiscoveryItemErrorOccurred ) ;
}
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emit discoverProgressChanged ( ) ;
if ( ! m_discoverNumberOfResults ) {
m_discoverInProgress = false ;
emit discoverInProgressChanged ( ) ; ;
}
}
void ModelList : : handleDiscoveryItemFinished ( )
{
QNetworkReply * reply = qobject_cast < QNetworkReply * > ( sender ( ) ) ;
if ( ! reply )
return ;
QVariant replyCustomData = reply - > request ( ) . attribute ( QNetworkRequest : : User ) ;
QByteArray customDataByteArray = replyCustomData . toByteArray ( ) ;
QJsonDocument customJsonDocument = QJsonDocument : : fromJson ( customDataByteArray ) ;
QJsonObject obj = customJsonDocument . object ( ) ;
QString repo_id = obj [ " id " ] . toString ( ) ;
QString modelName = obj [ " modelId " ] . toString ( ) ;
QString author = obj [ " author " ] . toString ( ) ;
QDateTime lastModified = QDateTime : : fromString ( obj [ " lastModified " ] . toString ( ) , Qt : : ISODateWithMs ) ;
int likes = obj [ " likes " ] . toInt ( ) ;
int downloads = obj [ " downloads " ] . toInt ( ) ;
QJsonObject config = obj [ " config " ] . toObject ( ) ;
QString type = config [ " model_type " ] . toString ( ) ;
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// QByteArray repoCommitHeader = reply->rawHeader("X-Repo-Commit");
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QByteArray linkedSizeHeader = reply - > rawHeader ( " X-Linked-Size " ) ;
QByteArray linkedEtagHeader = reply - > rawHeader ( " X-Linked-Etag " ) ;
// For some reason these seem to contain quotation marks ewww
linkedEtagHeader . replace ( " \" " , " " ) ;
linkedEtagHeader . replace ( " \' " , " " ) ;
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// QString locationHeader = reply->header(QNetworkRequest::LocationHeader).toString();
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QString modelFilename = reply - > request ( ) . attribute ( QNetworkRequest : : UserMax ) . toString ( ) ;
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QString modelFilesize = ModelList : : toFileSize ( QString ( linkedSizeHeader ) . toULongLong ( ) ) ;
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QString description = tr ( " <strong>Created by %1.</strong><br><ul> "
" <li>Published on %2. "
" <li>This model has %3 likes. "
" <li>This model has %4 downloads. "
" <li>More info can be found <a href= \" https://huggingface.co/%5 \" >here.</a></ul> " )
. arg ( author )
. arg ( lastModified . toString ( " ddd MMMM d, yyyy " ) )
. arg ( likes )
. arg ( downloads )
. arg ( repo_id ) ;
const QString id = modelFilename ;
Q_ASSERT ( ! id . isEmpty ( ) ) ;
if ( contains ( modelFilename ) )
changeId ( modelFilename , id ) ;
if ( ! contains ( id ) )
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addModel ( id ) ;
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QVector < QPair < int , QVariant > > data {
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{ ModelList : : NameRole , modelName } ,
{ ModelList : : FilenameRole , modelFilename } ,
{ ModelList : : FilesizeRole , modelFilesize } ,
{ ModelList : : DescriptionRole , description } ,
{ ModelList : : IsDiscoveredRole , true } ,
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{ ModelList : : UrlRole , reply - > request ( ) . url ( ) } ,
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{ ModelList : : LikesRole , likes } ,
{ ModelList : : DownloadsRole , downloads } ,
{ ModelList : : RecencyRole , lastModified } ,
{ ModelList : : QuantRole , toQuantString ( modelFilename ) } ,
{ ModelList : : TypeRole , type } ,
{ ModelList : : HashRole , linkedEtagHeader } ,
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{ ModelList : : HashAlgorithmRole , ModelInfo : : Sha256 } ,
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} ;
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updateData ( id , data ) ;
+ + m_discoverResultsCompleted ;
emit discoverProgressChanged ( ) ;
if ( discoverProgress ( ) > = 1.0 ) {
emit layoutChanged ( ) ;
m_discoverInProgress = false ;
emit discoverInProgressChanged ( ) ; ;
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}
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reply - > deleteLater ( ) ;
}
void ModelList : : handleDiscoveryItemErrorOccurred ( QNetworkReply : : NetworkError code )
{
QNetworkReply * reply = qobject_cast < QNetworkReply * > ( sender ( ) ) ;
if ( ! reply )
return ;
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qWarning ( ) < < u " ERROR: Discovery item failed with error code \" %1-%2 \" " _s
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. arg ( code ) . arg ( reply - > errorString ( ) ) . toStdString ( ) ;
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}