mirror of
https://github.com/nomic-ai/gpt4all.git
synced 2024-09-11 13:25:35 +03:00
Signed-off-by: Adam Treat <treat.adam@gmail.com> Signed-off-by: Jared Van Bortel <jared@nomic.ai> Co-authored-by: Jared Van Bortel <jared@nomic.ai>
301 lines
9.1 KiB
C++
301 lines
9.1 KiB
C++
#include "chatapi.h"
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#include "../gpt4all-backend/llmodel.h"
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#include <QCoreApplication>
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#include <QGuiApplication>
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#include <QDebug>
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#include <QJsonArray>
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#include <QJsonDocument>
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#include <QJsonObject>
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#include <QJsonValue>
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#include <QNetworkAccessManager>
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#include <QNetworkRequest>
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#include <QThread>
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#include <QUrl>
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#include <QVariant>
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#include <Qt>
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#include <QtGlobal>
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#include <QtLogging>
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#include <iostream>
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using namespace Qt::Literals::StringLiterals;
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//#define DEBUG
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ChatAPI::ChatAPI()
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: QObject(nullptr)
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, m_modelName("gpt-3.5-turbo")
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, m_requestURL("")
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, m_responseCallback(nullptr)
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{
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}
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size_t ChatAPI::requiredMem(const std::string &modelPath, int n_ctx, int ngl)
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{
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Q_UNUSED(modelPath);
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Q_UNUSED(n_ctx);
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Q_UNUSED(ngl);
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return 0;
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}
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bool ChatAPI::loadModel(const std::string &modelPath, int n_ctx, int ngl)
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{
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Q_UNUSED(modelPath);
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Q_UNUSED(n_ctx);
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Q_UNUSED(ngl);
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return true;
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}
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void ChatAPI::setThreadCount(int32_t n_threads)
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{
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Q_UNUSED(n_threads);
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qt_noop();
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}
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int32_t ChatAPI::threadCount() const
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{
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return 1;
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}
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ChatAPI::~ChatAPI()
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{
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}
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bool ChatAPI::isModelLoaded() const
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{
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return true;
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}
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// All three of the state virtual functions are handled custom inside of chatllm save/restore
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size_t ChatAPI::stateSize() const
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{
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return 0;
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}
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size_t ChatAPI::saveState(uint8_t *dest) const
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{
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Q_UNUSED(dest);
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return 0;
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}
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size_t ChatAPI::restoreState(const uint8_t *src)
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{
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Q_UNUSED(src);
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return 0;
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}
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void ChatAPI::prompt(const std::string &prompt,
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const std::string &promptTemplate,
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std::function<bool(int32_t)> promptCallback,
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std::function<bool(int32_t, const std::string&)> responseCallback,
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std::function<bool(bool)> recalculateCallback,
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PromptContext &promptCtx,
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bool special,
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std::string *fakeReply) {
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Q_UNUSED(promptCallback);
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Q_UNUSED(recalculateCallback);
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Q_UNUSED(special);
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if (!isModelLoaded()) {
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std::cerr << "ChatAPI ERROR: prompt won't work with an unloaded model!\n";
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return;
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}
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if (!promptCtx.n_past) { m_queuedPrompts.clear(); }
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Q_ASSERT(promptCtx.n_past <= m_context.size());
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m_context.resize(promptCtx.n_past);
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// FIXME(cebtenzzre): We're assuming people don't try to use %2 with ChatGPT. What would that even mean?
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m_queuedPrompts << QString::fromStdString(promptTemplate).arg(QString::fromStdString(prompt));
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if (!promptCtx.n_predict && !fakeReply) {
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return; // response explicitly suppressed, queue prompt for later
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}
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QString formattedPrompt = m_queuedPrompts.join("");
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m_queuedPrompts.clear();
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if (fakeReply) {
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promptCtx.n_past += 1;
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m_context.append(formattedPrompt);
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m_context.append(QString::fromStdString(*fakeReply));
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return;
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}
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// FIXME: We don't set the max_tokens on purpose because in order to do so safely without encountering
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// an error we need to be able to count the tokens in our prompt. The only way to do this is to use
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// the OpenAI tiktokken library or to implement our own tokenization function that matches precisely
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// the tokenization used by the OpenAI model we're calling. OpenAI has not introduced any means of
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// using the REST API to count tokens in a prompt.
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QJsonObject root;
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root.insert("model", m_modelName);
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root.insert("stream", true);
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root.insert("temperature", promptCtx.temp);
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root.insert("top_p", promptCtx.top_p);
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// conversation history
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QJsonArray messages;
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for (int i = 0; i < m_context.count(); ++i) {
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QJsonObject message;
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message.insert("role", i % 2 == 0 ? "user" : "assistant");
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message.insert("content", m_context.at(i));
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messages.append(message);
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}
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QJsonObject promptObject;
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promptObject.insert("role", "user");
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promptObject.insert("content", formattedPrompt);
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messages.append(promptObject);
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root.insert("messages", messages);
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QJsonDocument doc(root);
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#if defined(DEBUG)
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qDebug().noquote() << "ChatAPI::prompt begin network request" << doc.toJson();
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#endif
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m_responseCallback = responseCallback;
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// The following code sets up a worker thread and object to perform the actual api request to
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// chatgpt and then blocks until it is finished
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QThread workerThread;
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ChatAPIWorker worker(this);
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worker.moveToThread(&workerThread);
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connect(&worker, &ChatAPIWorker::finished, &workerThread, &QThread::quit, Qt::DirectConnection);
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connect(this, &ChatAPI::request, &worker, &ChatAPIWorker::request, Qt::QueuedConnection);
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workerThread.start();
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emit request(m_apiKey, &promptCtx, doc.toJson(QJsonDocument::Compact));
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workerThread.wait();
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promptCtx.n_past += 1;
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m_context.append(formattedPrompt);
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m_context.append(worker.currentResponse());
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m_responseCallback = nullptr;
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#if defined(DEBUG)
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qDebug() << "ChatAPI::prompt end network request";
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#endif
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}
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bool ChatAPI::callResponse(int32_t token, const std::string& string)
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{
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Q_ASSERT(m_responseCallback);
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if (!m_responseCallback) {
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std::cerr << "ChatAPI ERROR: no response callback!\n";
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return false;
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}
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return m_responseCallback(token, string);
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}
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void ChatAPIWorker::request(const QString &apiKey,
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LLModel::PromptContext *promptCtx,
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const QByteArray &array)
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{
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m_ctx = promptCtx;
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QUrl apiUrl(m_chat->url());
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const QString authorization = u"Bearer %1"_s.arg(apiKey).trimmed();
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QNetworkRequest request(apiUrl);
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request.setHeader(QNetworkRequest::ContentTypeHeader, "application/json");
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request.setRawHeader("Authorization", authorization.toUtf8());
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m_networkManager = new QNetworkAccessManager(this);
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QNetworkReply *reply = m_networkManager->post(request, array);
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connect(qGuiApp, &QCoreApplication::aboutToQuit, reply, &QNetworkReply::abort);
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connect(reply, &QNetworkReply::finished, this, &ChatAPIWorker::handleFinished);
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connect(reply, &QNetworkReply::readyRead, this, &ChatAPIWorker::handleReadyRead);
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connect(reply, &QNetworkReply::errorOccurred, this, &ChatAPIWorker::handleErrorOccurred);
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}
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void ChatAPIWorker::handleFinished()
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{
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QNetworkReply *reply = qobject_cast<QNetworkReply *>(sender());
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if (!reply) {
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emit finished();
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return;
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}
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QVariant response = reply->attribute(QNetworkRequest::HttpStatusCodeAttribute);
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Q_ASSERT(response.isValid());
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bool ok;
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int code = response.toInt(&ok);
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if (!ok || code != 200) {
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qWarning().noquote() << "ERROR: ChatAPIWorker::handleFinished got HTTP Error" << code << "response:"
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<< reply->errorString();
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}
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reply->deleteLater();
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emit finished();
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}
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void ChatAPIWorker::handleReadyRead()
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{
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QNetworkReply *reply = qobject_cast<QNetworkReply *>(sender());
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if (!reply) {
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emit finished();
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return;
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}
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QVariant response = reply->attribute(QNetworkRequest::HttpStatusCodeAttribute);
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Q_ASSERT(response.isValid());
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bool ok;
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int code = response.toInt(&ok);
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if (!ok || code != 200) {
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m_chat->callResponse(
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-1,
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u"ERROR: ChatAPIWorker::handleReadyRead got HTTP Error %1 %2: %3"_s
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.arg(code).arg(reply->errorString(), reply->readAll()).toStdString()
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);
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emit finished();
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return;
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}
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while (reply->canReadLine()) {
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QString jsonData = reply->readLine().trimmed();
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if (jsonData.startsWith("data:"))
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jsonData.remove(0, 5);
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jsonData = jsonData.trimmed();
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if (jsonData.isEmpty())
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continue;
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if (jsonData == "[DONE]")
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continue;
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#if defined(DEBUG)
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qDebug().noquote() << "line" << jsonData;
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#endif
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QJsonParseError err;
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const QJsonDocument document = QJsonDocument::fromJson(jsonData.toUtf8(), &err);
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if (err.error != QJsonParseError::NoError) {
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m_chat->callResponse(-1, u"ERROR: ChatAPI responded with invalid json \"%1\""_s
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.arg(err.errorString()).toStdString());
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continue;
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}
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const QJsonObject root = document.object();
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const QJsonArray choices = root.value("choices").toArray();
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const QJsonObject choice = choices.first().toObject();
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const QJsonObject delta = choice.value("delta").toObject();
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const QString content = delta.value("content").toString();
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Q_ASSERT(m_ctx);
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m_currentResponse += content;
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if (!m_chat->callResponse(0, content.toStdString())) {
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reply->abort();
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emit finished();
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return;
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}
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}
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}
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void ChatAPIWorker::handleErrorOccurred(QNetworkReply::NetworkError code)
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{
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QNetworkReply *reply = qobject_cast<QNetworkReply *>(sender());
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if (!reply || reply->error() == QNetworkReply::OperationCanceledError /*when we call abort on purpose*/) {
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emit finished();
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return;
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}
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qWarning().noquote() << "ERROR: ChatAPIWorker::handleErrorOccurred got HTTP Error" << code << "response:"
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<< reply->errorString();
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emit finished();
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}
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