├── .github ├── ISSUE_TEMPLATE │ ├── bug-report..md │ └── feature-request.md └── dependabot.yml ├── .gitignore ├── LICENSE ├── POC_Documents └── V1 │ ├── Local-to-global-genAI_GraphRAG_V1 │ ├── Local_to_global poc v1.1 │ ├── RAPTOR_RECURSIVE ABSTRACTIVE PROCESSING v1 │ ├── figure.2,3.jpg │ └── figure.4.jpg ├── POC_Experiments └── Data_Analysis ├── README.md ├── backend ├── Dockerfile ├── Performance_test.py ├── README.md ├── constraints.txt ├── dbtest.py ├── example.env ├── locustperf.py ├── requirements.txt ├── score.py ├── src │ ├── QA_integration.py │ ├── api_response.py │ ├── chunkid_entities.py │ ├── communities.py │ ├── create_chunks.py │ ├── diffbot_transformer.py │ ├── document_sources │ │ ├── gcs_bucket.py │ │ ├── local_file.py │ │ ├── s3_bucket.py │ │ ├── web_pages.py │ │ ├── wikipedia.py │ │ └── youtube.py │ ├── entities │ │ ├── source_node.py │ │ └── user_credential.py │ ├── graphDB_dataAccess.py │ ├── graph_query.py │ ├── llm.py │ ├── logger.py │ ├── main.py │ ├── make_relationships.py │ ├── neighbours.py │ ├── post_processing.py │ ├── ragas_eval.py │ └── shared │ │ ├── common_fn.py │ │ ├── constants.py │ │ ├── llm_graph_builder_exception.py │ │ └── schema_extraction.py ├── test_commutiesqa.py └── test_integrationqa.py ├── data ├── Apple stock during pandemic.pdf ├── README.md └── llm_comparision.json ├── docker-compose.yml ├── docs ├── backend │ └── backend_docs.adoc ├── frontend │ ├── frontend_docs.adoc │ └── images │ │ ├── AdditionalMetricEval.jpg │ │ ├── AddtionalInstructions.jpg │ │ ├── AllFilesGraph.jpg │ │ ├── AuraDBConnection.jpg │ │ ├── ChatBotModalView.jpg │ │ ├── ChatBotNewURL.jpg │ │ ├── ChatBotSideView.jpg │ │ ├── ChatModesDev.jpg │ │ ├── ChatModesProd.jpg │ │ ├── ChunksInfo.jpg │ │ ├── ClearChatHistory.jpg │ │ ├── CommunitiesGraph.jpg │ │ ├── CompletedReadyToReprocess.jpg │ │ ├── ConnectionModal.jpg │ │ ├── CopyFileData.jpg │ │ ├── DarkMode.jpg │ │ ├── DeleteFiles.jpg │ │ ├── DeleteOrphanNodes.jpg │ │ ├── DocChunkGraph.jpg │ │ ├── DownLoadConversation.jpg │ │ ├── Dropdown.jpg │ │ ├── EntitiesGraph.jpg │ │ ├── EntitiesInfo.jpg │ │ ├── EntityExtraction.jpg │ │ ├── ExistingSchema.jpg │ │ ├── FailedReadyToReprocess.jpg │ │ ├── FileNodes.jpg │ │ ├── FileRelationships.jpg │ │ ├── FileStatus.jpg │ │ ├── GCSbucketFiles.jpg │ │ ├── Gcloud_auth.jpg │ │ ├── GenerateGraph.jpg │ │ ├── GetDuplicateNodes.jpg │ │ ├── GitHubIssues.jpg │ │ ├── GraphActions.jpg │ │ ├── GraphDBConnection.jpg │ │ ├── GraphEnhancements.jpg │ │ ├── LLMGraphBuilderDocumentation.jpg │ │ ├── LightMode.jpg │ │ ├── MergeDuplicateEntities.jpg │ │ ├── MetricEval.jpg │ │ ├── NeighbourNodeDisconnected.jpg │ │ ├── NoConnection.jpg │ │ ├── PostProcessingDB.jpg │ │ ├── PostProcessingGDS.jpg │ │ ├── PredefinedSchema.jpg │ │ ├── ReadOnlyUser.jpg │ │ ├── S3BucketScan.jpg │ │ ├── ScanningSource.jpg │ │ ├── Schema.jpg │ │ ├── SingleFileQuery.jpg │ │ ├── Sources.jpg │ │ ├── TextChunks.jpg │ │ ├── UploadLocalFile.jpg │ │ ├── UserDefinedSchema.jpg │ │ ├── WebSources.jpg │ │ └── WithData.jpg ├── project architecture.png └── project_docs.adoc ├── experiments ├── Cleanup_of_graph_model.ipynb ├── Combined chunk comparision.png ├── Combined chunks sequential and parallel execution comparision.ipynb ├── Experimentations for Kg creation.docx ├── LLM Comparisons with one pdf.docx ├── LLM_Results_.csv ├── NER_using_hugging_face_transformers_bert.ipynb ├── NER_using_spacy.ipynb ├── PDF_to_KG_using_Rebel.ipynb ├── PDF_to_KG_using_llamaindex.ipynb ├── PDF_to_kg_using_OpenAI.ipynb ├── Q_A_integration_using_RAGS (1).ipynb ├── RAGAS_evaluation.csv ├── README.md ├── chunk_size_variable.ipynb ├── graphrag.ipynb ├── modes_comparison_RAGAS.ipynb ├── multiple_models.ipynb └── nova_models_trial.ipynb ├── frontend ├── .dockerignore ├── .eslintrc.json ├── .gitignore ├── .husky │ ├── common.sh │ └── pre-commit ├── .lintstagedrc.json ├── .prettierignore ├── .prettierrc.json ├── Dockerfile ├── LICENSE ├── README.md ├── example.env ├── index.html ├── nginx │ ├── nginx.local.conf │ └── nginx.prod.conf ├── package.json ├── postcss.config.js ├── public │ ├── favicons │ │ ├── favicon-16x16.png │ │ ├── favicon-194x194.png │ │ ├── favicon-32x32.png │ │ └── favicon.ico │ ├── paginate-filter-text.svg │ └── paragraph-left-align.svg ├── src │ ├── API │ │ └── Index.ts │ ├── App.css │ ├── App.tsx │ ├── HOC │ │ ├── CustomModal.tsx │ │ └── WithVisibility.tsx │ ├── Home.tsx │ ├── assets │ │ ├── ChatbotMessages.json │ │ ├── images │ │ │ ├── Neo4jRetrievalLogo.png │ │ │ ├── Stopwatch-blue.svg │ │ │ ├── bgImage.svg │ │ │ ├── chatbot-ai.png │ │ │ ├── chatbot-user.png │ │ │ ├── chunks.svg │ │ │ ├── data-from-cloud.svg │ │ │ ├── db-search.svg │ │ │ ├── dropzone.svg │ │ │ ├── gcs.webp │ │ │ ├── graph-enhancements.svg │ │ │ ├── graph-search.svg │ │ │ ├── internet_logo.png │ │ │ ├── s3logo.png │ │ │ ├── web-darkmode.svg │ │ │ ├── web-search-darkmode-final2.svg │ │ │ ├── web-search-svgrepo-com (2).svg │ │ │ ├── web-search-svgrepo-com.svg │ │ │ ├── web-svgrepo-com.svg │ │ │ ├── web.svg │ │ │ ├── wikipedia-darkmode.svg │ │ │ ├── wikipedia.svg │ │ │ ├── youtube-darkmode.svg │ │ │ ├── youtube-lightmode.svg │ │ │ ├── youtube.svg │ │ │ └── youtubeimg.jfif │ │ ├── newSchema.json │ │ └── schemas.json │ ├── components │ │ ├── Auth │ │ │ └── Auth.tsx │ │ ├── BreakDownPopOver.tsx │ │ ├── ChatBot │ │ │ ├── ChatInfoModal.tsx │ │ │ ├── ChatModeToggle.tsx │ │ │ ├── ChatModesSwitch.tsx │ │ │ ├── ChatOnlyComponent.tsx │ │ │ ├── Chatbot.tsx │ │ │ ├── ChunkInfo.tsx │ │ │ ├── CommonChatActions.tsx │ │ │ ├── CommunitiesInfo.tsx │ │ │ ├── EntitiesInfo.tsx │ │ │ ├── ExpandedChatButtonContainer.tsx │ │ │ ├── MetricsCheckbox.tsx │ │ │ ├── MetricsTab.tsx │ │ │ ├── MultiModeMetrics.tsx │ │ │ ├── NotAvailableMetric.tsx │ │ │ ├── SourcesInfo.tsx │ │ │ └── chatInfo.ts │ │ ├── Content.tsx │ │ ├── DataSources │ │ │ ├── AWS │ │ │ │ ├── S3Bucket.tsx │ │ │ │ └── S3Modal.tsx │ │ │ ├── GCS │ │ │ │ ├── GCSButton.tsx │ │ │ │ └── GCSModal.tsx │ │ │ ├── Local │ │ │ │ ├── DropZone.tsx │ │ │ │ └── DropZoneForSmallLayouts.tsx │ │ │ └── Web │ │ │ │ └── WebButton.tsx │ │ ├── Dropdown.tsx │ │ ├── FileTable.tsx │ │ ├── Graph │ │ │ ├── CheckboxSelection.tsx │ │ │ ├── GraphPropertiesPanel.tsx │ │ │ ├── GraphPropertiesTable.tsx │ │ │ ├── GraphViewButton.tsx │ │ │ ├── GraphViewModal.tsx │ │ │ ├── LegendsChip.tsx │ │ │ ├── ResizePanel.tsx │ │ │ ├── ResultOverview.tsx │ │ │ ├── SchemaDropdown.tsx │ │ │ └── SchemaViz.tsx │ │ ├── Layout │ │ │ ├── AlertIcon.tsx │ │ │ ├── DrawerChatbot.tsx │ │ │ ├── DrawerDropzone.tsx │ │ │ ├── Header.tsx │ │ │ ├── PageLayout.tsx │ │ │ └── SideNav.tsx │ │ ├── Login │ │ │ └── Index.tsx │ │ ├── Popups │ │ │ ├── ChunkPopUp │ │ │ │ └── index.tsx │ │ │ ├── ConnectionModal │ │ │ │ ├── ConnectionModal.tsx │ │ │ │ └── VectorIndexMisMatchAlert.tsx │ │ │ ├── DeletePopUp │ │ │ │ └── DeletePopUp.tsx │ │ │ ├── ExpirationModal │ │ │ │ └── ExpiredFilesAlert.tsx │ │ │ ├── GraphEnhancementDialog │ │ │ │ ├── AdditionalInstructions │ │ │ │ │ └── index.tsx │ │ │ │ ├── Deduplication │ │ │ │ │ └── index.tsx │ │ │ │ ├── DeleteTabForOrphanNodes │ │ │ │ │ └── index.tsx │ │ │ │ ├── EnitityExtraction │ │ │ │ │ ├── DataImporter.tsx │ │ │ │ │ ├── GraphPattern.tsx │ │ │ │ │ ├── ImporterInput.tsx │ │ │ │ │ ├── LoadExistingSchema.tsx │ │ │ │ │ ├── NewEntityExtractionSetting.tsx │ │ │ │ │ ├── PatternContainer.tsx │ │ │ │ │ ├── PredefinedSchemaDialog.tsx │ │ │ │ │ ├── SchemaFromTextDialog.tsx │ │ │ │ │ └── UploadJsonData.tsx │ │ │ │ ├── PostProcessingCheckList │ │ │ │ │ ├── PostProcessingToast.tsx │ │ │ │ │ ├── SelectedJobList.tsx │ │ │ │ │ └── index.tsx │ │ │ │ └── index.tsx │ │ │ ├── LargeFilePopUp │ │ │ │ ├── ConfirmationDialog.tsx │ │ │ │ └── LargeFilesAlert.tsx │ │ │ └── RetryConfirmation │ │ │ │ └── Index.tsx │ │ ├── QuickStarter.tsx │ │ ├── UI │ │ │ ├── Alert.tsx │ │ │ ├── BreakDownPopOver.tsx │ │ │ ├── ButtonWithToolTip.tsx │ │ │ ├── CustomButton.tsx │ │ │ ├── CustomMenu.tsx │ │ │ ├── CustomPopOver.tsx │ │ │ ├── CustomProgressBar.tsx │ │ │ ├── DatabaseIcon.tsx │ │ │ ├── DatabaseStatusIcon.tsx │ │ │ ├── Dropdown.tsx │ │ │ ├── ErrroBoundary.tsx │ │ │ ├── FallBackDialog.tsx │ │ │ ├── HoverableLink.tsx │ │ │ ├── IconButtonToolTip.tsx │ │ │ ├── Legend.tsx │ │ │ ├── SchemaSelectionPopup.tsx │ │ │ ├── ScienceMolecule.tsx │ │ │ ├── ShowAll.tsx │ │ │ └── TipWrapper.tsx │ │ ├── User │ │ │ └── Profile.tsx │ │ └── WebSources │ │ │ ├── CustomSourceInput.tsx │ │ │ ├── GenericSourceButton.tsx │ │ │ ├── GenericSourceModal.tsx │ │ │ ├── Web │ │ │ └── WebInput.tsx │ │ │ ├── WikiPedia │ │ │ └── WikipediaInput.tsx │ │ │ └── Youtube │ │ │ └── YoutubeInput.tsx │ ├── context │ │ ├── Alert.tsx │ │ ├── ThemeWrapper.tsx │ │ ├── UserCredentials.tsx │ │ ├── UserMessages.tsx │ │ └── UsersFiles.tsx │ ├── hooks │ │ ├── useHasSelections.tsx │ │ ├── useSourceInput.tsx │ │ ├── useSpeech.tsx │ │ └── useSse.tsx │ ├── index.css │ ├── logo-color.svg │ ├── logo.svg │ ├── main.tsx │ ├── services │ │ ├── AdditionalMetrics.ts │ │ ├── CancelAPI.ts │ │ ├── ChunkEntitiesInfo.ts │ │ ├── CommonAPI.ts │ │ ├── ConnectAPI.ts │ │ ├── DeleteFiles.ts │ │ ├── DeleteOrphanNodes.ts │ │ ├── GetDuplicateNodes.ts │ │ ├── GetFiles.ts │ │ ├── GetNodeLabelsRelTypes.ts │ │ ├── GetOrphanNodes.ts │ │ ├── GetRagasMetric.ts │ │ ├── GraphQuery.ts │ │ ├── HealthStatus.ts │ │ ├── MergeDuplicateEntities.ts │ │ ├── PollingAPI.ts │ │ ├── PostProcessing.ts │ │ ├── QnaAPI.ts │ │ ├── Retry.ts │ │ ├── SchemaFromTextAPI.ts │ │ ├── ServerSideStatusUpdateAPI.ts │ │ ├── URLScan.ts │ │ ├── VectorIndexCreation.ts │ │ └── getChunkText.ts │ ├── styling │ │ └── info.css │ ├── types.ts │ ├── utils │ │ ├── Constants.ts │ │ ├── FileAPI.ts │ │ ├── Loader.tsx │ │ ├── Queue.ts │ │ ├── Toasts.ts │ │ └── Utils.ts │ └── vite-env.d.ts ├── tailwind.config.js ├── tsconfig.json ├── tsconfig.node.json ├── vite.config.ts └── yarn.lock └── graph ├── bin ├── Activate.ps1 ├── activate ├── activate.csh ├── activate.fish ├── python ├── python3 └── python3.12 ├── lib64 └── pyvenv.cfg 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