├── .darglint ├── .dockerignore ├── .github ├── CODE_OF_CONDUCT.md ├── CODE_REVIEW_GUIDELINES.md ├── ISSUE_TEMPLATE │ ├── ---can-marie-do-this-.md │ ├── ---found-a-bug-and-i-solved-it.md │ ├── ---new-feature---discussion-needed.md │ ├── ---question---may-be-a-bug-.md │ └── config.yml ├── changlog-header ├── pull_request_template.md ├── release-template.ejs ├── slack-pypi.json └── workflows │ ├── codeql-analysis.yml │ ├── commit-lint.yml │ ├── force-docker-build.yml │ ├── force-docs-build.yml │ └── force-release.yml ├── .gitignore ├── .nvmrc ├── .pre-commit-config.yaml ├── .pylintrc ├── .run ├── batch_document_ocr.run.xml ├── check_document_taxonomy.run.xml ├── coco_funsd_augmenter.run.xml ├── document_classifier.run.xml ├── llm_ops.run.xml ├── marie ctl.run.xml ├── marie gateway - params.run.xml ├── marie gateway-FILE.run.xml ├── marie server - G5 ANNOTATOR.run.xml ├── marie server - G5 annotator_embeddings.run.xml ├── marie server - G5 annotator_llm.run.xml ├── marie server - G5 annotator_parser.run.xml ├── marie server - G5 annotator_table.run.xml ├── marie server - G5 annotator_table_parser.run.xml ├── marie server - Test Exec Job.run.xml ├── marie server - classifier.run.xml ├── marie server - extract.run.xml ├── marie server - matcher.run.xml ├── marie server-deployment.run.xml ├── multimodal_ops.run.xml └── template-matching app .run.xml ├── .secrets.baseline ├── .vscode ├── launch.json └── settings.json ├── CHANGELOG.md ├── CONTRIBUTING.md ├── Dockerfiles ├── .dockerignore ├── README.etcd.md ├── README.md ├── cpu-310.Dockerfile ├── cpu-312.slim.Dockerfile ├── cuda-312.Dockerfile ├── docker-compose.etcd-tls.yml ├── docker-compose.etcd.yml ├── docker-compose.extract.yml ├── docker-compose.g5-annotators.yml ├── docker-compose.gateway.yml ├── docker-compose.litellm.yml ├── docker-compose.monitoring.yml ├── docker-compose.rabbitmq.yml ├── docker-compose.s3-debug.yml ├── docker-compose.s3-zenko.yml ├── docker-compose.s3.yml ├── docker-compose.storage-vector.yml ├── docker-compose.storage.yml ├── docker-compose.yml ├── docker-litellm.sh ├── gpu-310.Dockerfile ├── gpu-312.conda.Dockerfile ├── gpu.Dockerfile ├── protogen-3.21.Dockerfile └── protogen.Dockerfile ├── LICENSE ├── MANIFEST.in ├── Makefile ├── NOTICE ├── README-GB.md ├── README.md ├── RELEASE.md ├── ansible ├── .env.example ├── README.etcd.md ├── README.md ├── cluster_utils.sh ├── env.sh ├── inventories │ ├── group_vars │ │ ├── all.yml │ │ └── etcd_cluster.yml │ ├── hosts.yml │ └── proxmox.yml ├── play-clean.sh ├── play-deploy-to-node.sh ├── play-etcd-cleanup.sh ├── play-etcd-cluster.sh ├── play-etcd-health.sh ├── play-gpu-info.sh ├── play-gpu-undervolt.sh ├── play-grep-node.sh ├── play-info.sh ├── play-log-driver-rotate.sh ├── play-provision-proxmox.sh ├── play-pull-image.sh ├── play-restart-daemon.sh ├── play-start-node.sh ├── play-status-node.sh ├── play-stop-node.sh ├── play-validate.sh ├── play-venv.sh ├── play-who.sh ├── playbook │ ├── clean.yml │ ├── deploy-to-node.yml │ ├── etcd-cluster.yml │ ├── etcd-health.yml │ ├── files │ │ ├── create-user.sh │ │ ├── info-container-status.sh │ │ ├── install-docker.sh │ │ └── mount.sh │ ├── gpu-info-node.yml │ ├── gpu-undervolt.yml │ ├── info.yml │ ├── log-driver-rotate.yml │ ├── provision-proxmox.yml │ ├── pull-image.yml │ ├── restart-daemon.yml │ ├── roles │ │ └── etcd_cluster │ │ │ ├── files │ │ │ └── certs │ │ │ │ └── generate-etcd-certs.sh │ │ │ └── tasks │ │ │ └── main.yml │ ├── start-node.yml │ ├── status-node.yml │ ├── stop-node.yml │ ├── validate.yml │ ├── venv-node.yml │ └── who.yml └── setup-keys.sh ├── assets ├── english │ ├── Barcode │ │ ├── Barcode_3.jpg │ │ ├── Page_01.tif │ │ ├── Page_03.tif │ │ ├── Page_06.tif │ │ ├── Page_07.tif │ │ ├── QR_Code_066.tif │ │ ├── QR_Code_097.png │ │ ├── barcode1.jpg │ │ ├── barcode2.png │ │ ├── barcode3.tif │ │ └── barcode4.gif │ ├── Business_cards │ │ ├── doc10001.tif │ │ ├── doc10002.tif │ │ └── doc10003.tif │ ├── Checkmark │ │ ├── OMR10.tif │ │ ├── OMR5.tif │ │ ├── OMR6.jpg │ │ ├── OMR7.jpg │ │ ├── OMR8.png │ │ ├── OMR9.jpg │ │ ├── Page_01.tif │ │ ├── Page_03.tif │ │ ├── Page_06.tif │ │ ├── Page_07.tif │ │ └── [Untitled]001.jpg │ ├── Handprint │ │ ├── ICR1.jpg │ │ ├── ICR2.png │ │ ├── ICR3.jpg │ │ ├── ICR4.png │ │ ├── ICR5.jpg │ │ ├── ICR6.tif │ │ ├── ICR7.jpg │ │ ├── Page_01.tif │ │ ├── Page_02.tif │ │ ├── Page_03.tif │ │ ├── Page_04.tif │ │ ├── Page_06.tif │ │ ├── Page_07.tif │ │ ├── Page_08.tif │ │ ├── Page_09.tif │ │ ├── Page_11.tif │ │ ├── Page_12.tif │ │ └── Page_13.tif │ ├── Lines │ │ ├── 001.png │ │ ├── 002.png │ │ ├── 003.png │ │ ├── 004.png │ │ └── 005.png │ ├── Mobile_Photos │ │ ├── IMG_0122.jpg │ │ ├── IMG_0123.jpg │ │ ├── MobPhoto_1.jpg │ │ ├── MobPhoto_2.jpg │ │ ├── MobPhoto_3.jpg │ │ ├── MobPhoto_4.jpg │ │ └── MobPhoto_5.jpg │ └── Scanned_documents │ │ ├── New Image.jpg │ │ ├── Picture_003.jpg │ │ ├── Picture_010.tif │ │ ├── Picture_025.tif │ │ ├── Picture_029.tif │ │ ├── t1.tif │ │ ├── t2.tif │ │ └── t5.tif ├── fonts │ ├── FreeMono.ttf │ ├── FreeMonoBold.ttf │ ├── FreeSans.otf │ ├── FreeSans.ttf │ ├── FreeSansBold.otf │ ├── FreeSansBold.ttf │ ├── FreeSansBoldOblique.otf │ ├── FreeSansBoldOblique.ttf │ ├── FreeSansOblique.otf │ ├── FreeSansOblique.ttf │ ├── OpenSans-Light.ttf │ ├── freesans.zip │ ├── sharefonts.net.txt │ └── vpscourt.ttf ├── fox_1f98-logo.png ├── fox_1f98-logo.xcf ├── fox_1f98a.png ├── fragments │ ├── fragment-001.png │ └── fragment-002.png ├── psm │ ├── block │ │ ├── block-001.png │ │ ├── block-002.png │ │ ├── block-003.png │ │ ├── block-004.png │ │ └── block-005.png │ ├── lines │ │ ├── line-001.png │ │ └── line-002.png │ └── word │ │ ├── 0001.jpg │ │ ├── 0001.png │ │ └── fragment-002.png ├── samples │ └── named-entity-recognition │ │ ├── config.json │ │ └── visualize-config.json ├── sql │ ├── monitoring.sql │ ├── ner-indexer.sql │ ├── overlay.sql │ └── ps_stat_monitoring.sql └── template_matching │ ├── ngrams.json │ ├── sample-001-50p.png │ ├── sample-001-95_percent.png │ ├── sample-001-exact.png │ ├── sample-001.png │ ├── sample-001.png.meta.json │ ├── sample-002.png │ ├── sample-003.png │ ├── sample-004.png │ ├── sample-005.png │ ├── sample-006.png │ ├── template-001.png │ ├── template-002.png │ ├── template-003.png │ ├── template-004.png │ ├── template-005.png │ ├── template-005_w.png │ └── template-006.png ├── bindings ├── README.md ├── java-client-sample │ ├── .gitignore │ ├── pom.xml │ └── src │ │ └── main │ │ └── java │ │ └── co │ │ └── marieai │ │ └── example │ │ └── ClientExample.java ├── kotlin │ ├── README.md │ ├── build.gradle.kts │ ├── gradle.properties │ ├── gradle │ │ └── wrapper │ │ │ ├── gradle-wrapper.jar │ │ │ └── gradle-wrapper.properties │ ├── gradlew │ ├── gradlew.bat │ ├── settings.gradle.kts │ └── src │ │ └── main │ │ ├── kotlin │ │ └── co │ │ │ └── marieai │ │ │ ├── GrapnelConversion.kt │ │ │ ├── Main.kt │ │ │ ├── client │ │ │ ├── MarieClient.kt │ │ │ └── TemplateMatcherClient.kt │ │ │ └── model │ │ │ └── TemplateMatchModel.kt │ │ └── proto │ │ ├── docarray.proto │ │ └── jina.proto └── proto │ ├── build.sh │ ├── event_stream.proto │ └── event_stream_pb2.py ├── bootstrap-marie.sh ├── bootstrap.md ├── bump.sh ├── collect_env.py ├── config ├── .env.dev ├── .env.dev-1 ├── .env.prod ├── .grpc.env ├── alertmanager │ └── alertmanager.yml ├── executors │ ├── README.md │ ├── config.ner-full.json │ ├── config.ner.json │ └── marie.json ├── extract │ ├── 12345 │ │ └── layout.yml │ ├── README.md │ └── base │ │ └── mapper.yml ├── grafana │ ├── config.monitoring │ ├── loki │ │ └── loki-config.yaml │ ├── promtail │ │ └── promtail-config.yaml │ └── provisioning │ │ ├── dashboards │ │ ├── dashboard.yml │ │ └── traefik_rev4.json │ │ └── datasources │ │ └── datasource.yml ├── litellm │ ├── README.md │ └── config.dev.yml ├── marie-debug.yml ├── opentelemetry │ └── otel-collector-config.yml ├── prometheus │ ├── alert.yml │ ├── prometheus.old.yml │ └── prometheus.yml ├── psql │ ├── cron_job_init.sql │ ├── init.sql │ ├── pg_hba.conf │ ├── schema │ │ ├── count_dag_states.sql │ │ ├── count_job_states.sql │ │ ├── create_constraints.sql │ │ ├── create_indexes.sql │ │ ├── delete_dags_and_jobs.sql │ │ ├── delete_failed_dags_and_jobs.sql │ │ ├── delete_orphaned_jobs.sql │ │ ├── fetch_next_job.sql │ │ ├── fetch_next_job_1.sql │ │ ├── fetch_next_job_sanity_check.sql │ │ ├── job_dependencies.sql │ │ ├── jobs_with_unmet_dependencies.sql │ │ ├── monitoring │ │ │ ├── dag_bucketed_sla_view.sql │ │ │ ├── dag_chain_debug_view.sql │ │ │ └── dag_gantt_dependency_status_view.sql │ │ ├── notify_dag_state_change.sql │ │ ├── purge_non_started_work.sql │ │ ├── queue_init.sql │ │ ├── ready_jobs_view.sql │ │ ├── refresh_dag_durations.sql │ │ ├── refresh_job_durations.sql │ │ ├── refresh_job_priority.sql │ │ ├── reset_active_dags_and_jobs.sql │ │ ├── reset_all.sql │ │ ├── reset_completed_dags_and_jobs.sql │ │ ├── reset_failed_dags_and_jobs.sql │ │ ├── resolve_dag_state.sql │ │ ├── suspend_non_started_work.sql │ │ ├── sync_job_dependencies.sql │ │ └── unsuspend_work.sql │ └── snippet.md ├── service │ ├── bones.yml │ ├── deployment.yml │ ├── direct-flow-gateway.yml │ ├── direct-flow.yml │ ├── extract │ │ └── marie-extract-4.0.0.yml │ ├── g5 │ │ └── marie-g5-annotator.yml │ ├── im-policy.xml │ ├── marie-classifier.yml │ ├── marie-dev-job.yml │ ├── marie-dev.yml │ ├── marie-flow.yml │ ├── marie-g5.yml │ ├── marie-gateway-4.0.0.yml │ ├── marie-p.yml │ ├── marie-template-matching.yml │ └── marie.yml ├── sglang │ ├── README.md │ ├── bench_qvl.sh │ ├── bench_qwq.sh │ ├── sglang-qwenvl_2_5-72B-x8.sh │ ├── sglang-qwenvl_2_5_vl_adapter.sh │ ├── sglang-qwenvl_2_5_vl_adapter_direct.sh │ ├── sglang-qwenvl_2_5_vl_adapter_no_lora.sh │ ├── sglang-qwenvl_2_5_vl_local.sh │ ├── sglang-qwq-x8.sh │ ├── sglang_long_post.lua │ └── sglang_post.lua ├── tests-integration │ ├── README.md │ ├── pipeline-classify-006.partial.yml │ ├── pipeline-integration-region.partial.yml │ ├── pipeline-integration.partial.yml │ └── pipeline-subzero-001.partial.yml ├── zenko │ ├── authdata.json │ ├── config.json │ └── locationConfig.json └── zoo │ ├── prompt-templates │ └── relation-extraction │ │ └── inference_prompt.txt.j2 │ ├── textfusenet │ ├── Base-RCNN-FPN.yaml │ └── synthtext_pretrain_101_FPN.yaml │ └── unilm │ └── dit │ ├── object_detection │ └── document_boundary │ │ ├── Base-RCNN-FPN.yaml │ │ ├── cascade │ │ ├── cascade_dit_base.yaml │ │ └── cascade_dit_large.yaml │ │ ├── maskrcnn │ │ ├── maskrcnn_dit_base.yaml │ │ └── maskrcnn_dit_large.yaml │ │ └── prod.yaml │ └── text_detection │ ├── Base-RCNN-FPN.yaml │ ├── mask_rcnn_dit_base.yaml │ ├── mask_rcnn_dit_large.yaml │ └── mask_rcnn_dit_prod.yaml ├── cvat ├── README.md ├── deploy_gpu_bounding_boxes.sh ├── serverless │ └── pytorch │ │ └── bounding-boxes │ │ ├── nuclio │ │ ├── function.yaml │ │ ├── main.py │ │ └── model_handler.py │ │ ├── sample-yolo.sh │ │ └── sample.sh └── tools │ ├── bounding-boxes │ ├── __init__.py │ └── annotate.py │ └── line-segments │ ├── __init__.py │ └── annotate.py ├── dashboard └── README.md ├── docker-scripts ├── README.md ├── container.sh ├── destroy.sh ├── exec.sh ├── id ├── id.gateway ├── id.github ├── monitor.sh ├── restart.sh ├── run-all.sh ├── run-gateway.sh ├── run-interactive-cpu.sh ├── run-interactive-gpu.sh ├── run.sh ├── service.env ├── stop.sh ├── tail-log.sh ├── update.sh └── version.sh ├── docs ├── .gitignore ├── .nvmrc ├── CNAME ├── README.md ├── babel.config.js ├── docs │ ├── api │ │ ├── _category_.json │ │ ├── boxes.md │ │ ├── cli.md │ │ ├── document.md │ │ ├── generated │ │ │ ├── marie.boxes.BoxProcessorUlimDit.md │ │ │ ├── marie.boxes.PSMode.md │ │ │ ├── marie.document.CraftOcrProcessor.md │ │ │ ├── marie.document.LevenshteinOcrProcessor.md │ │ │ ├── marie.document.TesseractOcrProcessor.md │ │ │ └── marie.document.TrOcrProcessor.md │ │ ├── index.md │ │ └── server.md │ ├── changelog.md │ ├── credits.md │ ├── extract │ │ ├── _category_.json │ │ ├── query-plan.md │ │ ├── scheduler.md │ │ └── sla.md │ ├── getting-started │ │ ├── _category_.json │ │ ├── configuration │ │ │ ├── _category_.json │ │ │ ├── config.md │ │ │ ├── secrets.md │ │ │ └── traefik.md │ │ ├── contributing │ │ │ ├── _category_.json │ │ │ ├── add_new_model.md │ │ │ ├── build-guide.md │ │ │ ├── contributing.md │ │ │ ├── index.md │ │ │ ├── notebooks.md │ │ │ └── vscode-remote-debug.md │ │ ├── deployment │ │ │ ├── _category_.json │ │ │ ├── control-plane.md │ │ │ ├── docker.md │ │ │ └── observability.md │ │ ├── inference │ │ │ ├── _category_.json │ │ │ ├── onnx.md │ │ │ └── undervolt.md │ │ ├── installation.mdx │ │ ├── job-management │ │ │ ├── _category_.json │ │ │ └── maintenance.md │ │ ├── package.json │ │ └── troubleshooting.md │ ├── guides │ │ ├── _category_.json │ │ ├── architecture-overview.md │ │ ├── executor.md │ │ ├── flow.md │ │ ├── pipelines.md │ │ ├── service-discovery.md │ │ └── template_matching.md │ ├── intro.md │ └── models │ │ ├── _category_.json │ │ ├── bouding-boxes.md │ │ ├── model-registry.md │ │ ├── model-zoo-introduction.mdx │ │ ├── model-zoo.md │ │ └── named-entity-recognition.md ├── docusaurus.config.js ├── makedoc.sh ├── package-lock.json ├── package.json ├── sidebars.js ├── sphinx │ ├── Makefile │ ├── boxes.rst │ ├── cli.rst │ ├── conf.py │ ├── document.rst │ ├── index.rst │ ├── make.bat │ └── server.rst ├── src │ ├── components │ │ └── HomepageFeatures │ │ │ ├── index.tsx │ │ │ └── styles.module.css │ ├── css │ │ └── custom.css │ └── pages │ │ ├── index.module.css │ │ ├── index.tsx │ │ └── markdown-page.md ├── static │ ├── .nojekyll │ ├── api │ │ └── v1.yaml │ └── img │ │ ├── favicon.ico │ │ ├── logo.png │ │ ├── scheduler │ │ ├── sample-graph-001.png │ │ └── sample-mermarid-001.png │ │ ├── undraw_docusaurus_mountain.svg │ │ ├── undraw_docusaurus_react.svg │ │ └── undraw_docusaurus_tree.svg └── tsconfig.json ├── examples ├── __init__.py ├── batch_document_ocr.py ├── batch_document_ocr_dir.py ├── config.dev.json ├── convert_pdf_to_tiff.py ├── data-001.sh ├── document_classifier.py ├── document_embeddings.py ├── document_extract.py ├── document_ocr.md ├── document_results_to_text.py ├── extract_jsonx.py ├── hello-marie │ ├── README.md │ ├── client.py │ ├── executor1 │ │ ├── config.yml │ │ ├── executor.py │ │ └── requirements.txt │ ├── executor2 │ │ ├── config.yml │ │ ├── executor.py │ │ └── requirements.txt │ └── flow.yml ├── ner_extract.py ├── s1.sh ├── set-001 │ └── test │ │ ├── fragment-001.png │ │ ├── fragment-002.png │ │ └── fragment-003.png ├── srcData-0001.sh ├── srcFile-001.sh ├── srcFile-regions-001.sh ├── start.sh ├── url-request001-text.sh ├── url-request001.sh └── utils.py ├── extra-requirements.txt ├── extra-requirements.txt-CUDA ├── fixtures └── clear_data.sql ├── hooks └── post-commit ├── hubble ├── __init__.py ├── __main__.py ├── api.py ├── client │ ├── __init__.py │ ├── base.py │ ├── client.py │ ├── endpoints.py │ └── session.py ├── dockerauth.py ├── excepts.py ├── executor │ ├── __init__.py │ ├── __main__.py │ ├── helper.py │ ├── hubapi.py │ ├── hubio.py │ ├── parsers │ │ ├── __init__.py │ │ ├── base.py │ │ ├── list.py │ │ ├── new.py │ │ ├── pull.py │ │ ├── push.py │ │ └── status.py │ └── requirements.py ├── parsers │ ├── __init__.py │ ├── base.py │ ├── helper.py │ └── token.py ├── resources │ ├── Python.gitignore │ ├── ci-vendors.json │ └── executor-template │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── config.yml │ │ ├── executor.py │ │ ├── jax.Dockerfile │ │ ├── requirements.txt │ │ ├── tf.Dockerfile │ │ └── torch.Dockerfile └── utils │ ├── __init__.py │ ├── api_utils.py │ ├── auth.py │ ├── config.py │ ├── notebook.py │ └── pbar.py ├── im-policy.xml ├── info.py ├── kill-hanged.sh ├── marie ├── __init__.py ├── __main__.py ├── _annotations.py ├── _builtins.py ├── _core │ ├── __init__.py │ ├── bridge │ │ ├── __init__.py │ │ └── pydantic.py │ ├── constants.py │ ├── definitions │ │ ├── __init__.py │ │ ├── data_version.py │ │ ├── events.py │ │ ├── metadata │ │ │ └── __init__.py │ │ └── multi_dimensional_partitions.py │ ├── errors.py │ ├── execution │ │ ├── __init__.py │ │ └── context │ │ │ ├── __init__.py │ │ │ └── output.py │ ├── schema.py │ ├── storage │ │ ├── __init__.py │ │ └── tags.py │ └── utils.py ├── _docarray.py ├── api │ ├── __init__.py │ └── docs.py ├── arg_parser.py ├── auth │ ├── __init__.py │ ├── api_key_manager.py │ └── auth_bearer.py ├── base_handler.py ├── boxes │ ├── __init__.py │ ├── box_processor.py │ ├── craft_box_processor.py │ ├── dit │ │ ├── __init__.py │ │ ├── ditod │ │ │ ├── __init__.py │ │ │ ├── backbone.py │ │ │ ├── beit.py │ │ │ ├── config.py │ │ │ └── deit.py │ │ └── ulim_dit_box_processor.py │ ├── line_processor.py │ └── textfusenet_box_processor.py ├── check │ ├── README.md │ └── __init__.py ├── checker.py ├── clients │ ├── __init__.py │ ├── base │ │ ├── __init__.py │ │ ├── grpc.py │ │ ├── helper.py │ │ ├── http.py │ │ ├── retry.py │ │ ├── stream_rpc.py │ │ ├── unary_rpc.py │ │ └── websocket.py │ ├── grpc.py │ ├── helper.py │ ├── http.py │ ├── mixin.py │ ├── request │ │ ├── __init__.py │ │ ├── asyncio.py │ │ └── helper.py │ └── websocket.py ├── common │ ├── __init__.py │ ├── adetr │ │ └── decoder.py │ ├── donut │ │ ├── encoder.py │ │ └── processor.py │ ├── download.py │ ├── file_io.py │ ├── load.py │ ├── polygon.py │ ├── predictor.py │ ├── s3.py │ └── util.py ├── components │ ├── __init__.py │ ├── document_classifier │ │ ├── __init__.py │ │ ├── base.py │ │ └── transformers.py │ ├── document_indexer │ │ ├── __init__.py │ │ ├── base.py │ │ ├── llm.py │ │ ├── llm_task.py │ │ ├── transformers.py │ │ ├── transformers_seq2seq.py │ │ └── validator.py │ ├── document_registration │ │ ├── __init__.py │ │ ├── base.py │ │ ├── datamodel.py │ │ ├── ditod │ │ │ ├── __init__.py │ │ │ ├── backbone.py │ │ │ ├── beit.py │ │ │ ├── config.py │ │ │ └── deit.py │ │ └── unilm_dit.py │ ├── document_splitter │ │ ├── __init__.py │ │ ├── base.py │ │ └── transformers.py │ ├── document_taxonomy │ │ ├── __init__.py │ │ ├── base.py │ │ ├── datamodel.py │ │ ├── qavit │ │ │ ├── VisualT5.py │ │ │ ├── __init__.py │ │ │ ├── clip_encoder.py │ │ │ └── clip_qavit.py │ │ ├── qavit_document_taxonomy.py │ │ ├── transformers.py │ │ ├── transformers_seq2seq.py │ │ ├── util.py │ │ └── verbalizers.py │ ├── lmdx │ │ └── __init__.py │ ├── prompt │ │ └── __init__.py │ ├── table_rec │ │ ├── README.md │ │ ├── __init__.py │ │ ├── loader.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── decoder.py │ │ │ ├── encoder.py │ │ │ └── encoderdecoder.py │ │ ├── processor.py │ │ ├── schema.py │ │ └── shaper.py │ ├── template_matching │ │ ├── __init__.py │ │ ├── base.py │ │ ├── composite_template_maching.py │ │ ├── dim │ │ │ ├── DIM.py │ │ │ ├── __init__.py │ │ │ ├── feature_extractor_vgg.py │ │ │ └── utils.py │ │ ├── dim_template_matching.py │ │ ├── document_matched.py │ │ ├── meta │ │ │ └── __init__.py │ │ ├── meta_template_matching.py │ │ ├── model.py │ │ ├── vqnnf │ │ │ ├── __init__.py │ │ │ ├── matching │ │ │ │ ├── __init__.py │ │ │ │ ├── feature_extraction.py │ │ │ │ ├── gauss_haar_filters.py │ │ │ │ ├── init_methods.py │ │ │ │ ├── kmeans.py │ │ │ │ ├── sim.py │ │ │ │ ├── template_matching.py │ │ │ │ └── utils.py │ │ │ └── models │ │ │ │ ├── __init__.py │ │ │ │ ├── efficientnet.py │ │ │ │ └── resnet.py │ │ └── vqnnf_template_matching.py │ └── util.py ├── concur │ ├── ScheduledExecutorService.py │ └── __init__.py ├── conf │ ├── __init__.py │ ├── helper.py │ └── settings.py ├── constants.py ├── context.py ├── core │ ├── __init__.py │ ├── agent │ │ ├── __init__.py │ │ ├── custom │ │ │ ├── __init__.py │ │ │ ├── pipeline_worker.py │ │ │ ├── simple.py │ │ │ └── simple_function.py │ │ ├── function_calling │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── step.py │ │ ├── legacy │ │ │ ├── __init__.py │ │ │ └── react │ │ │ │ ├── __init__.py │ │ │ │ └── base.py │ │ ├── react │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── base.py │ │ │ ├── formatter.py │ │ │ ├── output_parser.py │ │ │ ├── prompts.py │ │ │ ├── step.py │ │ │ └── types.py │ │ ├── react_multimodal │ │ │ ├── __init__.py │ │ │ ├── prompts.py │ │ │ └── step.py │ │ ├── runner │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── parallel.py │ │ │ └── planner.py │ │ ├── types.py │ │ └── utils.py │ ├── async_utils.py │ ├── base │ │ ├── __init__.py │ │ ├── agent │ │ │ ├── __init__.py │ │ │ └── types.py │ │ ├── base_auto_retriever.py │ │ ├── base_multi_modal_retriever.py │ │ ├── base_query_engine.py │ │ ├── base_retriever.py │ │ ├── base_selector.py │ │ ├── embeddings │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── base_sparse.py │ │ ├── llms │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── generic_utils.py │ │ │ └── types.py │ │ ├── query_pipeline │ │ │ ├── __init__.py │ │ │ └── query.py │ │ └── response │ │ │ ├── __init__.py │ │ │ └── schema.py │ ├── bridge │ │ ├── __init__.py │ │ ├── langchain.py │ │ ├── pydantic.py │ │ ├── pydantic_core.py │ │ └── pydantic_settings.py │ ├── callbacks │ │ ├── __init__.py │ │ ├── base.py │ │ ├── base_handler.py │ │ ├── global_handlers.py │ │ ├── llama_debug.py │ │ ├── pythonically_printing_base_handler.py │ │ ├── schema.py │ │ ├── simple_llm_handler.py │ │ ├── token_counting.py │ │ └── utils.py │ ├── chat_engine │ │ ├── __init__.py │ │ ├── condense_plus_context.py │ │ ├── condense_question.py │ │ ├── context.py │ │ ├── simple.py │ │ ├── types.py │ │ └── utils.py │ ├── composability │ │ ├── __init__.py │ │ ├── base.py │ │ └── joint_qa_summary.py │ ├── constants.py │ ├── data_structs │ │ ├── __init__.py │ │ ├── data_structs.py │ │ ├── document_summary.py │ │ ├── registry.py │ │ ├── struct_type.py │ │ └── table.py │ ├── embeddings │ │ ├── __init__.py │ │ ├── loading.py │ │ ├── mock_embed_model.py │ │ ├── multi_modal_base.py │ │ ├── pooling.py │ │ └── utils.py │ ├── exec_utils.py │ ├── extractors │ │ ├── __init__.py │ │ ├── document_context.py │ │ ├── interface.py │ │ ├── loading.py │ │ └── metadata_extractors.py │ ├── graph_stores │ │ ├── __init__.py │ │ ├── prompts.py │ │ ├── simple.py │ │ ├── simple_labelled.py │ │ ├── types.py │ │ └── utils.py │ ├── image_retriever.py │ ├── img_utils.py │ ├── indices │ │ ├── __init__.py │ │ ├── base.py │ │ ├── base_retriever.py │ │ ├── common │ │ │ ├── __init__.py │ │ │ └── struct_store │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── schema.py │ │ │ │ └── sql.py │ │ ├── common_tree │ │ │ ├── __init__.py │ │ │ └── base.py │ │ ├── composability │ │ │ ├── __init__.py │ │ │ └── graph.py │ │ ├── document_summary │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── retrievers.py │ │ ├── empty │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── retrievers.py │ │ ├── keyword_table │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── rake_base.py │ │ │ ├── retrievers.py │ │ │ ├── simple_base.py │ │ │ └── utils.py │ │ ├── knowledge_graph │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── retrievers.py │ │ ├── list │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── retrievers.py │ │ ├── loading.py │ │ ├── managed │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── types.py │ │ ├── multi_modal │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── retriever.py │ │ ├── postprocessor.py │ │ ├── prompt_helper.py │ │ ├── property_graph │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── retriever.py │ │ │ ├── sub_retrievers │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── custom.py │ │ │ │ ├── cypher_template.py │ │ │ │ ├── llm_synonym.py │ │ │ │ ├── text_to_cypher.py │ │ │ │ └── vector.py │ │ │ ├── transformations │ │ │ │ ├── __init__.py │ │ │ │ ├── dynamic_llm.py │ │ │ │ ├── implicit.py │ │ │ │ ├── schema_llm.py │ │ │ │ ├── simple_llm.py │ │ │ │ └── utils.py │ │ │ └── utils.py │ │ ├── query │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── embedding_utils.py │ │ │ ├── query_transform │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── feedback_transform.py │ │ │ │ └── prompts.py │ │ │ └── schema.py │ │ ├── registry.py │ │ ├── struct_store │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── container_builder.py │ │ │ ├── json_query.py │ │ │ ├── pandas.py │ │ │ ├── sql.py │ │ │ ├── sql_query.py │ │ │ └── sql_retriever.py │ │ ├── tree │ │ │ ├── __init__.py │ │ │ ├── all_leaf_retriever.py │ │ │ ├── base.py │ │ │ ├── inserter.py │ │ │ ├── select_leaf_embedding_retriever.py │ │ │ ├── select_leaf_retriever.py │ │ │ ├── tree_root_retriever.py │ │ │ └── utils.py │ │ ├── utils.py │ │ └── vector_store │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── retrievers │ │ │ ├── __init__.py │ │ │ ├── auto_retriever │ │ │ ├── __init__.py │ │ │ ├── auto_retriever.py │ │ │ ├── output_parser.py │ │ │ └── prompts.py │ │ │ └── retriever.py │ ├── ingestion │ │ ├── __init__.py │ │ ├── api_utils.py │ │ ├── cache.py │ │ ├── data_sinks.py │ │ ├── data_sources.py │ │ ├── pipeline.py │ │ └── transformations.py │ ├── instrumentation │ │ ├── __init__.py │ │ ├── base_handler.py │ │ ├── dispatcher.py │ │ ├── event_handlers │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── null.py │ │ ├── events │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── base.py │ │ │ ├── chat_engine.py │ │ │ ├── embedding.py │ │ │ ├── exception.py │ │ │ ├── llm.py │ │ │ ├── query.py │ │ │ ├── rerank.py │ │ │ ├── retrieval.py │ │ │ ├── span.py │ │ │ └── synthesis.py │ │ ├── span │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── simple.py │ │ └── span_handlers │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── null.py │ │ │ └── simple.py │ ├── langchain_helpers │ │ ├── __init__.py │ │ ├── agents │ │ │ ├── __init__.py │ │ │ ├── agents.py │ │ │ ├── toolkits.py │ │ │ └── tools.py │ │ ├── memory_wrapper.py │ │ ├── streaming.py │ │ └── text_splitter.py │ ├── llms │ │ ├── __init__.py │ │ ├── callbacks.py │ │ ├── chatml_utils.py │ │ ├── custom.py │ │ ├── function_calling.py │ │ ├── llm.py │ │ ├── loading.py │ │ ├── mock.py │ │ ├── structured_llm.py │ │ └── utils.py │ ├── memory │ │ ├── __init__.py │ │ ├── chat_memory_buffer.py │ │ ├── chat_summary_memory_buffer.py │ │ ├── simple_composable_memory.py │ │ ├── types.py │ │ └── vector_memory.py │ ├── multi_modal_llms │ │ ├── __init__.py │ │ ├── base.py │ │ └── generic_utils.py │ ├── objects │ │ ├── __init__.py │ │ ├── base.py │ │ ├── base_node_mapping.py │ │ ├── fn_node_mapping.py │ │ ├── table_node_mapping.py │ │ ├── tool_node_mapping.py │ │ └── utils.py │ ├── output_parsers │ │ ├── __init__.py │ │ ├── base.py │ │ ├── langchain.py │ │ ├── pydantic.py │ │ ├── selection.py │ │ └── utils.py │ ├── postprocessor │ │ ├── __init__.py │ │ ├── llm_rerank.py │ │ ├── metadata_replacement.py │ │ ├── node.py │ │ ├── node_recency.py │ │ ├── optimizer.py │ │ ├── pii.py │ │ ├── rankGPT_rerank.py │ │ ├── sbert_rerank.py │ │ └── types.py │ ├── program │ │ ├── __init__.py │ │ ├── function_program.py │ │ ├── llm_program.py │ │ ├── llm_prompt_program.py │ │ ├── multi_modal_llm_program.py │ │ └── utils.py │ ├── prompts │ │ ├── __init__.py │ │ ├── base.py │ │ ├── chat_prompts.py │ │ ├── default_prompt_selectors.py │ │ ├── default_prompts.py │ │ ├── display_utils.py │ │ ├── guidance_utils.py │ │ ├── mixin.py │ │ ├── prompt_type.py │ │ ├── prompt_utils.py │ │ ├── prompts.py │ │ ├── system.py │ │ └── utils.py │ ├── query_engine │ │ ├── __init__.py │ │ ├── citation_query_engine.py │ │ ├── cogniswitch_query_engine.py │ │ ├── custom.py │ │ ├── flare │ │ │ ├── __init__.py │ │ │ ├── answer_inserter.py │ │ │ ├── base.py │ │ │ ├── output_parser.py │ │ │ └── schema.py │ │ ├── graph_query_engine.py │ │ ├── jsonalyze │ │ │ ├── __init__.py │ │ │ └── jsonalyze_query_engine.py │ │ ├── knowledge_graph_query_engine.py │ │ ├── multi_modal.py │ │ ├── multistep_query_engine.py │ │ ├── pandas │ │ │ ├── __init__.py │ │ │ ├── output_parser.py │ │ │ └── pandas_query_engine.py │ │ ├── retriever_query_engine.py │ │ ├── retry_query_engine.py │ │ ├── retry_source_query_engine.py │ │ ├── router_query_engine.py │ │ ├── sql_join_query_engine.py │ │ ├── sql_vector_query_engine.py │ │ ├── sub_question_query_engine.py │ │ └── transform_query_engine.py │ ├── query_pipeline │ │ ├── __init__.py │ │ ├── components │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── argpacks.py │ │ │ ├── function.py │ │ │ ├── input.py │ │ │ ├── loop.py │ │ │ ├── router.py │ │ │ ├── stateful.py │ │ │ └── tool_runner.py │ │ └── query.py │ ├── question_gen │ │ ├── __init__.py │ │ ├── llm_generators.py │ │ ├── output_parser.py │ │ ├── prompts.py │ │ └── types.py │ ├── readers │ │ ├── __init__.py │ │ ├── base.py │ │ ├── download.py │ │ ├── file │ │ │ ├── __init__.py │ │ │ └── base.py │ │ ├── json.py │ │ ├── loading.py │ │ └── string_iterable.py │ ├── response │ │ ├── __init__.py │ │ ├── notebook_utils.py │ │ ├── pprint_utils.py │ │ └── utils.py │ ├── retrievers │ │ ├── __init__.py │ │ ├── auto_merging_retriever.py │ │ ├── fusion_retriever.py │ │ ├── recursive_retriever.py │ │ ├── router_retriever.py │ │ └── transform_retriever.py │ ├── schema.py │ ├── selectors │ │ ├── __init__.py │ │ ├── embedding_selectors.py │ │ ├── llm_selectors.py │ │ ├── prompts.py │ │ ├── pydantic_selectors.py │ │ └── utils.py │ ├── service_context.py │ ├── service_context_elements │ │ ├── __init__.py │ │ ├── llama_logger.py │ │ └── llm_predictor.py │ ├── settings.py │ ├── sparse_embeddings │ │ ├── __init__.py │ │ └── mock_sparse_embedding.py │ ├── storage │ │ ├── __init__.py │ │ ├── chat_store │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── loading.py │ │ │ └── simple_chat_store.py │ │ ├── docstore │ │ │ ├── __init__.py │ │ │ ├── keyval_docstore.py │ │ │ ├── registry.py │ │ │ ├── simple_docstore.py │ │ │ ├── types.py │ │ │ └── utils.py │ │ ├── index_store │ │ │ ├── __init__.py │ │ │ ├── keyval_index_store.py │ │ │ ├── simple_index_store.py │ │ │ ├── types.py │ │ │ └── utils.py │ │ ├── kvstore │ │ │ ├── __init__.py │ │ │ ├── simple_kvstore.py │ │ │ └── types.py │ │ └── storage_context.py │ ├── text_splitter │ │ └── __init__.py │ ├── tools │ │ ├── __init__.py │ │ ├── calling.py │ │ ├── download.py │ │ ├── eval_query_engine.py │ │ ├── function_tool.py │ │ ├── ondemand_loader_tool.py │ │ ├── query_engine.py │ │ ├── query_plan.py │ │ ├── retriever_tool.py │ │ ├── tool_spec │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ └── load_and_search │ │ │ │ ├── __init__.py │ │ │ │ └── base.py │ │ ├── types.py │ │ └── utils.py │ ├── types.py │ ├── utilities │ │ ├── __init__.py │ │ ├── aws_utils.py │ │ ├── gemini_utils.py │ │ ├── sql_wrapper.py │ │ └── token_counting.py │ ├── utils.py │ └── vector_stores │ │ ├── __init__.py │ │ ├── simple.py │ │ ├── types.py │ │ └── utils.py ├── cuda_info.py ├── detectron │ ├── __init__.py │ └── detector.py ├── document │ ├── __init__.py │ ├── aws_textract_ocr.py │ ├── azure_vision_ocr.py │ ├── craft_ocr_processor.py │ ├── google_vision_ocr.py │ ├── layoutreader │ │ ├── __init__.py │ │ └── text_layout.py │ ├── lev_ocr_processor.py │ ├── ocr_processor.py │ ├── tesseract_ocr_processor.py │ └── trocr_ocr_processor.py ├── embeddings │ ├── __init__.py │ ├── base.py │ ├── embeddings_object.py │ ├── jina │ │ ├── __init__.py │ │ └── jina_embeddings.py │ ├── openai │ │ ├── __init__.py │ │ ├── openai_embeddings.py │ │ └── openai_trans_embeddings.py │ ├── sentence_transformers │ │ ├── __init__.py │ │ └── sentence_transformers_embeddings.py │ └── transformers │ │ ├── __init__.py │ │ └── transformers_embeddings.py ├── engine │ ├── __init__.py │ ├── async_helper.py │ ├── base.py │ ├── batch_processor.py │ ├── config.py │ ├── engine_utils.py │ ├── function.py │ ├── llm_ops.py │ ├── multimodal_ops.py │ ├── openai_engine.py │ ├── output_parser.py │ ├── transformer_engine.py │ ├── utils.py │ ├── vllm_config.py │ └── vllm_engine.py ├── enums.py ├── evaluation │ ├── __init__.py │ ├── base.py │ └── faithfulness.py ├── excepts.py ├── executor │ ├── __init__.py │ ├── classifier │ │ ├── __init__.py │ │ └── document_classifier_executor.py │ ├── extract │ │ ├── __init__.py │ │ ├── document_annotator_embedding_executor.py │ │ ├── document_annotator_executor.py │ │ ├── document_annotator_llm_executor.py │ │ ├── document_annotator_parser_executor.py │ │ ├── document_annotator_table_llm_executor.py │ │ ├── document_annotator_table_parser_executor.py │ │ ├── document_extractor_executor.py │ │ ├── document_serverless_executor.py │ │ └── util.py │ ├── marie_executor.py │ ├── mixin.py │ ├── ner │ │ ├── __init__.py │ │ ├── ner_extraction_executor.py │ │ └── utils.py │ ├── overlay │ │ ├── __init__.py │ │ └── overlay_executor.py │ ├── pipeline │ │ ├── __init__.py │ │ ├── document_llm_pipeline_executor.py │ │ └── document_pipeline_executor.py │ ├── storage │ │ ├── PostgreSQLStorage │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── postgres_indexer.py │ │ │ └── postgreshandler.py │ │ └── __init__.py │ ├── template_matching │ │ ├── __init__.py │ │ └── template_matching_executor.py │ ├── text │ │ ├── __init__.py │ │ └── text_extraction_executor.py │ └── util.py ├── exporter.py ├── extract │ ├── __init__.py │ ├── adaptive_dfa.py │ ├── annotation_merger.py │ ├── annotators │ │ ├── __init__.py │ │ ├── base.py │ │ ├── entity │ │ │ ├── __init__.py │ │ │ └── base.py │ │ ├── faiss_hybrid_annotator.py │ │ ├── field_extractor.py │ │ ├── llm_annotator.py │ │ ├── llm_table_annotator.py │ │ ├── multi_line_matcher.py │ │ ├── regex_annotator.py │ │ ├── segment │ │ │ ├── __init__.py │ │ │ └── base.py │ │ ├── types.py │ │ └── util.py │ ├── continuation │ │ ├── __init__.py │ │ ├── base.py │ │ └── default_continuation.py │ ├── cutpoint │ │ ├── __init__.py │ │ └── cutpoint_matching_engine.py │ ├── engine │ │ ├── __init__.py │ │ ├── base.py │ │ ├── candidate_validator.py │ │ ├── cutpoint_visitor.py │ │ ├── engine.py │ │ ├── match_section_extract_visitor.py │ │ ├── mock_visitor.py │ │ ├── print_visitor.py │ │ ├── processing_visitor.py │ │ ├── rendering_visitor.py │ │ ├── template_validator_visitor.py │ │ └── transform.py │ ├── extractor │ │ ├── __init__.py │ │ ├── field │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── composite_field_extraction_handler.py │ │ │ ├── docker_field_extraction_handler.py │ │ │ ├── field_extraction_handler.py │ │ │ └── selector_field_extraction_handler.py │ │ └── row │ │ │ ├── __init__.py │ │ │ ├── composite_row_extraction_handler.py │ │ │ ├── primary_row_extraction_handler.py │ │ │ └── row_extraction_handler.py │ ├── gen.py │ ├── geometry_utils.py │ ├── lmdx │ │ ├── __init__.py │ │ ├── pipeline.py │ │ └── utils.py │ ├── models │ │ ├── __init__.py │ │ ├── base.py │ │ ├── definition.py │ │ ├── match.py │ │ └── models.py │ ├── processor │ │ ├── __init__.py │ │ ├── page_span.py │ │ └── selector_matcher.py │ ├── readers │ │ ├── __init__.py │ │ ├── base.py │ │ └── meta_reader │ │ │ ├── __init__.py │ │ │ └── meta_reader.py │ ├── results │ │ ├── __init__.py │ │ ├── base.py │ │ ├── base_validator.py │ │ ├── core_parsers.py │ │ ├── core_validators.py │ │ ├── registry.py │ │ ├── result_converter.py │ │ ├── result_parser.py │ │ ├── result_validator.py │ │ ├── test_validator.py │ │ ├── util.py │ │ └── validation_report.py │ ├── schema.py │ └── structures │ │ ├── __init__.py │ │ ├── annotation.py │ │ ├── cell_with_meta.py │ │ ├── concrete_annotations │ │ ├── __init__.py │ │ └── typed_annotation.py │ │ ├── line_metadata.py │ │ ├── line_with_meta.py │ │ ├── serializable.py │ │ ├── serialization_manager.py │ │ ├── table.py │ │ ├── table_metadata.py │ │ └── unstructured_document.py ├── getx │ ├── __init__.py │ └── core │ │ └── typing.py ├── healthchecks │ ├── __init__.py │ ├── health_check_handler.py │ ├── health_check_router.py │ ├── health_config.py │ ├── health_indicator.py │ ├── health_status.py │ ├── http │ │ └── __init__.py │ ├── package │ │ └── __init__.py │ ├── publisher │ │ └── __init__.py │ ├── script │ │ └── __init__.py │ ├── sql │ │ └── __init__.py │ └── tcp │ │ └── __init__.py ├── helper.py ├── importer.py ├── info.py ├── jaml │ ├── __init__.py │ ├── helper.py │ └── parsers │ │ ├── __init__.py │ │ ├── base.py │ │ ├── deployment │ │ ├── __init__.py │ │ └── legacy.py │ │ ├── executor │ │ ├── __init__.py │ │ └── legacy.py │ │ ├── flow │ │ ├── __init__.py │ │ └── v1.py │ │ └── gateway │ │ ├── __init__.py │ │ └── legacy.py ├── job │ ├── __init__.py │ ├── common.py │ ├── event_publisher.py │ ├── event_publisher_async.py │ ├── gateway_job_distributor.py │ ├── gateway_job_distributor_ref.py │ ├── job_callback_executor.py │ ├── job_distributor.py │ ├── job_log_storage_client.py │ ├── job_manager.py │ ├── job_storage_client_proxy.py │ ├── job_supervisor.py │ ├── job_supervisor_X.py │ ├── partition │ │ ├── __init__.py │ │ ├── base.py │ │ └── job_partitioner.py │ ├── placement_group.py │ ├── pydantic_models.py │ ├── scheduling_strategies.py │ └── utils.py ├── job_submission │ └── __init__.py ├── lang.py ├── logger.py ├── logging_core │ ├── __init__.py │ ├── formatter.py │ ├── logger.py │ ├── mdc.py │ ├── mdc_filter.py │ ├── predefined.py │ ├── profile.py │ └── profile_cuda.py ├── messaging │ ├── __init__.py │ ├── events.py │ ├── grpc_handler.py │ ├── native_handler.py │ ├── psql_handler.py │ ├── publisher.py │ ├── rabbit_handler.py │ ├── rabbitmq │ │ ├── __init__.py │ │ └── client.py │ ├── toast_handler.py │ ├── toast_registry.py │ └── webhook_handler.py ├── metrics │ ├── __init__.py │ ├── dimension.py │ ├── metric.py │ ├── metric_collector.py │ ├── metric_encoder.py │ ├── metrics_store.py │ ├── process_memory_metric.py │ ├── system_metrics.py │ └── unit.py ├── models │ ├── __init__.py │ ├── craft │ │ ├── LICENSE │ │ ├── __init__.py │ │ ├── basenet │ │ │ ├── .gitignore │ │ │ ├── __init__.py │ │ │ └── vgg16_bn.py │ │ ├── craft.py │ │ ├── craft_utils.py │ │ ├── file_utils.py │ │ ├── imgproc.py │ │ └── refinenet.py │ ├── icr │ │ ├── LICENSE │ │ ├── README.md │ │ ├── __init__.py │ │ ├── create_lmdb_dataset-gen.py │ │ ├── dataset.py │ │ ├── eval_box.py │ │ ├── memory_dataset.py │ │ ├── model.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── feature_extraction.py │ │ │ ├── prediction.py │ │ │ ├── sequence_modeling.py │ │ │ └── transformation.py │ │ ├── single_dataset.py │ │ ├── split_dataset.py │ │ ├── test-icr.py │ │ ├── test.py │ │ ├── train.py │ │ └── utils.py │ ├── overlay │ │ └── template_mask_global │ │ │ └── test_opt.txt │ ├── pix2pix │ │ ├── __init__.py │ │ ├── data │ │ │ ├── __init__.py │ │ │ ├── aligned_dataset.py │ │ │ ├── base_dataset.py │ │ │ ├── colorization_dataset.py │ │ │ ├── image_folder.py │ │ │ ├── single_dataset.py │ │ │ ├── template_dataset.py │ │ │ └── unaligned_dataset.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── base_model.py │ │ │ ├── colorization_model.py │ │ │ ├── cycle_gan_model.py │ │ │ ├── gausian.py │ │ │ ├── loss.py │ │ │ ├── networks.py │ │ │ ├── networks_hd.py │ │ │ ├── pix2pix_model.py │ │ │ ├── spectral_discriminator.py │ │ │ ├── swish.py │ │ │ ├── template_model.py │ │ │ └── test_model.py │ │ ├── options │ │ │ ├── __init__.py │ │ │ ├── base_options.py │ │ │ ├── test_options.py │ │ │ └── train_options.py │ │ ├── pytorch_ssim │ │ │ ├── __init__.py │ │ │ └── ssim.py │ │ ├── test_segment.py │ │ └── util │ │ │ ├── __init__.py │ │ │ ├── get_data.py │ │ │ ├── html.py │ │ │ ├── image_pool.py │ │ │ ├── util.py │ │ │ └── visualizer.py │ ├── textfusenet │ │ ├── GB-README.md │ │ ├── LICENSE │ │ ├── README.md │ │ ├── detectron2 │ │ │ ├── __init__.py │ │ │ ├── checkpoint │ │ │ │ ├── __init__.py │ │ │ │ ├── c2_model_loading.py │ │ │ │ ├── detection_checkpoint.py │ │ │ │ └── model_zoo.py │ │ │ ├── config │ │ │ │ ├── __init__.py │ │ │ │ ├── compat.py │ │ │ │ ├── config.py │ │ │ │ └── defaults.py │ │ │ ├── data │ │ │ │ ├── __init__.py │ │ │ │ ├── build.py │ │ │ │ ├── catalog.py │ │ │ │ ├── common.py │ │ │ │ ├── dataset_mapper.py │ │ │ │ ├── datasets │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── builtin.py │ │ │ │ │ ├── builtin_meta.py │ │ │ │ │ ├── cityscapes.py │ │ │ │ │ ├── coco.py │ │ │ │ │ ├── lvis.py │ │ │ │ │ ├── lvis_v0_5_categories.py │ │ │ │ │ ├── pascal_voc.py │ │ │ │ │ └── register_coco.py │ │ │ │ ├── detection_utils.py │ │ │ │ ├── samplers │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── distributed_sampler.py │ │ │ │ │ └── grouped_batch_sampler.py │ │ │ │ └── transforms │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── transform.py │ │ │ │ │ └── transform_gen.py │ │ │ ├── engine │ │ │ │ ├── __init__.py │ │ │ │ ├── defaults.py │ │ │ │ ├── hooks.py │ │ │ │ ├── launch.py │ │ │ │ └── train_loop.py │ │ │ ├── evaluation │ │ │ │ ├── __init__.py │ │ │ │ ├── cityscapes_evaluation.py │ │ │ │ ├── coco_evaluation.py │ │ │ │ ├── evaluator.py │ │ │ │ ├── lvis_evaluation.py │ │ │ │ ├── panoptic_evaluation.py │ │ │ │ ├── pascal_voc_evaluation.py │ │ │ │ ├── sem_seg_evaluation.py │ │ │ │ └── testing.py │ │ │ ├── layers │ │ │ │ ├── __init__.py │ │ │ │ ├── batch_norm.py │ │ │ │ ├── csrc │ │ │ │ │ ├── README.md │ │ │ │ │ ├── ROIAlign │ │ │ │ │ │ ├── ROIAlign.h │ │ │ │ │ │ ├── ROIAlign_cpu.cpp │ │ │ │ │ │ └── ROIAlign_cuda.cu │ │ │ │ │ ├── ROIAlignRotated │ │ │ │ │ │ ├── ROIAlignRotated.h │ │ │ │ │ │ ├── ROIAlignRotated_cpu.cpp │ │ │ │ │ │ └── ROIAlignRotated_cuda.cu │ │ │ │ │ ├── box_iou_rotated │ │ │ │ │ │ ├── box_iou_rotated.h │ │ │ │ │ │ ├── box_iou_rotated_cpu.cpp │ │ │ │ │ │ ├── box_iou_rotated_cuda.cu │ │ │ │ │ │ └── box_iou_rotated_utils.h │ │ │ │ │ ├── cuda_version.cu │ │ │ │ │ ├── deformable │ │ │ │ │ │ ├── deform_conv.h │ │ │ │ │ │ ├── deform_conv_cuda.cu │ │ │ │ │ │ └── deform_conv_cuda_kernel.cu │ │ │ │ │ ├── nms_rotated │ │ │ │ │ │ ├── nms_rotated.h │ │ │ │ │ │ ├── nms_rotated_cpu.cpp │ │ │ │ │ │ └── nms_rotated_cuda.cu │ │ │ │ │ └── vision.cpp │ │ │ │ ├── deform_conv.py │ │ │ │ ├── mask_ops.py │ │ │ │ ├── nms.py │ │ │ │ ├── roi_align.py │ │ │ │ ├── roi_align_rotated.py │ │ │ │ ├── rotated_boxes.py │ │ │ │ ├── shape_spec.py │ │ │ │ └── wrappers.py │ │ │ ├── modeling │ │ │ │ ├── __init__.py │ │ │ │ ├── anchor_generator.py │ │ │ │ ├── backbone │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── backbone.py │ │ │ │ │ ├── build.py │ │ │ │ │ ├── fpn.py │ │ │ │ │ └── resnet.py │ │ │ │ ├── box_regression.py │ │ │ │ ├── matcher.py │ │ │ │ ├── meta_arch │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── build.py │ │ │ │ │ ├── panoptic_fpn.py │ │ │ │ │ ├── rcnn.py │ │ │ │ │ ├── retinanet.py │ │ │ │ │ └── semantic_seg.py │ │ │ │ ├── poolers.py │ │ │ │ ├── postprocessing.py │ │ │ │ ├── proposal_generator │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── build.py │ │ │ │ │ ├── proposal_utils.py │ │ │ │ │ ├── rpn.py │ │ │ │ │ ├── rpn_outputs.py │ │ │ │ │ ├── rrpn.py │ │ │ │ │ └── rrpn_outputs.py │ │ │ │ ├── roi_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── box_head.py │ │ │ │ │ ├── cascade_rcnn.py │ │ │ │ │ ├── fast_rcnn.py │ │ │ │ │ ├── keypoint_head.py │ │ │ │ │ ├── mask_head.py │ │ │ │ │ ├── mutil_path_fuse_module.py │ │ │ │ │ ├── roi_heads.py │ │ │ │ │ ├── rotated_fast_rcnn.py │ │ │ │ │ └── seg_head.py │ │ │ │ ├── sampling.py │ │ │ │ └── test_time_augmentation.py │ │ │ ├── solver │ │ │ │ ├── __init__.py │ │ │ │ ├── build.py │ │ │ │ └── lr_scheduler.py │ │ │ ├── structures │ │ │ │ ├── __init__.py │ │ │ │ ├── boxes.py │ │ │ │ ├── image_list.py │ │ │ │ ├── instances.py │ │ │ │ ├── keypoints.py │ │ │ │ ├── masks.py │ │ │ │ └── rotated_boxes.py │ │ │ └── utils │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── collect_env.py │ │ │ │ ├── colormap.py │ │ │ │ ├── comm.py │ │ │ │ ├── env.py │ │ │ │ ├── events.py │ │ │ │ ├── logger.py │ │ │ │ ├── registry.py │ │ │ │ ├── serialize.py │ │ │ │ ├── video_visualizer.py │ │ │ │ └── visualizer.py │ │ ├── fvcore-master.zip │ │ ├── setup.cfg │ │ ├── setup.py │ │ └── step-by-step installation.txt │ ├── unilm │ │ ├── LICENSE │ │ ├── NOTICE.md │ │ ├── README-GB.md │ │ ├── README.md │ │ ├── __init__.py │ │ ├── layoutreader │ │ │ ├── __init__.py │ │ │ └── s2s_ft │ │ │ │ ├── config.py │ │ │ │ ├── configuration_minilm.py │ │ │ │ ├── configuration_unilm.py │ │ │ │ ├── convert_state_dict.py │ │ │ │ ├── modeling.py │ │ │ │ ├── modeling_decoding.py │ │ │ │ ├── s2s_loader.py │ │ │ │ ├── tokenization_minilm.py │ │ │ │ ├── tokenization_unilm.py │ │ │ │ └── utils.py │ │ └── trocr │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── augmentation │ │ │ ├── __init__.py │ │ │ ├── blur.py │ │ │ ├── camera.py │ │ │ ├── frost │ │ │ │ ├── frost1.png │ │ │ │ ├── frost2.png │ │ │ │ ├── frost3.png │ │ │ │ ├── frost4.jpg │ │ │ │ ├── frost5.jpg │ │ │ │ └── frost6.jpg │ │ │ ├── geometry.py │ │ │ ├── images │ │ │ │ ├── delivery.png │ │ │ │ ├── education.png │ │ │ │ ├── manila.png │ │ │ │ ├── nokia.png │ │ │ │ └── telekom.png │ │ │ ├── noise.py │ │ │ ├── ops.py │ │ │ ├── pattern.py │ │ │ ├── process.py │ │ │ ├── test.py │ │ │ ├── warp.py │ │ │ └── weather.py │ │ │ ├── bpe.py │ │ │ ├── convert_to_SROIE_format.py │ │ │ ├── data.py │ │ │ ├── data_aug.py │ │ │ ├── deit.py │ │ │ ├── generator.py │ │ │ ├── launch.py │ │ │ ├── pic_inference.ipynb │ │ │ ├── pic_inference.py │ │ │ ├── requirements.txt │ │ │ ├── scoring.py │ │ │ ├── task.py │ │ │ ├── trocr_models.py │ │ │ ├── unilm3-cased.model │ │ │ ├── unilm_models.py │ │ │ └── vit_models.py │ └── utils.py ├── numpycontainer.py ├── numpyencoder.py ├── ocr │ ├── __init__.py │ ├── coordinate_format.py │ ├── default_ocr_engine.py │ ├── mock_ocr_engine.py │ ├── ocr_engine.py │ ├── output_format.py │ ├── util.py │ └── voting_ocr_engine.py ├── orchestrate │ ├── __init__.py │ ├── deployments │ │ ├── __init__.py │ │ ├── config │ │ │ ├── __init__.py │ │ │ ├── docker_compose.py │ │ │ ├── helper.py │ │ │ ├── k8s.py │ │ │ └── k8slib │ │ │ │ ├── __init__.py │ │ │ │ ├── kubernetes_deployment.py │ │ │ │ └── kubernetes_tools.py │ │ └── install_requirements_helper.py │ ├── flow │ │ ├── __init__.py │ │ ├── asyncio.py │ │ ├── base.py │ │ └── builder.py │ ├── helper.py │ ├── orchestrator.py │ └── pods │ │ ├── __init__.py │ │ ├── container.py │ │ ├── container_helper.py │ │ ├── factory.py │ │ └── helper.py ├── overlay │ ├── __init__.py │ └── overlay.py ├── parsers │ ├── __init__.py │ ├── base.py │ ├── client.py │ ├── create.py │ ├── deprecated.py │ ├── export.py │ ├── flow.py │ ├── helper.py │ ├── logging.py │ ├── orchestrate │ │ ├── __init__.py │ │ ├── base.py │ │ ├── deployment.py │ │ ├── pod.py │ │ └── runtimes │ │ │ ├── __init__.py │ │ │ ├── container.py │ │ │ ├── grpc_channel.py │ │ │ ├── head.py │ │ │ ├── remote.py │ │ │ ├── runtime.py │ │ │ └── worker.py │ ├── ping.py │ └── server.py ├── pipe │ ├── __init__.py │ ├── base.py │ ├── base_pipeline.py │ ├── classification_pipeline.py │ ├── classifier.py │ ├── components.py │ ├── extract_pipeline.py │ ├── llm_indexer.py │ ├── llm_pipeline.py │ ├── model.py │ ├── namedentity.py │ ├── test_namedentity.py │ └── voting.py ├── proto │ ├── README-X.md │ ├── README.md │ ├── __init__.py │ ├── docarray_v1 │ │ ├── __init__.py │ │ ├── build-proto.sh │ │ ├── docarray.proto │ │ └── jina.proto │ ├── docarray_v2 │ │ ├── __init__.py │ │ ├── build-proto.sh │ │ ├── docarray.proto │ │ ├── jina.proto │ │ ├── pb │ │ │ ├── __init__.py │ │ │ ├── jina_pb2.py │ │ │ └── jina_pb2_grpc.py │ │ └── pb2 │ │ │ ├── __init__.py │ │ │ ├── jina_pb2.py │ │ │ └── jina_pb2_grpc.py │ ├── jina_pb2.py │ ├── jina_pb2_grpc.py │ └── serializer.py ├── query_planner │ ├── __init__.py │ ├── base.py │ ├── builtin.py │ ├── mapper.py │ ├── model.py │ ├── ocr_planner.py │ ├── planner.py │ └── query_plan_graph.png ├── registry │ ├── __init__.py │ └── model_registry.py ├── registry_base.py ├── renderer │ ├── __init__.py │ ├── adlib_renderer.py │ ├── blob_renderer.py │ ├── pdf_renderer.py │ ├── renderer.py │ └── text_renderer.py ├── resources │ ├── Python.gitignore │ ├── base-gateway │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── config.yml │ │ └── gateway.py │ ├── ci-vendors.json │ ├── completions │ │ ├── marie.bash │ │ ├── marie.fish │ │ └── marie.zsh │ ├── extra-requirements.txt │ ├── health_check │ │ ├── __init__.py │ │ ├── gateway.py │ │ └── pod.py │ ├── k8s │ │ └── template │ │ │ ├── configmap.yml │ │ │ ├── deployment-executor.yml │ │ │ ├── deployment-gateway.yml │ │ │ ├── deployment-uses-after.yml │ │ │ ├── deployment-uses-before-after.yml │ │ │ ├── deployment-uses-before.yml │ │ │ ├── namespace.yml │ │ │ ├── service.yml │ │ │ ├── service_monitor.yml │ │ │ ├── service_monitoring.yml │ │ │ └── statefulset-executor.yml │ ├── logging.default.yml │ ├── logging.docker.yml │ ├── logging.json.yml │ ├── logging.plain.yml │ ├── logging.profile.yml │ ├── logging.quiet.yml │ ├── logging.remote.yml │ ├── marie.logo │ └── project-template │ │ ├── client.py │ │ ├── deployment │ │ ├── client.py │ │ ├── deployment.yml │ │ └── executor1 │ │ │ ├── config.yml │ │ │ ├── executor.py │ │ │ └── requirements.txt │ │ ├── executor1 │ │ ├── config.yml │ │ ├── executor.py │ │ └── requirements.txt │ │ ├── flow.yml │ │ └── flow │ │ ├── client.py │ │ ├── executor1 │ │ ├── config.yml │ │ ├── executor.py │ │ └── requirements.txt │ │ └── flow.yml ├── scheduler │ ├── __init__.py │ ├── execution_planner.py │ ├── fixtures.py │ ├── global_execution_planner.py │ ├── hrrn_execution_planner.py │ ├── job_scheduler.py │ ├── models.py │ ├── plans.py │ ├── printers.py │ ├── psql.py │ ├── sjfs_execution_planner.py │ ├── state.py │ └── util.py ├── schemas │ ├── __init__.py │ ├── deployment.py │ ├── executor.py │ ├── flow.py │ ├── gateway.py │ ├── helper.py │ ├── meta.py │ └── pydantic.py ├── serve │ ├── __init__.py │ ├── consensus │ │ ├── README.md │ │ ├── __init__.py │ │ ├── add_voter.go │ │ ├── add_voter │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── add_voter.proto │ │ │ ├── add_voter_pb2.py │ │ │ ├── add_voter_pb2_grpc.py │ │ │ ├── build-add-voter-proto.sh │ │ │ ├── call_add_voter.py │ │ │ ├── pb │ │ │ │ ├── __init__.py │ │ │ │ ├── add_voter_pb2.py │ │ │ │ └── add_voter_pb2_grpc.py │ │ │ └── pb2 │ │ │ │ ├── __init__.py │ │ │ │ ├── add_voter_pb2.py │ │ │ │ └── add_voter_pb2_grpc.py │ │ ├── docarray-go-proto │ │ │ └── docarray.pb.go │ │ ├── docarray.proto │ │ ├── go.mod │ │ ├── go.sum │ │ ├── jina-go-proto │ │ │ ├── jina.pb.go │ │ │ └── jina_grpc.pb.go │ │ ├── jina.proto │ │ ├── jina_raft │ │ │ ├── executor_connection.go │ │ │ ├── fsm.go │ │ │ ├── jinaraft.go │ │ │ ├── rpc.go │ │ │ └── snapshot.go │ │ ├── jraft.go │ │ ├── jraft.h │ │ ├── run.go │ │ └── scripts │ │ │ ├── fetch-protos.sh │ │ │ └── protogen.sh │ ├── discovery │ │ ├── __init__.py │ │ ├── address.py │ │ ├── base.py │ │ ├── container.py │ │ ├── etcd_client.py │ │ ├── etcd_manager.py │ │ ├── registry.py │ │ ├── resolver.py │ │ ├── state_tracker.py │ │ └── util.py │ ├── etc_client_test.py │ ├── executors │ │ ├── __init__.py │ │ ├── decorators.py │ │ ├── metas.py │ │ └── run.py │ ├── helper.py │ ├── instrumentation │ │ └── __init__.py │ ├── monitoring.py │ ├── networking │ │ ├── __init__.py │ │ ├── balancer │ │ │ ├── __init__.py │ │ │ ├── interceptor.py │ │ │ ├── least_connection_balancer.py │ │ │ ├── load_balancer.py │ │ │ └── round_robin_balancer.py │ │ ├── connection_pool_map.py │ │ ├── connection_stub.py │ │ ├── instrumentation.py │ │ ├── replica_list.py │ │ ├── sse.py │ │ └── utils.py │ ├── registry_test.py │ ├── resolver_test.py │ ├── runtimes │ │ ├── __init__.py │ │ ├── asyncio.py │ │ ├── gateway │ │ │ ├── __init__.py │ │ │ ├── async_request_response_handling.py │ │ │ ├── composite │ │ │ │ └── __init__.py │ │ │ ├── gateway.py │ │ │ ├── graph │ │ │ │ ├── __init__.py │ │ │ │ └── topology_graph.py │ │ │ ├── grpc │ │ │ │ └── __init__.py │ │ │ ├── health_model.py │ │ │ ├── http │ │ │ │ ├── __init__.py │ │ │ │ ├── fastapi │ │ │ │ │ └── __init__.py │ │ │ │ └── middleware │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── whitelist.py │ │ │ ├── http_fastapi_app.py │ │ │ ├── http_fastapi_app_docarrayv2.py │ │ │ ├── load_balancer │ │ │ │ └── __init__.py │ │ │ ├── marie │ │ │ │ └── __init__.py │ │ │ ├── models.py │ │ │ ├── request_handling.py │ │ │ ├── streamer.py │ │ │ ├── websocket │ │ │ │ └── __init__.py │ │ │ └── websocket_fastapi_app.py │ │ ├── head │ │ │ ├── __init__.py │ │ │ └── request_handling.py │ │ ├── helper.py │ │ ├── monitoring.py │ │ ├── servers │ │ │ ├── __init__.py │ │ │ ├── cluster_state.py │ │ │ ├── composite.py │ │ │ ├── grpc.py │ │ │ ├── http.py │ │ │ ├── load_balancer.py │ │ │ ├── marie_gateway.py │ │ │ └── websocket.py │ │ └── worker │ │ │ ├── __init__.py │ │ │ ├── batch_queue.py │ │ │ ├── http_csp_app.py │ │ │ ├── http_fastapi_app.py │ │ │ └── request_handling.py │ └── stream │ │ ├── __init__.py │ │ └── helper.py ├── settings.py ├── storage │ ├── __init__.py │ ├── database │ │ ├── __init__.py │ │ └── postgres.py │ ├── http_handler.py │ ├── kv │ │ ├── __init__.py │ │ ├── in_memory.py │ │ ├── psql.py │ │ └── storage_client.py │ ├── manager.py │ ├── native_handler.py │ ├── pgvector │ │ ├── __init__.py │ │ ├── psycopg2 │ │ │ └── __init__.py │ │ └── utils │ │ │ └── __init__.py │ ├── redis_handler.py │ ├── s3_storage.py │ └── volume_handler.py ├── synth_render.py ├── timer.py ├── types_core │ ├── __init__.py │ ├── mixin.py │ └── request │ │ ├── __init__.py │ │ ├── data.py │ │ └── status.py ├── utils │ ├── __init__.py │ ├── backcompat.py │ ├── backoff.py │ ├── base64.py │ ├── device.py │ ├── docs.py │ ├── draw_truetype.py │ ├── error.py │ ├── image_utils.py │ ├── indenting_printer.py │ ├── interrupts.py │ ├── json.py │ ├── merger.py │ ├── network.py │ ├── nms.py │ ├── ocr_debug.py │ ├── onnx.py │ ├── overlap.py │ ├── patches.py │ ├── pdf_ops.py │ ├── process.py │ ├── pydantic.py │ ├── resize_image.py │ ├── server_runtime.py │ ├── split_dir.py │ ├── tiff_ops.py │ ├── timer.py │ ├── timing.py │ ├── types.py │ ├── typing_api.py │ ├── utils.py │ ├── visualize.py │ └── zip_ops.py ├── vector_stores │ ├── __init__.py │ ├── pgvector │ │ ├── __init__.py │ │ └── pgvector.py │ ├── simple.py │ ├── types.py │ └── utils.py ├── version.py └── wheel_manager.py ├── marie_cli ├── __init__.py ├── api.py ├── autocomplete.py ├── export.py ├── known_plugins.py └── lookup.py ├── marie_server ├── __init__.py ├── __main__.py ├── ctl │ ├── __init__.py │ ├── colors.py │ ├── data_catalog.py │ ├── editor_collection.py │ ├── exception.py │ ├── help_screen.md │ ├── help_screen.py │ ├── marie-x.css │ ├── marie.css │ ├── messages.py │ ├── model.py │ ├── result_viewer.py │ ├── run_query_bar.py │ ├── topbar.py │ └── watch.py ├── executors │ ├── __init__.py │ ├── classifier │ │ ├── __init__.py │ │ └── mserve_torch.py │ ├── extract │ │ ├── __init__.py │ │ └── mserve_torch.py │ ├── ner │ │ ├── __init__.py │ │ └── mserve_torch.py │ └── overlay │ │ ├── __init__.py │ │ └── mserve_torch.py ├── helper.py └── rest_extension.py ├── notebooks ├── BoxSegmenter.ipynb └── README.md ├── package.json ├── patches └── patch-omegaconf-py312.py ├── playground └── deployment │ └── deployment-as-service.py ├── poc └── custom_gateway │ ├── README.md │ ├── check_health.py │ ├── create_jobs.sh │ ├── direct-flow.py │ ├── etcd3-leader-election.py │ ├── leader_election.py │ ├── request_handling_custom.py │ ├── send_request_to_gateway.py │ └── start_gateway.py ├── pyproject.toml ├── pyproject.toml-HOLD ├── pytest.ini ├── qodana.yaml ├── requirements.txt ├── scripts ├── README.md ├── black.sh ├── build-container.sh ├── create-conda-recipe.py ├── devbot.sh ├── get-last-release-note.py ├── get-versions.sh ├── prepend_version_json.py ├── release.sh ├── repackage_llama_index.py ├── repackage_tool.py ├── setup-s3-users.sh ├── start_documentdb.sh ├── test-vllm.py ├── update-autocomplete-cli.py └── update-version.sh ├── setup.py ├── ssh └── README.md ├── test_mcp.py ├── tests ├── __init__.py ├── auth │ ├── __init__.py │ └── test_keymanager.py ├── check_datamatrix_code.py ├── check_docarray_executor.py ├── conftest.py ├── convert_frames_memory_leak.py ├── core │ ├── __init__.py │ ├── test_backpressure.py │ ├── test_backpressure_queued.py │ ├── test_job_manager.py │ ├── test_utils.py │ └── test_voting.py ├── docker_compose │ ├── __init__.py │ ├── conftest.py │ ├── custom-gateway │ │ ├── Dockerfile │ │ ├── __init__.py │ │ ├── config.yml │ │ └── dummy_gateway.py │ ├── executor-merger │ │ ├── .dockerignore │ │ ├── Dockerfile │ │ ├── config.yml │ │ └── exec_merger.py │ ├── multiprotocol-gateway │ │ ├── Dockerfile │ │ ├── __init__.py │ │ ├── config.yml │ │ └── multiprotocol_gateway.py │ ├── reload-executor │ │ ├── Dockerfile │ │ ├── __init__.py │ │ ├── config.yml │ │ └── reload_executor.py │ ├── test-executor-torch │ │ ├── .dockerignore │ │ ├── Dockerfile │ │ ├── config.yml │ │ └── debug_executor.py │ ├── test-executor │ │ ├── .dockerignore │ │ ├── Dockerfile │ │ ├── config.yml │ │ └── debug_executor.py │ ├── test_deployment_docker_compose.py │ ├── test_docker_compose.py │ └── test_flow_docker_compose.py ├── helper.py ├── imaging │ ├── __init__.py │ └── test_image_resizing.py ├── integration │ ├── __init__.py │ ├── check_classification_pipeline.py │ ├── check_dit_boxes_renderer.py │ ├── check_document_boundry.py │ ├── check_document_matcher.py │ ├── check_document_taxonomy.py │ ├── check_extract_pipeline.py │ ├── check_layoutlmv3.py │ ├── check_llm_indexing_pipeline.py │ ├── check_lmdx_pipeline.py │ ├── check_ner_executor.py │ ├── check_ocr_eninge_renderer.py │ ├── check_onnx_runtime.py │ ├── check_onnx_runtime_2.py │ ├── check_overlay.py │ ├── check_overlay_executor.py │ ├── check_pdf_renderer.py │ ├── check_regions.py │ ├── check_sliding_window_ner_executor.py │ ├── check_text_layout.py │ ├── check_text_renderer.py │ ├── check_tiff_ops.py │ ├── check_trocr_inference.py │ ├── clients_extra_kwargs │ │ ├── __init__.py │ │ └── test_clients_post_extra_kwargs.py │ ├── components │ │ ├── __init__.py │ │ ├── check_template_matcher.py │ │ ├── test_document_classifier.py │ │ ├── test_document_indexer.py │ │ ├── test_document_indexer_key_value.py │ │ ├── test_document_indexer_llm.py │ │ └── test_pipeline_component_llm_indexers.py │ ├── concurrent_clients │ │ ├── __init__.py │ │ ├── test_concurrent_clients.py │ │ └── test_multithread_client.py │ ├── conftest.py │ ├── container_runtime_args │ │ ├── __init__.py │ │ └── test_container_get_args.py │ ├── convert_onnx_runtime.py │ ├── core │ │ ├── __init__.py │ │ └── text │ │ │ └── check_text_executor.py │ ├── deployment_http_composite │ │ ├── __init__.py │ │ ├── test_deployment_http_composite.py │ │ └── test_deployment_http_composite_docarray_v2.py │ ├── deployments │ │ ├── __init__.py │ │ ├── deployment-embedded-executor-config.yml │ │ ├── deployment-nested-executor-config.yml │ │ ├── deployment-overridden-executor-config.yml │ │ ├── executor.py │ │ ├── executor.yml │ │ └── test_deployment.py │ ├── discovery │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_address.py │ │ └── test_registry.py │ ├── embeddings │ │ ├── __init__.py │ │ └── test_embeddings.py │ ├── engine │ │ ├── __init__.py │ │ ├── test_llm_ops.py │ │ └── test_multimodal_llm.py │ ├── external_deployment │ │ ├── __init__.py │ │ └── test_external_deployment.py │ ├── extract │ │ ├── __init__.py │ │ ├── annotator │ │ │ ├── __init__.py │ │ │ ├── field_extractor_test.py │ │ │ ├── test_faiss_hybrid_annotator.py │ │ │ └── test_multi_line_matcher.py │ │ ├── dfa_diagram.png │ │ ├── test_dfa.py │ │ └── value_transform_test.py │ ├── floating_deployments │ │ ├── __init__.py │ │ └── test_floating_deployments.py │ ├── flow_dry_run │ │ ├── __init__.py │ │ └── test_flow_dry_run.py │ ├── gateway_clients │ │ ├── __init__.py │ │ ├── test_clients_gateways.py │ │ ├── test_executor_timeout_failures.py │ │ ├── test_host_scheme.py │ │ ├── test_long_flow_keepalive.py │ │ └── test_streaming.py │ ├── gateway_non_blocking │ │ ├── __init__.py │ │ └── test_gateway_non_blocking.py │ ├── gateway_streamer │ │ ├── __init__.py │ │ └── test_gateway_streamer.py │ ├── multiple_protocol_gateway │ │ ├── __init__.py │ │ ├── gateway │ │ │ ├── Dockerfile │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ └── multiprotocol_gateway.py │ │ └── test_multiple_protocols_gateway.py │ ├── multiprocessing_spawn │ │ ├── __init__.py │ │ ├── modules │ │ │ ├── exec.py │ │ │ ├── main_cls.py │ │ │ ├── main_empty.py │ │ │ ├── main_jaml.py │ │ │ └── main_name.py │ │ └── test_spawn.py │ ├── network_failures │ │ ├── __init__.py │ │ └── test_network_failures.py │ ├── networking │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_connection_stub.py │ │ └── test_grpc_connection_pool.py │ ├── override_config_params │ │ ├── __init__.py │ │ ├── container │ │ │ ├── Dockerfile │ │ │ ├── __init__.py │ │ │ ├── default_config.yml │ │ │ ├── executor.py │ │ │ ├── flow.yml │ │ │ └── test_override_config_params.py │ │ └── worker │ │ │ ├── __init__.py │ │ │ ├── default_config.yml │ │ │ ├── executor.py │ │ │ ├── flow.yml │ │ │ └── test_override_config_params.py │ ├── override_executor_specific_params │ │ ├── __init__.py │ │ └── test_specific_params.py │ ├── pipeline │ │ └── __init__.py │ ├── pods │ │ ├── __init__.py │ │ ├── container │ │ │ ├── __init__.py │ │ │ ├── gateway-runtime │ │ │ │ ├── Dockerfile │ │ │ │ └── runtime.py │ │ │ ├── head-runtime │ │ │ │ ├── Dockerfile │ │ │ │ └── runtime.py │ │ │ ├── test_pod.py │ │ │ └── worker-runtime │ │ │ │ └── Dockerfile │ │ └── test_pod.py │ ├── reload │ │ ├── __init__.py │ │ ├── exec │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ ├── config_alt.yml │ │ │ ├── exec1.py │ │ │ └── exec2.py │ │ ├── test_deployments_reload.py │ │ └── test_flow_reload.py │ ├── replica-exec │ │ ├── Dockerfile │ │ ├── __init__.py │ │ └── config.yml │ ├── rr_cuda │ │ ├── __init__.py │ │ └── test_rr_cuda.py │ ├── runtime_signal_handling │ │ ├── __init__.py │ │ └── test_runtime_captures_signals.py │ ├── runtimes │ │ ├── __init__.py │ │ ├── test_gateway_dry_run.py │ │ ├── test_jina_info.py │ │ ├── test_runtimes.py │ │ └── test_warmup.py │ ├── sandbox │ │ ├── __init__.py │ │ └── test_sandbox.py │ ├── scheduler │ │ ├── __init__.py │ │ └── test_job_scheduler_core.py │ ├── serve │ │ ├── __init__.py │ │ ├── serve_flow.py │ │ └── serve_flow_async.py │ ├── sparse_pipeline │ │ ├── __init__.py │ │ └── test_sparse_pipeline.py │ ├── specific_executor_params │ │ ├── __init__.py │ │ └── test_specific_params.py │ ├── storage │ │ ├── __init__.py │ │ ├── psql_storage │ │ │ ├── __init__.py │ │ │ ├── docker-compose.yml │ │ │ └── test_psql_store.py │ │ └── s3_storage │ │ │ ├── __init__.py │ │ │ ├── docker-compose.yml │ │ │ └── test_s3_store.py │ ├── streaming │ │ ├── __init__.py │ │ ├── test_clients_streaming.py │ │ └── test_streaming.py │ ├── table_rec │ │ ├── __init__.py │ │ ├── conftest.py │ │ └── test_table_rec.py │ ├── test_grpc_compression │ │ ├── __init__.py │ │ └── test_grpc_compression.py │ ├── test_icr.py │ ├── test_pil.py │ ├── test_prefetch │ │ ├── __init__.py │ │ └── test_prefetch.py │ ├── test_provider.py │ ├── test_psm.py │ ├── test_return_order │ │ ├── __init__.py │ │ └── test_return_order.py │ └── websocket_gateway │ │ ├── __init__.py │ │ └── test_subprotocols.py └── unit │ ├── __init__.py │ ├── check_pil_scale_quality.py │ ├── clients │ ├── __init__.py │ ├── python │ │ ├── __init__.py │ │ ├── docs.csv │ │ ├── docs.jsonlines │ │ ├── docs_groundtruth.jsonlines │ │ ├── test_client.py │ │ ├── test_client_errors.py │ │ ├── test_on_err.py │ │ └── test_request.py │ ├── test_asyncio.py │ ├── test_client_grpc_channel_options.py │ ├── test_helper.py │ ├── test_interface.py │ └── test_log_config.py │ ├── decorators │ ├── __init__.py │ └── test_safely_encoded.py │ ├── exceptions │ ├── __init__.py │ └── test_exceptions.py │ ├── jaml │ ├── __init__.py │ ├── invalid.yml │ ├── parsers │ │ ├── __init__.py │ │ └── executors │ │ │ ├── __init__.py │ │ │ └── test_legacy.py │ ├── test_gateway_parse.py │ └── test_type_parse.py │ ├── logging │ ├── __init__.py │ ├── test_formatter.py │ ├── test_logging.py │ ├── test_logging_profile.py │ └── yaml │ │ ├── file.yml │ │ └── syslog.yml │ ├── orchestrate │ ├── __init__.py │ ├── deployments │ │ ├── __init__.py │ │ ├── config │ │ │ ├── __init__.py │ │ │ ├── k8slib │ │ │ │ ├── __init__.py │ │ │ │ └── test_kubernetes_tools.py │ │ │ ├── test_docker_compose_pod_config.py │ │ │ ├── test_helper.py │ │ │ └── test_k8s_deployment_config.py │ │ ├── test_cuda_assignment.py │ │ ├── test_deployments.py │ │ └── test_load_config.py │ ├── flow │ │ ├── __init__.py │ │ ├── flow-async │ │ │ ├── __init__.py │ │ │ └── test_asyncflow.py │ │ ├── flow-construct │ │ │ ├── __init__.py │ │ │ ├── executor-invalid-import │ │ │ │ ├── __init__.py │ │ │ │ ├── config.yml │ │ │ │ └── executor.py │ │ │ ├── executor │ │ │ │ ├── __init__.py │ │ │ │ ├── config.yml │ │ │ │ └── executor.py │ │ │ ├── flow │ │ │ │ └── flow.yml │ │ │ ├── mwu-encoder │ │ │ │ ├── Dockerfile │ │ │ │ ├── __init__.py │ │ │ │ ├── mwu_encoder.py │ │ │ │ └── mwu_encoder.yml │ │ │ ├── my-mwu-encoder │ │ │ │ └── 0 │ │ │ │ │ └── my-mwu-encoder.bin │ │ │ ├── test │ │ │ ├── test_flow.py │ │ │ ├── test_flow_custom_gateway.py │ │ │ ├── test_flow_deployment.py │ │ │ ├── test_flow_except.py │ │ │ ├── test_flow_monitoring.py │ │ │ ├── test_flow_multiprotocol.py │ │ │ ├── test_flow_skip.py │ │ │ ├── test_flow_start_noblock.py │ │ │ ├── test_flow_to_docker_compose_yaml.py │ │ │ ├── test_flow_to_k8s_yaml.py │ │ │ ├── test_flow_visualization.py │ │ │ ├── test_flow_yaml_parser.py │ │ │ ├── test_slow_executor_shutdown.py │ │ │ └── yaml │ │ │ │ ├── dummy-flow.yml │ │ │ │ ├── flow-allinone-oldstyle.yml │ │ │ │ ├── flow-allinone.yml │ │ │ │ ├── flow-gateway-api.yml │ │ │ │ ├── flow-gateway.yml │ │ │ │ ├── flow-legacy-syntax.yml │ │ │ │ ├── flow-v1-syntax.yml │ │ │ │ ├── flow-v1.0-syntax.yml │ │ │ │ ├── flow-v99-syntax.yml │ │ │ │ ├── flow-with-envs.yml │ │ │ │ ├── multi-protocol.yml │ │ │ │ └── test-flow-port.yml │ │ ├── flow-example │ │ │ ├── __init__.py │ │ │ ├── test_flow_empty_request.py │ │ │ ├── test_flow_examples.py │ │ │ ├── test_flow_segmenter.py │ │ │ └── yaml │ │ │ │ └── dummy-seg-not-random.yml │ │ └── flow-orchestrate │ │ │ ├── __init__.py │ │ │ ├── test_flow_before_after.py │ │ │ ├── test_flow_change_gateway.py │ │ │ ├── test_flow_complex_topology.py │ │ │ ├── test_flow_docarray_return.py │ │ │ ├── test_flow_http_extend.py │ │ │ ├── test_flow_merge.py │ │ │ ├── test_flow_routing.py │ │ │ ├── test_ndarray_type.py │ │ │ └── yaml │ │ │ └── flow-gateway.yml │ └── pods │ │ ├── __init__.py │ │ ├── container │ │ ├── __init__.py │ │ ├── custom-gateway │ │ │ ├── Dockerfile │ │ │ ├── __init__.py │ │ │ ├── config.yml │ │ │ └── dummy_gateway.py │ │ ├── dummy-exec │ │ │ ├── Dockerfile │ │ │ ├── __init__.py │ │ │ ├── executor.py │ │ │ └── executor.yml │ │ ├── env-checker │ │ │ ├── Dockerfile │ │ │ ├── __init__.py │ │ │ ├── executor.py │ │ │ └── executor.yml │ │ ├── fail-start │ │ │ ├── Dockerfile │ │ │ ├── __init__.py │ │ │ ├── executor.py │ │ │ └── executor.yml │ │ └── test_container_pod.py │ │ ├── test_pod.py │ │ └── test_pod_factory.py │ ├── parsers │ ├── __init__.py │ ├── peapods │ │ ├── __init__.py │ │ └── runtimes │ │ │ ├── __init__.py │ │ │ ├── test_port_protocol_parser.py │ │ │ ├── test_remote_parser.py │ │ │ └── test_runtime_parser.py │ └── test_warnings.py │ ├── registry │ ├── __init__.py │ └── test_registry_zoo.py │ ├── schemas │ ├── __init__.py │ ├── test_legacdocument_schema.py │ └── test_schema.py │ ├── serve │ ├── __init__.py │ ├── dynamic_batching │ │ ├── __init__.py │ │ └── test_batch_queue.py │ ├── executors │ │ ├── __init__.py │ │ ├── dummy_executor.py │ │ ├── metas_executors.py │ │ ├── test_bad_executor_constructor.py │ │ ├── test_decorators.py │ │ ├── test_executor.py │ │ ├── test_runtime_args.py │ │ └── test_set_metas.py │ ├── gateway │ │ ├── __init__.py │ │ └── test_gateway.py │ ├── instrumentation │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_gateway_metric_labels.py │ │ ├── test_instrumentation.py │ │ └── test_networking_histograms.py │ ├── networking │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_connection_pool_map.py │ │ ├── test_replica_list.py │ │ └── test_replica_list_least_connections.py │ ├── runtimes │ │ ├── __init__.py │ │ ├── gateway │ │ │ ├── __init__.py │ │ │ ├── graph │ │ │ │ ├── __init__.py │ │ │ │ └── test_topology_graph.py │ │ │ ├── grpc │ │ │ │ ├── __init__.py │ │ │ │ ├── cert │ │ │ │ │ ├── server.crt │ │ │ │ │ └── server.key │ │ │ │ ├── test_grpc_gateway_runtime.py │ │ │ │ └── test_grpc_tls.py │ │ │ └── http │ │ │ │ ├── __init__.py │ │ │ │ ├── test_app.py │ │ │ │ └── test_models.py │ │ ├── head │ │ │ ├── __init__.py │ │ │ └── test_head_runtime.py │ │ ├── test_helper.py │ │ └── worker │ │ │ ├── __init__.py │ │ │ ├── test_worker_request_handler.py │ │ │ └── test_worker_runtime.py │ └── stream │ │ ├── __init__.py │ │ ├── test_helper.py │ │ └── test_stream.py │ ├── test_cli.py │ ├── test_extend_fastapi.py │ ├── test_gateway.py │ ├── test_helper.py │ ├── test_importer.py │ ├── test_overlap.py │ ├── test_progress_bar.py │ ├── test_yamlparser.py │ ├── types │ ├── __init__.py │ └── request │ │ ├── __init__.py │ │ ├── test_request.py │ │ └── test_status_message.py │ └── yaml │ ├── dummy_encode.py │ ├── dummy_exec.py │ ├── dummy_ext_exec.yml │ ├── dummy_ext_exec_success.yml │ ├── dummy_fastapi_gateway.py │ ├── dummy_gateway.py │ ├── dummy_gateway_get_streamer.py │ ├── examples │ ├── faces │ │ ├── flow-index.yml │ │ └── flow-query.yml │ └── faiss │ │ ├── flow-index.yml │ │ └── flow-query.yml │ ├── flow_with_gateway.yml │ ├── test-custom-gateway.yml │ ├── test-deployment-exec-config.yml │ ├── test-deployment.yml │ ├── test-encoder-env.yml │ ├── test-expand.yml │ ├── test-expand2.yml │ ├── test-expand3.yml │ ├── test-expand4.yml │ ├── test-fastapi-gateway.yml │ ├── test-flow-custom-gateway-nested-config.yml │ ├── test-flow-deployment-embedded-config-deployments-keyword.yml │ ├── test-flow-deployment-embedded-config.yml │ ├── test-flow-deployment-exec-nested-config.yml │ ├── test-flow-deployment-nested-config-deployments-keyword.yml │ ├── test-flow-deployment-nested-config.yml │ ├── test-flow-v1.yml │ ├── test-flow.yml │ ├── test-http-gateway.yml │ ├── test-if-flow.yml │ ├── test-server-config.yml │ ├── test-workspace.yml │ ├── test_flow_visualization.yml │ └── test_log_server.yml ├── tools ├── LICENSE ├── README.md ├── UPGRADE_TORCH_2_6.md ├── __init__.py ├── augmenter.py ├── check_line_frgments_ocr.py ├── coco_funsd_augmenter.py ├── coco_funsd_converter.py ├── container_stresser.md ├── container_stresser.py ├── convert.py ├── convert_onnx_overlay.py ├── decorate.py ├── dump_invalid_bboxes.py ├── export.py ├── get_pretrained_models.py ├── helpers.py ├── hsv_selector.py ├── ocr_diff.py ├── pdf_to_bitonal.py ├── spam_dry_run.sh ├── split_dataset.py ├── ssim_score_overlay.py └── stress-test-s3.sh ├── utils ├── get_modified_files.py └── optimize.py ├── wheels ├── README.md ├── etcd3-0.12.0-py2.py3-none-any.whl ├── etcd3-0.12.0.tar.gz ├── fastwer-0.1.3-cp312-cp312-linux_x86_64.whl └── fastwer-0.1.3.tar.gz └── workspaces ├── README.md ├── bounding-boxes-gradio ├── README.md ├── app.py └── requirements.txt ├── document-boundary ├── README.md ├── app.py └── requirements.txt ├── document-classifier-pipeline ├── README.md ├── app.py └── requirements.txt ├── document-classifier ├── README.md ├── app.py └── requirements.txt ├── document-embeddings ├── README.md ├── app.py ├── requirements.txt ├── test-clip.py ├── test.py └── util.py ├── document-named-entity-recognition ├── README.md ├── app.py ├── canvas_util.py ├── clerk.py ├── deepseek-vl.py ├── florence-2.py ├── gemma.py ├── gemma3.py ├── got.py ├── llama32.py ├── llava-next.py ├── load_hf.py ├── out.txt ├── paper.pdf ├── phi-vision.py ├── phi.py ├── phi4.py ├── prompt.yaml ├── qwen-api.py ├── qwen-vllm.py ├── qwen.py ├── run.sh ├── sglang.sh ├── templates │ ├── inference_prompt-claim-END.j2 │ ├── inference_prompt-claim-REMARK.j2 │ ├── inference_prompt-claim-START-CONTINUATIONS copy.j2 │ ├── inference_prompt-claim-START-CONTINUATIONS-PATIENT.j2 │ ├── inference_prompt-claim-START-CONTINUATIONS.j2 │ ├── inference_prompt-claim-START-CONTINUATIONSXXXX.j2 │ ├── inference_prompt-claim-START.j2 │ ├── inference_prompt-claim-start-stop-CLAIM.j2 │ ├── inference_prompt-claim-start-stop.txtX.j2 │ ├── inference_prompt.txt.j2 │ ├── inference_prompt.txtX.j2 │ ├── inference_rotation.j2 │ ├── kv.j2 │ ├── promp 1 │ ├── prompt 2.md │ ├── prompt-FIND-CLAIM-COMPLEX-2.md │ └── prompt-FIND-CLAIM-COMPLEX.md ├── tgi.sh └── util.py ├── document-taxonomy-clip ├── README.md ├── app-base.py ├── app-gradcam.py ├── app.py └── requirements.txt ├── document-taxonomy ├── README.md ├── 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