Full Code of Canner/WrenAI for AI

gitextract_1iqodypf/

├── .claude/
│   ├── CLAUDE.md
│   └── settings.json
├── .editorconfig
├── .github/
│   ├── ISSUE_TEMPLATE/
│   │   ├── bug_report.md
│   │   └── feature_request.md
│   ├── dependabot.yaml
│   └── workflows/
│       ├── ai-service-release-image.yaml
│       ├── ai-service-release-nightly-image.yaml
│       ├── ai-service-release-stable-image.yaml
│       ├── ai-service-test.yaml
│       ├── create-rc-release-pr.yaml
│       ├── create-rc-release.yaml
│       ├── pr-tagger.yaml
│       ├── pull-request-title-validator.yaml
│       ├── ui-lint.yaml
│       ├── ui-release-image-stable.yaml
│       ├── ui-release-image.yaml
│       ├── ui-test.yaml
│       └── wren-launcher-ci.yaml
├── .gitignore
├── .gitmodules
├── CODE_OF_CONDUCT.md
├── CONTRIBUTING.md
├── LICENSE
├── README.md
├── SECURITY.md
├── deployment/
│   ├── README.md
│   └── kustomizations/
│       ├── .gitignore
│       ├── README.md
│       ├── base/
│       │   ├── cm.yaml
│       │   ├── deploy-wren-ai-service.yaml
│       │   ├── deploy-wren-engine.yaml
│       │   ├── deploy-wren-ibis-server.yaml
│       │   ├── deploy-wren-ui.yaml
│       │   ├── pvc.yaml
│       │   └── svc.yaml
│       ├── examples/
│       │   ├── .gitignore
│       │   ├── certificate-qdrant_example.yaml
│       │   ├── certificate-wren_example.yaml
│       │   ├── ingress-wren_example.yaml
│       │   └── secret-wren_example.yaml
│       ├── helm-values-qdrant_1.11.0.yaml
│       ├── helm-values_postgresql_15.yaml
│       ├── kustomization.yaml
│       └── patches/
│           ├── README.md
│           ├── cm.yaml
│           ├── rm-certificate.yaml
│           ├── rm-ingress.yaml
│           └── service.yaml
├── docker/
│   ├── README.md
│   ├── bootstrap/
│   │   ├── Dockerfile
│   │   └── init.sh
│   ├── config.example.yaml
│   ├── docker-compose-dev.yaml
│   └── docker-compose.yaml
├── wren-ai-service/
│   ├── .dockerignore
│   ├── .pre-commit-config.yaml
│   ├── CONTRIBUTING.md
│   ├── Justfile
│   ├── README.md
│   ├── docker/
│   │   └── Dockerfile
│   ├── docs/
│   │   ├── code_design.md
│   │   ├── config_examples/
│   │   │   ├── README.md
│   │   │   ├── config.anthropic.yaml
│   │   │   ├── config.azure.yaml
│   │   │   ├── config.bedrock.yaml
│   │   │   ├── config.deepseek.yaml
│   │   │   ├── config.google_ai_studio.yaml
│   │   │   ├── config.google_vertexai.yaml
│   │   │   ├── config.grok.yaml
│   │   │   ├── config.groq.yaml
│   │   │   ├── config.lm_studio.yaml
│   │   │   ├── config.ollama.yaml
│   │   │   ├── config.open_router.yaml
│   │   │   ├── config.qwen3.yaml
│   │   │   └── config.zhipu.yaml
│   │   └── configuration.md
│   ├── entrypoint.sh
│   ├── eval/
│   │   ├── .gitignore
│   │   ├── README.md
│   │   ├── __init__.py
│   │   ├── add_samples_to_toml.py
│   │   ├── data_curation/
│   │   │   ├── __init__.py
│   │   │   ├── app.py
│   │   │   └── utils.py
│   │   ├── dataset/
│   │   │   └── .gitignore
│   │   ├── dspy_modules/
│   │   │   ├── __init__.py
│   │   │   ├── ask_generation.py
│   │   │   └── prompt_optimizer.py
│   │   ├── evaluation.py
│   │   ├── mdl_to_csv.py
│   │   ├── metrics/
│   │   │   ├── __init__.py
│   │   │   ├── accuracy.py
│   │   │   ├── answer_relevancy.py
│   │   │   ├── context_precision.py
│   │   │   ├── context_recall.py
│   │   │   ├── context_relevancy.py
│   │   │   ├── faithfulness.py
│   │   │   ├── llm/
│   │   │   │   └── __init__.py
│   │   │   └── spider/
│   │   │       ├── __init__.py
│   │   │       ├── exact_match.py
│   │   │       ├── exec_match.py
│   │   │       └── process_sql.py
│   │   ├── optimized/
│   │   │   └── .gitignore
│   │   ├── pipelines.py
│   │   ├── prediction.py
│   │   ├── preparation.py
│   │   └── utils.py
│   ├── pyproject.toml
│   ├── ruff.toml
│   ├── src/
│   │   ├── __init__.py
│   │   ├── __main__.py
│   │   ├── config.py
│   │   ├── core/
│   │   │   ├── __init__.py
│   │   │   ├── engine.py
│   │   │   ├── pipeline.py
│   │   │   └── provider.py
│   │   ├── force_deploy.py
│   │   ├── force_update_config.py
│   │   ├── globals.py
│   │   ├── pipelines/
│   │   │   ├── __init__.py
│   │   │   ├── common.py
│   │   │   ├── generation/
│   │   │   │   ├── __init__.py
│   │   │   │   ├── chart_adjustment.py
│   │   │   │   ├── chart_generation.py
│   │   │   │   ├── data_assistance.py
│   │   │   │   ├── followup_sql_generation.py
│   │   │   │   ├── followup_sql_generation_reasoning.py
│   │   │   │   ├── intent_classification.py
│   │   │   │   ├── misleading_assistance.py
│   │   │   │   ├── question_recommendation.py
│   │   │   │   ├── relationship_recommendation.py
│   │   │   │   ├── semantics_description.py
│   │   │   │   ├── sql_answer.py
│   │   │   │   ├── sql_correction.py
│   │   │   │   ├── sql_diagnosis.py
│   │   │   │   ├── sql_generation.py
│   │   │   │   ├── sql_generation_reasoning.py
│   │   │   │   ├── sql_question.py
│   │   │   │   ├── sql_regeneration.py
│   │   │   │   ├── sql_tables_extraction.py
│   │   │   │   ├── user_guide_assistance.py
│   │   │   │   └── utils/
│   │   │   │       ├── chart.py
│   │   │   │       ├── sql.py
│   │   │   │       └── vega-lite-schema-v5.json
│   │   │   ├── indexing/
│   │   │   │   ├── __init__.py
│   │   │   │   ├── db_schema.py
│   │   │   │   ├── historical_question.py
│   │   │   │   ├── instructions.py
│   │   │   │   ├── project_meta.py
│   │   │   │   ├── sql_pairs.py
│   │   │   │   ├── table_description.py
│   │   │   │   └── utils/
│   │   │   │       └── helper.py
│   │   │   └── retrieval/
│   │   │       ├── __init__.py
│   │   │       ├── db_schema_retrieval.py
│   │   │       ├── historical_question_retrieval.py
│   │   │       ├── instructions.py
│   │   │       ├── preprocess_sql_data.py
│   │   │       ├── sql_executor.py
│   │   │       ├── sql_functions.py
│   │   │       ├── sql_knowledge.py
│   │   │       └── sql_pairs_retrieval.py
│   │   ├── providers/
│   │   │   ├── __init__.py
│   │   │   ├── document_store/
│   │   │   │   ├── __init__.py
│   │   │   │   └── qdrant.py
│   │   │   ├── embedder/
│   │   │   │   ├── __init__.py
│   │   │   │   └── litellm.py
│   │   │   ├── engine/
│   │   │   │   ├── __init__.py
│   │   │   │   └── wren.py
│   │   │   ├── llm/
│   │   │   │   ├── __init__.py
│   │   │   │   └── litellm.py
│   │   │   └── loader.py
│   │   ├── utils.py
│   │   └── web/
│   │       ├── __init__.py
│   │       ├── development.py
│   │       └── v1/
│   │           ├── __init__.py
│   │           ├── routers/
│   │           │   ├── __init__.py
│   │           │   ├── ask.py
│   │           │   ├── ask_feedbacks.py
│   │           │   ├── chart.py
│   │           │   ├── chart_adjustment.py
│   │           │   ├── instructions.py
│   │           │   ├── question_recommendation.py
│   │           │   ├── relationship_recommendation.py
│   │           │   ├── semantics_description.py
│   │           │   ├── semantics_preparation.py
│   │           │   ├── sql_answers.py
│   │           │   ├── sql_corrections.py
│   │           │   ├── sql_pairs.py
│   │           │   └── sql_question.py
│   │           └── services/
│   │               ├── __init__.py
│   │               ├── ask.py
│   │               ├── ask_feedback.py
│   │               ├── chart.py
│   │               ├── chart_adjustment.py
│   │               ├── instructions.py
│   │               ├── question_recommendation.py
│   │               ├── relationship_recommendation.py
│   │               ├── semantics_description.py
│   │               ├── semantics_preparation.py
│   │               ├── sql_answer.py
│   │               ├── sql_corrections.py
│   │               ├── sql_pairs.py
│   │               └── sql_question.py
│   ├── tests/
│   │   ├── __init__.py
│   │   ├── data/
│   │   │   ├── book_2_mdl.json
│   │   │   ├── config.test.yaml
│   │   │   ├── mock_pyproject.toml
│   │   │   └── pairs.json
│   │   ├── locust/
│   │   │   ├── __init__.py
│   │   │   ├── config_users.json
│   │   │   ├── locust.conf
│   │   │   ├── locust_script.py
│   │   │   └── locustfile.py
│   │   └── pytest/
│   │       ├── __init__.py
│   │       ├── eval/
│   │       │   ├── __init__.py
│   │       │   └── test_metrics.py
│   │       ├── pipelines/
│   │       │   ├── __init__.py
│   │       │   ├── generation/
│   │       │   │   ├── __init__.py
│   │       │   │   ├── test_ask.py
│   │       │   │   └── test_semantics_enrichment.py
│   │       │   ├── indexing/
│   │       │   │   ├── __init__.py
│   │       │   │   ├── test_db_schema.py
│   │       │   │   ├── test_helper.py
│   │       │   │   ├── test_historical_questions.py
│   │       │   │   ├── test_indexing.py
│   │       │   │   ├── test_instructions.py
│   │       │   │   ├── test_sql_pairs.py
│   │       │   │   └── test_table_description.py
│   │       │   └── retrieval/
│   │       │       ├── __init__.py
│   │       │       └── sql_function.py
│   │       ├── providers/
│   │       │   ├── __init__.py
│   │       │   ├── test_loader.py
│   │       │   └── test_providers.py
│   │       ├── services/
│   │       │   ├── __init__.py
│   │       │   ├── mocks.py
│   │       │   ├── test_ask.py
│   │       │   ├── test_instructions.py
│   │       │   ├── test_relationship_recommendation.py
│   │       │   ├── test_semantics_description.py
│   │       │   └── test_sql_pairs.py
│   │       ├── test_config.py
│   │       ├── test_main.py
│   │       ├── test_usecases.py
│   │       └── test_utils.py
│   └── tools/
│       ├── .env.example
│       ├── config/
│       │   ├── config.example.yaml
│       │   └── config.full.yaml
│       ├── dev/
│       │   ├── config.properties.example
│       │   └── docker-compose-dev.yaml
│       ├── mdl_to_str.py
│       └── run_sql.py
├── wren-launcher/
│   ├── .golangci.yml
│   ├── Makefile
│   ├── README.md
│   ├── commands/
│   │   ├── dbt/
│   │   │   ├── README.md
│   │   │   ├── converter.go
│   │   │   ├── data_source.go
│   │   │   ├── data_source_test.go
│   │   │   ├── profiles.go
│   │   │   ├── profiles_analyzer.go
│   │   │   ├── utils.go
│   │   │   └── wren_mdl.go
│   │   ├── dbt.go
│   │   └── launch.go
│   ├── config/
│   │   └── config.go
│   ├── go.mod
│   ├── go.sum
│   ├── main.go
│   └── utils/
│       ├── docker.go
│       ├── docker_test.go
│       ├── network.go
│       ├── os.go
│       ├── rc.go
│       └── rc_test.go
├── wren-mdl/
│   └── mdl.schema.json
└── wren-ui/
    ├── .dockerignore
    ├── .eslintignore
    ├── .eslintrc.json
    ├── .prettierrc
    ├── .yarn/
    │   └── releases/
    │       └── yarn-4.5.3.cjs
    ├── .yarnrc.yml
    ├── Dockerfile
    ├── README.md
    ├── codegen.yaml
    ├── e2e/
    │   ├── README.md
    │   ├── commonTests/
    │   │   ├── home.ts
    │   │   ├── modeling.ts
    │   │   └── onboarding.ts
    │   ├── config.ts
    │   ├── global.setup.ts
    │   ├── global.teardown.ts
    │   ├── helper.ts
    │   └── specs/
    │       ├── connectBigQuery.spec.ts
    │       ├── connectClickHouse.spec.ts
    │       ├── connectDuckDB.spec.ts
    │       ├── connectMySQL.spec.ts
    │       ├── connectPostgreSQL.spec.ts
    │       ├── connectSQLServer.spec.ts
    │       ├── connectSampleECommerce.spec.ts
    │       ├── connectSampleHR.spec.ts
    │       ├── connectSnowflake.spec.ts
    │       └── connectTrino.spec.ts
    ├── jest.config.js
    ├── knexfile.js
    ├── migrations/
    │   ├── 20240125070643_create_project_table.js
    │   ├── 20240125071855_create_model_table.js
    │   ├── 20240125081244_create_model_column_table.js
    │   ├── 20240125083821_create_relation_table.js
    │   ├── 20240125085655_create_metrics_table.js
    │   ├── 20240126100753_create_metrics_measure_table.js
    │   ├── 20240129021453_create_view_table.js
    │   ├── 20240319083758_create_deploy_table.js
    │   ├── 20240327030000_create_ask_table.js
    │   ├── 20240418000000_update_project_table_pg.js
    │   ├── 20240419090558_add_foreign_key_to_model_column_and_metric_measure.js
    │   ├── 20240425000000_add_thread_response_summary.js
    │   ├── 20240430033014_update_model_column_table.js
    │   ├── 20240446090560_update_relationship_table.js
    │   ├── 20240502000000_add_properties_to_relationship.js
    │   ├── 20240524044348_update_project_table.js
    │   ├── 20240524071859_update_thread_table.js
    │   ├── 20240530062133_update_project_table.js
    │   ├── 20240530062809_transfer_project_table_data.js
    │   ├── 20240530105955_drop_project_table_columns.js
    │   ├── 20240531085916_transfer_model_properties.js
    │   ├── 20240610070534_create_schema_change_table.js
    │   ├── 20240928165009_create_model_nested_column.js
    │   ├── 20241021073019_update_project_language.js
    │   ├── 20241029092204_create_learning_table.js
    │   ├── 20241106232204_update_project_table.js
    │   ├── 20241107171828_update_thread_table.js
    │   ├── 20241115031024_drop_thread_response_table_column.js
    │   ├── 20241207000000_update_thread_response_for_answer.js
    │   ├── 20241210072534_update_thread_response_table.js
    │   ├── 20241226135712_remove_thread_sql.js
    │   ├── 20250102074255_create_dashboard_table.js
    │   ├── 20250102074256_create_dashboard_item_table.js
    │   ├── 20250102074256_create_sql_pair_table.js
    │   ├── 20250311046282_create_instruction_table.js
    │   ├── 20250320074256_alter_sql_pair_table.js
    │   ├── 20250422000000_alter_dashboard_table.js
    │   ├── 20250423000000_create_dashboard_cache_refresh_table.js
    │   ├── 20250509000000_create_asking_task.js
    │   ├── 20250509000001_add_task_id_to_thread.js
    │   ├── 20250510000000_add_adjustment_to_thread_response.js
    │   ├── 20250510000001_alter_dashboard_item_table.js
    │   ├── 20250510000002_add_version_to_project.js
    │   └── 20250511000000-create-api-history.js
    ├── next.config.js
    ├── openapi.yaml
    ├── package.json
    ├── playwright.config.ts
    ├── src/
    │   ├── apollo/
    │   │   ├── client/
    │   │   │   ├── graphql/
    │   │   │   │   ├── __types__.ts
    │   │   │   │   ├── apiManagement.generated.ts
    │   │   │   │   ├── apiManagement.ts
    │   │   │   │   ├── calculatedField.generated.ts
    │   │   │   │   ├── calculatedField.ts
    │   │   │   │   ├── dashboard.generated.ts
    │   │   │   │   ├── dashboard.ts
    │   │   │   │   ├── dataSource.generated.ts
    │   │   │   │   ├── dataSource.ts
    │   │   │   │   ├── deploy.generated.ts
    │   │   │   │   ├── deploy.ts
    │   │   │   │   ├── diagram.generated.ts
    │   │   │   │   ├── diagram.ts
    │   │   │   │   ├── home.generated.ts
    │   │   │   │   ├── home.ts
    │   │   │   │   ├── instructions.generated.ts
    │   │   │   │   ├── instructions.ts
    │   │   │   │   ├── learning.generated.ts
    │   │   │   │   ├── learning.ts
    │   │   │   │   ├── metadata.generated.ts
    │   │   │   │   ├── metadata.ts
    │   │   │   │   ├── model.generated.ts
    │   │   │   │   ├── model.ts
    │   │   │   │   ├── onboarding.generated.ts
    │   │   │   │   ├── onboarding.ts
    │   │   │   │   ├── relationship.generated.ts
    │   │   │   │   ├── relationship.ts
    │   │   │   │   ├── settings.generated.ts
    │   │   │   │   ├── settings.ts
    │   │   │   │   ├── sql.generated.ts
    │   │   │   │   ├── sql.ts
    │   │   │   │   ├── sqlPairs.generated.ts
    │   │   │   │   ├── sqlPairs.ts
    │   │   │   │   ├── view.generated.ts
    │   │   │   │   └── view.ts
    │   │   │   └── index.ts
    │   │   └── server/
    │   │       ├── adaptors/
    │   │       │   ├── ibisAdaptor.ts
    │   │       │   ├── index.ts
    │   │       │   ├── tests/
    │   │       │   │   ├── ibisAdaptor.test.ts
    │   │       │   │   └── wrenAIAdaptor.test.ts
    │   │       │   ├── wrenAIAdaptor.ts
    │   │       │   └── wrenEngineAdaptor.ts
    │   │       ├── backgrounds/
    │   │       │   ├── adjustmentBackgroundTracker.ts
    │   │       │   ├── chart.ts
    │   │       │   ├── dashboardCacheBackgroundTracker.ts
    │   │       │   ├── index.ts
    │   │       │   ├── recommend-question.ts
    │   │       │   └── textBasedAnswerBackgroundTracker.ts
    │   │       ├── config.ts
    │   │       ├── data/
    │   │       │   ├── index.ts
    │   │       │   ├── sample.ts
    │   │       │   └── type.ts
    │   │       ├── dataSource.ts
    │   │       ├── index.ts
    │   │       ├── managers/
    │   │       │   └── dataSourceSchemaDetector.ts
    │   │       ├── mdl/
    │   │       │   ├── mdlBuilder.ts
    │   │       │   ├── test/
    │   │       │   │   └── mdlBuilder.test.ts
    │   │       │   └── type.ts
    │   │       ├── models/
    │   │       │   ├── adaptor.ts
    │   │       │   ├── dashboard.ts
    │   │       │   ├── index.ts
    │   │       │   ├── instruction.ts
    │   │       │   └── model.ts
    │   │       ├── repositories/
    │   │       │   ├── apiHistoryRepository.ts
    │   │       │   ├── askingTaskRepository.ts
    │   │       │   ├── baseRepository.ts
    │   │       │   ├── dashboardItemRefreshJobRepository.ts
    │   │       │   ├── dashboardItemRepository.ts
    │   │       │   ├── dashboardRepository.ts
    │   │       │   ├── deployLogRepository.ts
    │   │       │   ├── index.ts
    │   │       │   ├── instructionRepository.ts
    │   │       │   ├── learningRepository.ts
    │   │       │   ├── metricsMeasureRepository.ts
    │   │       │   ├── metricsRepository.ts
    │   │       │   ├── modelColumnRepository.ts
    │   │       │   ├── modelNestedColumnRepository.ts
    │   │       │   ├── modelRepository.ts
    │   │       │   ├── projectRepository.ts
    │   │       │   ├── relationshipRepository.ts
    │   │       │   ├── schemaChangeRepository.ts
    │   │       │   ├── sqlPairRepository.ts
    │   │       │   ├── threadRepository.ts
    │   │       │   ├── threadResponseRepository.ts
    │   │       │   └── viewRepository.ts
    │   │       ├── resolvers/
    │   │       │   ├── apiHistoryResolver.ts
    │   │       │   ├── askingResolver.ts
    │   │       │   ├── dashboardResolver.ts
    │   │       │   ├── diagramResolver.ts
    │   │       │   ├── instructionResolver.ts
    │   │       │   ├── learningResolver.ts
    │   │       │   ├── modelResolver.ts
    │   │       │   ├── projectResolver.ts
    │   │       │   └── sqlPairResolver.ts
    │   │       ├── resolvers.ts
    │   │       ├── scalars.ts
    │   │       ├── schema.ts
    │   │       ├── services/
    │   │       │   ├── askingService.ts
    │   │       │   ├── askingTaskTracker.ts
    │   │       │   ├── dashboardService.ts
    │   │       │   ├── deployService.ts
    │   │       │   ├── index.ts
    │   │       │   ├── instructionService.ts
    │   │       │   ├── mdlService.ts
    │   │       │   ├── metadataService.ts
    │   │       │   ├── modelService.ts
    │   │       │   ├── projectService.ts
    │   │       │   ├── queryService.ts
    │   │       │   ├── sqlPairService.ts
    │   │       │   └── tests/
    │   │       │       ├── askingService.test.ts
    │   │       │       ├── dashboardService.test.ts
    │   │       │       ├── deployService.test.ts
    │   │       │       └── queryService.test.ts
    │   │       ├── telemetry/
    │   │       │   └── telemetry.ts
    │   │       ├── types/
    │   │       │   ├── context.ts
    │   │       │   ├── dataSource.ts
    │   │       │   ├── diagram.ts
    │   │       │   ├── index.ts
    │   │       │   ├── manifest.ts
    │   │       │   ├── metric.ts
    │   │       │   └── relationship.ts
    │   │       └── utils/
    │   │           ├── apiUtils.ts
    │   │           ├── dataUtils.ts
    │   │           ├── docker.ts
    │   │           ├── encode.ts
    │   │           ├── encryptor.ts
    │   │           ├── error.ts
    │   │           ├── helper.ts
    │   │           ├── index.ts
    │   │           ├── knex.ts
    │   │           ├── logger.ts
    │   │           ├── model.ts
    │   │           ├── regex.ts
    │   │           ├── sqlFormat.ts
    │   │           ├── sseTypes.ts
    │   │           ├── sseUtils.ts
    │   │           ├── string.ts
    │   │           ├── tests/
    │   │           │   ├── dataSource.test.ts
    │   │           │   ├── encryptor.test.ts
    │   │           │   └── regex.test.ts
    │   │           └── timezone.ts
    │   ├── common.ts
    │   ├── components/
    │   │   ├── ActionButton.tsx
    │   │   ├── EditableWrapper.tsx
    │   │   ├── EllipsisWrapper.tsx
    │   │   ├── ErrorCollapse.tsx
    │   │   ├── HeaderBar.tsx
    │   │   ├── Logo.tsx
    │   │   ├── LogoBar.tsx
    │   │   ├── PageLoading.tsx
    │   │   ├── chart/
    │   │   │   ├── handler.ts
    │   │   │   ├── index.tsx
    │   │   │   └── properties/
    │   │   │       ├── BasicProperties.tsx
    │   │   │       ├── DonutProperties.tsx
    │   │   │       ├── GroupedBarProperties.tsx
    │   │   │       ├── LineProperties.tsx
    │   │   │       └── StackedBarProperties.tsx
    │   │   ├── code/
    │   │   │   ├── BaseCodeBlock.tsx
    │   │   │   ├── JsonCodeBlock.tsx
    │   │   │   └── SQLCodeBlock.tsx
    │   │   ├── dataPreview/
    │   │   │   ├── PreviewData.tsx
    │   │   │   └── PreviewDataContent.tsx
    │   │   ├── deploy/
    │   │   │   ├── Context.ts
    │   │   │   └── Deploy.tsx
    │   │   ├── diagram/
    │   │   │   ├── Context.ts
    │   │   │   ├── CustomDropdown.tsx
    │   │   │   ├── CustomPopover.tsx
    │   │   │   ├── Marker.tsx
    │   │   │   ├── customEdge/
    │   │   │   │   ├── ModelEdge.tsx
    │   │   │   │   └── index.ts
    │   │   │   ├── customNode/
    │   │   │   │   ├── Column.tsx
    │   │   │   │   ├── MarkerHandle.tsx
    │   │   │   │   ├── ModelNode.tsx
    │   │   │   │   ├── ViewNode.tsx
    │   │   │   │   ├── index.ts
    │   │   │   │   └── utils.tsx
    │   │   │   ├── index.tsx
    │   │   │   └── utils.ts
    │   │   ├── editor/
    │   │   │   ├── AceEditor.tsx
    │   │   │   ├── MarkdownBlock.tsx
    │   │   │   ├── MarkdownEditor.tsx
    │   │   │   └── SQLEditor.tsx
    │   │   ├── layouts/
    │   │   │   ├── PageLayout.tsx
    │   │   │   ├── SiderLayout.tsx
    │   │   │   └── SimpleLayout.tsx
    │   │   ├── learning/
    │   │   │   ├── guide/
    │   │   │   │   ├── index.tsx
    │   │   │   │   ├── stories.tsx
    │   │   │   │   └── utils.ts
    │   │   │   └── index.tsx
    │   │   ├── modals/
    │   │   │   ├── AdjustReasoningStepsModal.tsx
    │   │   │   ├── AdjustSQLModal.tsx
    │   │   │   ├── CalculatedFieldModal.tsx
    │   │   │   ├── DeleteModal.tsx
    │   │   │   ├── FixSQLModal.tsx
    │   │   │   ├── ImportDataSourceSQLModal.tsx
    │   │   │   ├── InstructionModal.tsx
    │   │   │   ├── QuestionSQLPairModal.tsx
    │   │   │   ├── RelationModal.tsx
    │   │   │   ├── SaveAsViewModal.tsx
    │   │   │   └── SchemaChangeModal.tsx
    │   │   ├── pages/
    │   │   │   ├── apiManagement/
    │   │   │   │   └── DetailsDrawer.tsx
    │   │   │   ├── home/
    │   │   │   │   ├── RecommendedQuestions.tsx
    │   │   │   │   ├── dashboardGrid/
    │   │   │   │   │   ├── CacheSettingsDrawer.tsx
    │   │   │   │   │   ├── DashboardHeader.tsx
    │   │   │   │   │   ├── EmptyDashboard.tsx
    │   │   │   │   │   └── index.tsx
    │   │   │   │   ├── preparation/
    │   │   │   │   │   ├── ErrorBoundary.tsx
    │   │   │   │   │   ├── PreparationStatus.tsx
    │   │   │   │   │   ├── PreparationSteps.tsx
    │   │   │   │   │   ├── index.tsx
    │   │   │   │   │   └── step/
    │   │   │   │   │       ├── FixedSQLFinished.tsx
    │   │   │   │   │       ├── Generating.tsx
    │   │   │   │   │       ├── Organizing.tsx
    │   │   │   │   │       ├── Retrieving.tsx
    │   │   │   │   │       ├── SQLPairFinished.tsx
    │   │   │   │   │       └── ViewFinished.tsx
    │   │   │   │   ├── prompt/
    │   │   │   │   │   ├── DemoPrompt.tsx
    │   │   │   │   │   ├── Input.tsx
    │   │   │   │   │   ├── RecommendedQuestionsPrompt.tsx
    │   │   │   │   │   ├── Result.tsx
    │   │   │   │   │   └── index.tsx
    │   │   │   │   └── promptThread/
    │   │   │   │       ├── AnswerResult.tsx
    │   │   │   │       ├── ChartAnswer.tsx
    │   │   │   │       ├── TextBasedAnswer.tsx
    │   │   │   │       ├── ViewBlock.tsx
    │   │   │   │       ├── ViewSQLTabContent.tsx
    │   │   │   │       ├── index.tsx
    │   │   │   │       └── store.tsx
    │   │   │   ├── knowledge/
    │   │   │   │   ├── GlobalLabel.tsx
    │   │   │   │   ├── InstructionDrawer.tsx
    │   │   │   │   └── SQLPairDrawer.tsx
    │   │   │   ├── modeling/
    │   │   │   │   ├── EditMetadataModal.tsx
    │   │   │   │   ├── MetadataDrawer.tsx
    │   │   │   │   ├── ModelDrawer.tsx
    │   │   │   │   ├── form/
    │   │   │   │   │   └── ModelForm.tsx
    │   │   │   │   └── metadata/
    │   │   │   │       ├── EditBasicMetadata.tsx
    │   │   │   │       ├── EditModelMetadata.tsx
    │   │   │   │       ├── EditViewMetadata.tsx
    │   │   │   │       ├── ModelMetadata.tsx
    │   │   │   │       └── ViewMetadata.tsx
    │   │   │   └── setup/
    │   │   │       ├── ButtonItem.tsx
    │   │   │       ├── ConnectDataSource.tsx
    │   │   │       ├── ContainerCard.tsx
    │   │   │       ├── DefineRelations.tsx
    │   │   │       ├── SelectModels.tsx
    │   │   │       ├── Starter.tsx
    │   │   │       ├── dataSources/
    │   │   │       │   ├── AthenaProperties.tsx
    │   │   │       │   ├── BigQueryProperties.tsx
    │   │   │       │   ├── ClickHouseProperties.tsx
    │   │   │       │   ├── DatabricksProperties.tsx
    │   │   │       │   ├── DuckDBProperties.tsx
    │   │   │       │   ├── MySQLProperties.tsx
    │   │   │       │   ├── OracleProperties.tsx
    │   │   │       │   ├── PostgreSQLProperties.tsx
    │   │   │       │   ├── RedshiftProperties.tsx
    │   │   │       │   ├── SQLServerProperties.tsx
    │   │   │       │   ├── SnowflakeProperties.tsx
    │   │   │       │   └── TrinoProperties.tsx
    │   │   │       └── utils.tsx
    │   │   ├── selectors/
    │   │   │   ├── CombineFieldSelector.tsx
    │   │   │   ├── DescriptiveSelector.tsx
    │   │   │   ├── Selector.tsx
    │   │   │   └── lineageSelector/
    │   │   │       ├── FieldSelect.tsx
    │   │   │       └── index.tsx
    │   │   ├── settings/
    │   │   │   ├── DataSourceSettings.tsx
    │   │   │   ├── ProjectSettings.tsx
    │   │   │   ├── index.tsx
    │   │   │   └── utils.tsx
    │   │   ├── sidebar/
    │   │   │   ├── APIManagement.tsx
    │   │   │   ├── Home.tsx
    │   │   │   ├── Knowledge.tsx
    │   │   │   ├── LabelTitle.tsx
    │   │   │   ├── Modeling.tsx
    │   │   │   ├── SidebarMenu.tsx
    │   │   │   ├── SidebarTree.tsx
    │   │   │   ├── home/
    │   │   │   │   ├── ThreadTree.tsx
    │   │   │   │   ├── TreeTitle.tsx
    │   │   │   │   └── TreeTitleInput.tsx
    │   │   │   ├── index.tsx
    │   │   │   ├── modeling/
    │   │   │   │   ├── GroupTreeTitle.tsx
    │   │   │   │   ├── ModelTree.tsx
    │   │   │   │   └── ViewTree.tsx
    │   │   │   └── utils.tsx
    │   │   └── table/
    │   │       ├── BaseTable.tsx
    │   │       ├── CalculatedFieldTable.tsx
    │   │       ├── EditableBaseTable.tsx
    │   │       ├── FieldTable.tsx
    │   │       ├── ModelRelationSelectionTable.tsx
    │   │       ├── MultiSelectBox.tsx
    │   │       ├── NestedFieldTable.tsx
    │   │       ├── RelationTable.tsx
    │   │       ├── SelectionTable.tsx
    │   │       └── TableTransfer.tsx
    │   ├── hooks/
    │   │   ├── .gitkeep
    │   │   ├── useAdjustAnswer.tsx
    │   │   ├── useAskProcessState.tsx
    │   │   ├── useAskPrompt.tsx
    │   │   ├── useAskingStreamTask.tsx
    │   │   ├── useAutoComplete.tsx
    │   │   ├── useCheckOnboarding.tsx
    │   │   ├── useCombineFieldOptions.tsx
    │   │   ├── useDrawerAction.tsx
    │   │   ├── useDropdown.tsx
    │   │   ├── useExpressionFieldOptions.tsx
    │   │   ├── useGlobalConfig.tsx
    │   │   ├── useHomeSidebar.tsx
    │   │   ├── useModalAction.tsx
    │   │   ├── useNativeSQL.tsx
    │   │   ├── useRecommendedQuestionsInstruction.tsx
    │   │   ├── useRelationshipModal.tsx
    │   │   ├── useSetupConnection.tsx
    │   │   ├── useSetupConnectionDataSource.tsx
    │   │   ├── useSetupConnectionSampleDataset.tsx
    │   │   ├── useSetupModels.tsx
    │   │   ├── useSetupRelations.tsx
    │   │   ├── useStoreContext.tsx
    │   │   └── useTextBasedAnswerStreamTask.tsx
    │   ├── import/
    │   │   ├── antd.ts
    │   │   └── icon.ts
    │   ├── pages/
    │   │   ├── _app.tsx
    │   │   ├── _document.tsx
    │   │   ├── api/
    │   │   │   ├── ask_task/
    │   │   │   │   ├── streaming.ts
    │   │   │   │   └── streaming_answer.ts
    │   │   │   ├── config.ts
    │   │   │   ├── graphql.ts
    │   │   │   └── v1/
    │   │   │       ├── ask.ts
    │   │   │       ├── generate_sql.ts
    │   │   │       ├── generate_summary.ts
    │   │   │       ├── generate_vega_chart.ts
    │   │   │       ├── knowledge/
    │   │   │       │   ├── instructions/
    │   │   │       │   │   ├── [id].ts
    │   │   │       │   │   └── index.ts
    │   │   │       │   └── sql_pairs/
    │   │   │       │       ├── [id].ts
    │   │   │       │       └── index.ts
    │   │   │       ├── models.ts
    │   │   │       ├── run_sql.ts
    │   │   │       ├── stream/
    │   │   │       │   ├── ask.ts
    │   │   │       │   └── generate_sql.ts
    │   │   │       └── stream_explanation.ts
    │   │   ├── api-management/
    │   │   │   └── history.tsx
    │   │   ├── home/
    │   │   │   ├── [id].tsx
    │   │   │   ├── dashboard.tsx
    │   │   │   └── index.tsx
    │   │   ├── index.tsx
    │   │   ├── knowledge/
    │   │   │   ├── instructions.tsx
    │   │   │   └── question-sql-pairs.tsx
    │   │   ├── modeling.tsx
    │   │   └── setup/
    │   │       ├── connection.tsx
    │   │       ├── models.tsx
    │   │       └── relationships.tsx
    │   ├── styles/
    │   │   ├── antd-variables.less
    │   │   ├── components/
    │   │   │   ├── alert.less
    │   │   │   ├── avatar.less
    │   │   │   ├── button.less
    │   │   │   ├── chart.less
    │   │   │   ├── driver.less
    │   │   │   ├── scrollbar.less
    │   │   │   ├── select.less
    │   │   │   ├── table.less
    │   │   │   ├── tag.less
    │   │   │   └── transfer.less
    │   │   ├── index.less
    │   │   ├── layouts/
    │   │   │   ├── global.less
    │   │   │   └── main.less
    │   │   └── utilities/
    │   │       ├── animation.less
    │   │       ├── border.less
    │   │       ├── color.less
    │   │       ├── display.less
    │   │       ├── flex.less
    │   │       ├── grid.less
    │   │       ├── spacing.less
    │   │       └── text.less
    │   └── utils/
    │       ├── columnType.tsx
    │       ├── data/
    │       │   ├── dictionary.ts
    │       │   ├── index.ts
    │       │   └── type/
    │       │       ├── index.ts
    │       │       └── modeling.ts
    │       ├── dataSourceType.ts
    │       ├── diagram/
    │       │   ├── creator.ts
    │       │   ├── index.ts
    │       │   └── transformer.ts
    │       ├── enum/
    │       │   ├── columnType.ts
    │       │   ├── dataSources.ts
    │       │   ├── diagram.ts
    │       │   ├── dropdown.ts
    │       │   ├── form.ts
    │       │   ├── home.ts
    │       │   ├── index.ts
    │       │   ├── menu.ts
    │       │   ├── modeling.ts
    │       │   ├── path.ts
    │       │   ├── settings.ts
    │       │   └── setup.ts
    │       ├── env.ts
    │       ├── error/
    │       │   ├── dictionary.ts
    │       │   └── index.ts
    │       ├── errorHandler.tsx
    │       ├── events.tsx
    │       ├── expressionType.ts
    │       ├── file.ts
    │       ├── helper.ts
    │       ├── icons.ts
    │       ├── iteration.tsx
    │       ├── language.ts
    │       ├── modelingHelper.ts
    │       ├── nodeType.tsx
    │       ├── svgs/
    │       │   ├── BrainSVG.tsx
    │       │   ├── CopilotSVG.tsx
    │       │   ├── EditSVG.tsx
    │       │   ├── InstructionsSVG.tsx
    │       │   ├── RobotSVG.tsx
    │       │   └── index.ts
    │       ├── table.tsx
    │       ├── telemetry.ts
    │       ├── time.ts
    │       ├── validator/
    │       │   ├── calculatedFieldValidator.ts
    │       │   ├── cronValidator.ts
    │       │   ├── hostValidator.ts
    │       │   ├── index.ts
    │       │   ├── relationshipValidator.ts
    │       │   ├── sqlPairValidator.ts
    │       │   └── viewValidator.ts
    │       ├── vegaSpecUtils.test.ts
    │       └── vegaSpecUtils.ts
    ├── tools/
    │   └── knex.js
    └── tsconfig.json

SYMBOL INDEX (9573 symbols across 479 files)

FILE: wren-ai-service/eval/__init__.py
  class EvalSettings (line 13) | class EvalSettings(Settings):
    method langfuse_url (line 38) | def langfuse_url(self) -> str:
    method get_openai_api_key (line 43) | def get_openai_api_key(self) -> str:
    method bigquery_info (line 47) | def bigquery_info(self) -> dict:
    method postgres_info (line 55) | def postgres_info(self) -> dict:

FILE: wren-ai-service/eval/data_curation/app.py
  function on_change_upload_eval_dataset (line 67) | def on_change_upload_eval_dataset():
  function on_change_custom_instructions_for_llm (line 76) | def on_change_custom_instructions_for_llm():
  function on_click_generate_question_sql_pairs (line 82) | def on_click_generate_question_sql_pairs(llm_client: AsyncClient):
  function on_click_setup_uploaded_file (line 96) | def on_click_setup_uploaded_file():
  function on_change_llm_model (line 130) | def on_change_llm_model():
  function on_change_sql (line 135) | def on_change_sql(i: int, key: str):
  function on_click_add_candidate_dataset (line 172) | def on_click_add_candidate_dataset(i: int, categories: list):
  function on_change_user_question (line 205) | def on_change_user_question():
  function on_click_remove_candidate_dataset_button (line 222) | def on_click_remove_candidate_dataset_button(i: int):

FILE: wren-ai-service/eval/data_curation/utils.py
  function is_sql_valid (line 37) | async def is_sql_valid(
  function get_validated_question_sql_pairs (line 81) | async def get_validated_question_sql_pairs(
  function get_contexts_from_sqls (line 116) | async def get_contexts_from_sqls(
  function get_question_sql_pairs (line 140) | async def get_question_sql_pairs(
  function prettify_sql (line 233) | def prettify_sql(sql: str) -> str:
  function get_data_from_wren_engine_with_sqls (line 241) | async def get_data_from_wren_engine_with_sqls(
  function remove_limit_statement (line 270) | def remove_limit_statement(sql: str) -> str:

FILE: wren-ai-service/eval/dspy_modules/ask_generation.py
  class AskGenerationSignatureV1 (line 4) | class AskGenerationSignatureV1(dspy.Signature):
  class AskGenerationV1 (line 26) | class AskGenerationV1(dspy.Module):
    method __init__ (line 27) | def __init__(self):
    method forward (line 31) | def forward(self, question, context):

FILE: wren-ai-service/eval/dspy_modules/prompt_optimizer.py
  function parse_args (line 20) | def parse_args() -> Tuple[str]:
  function configure_llm_provider (line 57) | def configure_llm_provider(llm: str, api_key: str):
  function clean_sql (line 61) | def clean_sql(sql: str) -> str:
  function prepare_dataset (line 65) | def prepare_dataset(path: str, train_ratio: float = 0.5):
  function validate_context_and_answer (line 86) | def validate_context_and_answer(example, pred, trace=None):
  function optimize (line 109) | def optimize(
  function build_optimizing_module (line 119) | def build_optimizing_module(trainset):

FILE: wren-ai-service/eval/evaluation.py
  function formatter (line 22) | def formatter(prediction: dict, meta: dict) -> dict:
  function parse_args (line 67) | def parse_args() -> Tuple[str]:
  class Evaluator (line 91) | class Evaluator:
    method __init__ (line 92) | def __init__(self, metrics: list, **kwargs):
    method eval (line 99) | def eval(self, meta: dict, predictions: list) -> None:
    method _score_metrics (line 114) | def _score_metrics(self, test_case: LLMTestCase, result: TestResult) -...
    method _average_score (line 133) | def _average_score(self, meta: dict) -> None:

FILE: wren-ai-service/eval/mdl_to_csv.py
  function gen_eval_preparation_data_from_json_to_csv (line 8) | def gen_eval_preparation_data_from_json_to_csv(mdl_path: str):
  function gen_new_mdl_from_csv (line 44) | def gen_new_mdl_from_csv(mdl_path: str, csv_path: str):

FILE: wren-ai-service/eval/metrics/accuracy.py
  class AccuracyMetric (line 15) | class AccuracyMetric(BaseMetric):
    method __init__ (line 16) | def __init__(self, engine_info: dict, enable_semantics_comparison: boo...
    method measure (line 24) | def measure(self, test_case: LLMTestCase):
    method _is_subset (line 27) | def _is_subset(self, expected: pd.DataFrame, actual: pd.DataFrame) -> ...
    method _count_partial_matches (line 47) | def _count_partial_matches(
    method _rewrite_sql (line 72) | def _rewrite_sql(self, sql: str) -> str:
    method _retrieve_data (line 85) | async def _retrieve_data(self, sql: str) -> pd.DataFrame:
    method _check_sql_semantics (line 92) | async def _check_sql_semantics(self, expected_sql: str, actual_sql: str):
    method a_measure (line 126) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 166) | def is_successful(self):
    method __name__ (line 170) | def __name__(self):
  class AccuracyMultiCandidateMetric (line 177) | class AccuracyMultiCandidateMetric(BaseMetric):
    method __init__ (line 178) | def __init__(self):
    method collect (line 183) | def collect(self, test_case: LLMTestCase, result: TestResult):
    method measure (line 193) | def measure(self):
    method is_successful (line 200) | def is_successful(self):
    method __name__ (line 204) | def __name__(self):

FILE: wren-ai-service/eval/metrics/answer_relevancy.py
  class AnswerRelevancyMetric (line 9) | class AnswerRelevancyMetric(BaseMetric):
    method __init__ (line 10) | def __init__(self, engine_info: dict):
    method measure (line 15) | def measure(self, test_case: LLMTestCase):
    method a_measure (line 18) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 33) | def is_successful(self):
    method __name__ (line 37) | def __name__(self):

FILE: wren-ai-service/eval/metrics/context_precision.py
  class ContextualPrecisionMetric (line 7) | class ContextualPrecisionMetric(BaseMetric):
    method __init__ (line 8) | def __init__(self):
    method measure (line 12) | def measure(self, test_case: LLMTestCase):
    method a_measure (line 15) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 38) | def is_successful(self):
    method __name__ (line 42) | def __name__(self):

FILE: wren-ai-service/eval/metrics/context_recall.py
  class ContextualRecallMetric (line 9) | class ContextualRecallMetric(BaseMetric):
    method __init__ (line 10) | def __init__(self, engine_info: dict):
    method measure (line 15) | def measure(self, test_case: LLMTestCase):
    method a_measure (line 18) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 29) | def is_successful(self):
    method __name__ (line 33) | def __name__(self):

FILE: wren-ai-service/eval/metrics/context_relevancy.py
  class ContextualRelevancyMetric (line 7) | class ContextualRelevancyMetric(BaseMetric):
    method __init__ (line 8) | def __init__(self):
    method measure (line 12) | def measure(self, test_case: LLMTestCase):
    method a_measure (line 15) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 22) | def is_successful(self):
    method __name__ (line 26) | def __name__(self):

FILE: wren-ai-service/eval/metrics/faithfulness.py
  class FaithfulnessMetric (line 9) | class FaithfulnessMetric(BaseMetric):
    method __init__ (line 10) | def __init__(self, engine_info: dict):
    method measure (line 15) | def measure(self, test_case: LLMTestCase):
    method a_measure (line 18) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 28) | def is_successful(self):
    method __name__ (line 32) | def __name__(self):

FILE: wren-ai-service/eval/metrics/llm/__init__.py
  class EvalResult (line 11) | class EvalResult(BaseModel):
  function format (line 27) | def format(response: dict) -> EvalResult:
  class QuestionToReasoningJudge (line 32) | class QuestionToReasoningJudge(BaseMetric):
    method __init__ (line 45) | def __init__(self, llm_provider: LLMProvider, **_):
    method measure (line 55) | def measure(self, test_case: LLMTestCase):
    method a_measure (line 58) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 72) | def is_successful(self):
    method __name__ (line 76) | def __name__(self):
  class ReasoningToSqlJudge (line 80) | class ReasoningToSqlJudge(BaseMetric):
    method __init__ (line 93) | def __init__(self, llm_provider: LLMProvider, **_):
    method measure (line 103) | def measure(self, test_case: LLMTestCase):
    method a_measure (line 106) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 120) | def is_successful(self):
    method __name__ (line 124) | def __name__(self):
  class SqlSemanticsJudge (line 128) | class SqlSemanticsJudge(BaseMetric):
    method __init__ (line 141) | def __init__(self, llm_provider: LLMProvider, **_):
    method measure (line 151) | def measure(self, test_case: LLMTestCase):
    method a_measure (line 154) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 168) | def is_successful(self):
    method __name__ (line 172) | def __name__(self):

FILE: wren-ai-service/eval/metrics/spider/__init__.py
  function get_scores (line 43) | def get_scores(count, pred_total, label_total):
  function eval_sel (line 51) | def eval_sel(pred, label):
  function eval_where (line 71) | def eval_where(pred, label):
  function eval_group (line 91) | def eval_group(pred, label):
  function eval_having (line 108) | def eval_having(pred, label):
  function eval_order (line 127) | def eval_order(pred, label):
  function eval_and_or (line 145) | def eval_and_or(pred, label):
  function get_nestedSQL (line 156) | def get_nestedSQL(sql):
  function eval_nested (line 172) | def eval_nested(pred, label):
  function eval_IUEN (line 185) | def eval_IUEN(pred, label):
  function get_keywords (line 195) | def get_keywords(sql):
  function eval_keywords (line 254) | def eval_keywords(pred, label):
  class Evaluator (line 267) | class Evaluator:
    method eval_exact_match (line 268) | def eval_exact_match(self, pred: dict, label: dict):
    method eval_partial_match (line 281) | def eval_partial_match(self, pred, label):
  function rebuild_col_unit_col (line 383) | def rebuild_col_unit_col(valid_col_units, col_unit, kmap):
  function rebuild_val_unit_col (line 395) | def rebuild_val_unit_col(valid_col_units, val_unit, kmap):
  function rebuild_table_unit_col (line 405) | def rebuild_table_unit_col(valid_col_units, table_unit, kmap):
  function rebuild_cond_unit_col (line 415) | def rebuild_cond_unit_col(valid_col_units, cond_unit, kmap):
  function rebuild_condition_col (line 424) | def rebuild_condition_col(valid_col_units, condition, kmap):
  function rebuild_select_col (line 433) | def rebuild_select_col(valid_col_units, sel, kmap):
  function rebuild_from_col (line 446) | def rebuild_from_col(valid_col_units, from_, kmap):
  function rebuild_group_by_col (line 458) | def rebuild_group_by_col(valid_col_units, group_by, kmap):
  function rebuild_order_by_col (line 467) | def rebuild_order_by_col(valid_col_units, order_by, kmap):
  function rebuild_sql_col (line 478) | def rebuild_sql_col(valid_col_units, sql, kmap):
  function rebuild_cond_unit_val (line 496) | def rebuild_cond_unit_val(cond_unit):
  function rebuild_condition_val (line 512) | def rebuild_condition_val(condition):
  function rebuild_sql_val (line 525) | def rebuild_sql_val(sql):
  function build_valid_col_units (line 540) | def build_valid_col_units(table_units, schema):
  function rewrite_sql (line 554) | def rewrite_sql(sql: str) -> str:
  function tokenize (line 562) | def tokenize(sql: str, schema: dict, kmap: dict) -> dict:
  function build_foreign_key_map (line 587) | def build_foreign_key_map(entry):
  function build_foreign_key_map_from_json (line 627) | def build_foreign_key_map_from_json(table):
  function plugin (line 646) | def plugin(query_value_replaced: List[str], values_in_order: List[str]) ...
  function plugin_all_permutations (line 663) | def plugin_all_permutations(
  function strip_query (line 673) | def strip_query(query: str) -> Tuple[List[str], List[str]]:
  function reformat_query (line 728) | def reformat_query(query: str) -> str:
  function replace_values (line 739) | def replace_values(sql: str) -> Tuple[List[str], Set[str]]:
  function extract_query_values (line 749) | def extract_query_values(sql: str) -> Tuple[List[str], Set[str]]:
  function get_all_preds_for_execution (line 758) | def get_all_preds_for_execution(gold: str, pred: str) -> Tuple[int, Iter...
  function remove_distinct (line 770) | def remove_distinct(s):
  function postprocess (line 777) | def postprocess(query: str) -> str:
  function replace_cur_year (line 782) | def replace_cur_year(query: str) -> str:
  function get_cursor_from_path (line 789) | def get_cursor_from_path(sqlite_path: str):
  function exec_on_db_ (line 802) | async def exec_on_db_(sqlite_path: str, query: str) -> Tuple[str, Any]:
  function exec_on_db (line 820) | async def exec_on_db(
  function permute_tuple (line 831) | def permute_tuple(element: Tuple, perm: Tuple) -> Tuple:
  function unorder_row (line 836) | def unorder_row(row: Tuple) -> Tuple:
  function quick_rej (line 844) | def quick_rej(result1: List[Tuple], result2: List[Tuple], order_matters:...
  function get_constraint_permutation (line 853) | def get_constraint_permutation(tab1_sets_by_columns: List[Set], result2:...
  function multiset_eq (line 871) | def multiset_eq(l1: List, l2: List) -> bool:
  function result_eq (line 885) | def result_eq(result1: List[Tuple], result2: List[Tuple], order_matters:...
  function eval_exec_match (line 940) | async def eval_exec_match(

FILE: wren-ai-service/eval/metrics/spider/exact_match.py
  class ExactMatchAccuracy (line 11) | class ExactMatchAccuracy(BaseMetric):
    method __init__ (line 12) | def __init__(
    method measure (line 23) | def measure(self, test_case: LLMTestCase):
    method a_measure (line 26) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 43) | def is_successful(self):
    method __name__ (line 47) | def __name__(self):

FILE: wren-ai-service/eval/metrics/spider/exec_match.py
  class ExecutionAccuracy (line 10) | class ExecutionAccuracy(BaseMetric):
    method __init__ (line 11) | def __init__(
    method measure (line 20) | def measure(self, test_case: LLMTestCase):
    method a_measure (line 23) | async def a_measure(self, test_case: LLMTestCase, *args, **kwargs):
    method is_successful (line 41) | def is_successful(self):
    method __name__ (line 45) | def __name__(self):

FILE: wren-ai-service/eval/metrics/spider/process_sql.py
  class Schema (line 73) | class Schema:
    method __init__ (line 78) | def __init__(self, schema):
    method schema (line 83) | def schema(self):
    method idMap (line 87) | def idMap(self):
    method _map (line 90) | def _map(self, schema):
  function get_schema (line 107) | def get_schema(db):
  function get_schema_from_json (line 131) | def get_schema_from_json(fpath):
  function tokenize (line 144) | def tokenize(string):
  function scan_alias (line 180) | def scan_alias(toks):
  function get_tables_with_alias (line 189) | def get_tables_with_alias(schema, toks):
  function parse_col (line 197) | def parse_col(toks, start_idx, tables_with_alias, schema, default_tables...
  function parse_col_unit (line 223) | def parse_col_unit(toks, start_idx, tables_with_alias, schema, default_t...
  function parse_val_unit (line 261) | def parse_val_unit(toks, start_idx, tables_with_alias, schema, default_t...
  function parse_table_unit (line 290) | def parse_table_unit(toks, start_idx, tables_with_alias, schema):
  function parse_value (line 306) | def parse_value(toks, start_idx, tables_with_alias, schema, default_tabl...
  function parse_condition (line 348) | def parse_condition(toks, start_idx, tables_with_alias, schema, default_...
  function parse_select (line 401) | def parse_select(toks, start_idx, tables_with_alias, schema, default_tab...
  function parse_from (line 428) | def parse_from(toks, start_idx, tables_with_alias, schema):
  function parse_where (line 475) | def parse_where(toks, start_idx, tables_with_alias, schema, default_tabl...
  function parse_group_by (line 487) | def parse_group_by(toks, start_idx, tables_with_alias, schema, default_t...
  function parse_order_by (line 512) | def parse_order_by(toks, start_idx, tables_with_alias, schema, default_t...
  function parse_having (line 541) | def parse_having(toks, start_idx, tables_with_alias, schema, default_tab...
  function parse_limit (line 553) | def parse_limit(toks, start_idx):
  function parse_sql (line 570) | def parse_sql(toks, start_idx, tables_with_alias, schema):
  function load_data (line 630) | def load_data(fpath):
  function get_sql (line 636) | def get_sql(schema, query):
  function skip_semicolon (line 644) | def skip_semicolon(toks, start_idx):

FILE: wren-ai-service/eval/pipelines.py
  function deploy_model (line 39) | def deploy_model(mdl: str, pipes: list) -> None:
  function extract_units (line 47) | def extract_units(ddls: list[str]) -> list:
  class Eval (line 95) | class Eval:
    method __init__ (line 96) | def __init__(self, meta: dict, candidate_size: int = 1, **_):
    method candidate_size (line 103) | def candidate_size(self):
    method predict (line 106) | def predict(self, queries: list) -> List[Dict[str, Any]]:
    method _process (line 124) | def _process(self, prediction: dict, **_) -> dict:
    method process (line 128) | async def process(self, params: dict) -> dict:
  class RetrievalPipeline (line 157) | class RetrievalPipeline(Eval):
    method __init__ (line 158) | def __init__(
    method _process (line 183) | async def _process(self, params: dict, **_) -> dict:
    method __call__ (line 193) | async def __call__(self, params: dict, **_):
    method metrics (line 199) | def metrics(engine_info: dict) -> dict:
  class GenerationPipeline (line 212) | class GenerationPipeline(Eval):
    method __init__ (line 213) | def __init__(
    method _get_instructions (line 238) | def _get_instructions(self, params: dict) -> list:
    method _get_samples (line 246) | def _get_samples(self, params: dict) -> list:
    method _process (line 251) | async def _process(self, params: dict, document: list, **_) -> dict:
    method __call__ (line 279) | async def __call__(self, params: dict, **_):
    method metrics (line 283) | def metrics(
  class AskPipeline (line 309) | class AskPipeline(Eval):
    method __init__ (line 310) | def __init__(
    method _get_instructions (line 351) | def _get_instructions(self, params: dict) -> list:
    method _get_samples (line 359) | def _get_samples(self, params: dict) -> list:
    method _process (line 364) | async def _process(self, params: dict, **_) -> dict:
    method __call__ (line 410) | async def __call__(self, params: dict, **_):
    method metrics (line 414) | def metrics(
  function init (line 443) | def init(
  function metrics_initiator (line 468) | def metrics_initiator(

FILE: wren-ai-service/eval/prediction.py
  function generate_meta (line 27) | def generate_meta(
  function write_prediction (line 54) | def write_prediction(
  function obtain_commit_hash (line 76) | def obtain_commit_hash() -> str:
  function parse_args (line 82) | def parse_args() -> Tuple[str, str]:

FILE: wren-ai-service/eval/preparation.py
  function download_spider_data (line 32) | def download_spider_data(destination_path: Path):
  function download_bird_data (line 64) | def download_bird_data(destination_path: Path):
  function get_database_names (line 87) | def get_database_names(path: Path):
  function get_tables_by_db (line 91) | def get_tables_by_db(path: Path, key: str):
  function build_mdl_models (line 98) | def build_mdl_models(database, tables_info, database_info={}):
  function build_mdl_relationships (line 185) | def build_mdl_relationships(tables_info):
  function get_ground_truths_by_db (line 212) | def get_ground_truths_by_db(path: Path, key: str):
  function build_mdl_by_db_using_spider (line 223) | def build_mdl_by_db_using_spider(destination_path: Path):
  function build_question_sql_pairs_by_db_using_spider (line 249) | def build_question_sql_pairs_by_db_using_spider(destination_path: Path):
  function build_mdl_by_db_using_bird (line 272) | def build_mdl_by_db_using_bird(destination_path: Path):
  function build_question_sql_pairs_by_db_using_bird (line 325) | def build_question_sql_pairs_by_db_using_bird(destination_path: Path):
  function get_mdls_and_question_sql_pairs_by_common_db (line 351) | def get_mdls_and_question_sql_pairs_by_common_db(mdl_by_db, question_sql...

FILE: wren-ai-service/eval/utils.py
  function get_data_from_wren_engine (line 26) | async def get_data_from_wren_engine(
  function get_contexts_from_sql (line 76) | async def get_contexts_from_sql(
  function parse_toml (line 176) | def parse_toml(path: str) -> Dict[str, Any]:
  function parse_db_name (line 181) | def parse_db_name(path: str) -> str:
  function trace_metadata (line 196) | def trace_metadata(
  function engine_config (line 215) | def engine_config(
  function get_ddl_commands (line 245) | def get_ddl_commands(mdl: Dict[str, Any]) -> List[str]:
  function get_documents_given_contexts (line 415) | def get_documents_given_contexts(
  function get_eval_dataset_in_toml_string (line 525) | def get_eval_dataset_in_toml_string(mdl: dict, dataset: list) -> str:
  function prepare_duckdb_session_sql (line 536) | def prepare_duckdb_session_sql(api_endpoint: str):
  function prepare_duckdb_init_sql (line 547) | def prepare_duckdb_init_sql(api_endpoint: str, db: str, path: str):
  function load_eval_data_db_to_postgres (line 558) | def load_eval_data_db_to_postgres(db: str, path: str):
  function get_next_few_items_circular (line 589) | def get_next_few_items_circular(items: list, i: int, few: int = 5):
  function get_openai_client (line 596) | def get_openai_client(
  function replace_wren_engine_env_variables (line 605) | def replace_wren_engine_env_variables(engine_type: str, data: dict, conf...

FILE: wren-ai-service/src/__main__.py
  function lifespan (line 29) | async def lifespan(app: FastAPI):
  function exception_handler (line 64) | async def exception_handler(_, exc: Exception):
  function request_exception_handler (line 72) | async def request_exception_handler(_, exc: Exception):
  function root (line 80) | def root():
  function health (line 85) | def health():

FILE: wren-ai-service/src/config.py
  class Settings (line 11) | class Settings(BaseSettings):
    method __init__ (line 80) | def __init__(self):
    method config_loader (line 89) | def config_loader(self):
    method override (line 101) | def override(self, raw: list[dict]) -> None:
    method components (line 117) | def components(self) -> list[dict]:

FILE: wren-ai-service/src/core/engine.py
  class EngineConfig (line 12) | class EngineConfig(BaseModel):
  class Engine (line 17) | class Engine(metaclass=ABCMeta):
    method execute_sql (line 19) | async def execute_sql(
  function clean_generation_result (line 29) | def clean_generation_result(result: str) -> str:
  function remove_limit_statement (line 44) | def remove_limit_statement(sql: str) -> str:

FILE: wren-ai-service/src/core/pipeline.py
  class BasicPipeline (line 14) | class BasicPipeline(metaclass=ABCMeta):
    method __init__ (line 15) | def __init__(self, pipe: Pipeline | AsyncDriver | Driver):
    method run (line 19) | def run(self, *args, **kwargs) -> Dict[str, Any]:
  class PipelineComponent (line 24) | class PipelineComponent(Mapping):
    method __getitem__ (line 30) | def __getitem__(self, key):
    method __iter__ (line 33) | def __iter__(self):
    method __len__ (line 36) | def __len__(self):

FILE: wren-ai-service/src/core/provider.py
  class LLMProvider (line 6) | class LLMProvider(metaclass=ABCMeta):
    method get_generator (line 8) | def get_generator(self, *args, **kwargs):
    method get_model (line 11) | def get_model(self):
    method get_model_kwargs (line 14) | def get_model_kwargs(self):
    method get_context_window_size (line 17) | def get_context_window_size(self):
  class EmbedderProvider (line 21) | class EmbedderProvider(metaclass=ABCMeta):
    method get_text_embedder (line 23) | def get_text_embedder(self, *args, **kwargs):
    method get_document_embedder (line 27) | def get_document_embedder(self, *args, **kwargs):
    method get_model (line 30) | def get_model(self):
  class DocumentStoreProvider (line 34) | class DocumentStoreProvider(metaclass=ABCMeta):
    method get_store (line 36) | def get_store(self, *args, **kwargs) -> DocumentStore:
    method get_retriever (line 40) | def get_retriever(self, *args, **kwargs):

FILE: wren-ai-service/src/force_deploy.py
  function force_deploy (line 18) | async def force_deploy():

FILE: wren-ai-service/src/force_update_config.py
  function update_config (line 9) | def update_config():

FILE: wren-ai-service/src/globals.py
  class ServiceContainer (line 17) | class ServiceContainer:
  class ServiceMetadata (line 34) | class ServiceMetadata:
  function create_service_container (line 39) | def create_service_container(
  function get_service_container (line 282) | def get_service_container():
  function create_service_metadata (line 288) | def create_service_metadata(
  function get_service_metadata (line 337) | def get_service_metadata():

FILE: wren-ai-service/src/pipelines/common.py
  function get_engine_supported_data_type (line 7) | def get_engine_supported_data_type(data_type: str) -> str:
  function build_table_ddl (line 30) | def build_table_ddl(
  function retrieve_metadata (line 67) | async def retrieve_metadata(project_id: str, retriever) -> dict[str, Any]:
  class ScoreFilter (line 89) | class ScoreFilter:
    method run (line 93) | def run(
  function clean_up_new_lines (line 111) | def clean_up_new_lines(text: str) -> str:

FILE: wren-ai-service/src/pipelines/generation/chart_adjustment.py
  function preprocess_data (line 82) | def preprocess_data(
  function prompt (line 89) | def prompt(
  function generate_chart_adjustment (line 115) | async def generate_chart_adjustment(
  function post_process (line 124) | def post_process(
  class ChartAdjustment (line 149) | class ChartAdjustment(BasicPipeline):
    method __init__ (line 150) | def __init__(
    method run (line 179) | async def run(

FILE: wren-ai-service/src/pipelines/generation/chart_generation.py
  function preprocess_data (line 59) | def preprocess_data(
  function prompt (line 66) | def prompt(
  function generate_chart (line 90) | async def generate_chart(prompt: dict, generator: Any, generator_name: s...
  function post_process (line 95) | def post_process(
  class ChartGeneration (line 122) | class ChartGeneration(BasicPipeline):
    method __init__ (line 123) | def __init__(
    method run (line 153) | async def run(

FILE: wren-ai-service/src/pipelines/generation/data_assistance.py
  function prompt (line 56) | def prompt(
  function data_assistance (line 80) | async def data_assistance(
  class DataAssistance (line 92) | class DataAssistance(BasicPipeline):
    method __init__ (line 93) | def __init__(
    method _streaming_callback (line 114) | def _streaming_callback(self, chunk, query_id):
    method get_streaming_results (line 124) | async def get_streaming_results(self, query_id):
    method run (line 150) | async def run(

FILE: wren-ai-service/src/pipelines/generation/followup_sql_generation.py
  function prompt (line 90) | def prompt(
  function generate_sql_in_followup (line 129) | async def generate_sql_in_followup(
  function post_process (line 146) | async def post_process(
  class FollowUpSQLGeneration (line 166) | class FollowUpSQLGeneration(BasicPipeline):
    method __init__ (line 167) | def __init__(
    method run (line 195) | async def run(

FILE: wren-ai-service/src/pipelines/generation/followup_sql_generation_reasoning.py
  function prompt (line 67) | def prompt(
  function generate_sql_reasoning (line 92) | async def generate_sql_reasoning(
  function post_process (line 105) | def post_process(
  class FollowUpSQLGenerationReasoning (line 114) | class FollowUpSQLGenerationReasoning(BasicPipeline):
    method __init__ (line 115) | def __init__(
    method _streaming_callback (line 136) | def _streaming_callback(self, chunk, query_id):
    method get_streaming_results (line 145) | async def get_streaming_results(self, query_id):
    method run (line 170) | async def run(

FILE: wren-ai-service/src/pipelines/generation/intent_classification.py
  function embedding (line 166) | async def embedding(query: str, embedder: Any, histories: list[AskHistor...
  function table_retrieval (line 177) | async def table_retrieval(
  function dbschema_retrieval (line 199) | async def dbschema_retrieval(
  function construct_db_schemas (line 235) | def construct_db_schemas(dbschema_retrieval: list[Document]) -> list[str]:
  function prompt (line 269) | def prompt(
  function classify_intent (line 295) | async def classify_intent(prompt: dict, generator: Any, generator_name: ...
  function post_process (line 300) | def post_process(classify_intent: dict, construct_db_schemas: list[str])...
  class IntentClassificationResult (line 321) | class IntentClassificationResult(BaseModel):
  class IntentClassification (line 338) | class IntentClassification(BasicPipeline):
    method __init__ (line 339) | def __init__(
    method run (line 378) | async def run(

FILE: wren-ai-service/src/pipelines/generation/misleading_assistance.py
  function prompt (line 56) | def prompt(
  function misleading_assistance (line 80) | async def misleading_assistance(
  class MisleadingAssistance (line 92) | class MisleadingAssistance(BasicPipeline):
    method __init__ (line 93) | def __init__(
    method _streaming_callback (line 114) | def _streaming_callback(self, chunk, query_id):
    method get_streaming_results (line 124) | async def get_streaming_results(self, query_id):
    method run (line 150) | async def run(

FILE: wren-ai-service/src/pipelines/generation/question_recommendation.py
  function prompt (line 165) | def prompt(
  function generate (line 191) | async def generate(prompt: dict, generator: Any, generator_name: str) ->...
  function normalized (line 196) | def normalized(generate: dict) -> dict:
  class Question (line 214) | class Question(BaseModel):
  class QuestionResult (line 219) | class QuestionResult(BaseModel):
  class QuestionRecommendation (line 234) | class QuestionRecommendation(BasicPipeline):
    method __init__ (line 235) | def __init__(
    method run (line 256) | async def run(

FILE: wren-ai-service/src/pipelines/generation/relationship_recommendation.py
  function cleaned_models (line 76) | def cleaned_models(mdl: dict) -> dict:
  function prompt (line 102) | def prompt(
  function generate (line 113) | async def generate(prompt: dict, generator: Any, generator_name: str) ->...
  function normalized (line 118) | def normalized(generate: dict) -> dict:
  function validated (line 137) | def validated(normalized: dict, mdl: dict) -> dict:
  class RelationType (line 166) | class RelationType(Enum):
    method is_include (line 172) | def is_include(cls, value: str) -> bool:
  class ModelRelationship (line 176) | class ModelRelationship(BaseModel):
  class RelationshipResult (line 186) | class RelationshipResult(BaseModel):
  class RelationshipRecommendation (line 201) | class RelationshipRecommendation(BasicPipeline):
    method __init__ (line 202) | def __init__(
    method run (line 223) | async def run(

FILE: wren-ai-service/src/pipelines/generation/semantics_description.py
  function picked_models (line 95) | def picked_models(mdl: dict, selected_models: list[str]) -> list[dict]:
  function prompt (line 133) | def prompt(
  function generate (line 149) | async def generate(prompt: dict, generator: Any, generator_name: str) ->...
  function normalize (line 154) | def normalize(generate: dict) -> dict:
  function output (line 173) | def output(normalize: dict, picked_models: list[dict]) -> dict:
  class ModelProperties (line 189) | class ModelProperties(BaseModel):
  class ModelColumns (line 193) | class ModelColumns(BaseModel):
  class SemanticModel (line 198) | class SemanticModel(BaseModel):
  class SemanticResult (line 204) | class SemanticResult(BaseModel):
  class SemanticsDescription (line 219) | class SemanticsDescription(BasicPipeline):
    method __init__ (line 220) | def __init__(self, llm_provider: LLMProvider, **_):
    method run (line 236) | async def run(

FILE: wren-ai-service/src/pipelines/generation/sql_answer.py
  function prompt (line 59) | def prompt(
  function generate_answer (line 81) | async def generate_answer(
  class SQLAnswer (line 92) | class SQLAnswer(BasicPipeline):
    method __init__ (line 93) | def __init__(
    method _streaming_callback (line 114) | def _streaming_callback(self, chunk, query_id):
    method get_streaming_results (line 124) | async def get_streaming_results(self, query_id):
    method run (line 150) | async def run(

FILE: wren-ai-service/src/pipelines/generation/sql_correction.py
  function get_sql_correction_system_prompt (line 28) | def get_sql_correction_system_prompt(sql_knowledge: SqlKnowledge | None ...
  function prompt (line 86) | def prompt(
  function generate_sql_correction (line 106) | async def generate_sql_correction(
  function post_process (line 119) | async def post_process(
  class SQLCorrection (line 139) | class SQLCorrection(BasicPipeline):
    method __init__ (line 140) | def __init__(
    method run (line 168) | async def run(

FILE: wren-ai-service/src/pipelines/generation/sql_diagnosis.py
  function prompt (line 65) | def prompt(
  function generate_sql_diagnosis (line 85) | async def generate_sql_diagnosis(
  function post_process (line 92) | async def post_process(
  class SqlDiagnosisResult (line 101) | class SqlDiagnosisResult(BaseModel):
  class SQLDiagnosis (line 116) | class SQLDiagnosis(BasicPipeline):
    method __init__ (line 117) | def __init__(
    method run (line 138) | async def run(

FILE: wren-ai-service/src/pipelines/generation/sql_generation.py
  function prompt (line 86) | def prompt(
  function generate_sql (line 125) | async def generate_sql(
  function post_process (line 138) | async def post_process(
  class SQLGeneration (line 160) | class SQLGeneration(BasicPipeline):
    method __init__ (line 161) | def __init__(
    method run (line 189) | async def run(

FILE: wren-ai-service/src/pipelines/generation/sql_generation_reasoning.py
  function prompt (line 58) | def prompt(
  function generate_sql_reasoning (line 81) | async def generate_sql_reasoning(
  function post_process (line 90) | def post_process(
  class SQLGenerationReasoning (line 99) | class SQLGenerationReasoning(BasicPipeline):
    method __init__ (line 100) | def __init__(
    method _streaming_callback (line 121) | def _streaming_callback(self, chunk, query_id):
    method get_streaming_results (line 130) | async def get_streaming_results(self, query_id):
    method run (line 155) | async def run(

FILE: wren-ai-service/src/pipelines/generation/sql_question.py
  function prompt (line 50) | def prompt(
  function generate_sql_question (line 64) | async def generate_sql_question(
  function post_process (line 71) | def post_process(
  class SQLQuestionResult (line 80) | class SQLQuestionResult(BaseModel):
  class SQLQuestion (line 95) | class SQLQuestion(BasicPipeline):
    method __init__ (line 96) | def __init__(
    method run (line 115) | async def run(

FILE: wren-ai-service/src/pipelines/generation/sql_regeneration.py
  function get_sql_regeneration_system_prompt (line 30) | def get_sql_regeneration_system_prompt(
  function prompt (line 105) | def prompt(
  function regenerate_sql (line 144) | async def regenerate_sql(
  function post_process (line 157) | async def post_process(
  class SQLRegeneration (line 171) | class SQLRegeneration(BasicPipeline):
    method __init__ (line 172) | def __init__(
    method run (line 195) | async def run(

FILE: wren-ai-service/src/pipelines/generation/sql_tables_extraction.py
  function prompt (line 60) | def prompt(
  function extract_sql_tables (line 70) | async def extract_sql_tables(prompt: dict, generator: Any, generator_nam...
  function post_process (line 75) | async def post_process(
  class SQLTablesExtractionResult (line 84) | class SQLTablesExtractionResult(BaseModel):
  class SQLTablesExtraction (line 99) | class SQLTablesExtraction(BasicPipeline):
    method __init__ (line 100) | def __init__(
    method run (line 121) | async def run(

FILE: wren-ai-service/src/pipelines/generation/user_guide_assistance.py
  function prompt (line 52) | def prompt(
  function user_guide_assistance (line 70) | async def user_guide_assistance(
  class UserGuideAssistance (line 81) | class UserGuideAssistance(BasicPipeline):
    method __init__ (line 82) | def __init__(
    method _streaming_callback (line 107) | def _streaming_callback(self, chunk, query_id):
    method get_streaming_results (line 117) | async def get_streaming_results(self, query_id):
    method run (line 142) | async def run(

FILE: wren-ai-service/src/pipelines/generation/utils/chart.py
  class ChartDataPreprocessor (line 248) | class ChartDataPreprocessor:
    method run (line 253) | def run(
  class ChartGenerationPostProcessor (line 282) | class ChartGenerationPostProcessor:
    method run (line 286) | def run(
  class ChartSchema (line 349) | class ChartSchema(BaseModel):
    class ChartType (line 350) | class ChartType(BaseModel):
    class ChartEncoding (line 353) | class ChartEncoding(BaseModel):
  class TemporalChartEncoding (line 363) | class TemporalChartEncoding(ChartSchema.ChartEncoding):
  class LineChartSchema (line 368) | class LineChartSchema(ChartSchema):
    class LineChartMark (line 369) | class LineChartMark(BaseModel):
    class LineChartEncoding (line 372) | class LineChartEncoding(BaseModel):
  class MultiLineChartSchema (line 381) | class MultiLineChartSchema(ChartSchema):
    class MultiLineChartMark (line 382) | class MultiLineChartMark(BaseModel):
    class MultiLineChartTransform (line 385) | class MultiLineChartTransform(BaseModel):
    class MultiLineChartEncoding (line 389) | class MultiLineChartEncoding(BaseModel):
  class BarChartSchema (line 399) | class BarChartSchema(ChartSchema):
    class BarChartMark (line 400) | class BarChartMark(BaseModel):
    class BarChartEncoding (line 403) | class BarChartEncoding(BaseModel):
  class GroupedBarChartSchema (line 412) | class GroupedBarChartSchema(ChartSchema):
    class GroupedBarChartMark (line 413) | class GroupedBarChartMark(BaseModel):
    class GroupedBarChartEncoding (line 416) | class GroupedBarChartEncoding(BaseModel):
  class StackedBarChartYEncoding (line 426) | class StackedBarChartYEncoding(ChartSchema.ChartEncoding):
  class StackedBarChartSchema (line 430) | class StackedBarChartSchema(ChartSchema):
    class StackedBarChartMark (line 431) | class StackedBarChartMark(BaseModel):
    class StackedBarChartEncoding (line 434) | class StackedBarChartEncoding(BaseModel):
  class PieChartSchema (line 443) | class PieChartSchema(ChartSchema):
    class PieChartMark (line 444) | class PieChartMark(BaseModel):
    class PieChartEncoding (line 447) | class PieChartEncoding(BaseModel):
  class AreaChartSchema (line 455) | class AreaChartSchema(ChartSchema):
    class AreaChartMark (line 456) | class AreaChartMark(BaseModel):
    class AreaChartEncoding (line 459) | class AreaChartEncoding(BaseModel):
  class ChartGenerationResults (line 467) | class ChartGenerationResults(BaseModel):

FILE: wren-ai-service/src/pipelines/generation/utils/sql.py
  class SQLGenPostProcessor (line 21) | class SQLGenPostProcessor:
    method __init__ (line 22) | def __init__(self, engine: Engine):
    method run (line 29) | async def run(
    method _classify_generation_result (line 71) | async def _classify_generation_result(
  function _extract_from_sql_knowledge (line 454) | def _extract_from_sql_knowledge(
  function get_text_to_sql_rules (line 464) | def get_text_to_sql_rules(sql_knowledge: SqlKnowledge | None = None) -> ...
  function get_calculated_field_instructions (line 473) | def get_calculated_field_instructions(sql_knowledge: SqlKnowledge | None...
  function get_metric_instructions (line 484) | def get_metric_instructions(sql_knowledge: SqlKnowledge | None = None) -...
  function get_json_field_instructions (line 493) | def get_json_field_instructions(sql_knowledge: SqlKnowledge | None = Non...
  function get_sql_generation_system_prompt (line 502) | def get_sql_generation_system_prompt(sql_knowledge: SqlKnowledge | None ...
  class SqlGenerationResult (line 529) | class SqlGenerationResult(BaseModel):
  function construct_instructions (line 544) | def construct_instructions(
  function construct_ask_history_messages (line 556) | def construct_ask_history_messages(

FILE: wren-ai-service/src/pipelines/indexing/__init__.py
  class DocumentCleaner (line 16) | class DocumentCleaner:
    method __init__ (line 22) | def __init__(self, stores: List[DocumentStore]) -> None:
    method run (line 26) | async def run(self, project_id: Optional[str] = None) -> None:
  class MDLValidator (line 52) | class MDLValidator:
    method run (line 58) | def run(self, mdl: str) -> str:
  class AsyncDocumentWriter (line 77) | class AsyncDocumentWriter(DocumentWriter):
    method run (line 79) | async def run(
  function clean_display_name (line 91) | def clean_display_name(display_name: str) -> str:

FILE: wren-ai-service/src/pipelines/indexing/db_schema.py
  class DDLChunker (line 30) | class DDLChunker:
    method run (line 32) | async def run(
    method _model_preprocessor (line 66) | async def _model_preprocessor(
    method _get_ddl_commands (line 107) | async def _get_ddl_commands(
    method _convert_models_and_relationships (line 126) | def _convert_models_and_relationships(
    method _convert_views (line 236) | def _convert_views(self, views: List[Dict[str, Any]]) -> List[Dict[str...
    method _convert_metrics (line 251) | def _convert_metrics(self, metrics: List[Dict[str, Any]]) -> List[Dict...
  function validate_mdl (line 297) | def validate_mdl(mdl_str: str, validator: MDLValidator) -> Dict[str, Any]:
  function chunk (line 303) | async def chunk(
  function embedding (line 317) | async def embedding(chunk: Dict[str, Any], embedder: Any) -> Dict[str, A...
  function clean (line 322) | async def clean(
  function write (line 332) | async def write(clean: Dict[str, Any], writer: DocumentWriter) -> None:
  class DBSchema (line 339) | class DBSchema(BasicPipeline):
    method __init__ (line 340) | def __init__(
    method run (line 370) | async def run(
    method clean (line 387) | async def clean(self, project_id: Optional[str] = None) -> None:

FILE: wren-ai-service/src/pipelines/indexing/historical_question.py
  class ViewChunker (line 23) | class ViewChunker:
    method run (line 56) | def run(self, mdl: Dict[str, Any], project_id: Optional[str] = None) -...
  function validate_mdl (line 98) | def validate_mdl(mdl_str: str, validator: MDLValidator) -> Dict[str, Any]:
  function chunk (line 104) | def chunk(
  function embedding (line 113) | async def embedding(chunk: Dict[str, Any], embedder: Any) -> Dict[str, A...
  function clean (line 118) | async def clean(
  function write (line 128) | async def write(clean: Dict[str, Any], writer: DocumentWriter) -> None:
  class HistoricalQuestion (line 135) | class HistoricalQuestion(BasicPipeline):
    method __init__ (line 136) | def __init__(
    method run (line 163) | async def run(
    method clean (line 180) | async def clean(self, project_id: Optional[str] = None) -> None:

FILE: wren-ai-service/src/pipelines/indexing/instructions.py
  class Instruction (line 20) | class Instruction(BaseModel):
  class InstructionsConverter (line 30) | class InstructionsConverter:
    method run (line 32) | def run(self, instructions: list[Instruction], project_id: str = ""):
  class InstructionsCleaner (line 58) | class InstructionsCleaner:
    method __init__ (line 59) | def __init__(self, instructions_store: DocumentStore) -> None:
    method run (line 63) | async def run(
  function to_documents (line 85) | def to_documents(
  function embedding (line 94) | async def embedding(
  function clean (line 102) | async def clean(
  function write (line 117) | async def write(
  class Instructions (line 127) | class Instructions(BasicPipeline):
    method __init__ (line 128) | def __init__(
    method run (line 151) | async def run(
    method clean (line 169) | async def clean(

FILE: wren-ai-service/src/pipelines/indexing/project_meta.py
  function validate_mdl (line 24) | def validate_mdl(mdl_str: str, validator: MDLValidator) -> dict[str, Any]:
  function chunk (line 30) | def chunk(
  function clean (line 49) | async def clean(
  function write (line 59) | async def write(clean: dict[str, Any], writer: DocumentWriter) -> None:
  class ProjectMeta (line 66) | class ProjectMeta(BasicPipeline):
    method __init__ (line 67) | def __init__(
    method run (line 89) | async def run(
    method clean (line 105) | async def clean(self, project_id: Optional[str] = None) -> None:

FILE: wren-ai-service/src/pipelines/indexing/sql_pairs.py
  class SqlPair (line 22) | class SqlPair(BaseModel):
  class SqlPairsConverter (line 29) | class SqlPairsConverter:
    method run (line 31) | def run(self, sql_pairs: List[SqlPair], project_id: str = ""):
  class SqlPairsCleaner (line 53) | class SqlPairsCleaner:
    method __init__ (line 54) | def __init__(self, sql_pairs_store: DocumentStore) -> None:
    method run (line 58) | async def run(
  function boilerplates (line 78) | def boilerplates(
  function sql_pairs (line 91) | def sql_pairs(
  function to_documents (line 108) | def to_documents(
  function embedding (line 117) | async def embedding(
  function clean (line 125) | async def clean(
  function write (line 140) | async def write(
  function _load_sql_pairs (line 150) | def _load_sql_pairs(sql_pairs_path: str) -> Dict[str, Any]:
  class SqlPairs (line 166) | class SqlPairs(BasicPipeline):
    method __init__ (line 167) | def __init__(
    method run (line 193) | async def run(
    method clean (line 216) | async def clean(

FILE: wren-ai-service/src/pipelines/indexing/table_description.py
  class TableDescriptionChunker (line 23) | class TableDescriptionChunker:
    method run (line 25) | def run(self, mdl: Dict[str, Any], project_id: Optional[str] = None):
    method _get_table_descriptions (line 52) | def _get_table_descriptions(self, mdl: Dict[str, Any]) -> List[str]:
  function validate_mdl (line 81) | def validate_mdl(mdl_str: str, validator: MDLValidator) -> Dict[str, Any]:
  function chunk (line 87) | def chunk(
  function embedding (line 96) | async def embedding(chunk: Dict[str, Any], embedder: Any) -> Dict[str, A...
  function clean (line 101) | async def clean(
  function write (line 111) | async def write(clean: Dict[str, Any], writer: DocumentWriter) -> None:
  class TableDescription (line 118) | class TableDescription(BasicPipeline):
    method __init__ (line 119) | def __init__(
    method run (line 147) | async def run(
    method clean (line 164) | async def clean(self, project_id: Optional[str] = None) -> None:

FILE: wren-ai-service/src/pipelines/indexing/utils/helper.py
  class Helper (line 15) | class Helper:
    method __init__ (line 16) | def __init__(
    method condition (line 24) | def condition(self, column: Dict[str, Any], **kwargs) -> bool:
    method __call__ (line 27) | def __call__(self, column: Dict[str, Any], **kwargs) -> Any:
  function _properties_comment (line 31) | def _properties_comment(column: Dict[str, Any], **_) -> str:
  function load_helpers (line 91) | def load_helpers(package_path: str = "src.pipelines.indexing.utils"):

FILE: wren-ai-service/src/pipelines/retrieval/db_schema_retrieval.py
  function _build_metric_ddl (line 102) | def _build_metric_ddl(content: dict) -> str:
  function _build_view_ddl (line 117) | def _build_view_ddl(content: dict) -> str:
  function embedding (line 125) | async def embedding(query: str, embedder: Any, histories: list[AskHistor...
  function table_retrieval (line 140) | async def table_retrieval(
  function dbschema_retrieval (line 172) | async def dbschema_retrieval(
  function construct_db_schemas (line 207) | def construct_db_schemas(dbschema_retrieval: list[Document]) -> list[dict]:
  function check_using_db_schemas_without_pruning (line 235) | def check_using_db_schemas_without_pruning(
  function prompt (line 303) | def prompt(
  function filter_columns_in_tables (line 330) | async def filter_columns_in_tables(
  function construct_retrieval_results (line 342) | def construct_retrieval_results(
  class MatchingTableContents (line 426) | class MatchingTableContents(BaseModel):
  class MatchingTable (line 431) | class MatchingTable(BaseModel):
  class RetrievalResults (line 437) | class RetrievalResults(BaseModel):
  class DbSchemaRetrieval (line 452) | class DbSchemaRetrieval(BasicPipeline):
    method __init__ (line 453) | def __init__(
    method run (line 499) | async def run(

FILE: wren-ai-service/src/pipelines/retrieval/historical_question_retrieval.py
  class OutputFormatter (line 19) | class OutputFormatter:
    method run (line 23) | def run(self, documents: List[Document]):
  function count_documents (line 39) | async def count_documents(
  function embedding (line 58) | async def embedding(count_documents: int, query: str, embedder: Any) -> ...
  function retrieval (line 66) | async def retrieval(
  function filtered_documents (line 93) | def filtered_documents(
  function formatted_output (line 108) | def formatted_output(
  class HistoricalQuestionRetrieval (line 120) | class HistoricalQuestionRetrieval(BasicPipeline):
    method __init__ (line 121) | def __init__(
    method run (line 151) | async def run(self, query: str, project_id: Optional[str] = None):

FILE: wren-ai-service/src/pipelines/retrieval/instructions.py
  class OutputFormatter (line 19) | class OutputFormatter:
    method run (line 23) | def run(self, documents: List[Document]):
  class ScopeFilter (line 38) | class ScopeFilter:
    method run (line 42) | def run(
  function count_documents (line 59) | async def count_documents(
  function embedding (line 77) | async def embedding(count_documents: int, query: str, embedder: Any) -> ...
  function retrieval (line 85) | async def retrieval(embedding: dict, project_id: str, retriever: Any) ->...
  function filtered_documents (line 109) | def filtered_documents(
  function default_instructions (line 133) | async def default_instructions(
  function formatted_output (line 169) | def formatted_output(
  class Instructions (line 185) | class Instructions(BasicPipeline):
    method __init__ (line 186) | def __init__(
    method run (line 215) | async def run(

FILE: wren-ai-service/src/pipelines/retrieval/preprocess_sql_data.py
  function preprocess (line 18) | def preprocess(
  class PreprocessSqlData (line 79) | class PreprocessSqlData(BasicPipeline):
    method __init__ (line 80) | def __init__(
    method run (line 99) | def run(

FILE: wren-ai-service/src/pipelines/retrieval/sql_executor.py
  class DataFetcher (line 18) | class DataFetcher:
    method __init__ (line 19) | def __init__(self, engine: Engine):
    method run (line 25) | async def run(
  function execute_sql (line 47) | async def execute_sql(
  class SQLExecutor (line 63) | class SQLExecutor(BasicPipeline):
    method __init__ (line 64) | def __init__(
    method run (line 78) | async def run(

FILE: wren-ai-service/src/pipelines/retrieval/sql_functions.py
  class SqlFunction (line 20) | class SqlFunction:
    method __init__ (line 23) | def __init__(self, definition: dict):
    method empty (line 36) | def empty(cls, definition: dict):
    method __str__ (line 43) | def __str__(self):
    method __repr__ (line 46) | def __repr__(self):
  function get_functions (line 52) | async def get_functions(
  function cache (line 70) | def cache(
  class SqlFunctions (line 82) | class SqlFunctions(BasicPipeline):
    method __init__ (line 83) | def __init__(
    method run (line 104) | async def run(

FILE: wren-ai-service/src/pipelines/retrieval/sql_knowledge.py
  class SqlKnowledge (line 20) | class SqlKnowledge:
    method __init__ (line 21) | def __init__(self, sql_knowledge: dict):
    method empty (line 25) | def empty(cls, sql_knowledge: dict):
    method text_to_sql_rule (line 33) | def text_to_sql_rule(self) -> str:
    method instructions (line 37) | def instructions(self) -> dict:
    method calculated_field_instructions (line 41) | def calculated_field_instructions(self) -> str:
    method metric_instructions (line 45) | def metric_instructions(self) -> str:
    method json_field_instructions (line 49) | def json_field_instructions(self) -> str:
    method __str__ (line 52) | def __str__(self):
    method __repr__ (line 55) | def __repr__(self):
  function get_knowledge (line 61) | async def get_knowledge(
  function cache (line 78) | def cache(
  class SqlKnowledges (line 92) | class SqlKnowledges(BasicPipeline):
    method __init__ (line 93) | def __init__(
    method run (line 114) | async def run(

FILE: wren-ai-service/src/pipelines/retrieval/sql_pairs_retrieval.py
  class OutputFormatter (line 19) | class OutputFormatter:
    method run (line 23) | def run(self, documents: List[Document]):
  function count_documents (line 38) | async def count_documents(
  function embedding (line 56) | async def embedding(count_documents: int, query: str, embedder: Any) -> ...
  function retrieval (line 64) | async def retrieval(embedding: dict, project_id: str, retriever: Any) ->...
  function filtered_documents (line 87) | def filtered_documents(
  function formatted_output (line 104) | def formatted_output(
  class SqlPairsRetrieval (line 116) | class SqlPairsRetrieval(BasicPipeline):
    method __init__ (line 117) | def __init__(
    method run (line 146) | async def run(self, query: str, project_id: Optional[str] = None):

FILE: wren-ai-service/src/providers/__init__.py
  function provider_factory (line 12) | def provider_factory(
  function llm_processor (line 18) | def llm_processor(entry: dict) -> dict:
  function embedder_processor (line 121) | def embedder_processor(entry: dict) -> dict:
  function document_store_processor (line 175) | def document_store_processor(entry: dict) -> dict:
  function engine_processor (line 215) | def engine_processor(entry: dict) -> dict:
  function pipeline_processor (line 252) | def pipeline_processor(entry: dict) -> dict:
  class Configuration (line 301) | class Configuration:
  function transform (line 306) | def transform(config: list[dict]) -> Configuration:
  function generate_components (line 339) | def generate_components(configs: list[dict]) -> dict[str, PipelineCompon...

FILE: wren-ai-service/src/providers/document_store/qdrant.py
  function convert_haystack_documents_to_qdrant_points (line 33) | def convert_haystack_documents_to_qdrant_points(
  class AsyncQdrantDocumentStore (line 66) | class AsyncQdrantDocumentStore(QdrantDocumentStore):
    method __init__ (line 67) | def __init__(
    method _query_by_embedding (line 165) | async def _query_by_embedding(
    method _query_by_filters (line 212) | async def _query_by_filters(
    method delete_documents (line 242) | async def delete_documents(self, filters: Optional[Dict[str, Any]] = N...
    method count_documents (line 259) | async def count_documents(self, filters: Optional[Dict[str, Any]] = No...
    method write_documents (line 271) | async def write_documents(
  class AsyncQdrantEmbeddingRetriever (line 323) | class AsyncQdrantEmbeddingRetriever(QdrantEmbeddingRetriever):
    method __init__ (line 324) | def __init__(
    method run (line 342) | async def run(
  class QdrantProvider (line 368) | class QdrantProvider(DocumentStoreProvider):
    method __init__ (line 369) | def __init__(
    method _reset_document_store (line 394) | def _reset_document_store(self, recreate_index: bool):
    method get_store (line 402) | def get_store(
    method get_retriever (line 432) | def get_retriever(

FILE: wren-ai-service/src/providers/embedder/litellm.py
  function _prepare_texts_to_embed (line 18) | def _prepare_texts_to_embed(documents: List[Document]) -> List[str]:
  class AsyncTextEmbedder (line 34) | class AsyncTextEmbedder:
    method __init__ (line 35) | def __init__(
    method run (line 51) | async def run(self, text: str):
  class AsyncDocumentEmbedder (line 80) | class AsyncDocumentEmbedder:
    method __init__ (line 81) | def __init__(
    method _embed_batch (line 97) | async def _embed_batch(
    method run (line 141) | async def run(self, documents: List[Document]):
  class LitellmEmbedderProvider (line 166) | class LitellmEmbedderProvider(EmbedderProvider):
    method __init__ (line 167) | def __init__(
    method get_text_embedder (line 185) | def get_text_embedder(self):
    method get_document_embedder (line 194) | def get_document_embedder(self):

FILE: wren-ai-service/src/providers/engine/wren.py
  class WrenUI (line 18) | class WrenUI(Engine):
    method __init__ (line 19) | def __init__(
    method execute_sql (line 26) | async def execute_sql(
  class WrenIbis (line 143) | class WrenIbis(Engine):
    method __init__ (line 144) | def __init__(
    method execute_sql (line 159) | async def execute_sql(
    method dry_plan (line 209) | async def dry_plan(
    method get_func_list (line 244) | async def get_func_list(
    method get_sql_knowledge (line 266) | async def get_sql_knowledge(
  class WrenEngine (line 290) | class WrenEngine(Engine):
    method __init__ (line 291) | def __init__(
    method execute_sql (line 300) | async def execute_sql(

FILE: wren-ai-service/src/providers/llm/__init__.py
  class ChatRole (line 9) | class ChatRole(str, Enum):
  class ChatMessage (line 19) | class ChatMessage:
    method is_from (line 35) | def is_from(self, role: ChatRole) -> bool:
    method from_assistant (line 45) | def from_assistant(
    method from_user (line 60) | def from_user(cls, content: str, image_url: Optional[str] = None) -> "...
    method from_system (line 70) | def from_system(cls, content: str) -> "ChatMessage":
    method from_function (line 80) | def from_function(cls, content: str, name: str) -> "ChatMessage":
    method to_dict (line 90) | def to_dict(self) -> Dict[str, Any]:
    method from_dict (line 103) | def from_dict(cls, data: Dict[str, Any]) -> "ChatMessage":
  class StreamingChunk (line 118) | class StreamingChunk:
  function build_message (line 132) | def build_message(completion: Any, choice: Any) -> ChatMessage:
  function check_finish_reason (line 157) | def check_finish_reason(message: ChatMessage) -> None:
  function connect_chunks (line 182) | def connect_chunks(chunk: Any, chunks: List[StreamingChunk]) -> ChatMess...
  function build_chunk (line 200) | def build_chunk(chunk: Any) -> StreamingChunk:
  function convert_message_to_openai_format (line 224) | def convert_message_to_openai_format(message: ChatMessage) -> Dict[str, ...

FILE: wren-ai-service/src/providers/llm/litellm.py
  class LitellmLLMProvider (line 23) | class LitellmLLMProvider(LLMProvider):
    method __init__ (line 24) | def __init__(
    method get_generator (line 62) | def get_generator(

FILE: wren-ai-service/src/providers/loader.py
  function import_mods (line 12) | def import_mods(package_name=PROVIDERS_PATH):
  function provider (line 42) | def provider(name: str):
  function get_provider (line 69) | def get_provider(name: str):

FILE: wren-ai-service/src/utils.py
  class CustomFormatter (line 16) | class CustomFormatter(logging.Formatter):
    method __init__ (line 17) | def __init__(self, is_dev: bool):
    method format (line 36) | def format(self, record):
  function setup_custom_logger (line 48) | def setup_custom_logger(name, level_str: str, is_dev: bool):
  function load_env_vars (line 65) | def load_env_vars() -> str:
  function remove_trailing_slash (line 74) | def remove_trailing_slash(endpoint: str) -> str:
  function init_langfuse (line 78) | def init_langfuse(settings: Settings):
  function trace_metadata (line 90) | def trace_metadata(func):
  function trace_cost (line 164) | def trace_cost(func):
  function fetch_wren_ai_docs (line 185) | def fetch_wren_ai_docs(doc_endpoint: str, is_oss: bool) -> list[dict]:
  function extract_braces_content (line 214) | def extract_braces_content(resp: str) -> str:

FILE: wren-ai-service/src/web/development.py
  function _extract_run_method_params (line 11) | def _extract_run_method_params(pipeline_instance) -> Dict[str, str]:
  function get_pipelines (line 50) | async def get_pipelines() -> dict:
  function run_pipeline (line 68) | async def run_pipeline(pipeline_name: str, request_body: Dict[str, Any])...

FILE: wren-ai-service/src/web/v1/routers/ask.py
  function ask (line 26) | async def ask(
  function stop_ask (line 47) | async def stop_ask(
  function get_ask_result (line 62) | async def get_ask_result(
  function get_ask_streaming_result (line 72) | async def get_ask_streaming_result(

FILE: wren-ai-service/src/web/v1/routers/ask_feedbacks.py
  function ask_feedback (line 25) | async def ask_feedback(
  function stop_ask_feedback (line 48) | async def stop_ask_feedback(
  function get_ask_feedback_result (line 63) | async def get_ask_feedback_result(

FILE: wren-ai-service/src/web/v1/routers/chart.py
  function chart (line 25) | async def chart(
  function stop_chart (line 46) | async def stop_chart(
  function get_chart_result (line 61) | async def get_chart_result(

FILE: wren-ai-service/src/web/v1/routers/chart_adjustment.py
  function chart_adjustment (line 25) | async def chart_adjustment(
  function stop_chart_adjustment (line 48) | async def stop_chart_adjustment(
  function get_chart_adjustment_result (line 63) | async def get_chart_adjustment_result(

FILE: wren-ai-service/src/web/v1/routers/instructions.py
  class PostRequest (line 19) | class PostRequest(BaseRequest):
  class PostResponse (line 23) | class PostResponse(BaseModel):
  function index (line 28) | async def index(
  class DeleteRequest (line 50) | class DeleteRequest(BaseRequest):
  function delete (line 55) | async def delete(
  class GetResponse (line 79) | class GetResponse(BaseModel):
  function get (line 87) | async def get(

FILE: wren-ai-service/src/web/v1/routers/question_recommendation.py
  class PostRequest (line 19) | class PostRequest(BaseRequest):
  class PostResponse (line 28) | class PostResponse(BaseModel):
  function recommend (line 36) | async def recommend(
  class GetResponse (line 57) | class GetResponse(BaseModel):
  function get (line 69) | async def get(

FILE: wren-ai-service/src/web/v1/routers/relationship_recommendation.py
  class PostRequest (line 19) | class PostRequest(BaseRequest):
  class PostResponse (line 23) | class PostResponse(BaseModel):
  function recommend (line 31) | async def recommend(
  class GetResponse (line 55) | class GetResponse(BaseModel):
  function get (line 67) | async def get(

FILE: wren-ai-service/src/web/v1/routers/semantics_description.py
  class PostRequest (line 19) | class PostRequest(BaseRequest):
  class PostResponse (line 25) | class PostResponse(BaseModel):
  function generate (line 33) | async def generate(
  class GetResponse (line 55) | class GetResponse(BaseModel):
  function get (line 67) | async def get(

FILE: wren-ai-service/src/web/v1/routers/semantics_preparation.py
  function prepare_semantics (line 22) | async def prepare_semantics(
  function get_prepare_semantics_status (line 43) | async def get_prepare_semantics_status(
  function delete_semantics (line 53) | async def delete_semantics(

FILE: wren-ai-service/src/web/v1/routers/sql_answers.py
  function sql_answer (line 24) | async def sql_answer(
  function get_sql_answer_result (line 47) | async def get_sql_answer_result(
  function get_sql_answer_streaming_result (line 57) | async def get_sql_answer_streaming_result(

FILE: wren-ai-service/src/web/v1/routers/sql_corrections.py
  class PostRequest (line 19) | class PostRequest(BaseRequest):
  class PostResponse (line 27) | class PostResponse(BaseModel):
  function correct (line 32) | async def correct(
  class GetResponse (line 54) | class GetResponse(BaseModel):
  function get (line 64) | async def get(

FILE: wren-ai-service/src/web/v1/routers/sql_pairs.py
  class PostRequest (line 20) | class PostRequest(BaseRequest):
  class PostResponse (line 24) | class PostResponse(BaseModel):
  function prepare (line 29) | async def prepare(
  class DeleteRequest (line 49) | class DeleteRequest(BaseRequest):
  function delete (line 54) | async def delete(
  class GetResponse (line 78) | class GetResponse(BaseModel):
  function get (line 86) | async def get(

FILE: wren-ai-service/src/web/v1/routers/sql_question.py
  function sql_question (line 23) | async def sql_question(
  function get_sql_question_result (line 46) | async def get_sql_question_result(

FILE: wren-ai-service/src/web/v1/services/__init__.py
  class MetadataTraceable (line 9) | class MetadataTraceable:
    method with_metadata (line 10) | def with_metadata(self) -> dict:
    method _error_metadata (line 18) | def _error_metadata(self):
  class Configuration (line 26) | class Configuration(BaseModel):
    class Timezone (line 27) | class Timezone(BaseModel):
    method show_current_time (line 31) | def show_current_time(self):
  class SSEEvent (line 44) | class SSEEvent(BaseModel):
    class SSEEventMessage (line 45) | class SSEEventMessage(BaseModel):
      method to_dict (line 48) | def to_dict(self):
    method serialize (line 53) | def serialize(self):
  class BaseRequest (line 58) | class BaseRequest(BaseModel):
    method query_id (line 69) | def query_id(self) -> str:
    method query_id (line 73) | def query_id(self, query_id: str):

FILE: wren-ai-service/src/web/v1/services/ask.py
  class AskHistory (line 16) | class AskHistory(BaseModel):
  class AskRequest (line 22) | class AskRequest(BaseRequest):
  class AskResponse (line 35) | class AskResponse(BaseModel):
  class StopAskRequest (line 40) | class StopAskRequest(BaseRequest):
  class StopAskResponse (line 44) | class StopAskResponse(BaseModel):
  class AskResult (line 49) | class AskResult(BaseModel):
  class AskError (line 55) | class AskError(BaseModel):
  class AskResultRequest (line 60) | class AskResultRequest(BaseModel):
  class _AskResultResponse (line 64) | class _AskResultResponse(BaseModel):
  class AskResultResponse (line 90) | class AskResultResponse(_AskResultResponse):
  class AskService (line 97) | class AskService:
    method __init__ (line 98) | def __init__(
    method _is_stopped (line 125) | def _is_stopped(self, query_id: str, container: dict):
    method ask (line 135) | async def ask(
    method stop_ask (line 640) | def stop_ask(
    method get_ask_result (line 648) | def get_ask_result(
    method get_ask_streaming_result (line 667) | async def get_ask_streaming_result(

FILE: wren-ai-service/src/web/v1/services/ask_feedback.py
  class AskFeedbackRequest (line 18) | class AskFeedbackRequest(BaseRequest):
  class AskFeedbackResponse (line 25) | class AskFeedbackResponse(BaseModel):
  class StopAskFeedbackRequest (line 30) | class StopAskFeedbackRequest(BaseRequest):
  class StopAskFeedbackResponse (line 34) | class StopAskFeedbackResponse(BaseModel):
  class AskFeedbackResultRequest (line 39) | class AskFeedbackResultRequest(BaseModel):
  class AskFeedbackResultResponse (line 43) | class AskFeedbackResultResponse(BaseModel):
  class AskFeedbackService (line 58) | class AskFeedbackService:
    method __init__ (line 59) | def __init__(
    method _is_stopped (line 76) | def _is_stopped(self, query_id: str, container: dict):
    method ask_feedback (line 86) | async def ask_feedback(
    method stop_ask_feedback (line 307) | def stop_ask_feedback(
    method get_ask_feedback_result (line 317) | def get_ask_feedback_result(

FILE: wren-ai-service/src/web/v1/services/chart.py
  class ChartRequest (line 16) | class ChartRequest(BaseRequest):
  class ChartResponse (line 24) | class ChartResponse(BaseModel):
  class StopChartRequest (line 29) | class StopChartRequest(BaseRequest):
  class StopChartResponse (line 33) | class StopChartResponse(BaseModel):
  class ChartError (line 38) | class ChartError(BaseModel):
  class ChartResultRequest (line 43) | class ChartResultRequest(BaseModel):
  class ChartResult (line 47) | class ChartResult(BaseModel):
  class ChartResultResponse (line 55) | class ChartResultResponse(BaseModel):
  class ChartService (line 62) | class ChartService:
    method __init__ (line 63) | def __init__(
    method _is_stopped (line 74) | def _is_stopped(self, query_id: str):
    method chart (line 84) | async def chart(
    method stop_chart (line 189) | def stop_chart(
    method get_chart_result (line 197) | def get_chart_result(

FILE: wren-ai-service/src/web/v1/services/chart_adjustment.py
  class ChartAdjustmentOption (line 16) | class ChartAdjustmentOption(BaseModel):
  class ChartAdjustmentRequest (line 27) | class ChartAdjustmentRequest(BaseRequest):
  class ChartAdjustmentResponse (line 34) | class ChartAdjustmentResponse(BaseModel):
  class StopChartAdjustmentRequest (line 39) | class StopChartAdjustmentRequest(BaseRequest):
  class StopChartAdjustmentResponse (line 43) | class StopChartAdjustmentResponse(BaseModel):
  class ChartAdjustmentError (line 48) | class ChartAdjustmentError(BaseModel):
  class ChartAdjustmentResultRequest (line 53) | class ChartAdjustmentResultRequest(BaseModel):
  class ChartAdjustmentResult (line 57) | class ChartAdjustmentResult(BaseModel):
  class ChartAdjustmentResultResponse (line 65) | class ChartAdjustmentResultResponse(BaseModel):
  class ChartAdjustmentService (line 74) | class ChartAdjustmentService:
    method __init__ (line 75) | def __init__(
    method _is_stopped (line 86) | def _is_stopped(self, query_id: str):
    method chart_adjustment (line 96) | async def chart_adjustment(
    method stop_chart_adjustment (line 202) | def stop_chart_adjustment(
    method get_chart_adjustment_result (line 212) | def get_chart_adjustment_result(

FILE: wren-ai-service/src/web/v1/services/instructions.py
  class InstructionsService (line 16) | class InstructionsService:
    class Instruction (line 17) | class Instruction(BaseModel):
    class Error (line 25) | class Error(BaseModel):
    class Event (line 29) | class Event(BaseModel, MetadataTraceable):
    method __init__ (line 36) | def __init__(
    method _handle_exception (line 46) | def _handle_exception(
    class IndexRequest (line 63) | class IndexRequest(BaseRequest):
    method index (line 69) | async def index(
    class DeleteRequest (line 126) | class DeleteRequest(BaseRequest):
    method delete (line 132) | async def delete(
    method __getitem__ (line 164) | def __getitem__(self, event_id: str) -> Event:
    method __setitem__ (line 178) | def __setitem__(self, event_id: str, value: Event):

FILE: wren-ai-service/src/web/v1/services/question_recommendation.py
  class QuestionRecommendation (line 17) | class QuestionRecommendation:
    class Error (line 18) | class Error(BaseModel):
    class Event (line 22) | class Event(BaseModel, MetadataTraceable):
    method __init__ (line 30) | def __init__(
    method _handle_exception (line 45) | def _handle_exception(
    method _validate_question (line 63) | async def _validate_question(
    class Request (line 168) | class Request(BaseRequest):
    method _recommend (line 177) | async def _recommend(self, request: dict):
    method recommend (line 196) | async def recommend(self, input: Request, **kwargs) -> Event:
    method __getitem__ (line 271) | def __getitem__(self, id: str) -> Event:
    method __setitem__ (line 285) | def __setitem__(self, id: str, value: Event):

FILE: wren-ai-service/src/web/v1/services/relationship_recommendation.py
  class RelationshipRecommendation (line 16) | class RelationshipRecommendation:
    class Input (line 17) | class Input(BaseRequest):
    class Resource (line 21) | class Resource(BaseModel, MetadataTraceable):
      class Error (line 22) | class Error(BaseModel):
    method __init__ (line 33) | def __init__(
    method _handle_exception (line 44) | def _handle_exception(
    method recommend (line 63) | async def recommend(self, request: Input, **kwargs) -> Resource:
    method __getitem__ (line 102) | def __getitem__(self, id: str) -> Resource:
    method __setitem__ (line 116) | def __setitem__(self, id: str, value: Resource):

FILE: wren-ai-service/src/web/v1/services/semantics_description.py
  class SemanticsDescription (line 17) | class SemanticsDescription:
    class Resource (line 18) | class Resource(BaseModel, MetadataTraceable):
      class Error (line 19) | class Error(BaseModel):
    method __init__ (line 30) | def __init__(
    method _handle_exception (line 39) | def _handle_exception(
    class GenerateRequest (line 56) | class GenerateRequest(BaseRequest):
    method _chunking (line 62) | def _chunking(
    method _generate_task (line 89) | async def _generate_task(self, request_id: str, chunk: dict):
    method generate (line 105) | async def generate(self, request: GenerateRequest, **kwargs) -> Resource:
    method __getitem__ (line 138) | def __getitem__(self, id: str) -> Resource:
    method __setitem__ (line 152) | def __setitem__(self, id: str, value: Resource):

FILE: wren-ai-service/src/web/v1/services/semantics_preparation.py
  class SemanticsPreparationRequest (line 17) | class SemanticsPreparationRequest(BaseRequest):
  class SemanticsPreparationResponse (line 24) | class SemanticsPreparationResponse(BaseModel):
  class SemanticsPreparationStatusRequest (line 31) | class SemanticsPreparationStatusRequest(BaseModel):
  class SemanticsPreparationStatusResponse (line 37) | class SemanticsPreparationStatusResponse(BaseModel):
    class SemanticsPreparationError (line 38) | class SemanticsPreparationError(BaseModel):
  class SemanticsPreparationService (line 46) | class SemanticsPreparationService:
    method __init__ (line 47) | def __init__(
    method prepare_semantics (line 60) | async def prepare_semantics(
    method get_prepare_semantics_status (line 117) | def get_prepare_semantics_status(
    method delete_semantics (line 140) | async def delete_semantics(self, project_id: str, **kwargs):

FILE: wren-ai-service/src/web/v1/services/sql_answer.py
  class SqlAnswerRequest (line 17) | class SqlAnswerRequest(BaseRequest):
  class SqlAnswerResponse (line 24) | class SqlAnswerResponse(BaseModel):
  class SqlAnswerResultRequest (line 29) | class SqlAnswerResultRequest(BaseModel):
  class SqlAnswerResultResponse (line 33) | class SqlAnswerResultResponse(BaseModel):
    class SqlAnswerError (line 34) | class SqlAnswerError(BaseModel):
  class SqlAnswerService (line 44) | class SqlAnswerService:
    method __init__ (line 45) | def __init__(
    method sql_answer (line 58) | async def sql_answer(
    method get_sql_answer_result (line 127) | def get_sql_answer_result(
    method get_sql_answer_streaming_result (line 147) | async def get_sql_answer_streaming_result(

FILE: wren-ai-service/src/web/v1/services/sql_corrections.py
  class SqlCorrectionService (line 15) | class SqlCorrectionService:
    class Error (line 16) | class Error(BaseModel):
    class Event (line 20) | class Event(BaseModel, MetadataTraceable):
    method __init__ (line 29) | def __init__(
    method _handle_exception (line 40) | def _handle_exception(
    class CorrectionRequest (line 59) | class CorrectionRequest(BaseRequest):
    method correct (line 69) | async def correct(
    method __getitem__ (line 157) | def __getitem__(self, event_id: str) -> Event:
    method __setitem__ (line 171) | def __setitem__(self, event_id: str, value: Event):

FILE: wren-ai-service/src/web/v1/services/sql_pairs.py
  class SqlPairsService (line 16) | class SqlPairsService:
    class Event (line 17) | class Event(BaseModel, MetadataTraceable):
      class Error (line 18) | class Error(BaseModel):
    method __init__ (line 28) | def __init__(
    method _handle_exception (line 37) | def _handle_exception(
    class IndexRequest (line 54) | class IndexRequest(BaseRequest):
    method index (line 60) | async def index(
    class DeleteRequest (line 97) | class DeleteRequest(BaseRequest):
    method delete (line 103) | async def delete(
    method __getitem__ (line 130) | def __getitem__(self, id: str) -> Event:
    method __setitem__ (line 144) | def __setitem__(self, id: str, value: Event):

FILE: wren-ai-service/src/web/v1/services/sql_question.py
  class SqlQuestionRequest (line 17) | class SqlQuestionRequest(BaseRequest):
  class SqlQuestionResponse (line 21) | class SqlQuestionResponse(BaseModel):
  class SqlQuestionResultRequest (line 26) | class SqlQuestionResultRequest(BaseModel):
  class SqlQuestionResultResponse (line 30) | class SqlQuestionResultResponse(BaseModel):
    class SqlQuestionError (line 31) | class SqlQuestionError(BaseModel):
  class SqlQuestionService (line 41) | class SqlQuestionService:
    method __init__ (line 42) | def __init__(
    method sql_question (line 55) | async def sql_question(
    method get_sql_question_result (line 114) | def get_sql_question_result(

FILE: wren-ai-service/tests/locust/locustfile.py
  function on_test_start (line 27) | def on_test_start(environment, **kwargs):
  function on_test_stop (line 50) | def on_test_stop(environment, **kwargs):
  class IndexingUser (line 55) | class IndexingUser(FastHttpUser):
    method indexing (line 57) | def indexing(self):
  class AskUser (line 93) | class AskUser(FastHttpUser):
    method ask (line 95) | def ask(self):
  class DummyUser (line 139) | class DummyUser(FastHttpUser):
    method dummy (line 141) | def dummy(self):
  class DummyAskUser (line 145) | class DummyAskUser(FastHttpUser):
    method ask (line 147) | def ask(self):

FILE: wren-ai-service/tests/pytest/eval/test_metrics.py
  function engine_config (line 21) | def engine_config():
  function test_case (line 30) | def test_case():
  function mocker (line 42) | def mocker():
  function _success_analysis_sql (line 47) | def _success_analysis_sql(m, engine_config, repeat=1):
  function _success_retrive_data (line 66) | def _success_retrive_data(m, ibis_config, repeat=1):
  function test_accuracy_metric (line 78) | def test_accuracy_metric(test_case, mocker):
  function test_answer_relevancy_metric (line 99) | def test_answer_relevancy_metric(engine_config, test_case, mocker):
  function test_faithfulness_metric (line 108) | def test_faithfulness_metric(engine_config, test_case, mocker):
  function test_contextual_relevancy_metric (line 117) | def test_contextual_relevancy_metric(test_case):
  function test_contextual_recall_metric (line 124) | def test_contextual_recall_metric(engine_config, test_case, mocker):
  function test_contextual_precision_metric (line 133) | def test_contextual_precision_metric(test_case):

FILE: wren-ai-service/tests/pytest/pipelines/generation/test_ask.py
  function mdl_str (line 19) | def mdl_str():
  function pipeline_components (line 25) | def pipeline_components():
  function test_retrieval_pipeline (line 36) | async def test_retrieval_pipeline(pipeline_components):
  function test_generation_pipeline (line 53) | async def test_generation_pipeline():
  function test_followup_generation_pipeline (line 79) | async def test_followup_generation_pipeline():
  function test_sql_correction_pipeline (line 102) | async def test_sql_correction_pipeline():

FILE: wren-ai-service/tests/pytest/pipelines/generation/test_semantics_enrichment.py
  function test_without_hallucination (line 4) | def test_without_hallucination():
  function test_with_hallucination (line 26) | def test_with_hallucination():
  function test_with_hallucination_and_no_columns (line 48) | def test_with_hallucination_and_no_columns():

FILE: wren-ai-service/tests/pytest/pipelines/indexing/test_db_schema.py
  function test_empty_mdl (line 12) | async def test_empty_mdl():
  function test_single_model (line 21) | async def test_single_model():
  function test_multiple_models (line 53) | async def test_multiple_models():
  function test_column_is_primary_key (line 102) | async def test_column_is_primary_key():
  function test_column_with_properties (line 144) | async def test_column_with_properties():
  function test_column_with_nested_columns (line 199) | async def test_column_with_nested_columns():
  function test_column_with_calculated_property (line 246) | async def test_column_with_calculated_property():
  function test_column_with_relationship (line 289) | async def test_column_with_relationship():
  function test_column_batch_size (line 385) | async def test_column_batch_size():
  function test_view (line 448) | async def test_view():
  function test_view_with_properties (line 472) | async def test_view_with_properties():
  function test_metric (line 502) | async def test_metric():
  function test_pipeline_run (line 550) | async def test_pipeline_run(mocker: MockFixture):

FILE: wren-ai-service/tests/pytest/pipelines/indexing/test_helper.py
  function test_helper (line 12) | def test_helper():
  function test_column_properties_preprocessor (line 25) | def test_column_properties_preprocessor():
  function test_column_relationship_preprocessor (line 40) | def test_column_relationship_preprocessor():
  function test_column_expression_preprocessor (line 52) | def test_column_expression_preprocessor():
  function test_column_is_calculated_preprocessor (line 64) | def test_column_is_calculated_preprocessor():
  function test_properties_comment_helper (line 76) | def test_properties_comment_helper():
  function test_calculated_field_helpers (line 93) | def test_calculated_field_helpers():
  function test_load_helpers (line 110) | def test_load_helpers(mocker: MockerFixture):

FILE: wren-ai-service/tests/pytest/pipelines/indexing/test_historical_questions.py
  function test_empty_views (line 11) | def test_empty_views():
  function test_single_view (line 19) | def test_single_view():
  function test_view_missing_properties (line 47) | def test_view_missing_properties():
  function test_view_missing_question (line 70) | def test_view_missing_question():
  function test_view_missing_summary (line 97) | def test_view_missing_summary():
  function test_view_missing_id (line 124) | def test_view_missing_id():
  function test_multi_views (line 151) | def test_multi_views():
  function test_view_with_historical_query (line 196) | def test_view_with_historical_query():
  function test_view_with_historical_queries (line 225) | def test_view_with_historical_queries():
  function test_view_with_project_id (line 254) | def test_view_with_project_id():
  function test_pipeline_run (line 285) | async def test_pipeline_run(mocker: MockFixture):
  function test_pipeline_run_embedder_error (line 339) | async def test_pipeline_run_embedder_error(mocker: MockFixture):

FILE: wren-ai-service/tests/pytest/pipelines/indexing/test_indexing.py
  class MockDocumentStore (line 8) | class MockDocumentStore(DocumentStore):
    method __init__ (line 11) | def __init__(self, documents=[]):
    method write_documents (line 15) | async def write_documents(self, documents, policy):
    method delete_documents (line 19) | async def delete_documents(self, filters=None):
    method to_dict (line 23) | def to_dict(self):
  function test_document_cleaner (line 28) | async def test_document_cleaner():
  function test_mdl_validator (line 44) | def test_mdl_validator():
  function test_async_document_writer (line 76) | async def test_async_document_writer():

FILE: wren-ai-service/tests/pytest/pipelines/indexing/test_instructions.py
  function test_instructions_indexing (line 11) | async def test_instructions_indexing():
  function test_instructions_indexing_with_multiple_project_ids (line 53) | async def test_instructions_indexing_with_multiple_project_ids():
  function test_instructions_deletion (line 95) | async def test_instructions_deletion():

FILE: wren-ai-service/tests/pytest/pipelines/indexing/test_sql_pairs.py
  function test_sql_pairs_indexing_saving_to_document_store (line 10) | async def test_sql_pairs_indexing_saving_to_document_store():
  function test_sql_pairs_indexing_saving_to_document_store_with_multiple_project_ids (line 38) | async def test_sql_pairs_indexing_saving_to_document_store_with_multiple...
  function test_sql_pairs_deletion (line 74) | async def test_sql_pairs_deletion():

FILE: wren-ai-service/tests/pytest/pipelines/indexing/test_table_description.py
  function test_empty_table_descriptions (line 14) | def test_empty_table_descriptions():
  function test_single_table_description (line 22) | def test_single_table_description():
  function test_multiple_table_descriptions (line 50) | def test_multiple_table_descriptions():
  function test_table_description_missing_name (line 95) | def test_table_description_missing_name():
  function test_table_description_missing_description (line 112) | def test_table_description_missing_description():
  function test_pipeline_run (line 130) | async def test_pipeline_run(mocker: MockFixture):

FILE: wren-ai-service/tests/pytest/pipelines/retrieval/sql_function.py
  function mock_engine (line 20) | def mock_engine():
  function sql_functions_pipeline (line 27) | def sql_functions_pipeline(mock_engine):
  function test_sql_function_init (line 31) | def test_sql_function_init():
  function test_sql_function_empty_params (line 38) | def test_sql_function_empty_params():
  function test_sql_functions_pipeline_run (line 44) | async def test_sql_functions_pipeline_run(sql_functions_pipeline):
  function test_sql_functions_pipeline_different_datasource (line 58) | async def test_sql_functions_pipeline_different_datasource(sql_functions...
  function test_sql_functions_pipeline_case_insensitive (line 66) | async def test_sql_functions_pipeline_case_insensitive(sql_functions_pip...
  function test_sql_function_param_type_none (line 74) | def test_sql_function_param_type_none():
  function test_sql_function_return_type_none (line 81) | def test_sql_function_return_type_none():
  function test_sql_function_return_type_same_as_args (line 88) | def test_sql_function_return_type_same_as_args():

FILE: wren-ai-service/tests/pytest/providers/test_loader.py
  function test_import_mods (line 4) | def test_import_mods():
  function test_get_provider (line 9) | def test_get_provider():

FILE: wren-ai-service/tests/pytest/providers/test_providers.py
  function test_transform (line 9) | def test_transform():
  function test_generate_components (line 57) | def test_generate_components(mocker: MockerFixture):

FILE: wren-ai-service/tests/pytest/services/mocks.py
  class RetrievalMock (line 8) | class RetrievalMock(retrieval.DbSchemaRetrieval):
    method __init__ (line 9) | def __init__(self, documents: list = []):
    method run (line 12) | async def run(self, query: str, project_id: Optional[str] = None):
  class SqlPairsRetrievalMock (line 16) | class SqlPairsRetrievalMock(retrieval.SqlPairsRetrieval):
    method __init__ (line 17) | def __init__(self, documents: list = []):
    method run (line 20) | async def run(self, query: str, project_id: Optional[str] = None):
  class InstructionsRetrievalMock (line 24) | class InstructionsRetrievalMock(retrieval.Instructions):
    method __init__ (line 25) | def __init__(self, documents: list = []):
    method run (line 28) | async def run(self, query: str, project_id: Optional[str] = None):
  class HistoricalQuestionMock (line 32) | class HistoricalQuestionMock(retrieval.HistoricalQuestionRetrieval):
    method __init__ (line 33) | def __init__(self, documents: list = []):
    method run (line 36) | async def run(self, query: str, project_id: Optional[str] = None):
  class IntentClassificationMock (line 40) | class IntentClassificationMock(generation.IntentClassification):
    method __init__ (line 41) | def __init__(self, intent: str = "TEXT_TO_SQL"):
    method run (line 44) | async def run(
  class GenerationMock (line 56) | class GenerationMock(generation.SQLGeneration):
    method __init__ (line 57) | def __init__(self, valid: list = [], invalid: list = []):
    method run (line 61) | async def run(

FILE: wren-ai-service/tests/pytest/services/test_ask.py
  function ask_service (line 23) | def ask_service():
  function indexing_service (line 66) | def indexing_service():
  function service_metadata (line 85) | def service_metadata():
  function mdl_str (line 100) | def mdl_str():
  function test_ask_with_successful_query (line 106) | async def test_ask_with_successful_query(

FILE: wren-ai-service/tests/pytest/services/test_instructions.py
  function instructions_service (line 13) | def instructions_service():
  function test_preparation (line 29) | async def test_preparation(
  function test_with_empty_questions (line 70) | async def test_with_empty_questions(
  function test_with_empty_instructions (line 104) | async def test_with_empty_instructions(
  function test_deletion (line 122) | async def test_deletion(
  function test_delete_single_instruction (line 175) | async def test_delete_single_instruction(
  function test_delete_cross_project_instruction (line 226) | async def test_delete_cross_project_instruction(

FILE: wren-ai-service/tests/pytest/services/test_relationship_recommendation.py
  function mock_pipeline (line 9) | def mock_pipeline():
  function relationship_recommendation_service (line 14) | def relationship_recommendation_service(mock_pipeline):
  function test_recommend_success (line 20) | async def test_recommend_success(relationship_recommendation_service, mo...
  function test_recommend_invalid_mdl (line 34) | async def test_recommend_invalid_mdl(relationship_recommendation_service):
  function test_recommend_pipeline_error (line 47) | async def test_recommend_pipeline_error(
  function test_getitem_existing (line 65) | def test_getitem_existing(relationship_recommendation_service):
  function test_getitem_not_found (line 79) | def test_getitem_not_found(relationship_recommendation_service):
  function test_setitem (line 90) | def test_setitem(relationship_recommendation_service):

FILE: wren-ai-service/tests/pytest/services/test_semantics_description.py
  function service (line 11) | def service():
  function test_generate_semantics_description (line 27) | async def test_generate_semantics_description(
  function test_generate_semantics_description_with_invalid_mdl (line 53) | async def test_generate_semantics_description_with_invalid_mdl(
  function test_generate_semantics_description_with_exception (line 75) | async def test_generate_semantics_description_with_exception(
  function test_get_semantics_description_result (line 103) | def test_get_semantics_description_result(
  function test_get_non_existent_semantics_description_result (line 118) | def test_get_non_existent_semantics_description_result(
  function test_batch_processing_with_multiple_models (line 131) | async def test_batch_processing_with_multiple_models(
  function test_batch_processing_with_custom_chunk_size (line 167) | def test_batch_processing_with_custom_chunk_size(
  function test_batch_processing_partial_failure (line 190) | async def test_batch_processing_partial_failure(
  function test_concurrent_updates_no_race_condition (line 217) | async def test_concurrent_updates_no_race_condition(

FILE: wren-ai-service/tests/pytest/services/test_sql_pairs.py
  function sql_pairs_service (line 13) | def sql_pairs_service():
  function test_preparation (line 29) | async def test_preparation(
  function test_with_empty_question (line 60) | async def test_with_empty_question(
  function test_with_empty_sql_pairs (line 90) | async def test_with_empty_sql_pairs(
  function test_deletion (line 108) | async def test_deletion(
  function test_delete_single_sql_pair (line 151) | async def test_delete_single_sql_pair(
  function test_delete_cross_project_sql_pair (line 192) | async def test_delete_cross_project_sql_pair(

FILE: wren-ai-service/tests/pytest/test_config.py
  function test_settings_default_values (line 8) | def test_settings_default_values():
  function test_settings_env_var_override (line 30) | def test_settings_env_var_override():
  function test_settings_env_dev_override (line 46) | def test_settings_env_dev_override():
  function test_settings_yaml_config_override (line 75) | def test_settings_yaml_config_override():
  function test_settings_components (line 104) | def test_settings_components():

FILE: wren-ai-service/tests/pytest/test_main.py
  function app (line 11) | def app():
  function test_semantics_preparation (line 26) | def test_semantics_preparation(app):
  function test_asks_with_successful_query (line 58) | def test_asks_with_successful_query(app):
  function test_stop_asks (line 91) | def test_stop_asks(app):
  function test_web_error_handler (line 113) | def test_web_error_handler(app):

FILE: wren-ai-service/tests/pytest/test_usecases.py
  function _get_connection_info (line 23) | def _get_connection_info(data_source: str):
  function _prepare_duckdb (line 40) | def _prepare_duckdb(dataset_name: str):
  function _update_wren_engine_configs (line 76) | def _update_wren_engine_configs(configs: list[dict]):
  function _replace_wren_engine_env_variables (line 85) | def _replace_wren_engine_env_variables(engine_type: str, data: dict):
  function is_ai_service_ready (line 104) | def is_ai_service_ready(url: str):
  function test_load_mdl_and_questions (line 112) | def test_load_mdl_and_questions(usecases: list[str]):
  function setup_datasource (line 134) | def setup_datasource(mdl_str: str, dataset: str, dataset_type: str, url:...
  function deploy_mdl (line 168) | def deploy_mdl(mdl_str: str, url: str):
  function ask_question (line 190) | async def ask_question(
  function ask_questions (line 223) | async def ask_questions(
  function str_presenter (line 237) | def str_presenter(dumper, data):

FILE: wren-ai-service/tests/pytest/test_utils.py
  function _mock (line 14) | def _mock(mocker: MockFixture) -> tuple:
  function service_metadata (line 38) | def service_metadata(mocker: MockFixture):
  function test_service_metadata (line 47) | def test_service_metadata(service_metadata: ServiceMetadata):
  function test_trace_metadata (line 59) | def test_trace_metadata(service_metadata: ServiceMetadata, mocker: MockF...
  function test_clean_display_name (line 89) | def test_clean_display_name():

FILE: wren-ai-service/tools/mdl_to_str.py
  function to_str (line 6) | def to_str(mdl: dict) -> str:
  function _args (line 34) | def _args():

FILE: wren-ai-service/tools/run_sql.py
  function _get_connection_info (line 21) | def _get_connection_info(data_source: str):
  function get_data_from_wren_engine (line 38) | def get_data_from_wren_engine(
  function _update_wren_engine_configs (line 87) | def _update_wren_engine_configs(configs: list[dict]):
  function _prepare_duckdb (line 96) | def _prepare_duckdb(dataset_name: str):
  function _replace_wren_engine_env_variables (line 132) | def _replace_wren_engine_env_variables(engine_type: str, data: dict):
  function rerun_wren_engine (line 151) | def rerun_wren_engine(mdl_json: Dict, dataset_type: str, dataset: Option...
  function main (line 186) | def main():

FILE: wren-launcher/commands/dbt.go
  function DbtAutoConvert (line 13) | func DbtAutoConvert() {
  function DbtConvertProject (line 63) | func DbtConvertProject(projectPath, outputDir, profileName, target strin...

FILE: wren-launcher/commands/dbt/converter.go
  type ConvertOptions (line 19) | type ConvertOptions struct
  type ConvertResult (line 30) | type ConvertResult struct
  function ConvertDbtProjectCore (line 40) | func ConvertDbtProjectCore(opts ConvertOptions) (*ConvertResult, error) {
  function handleLocalhostForContainer (line 293) | func handleLocalhostForContainer(host string) string {
  function ConvertDbtCatalogToWrenMDL (line 307) | func ConvertDbtCatalogToWrenMDL(catalogPath string, dataSource DataSourc...
  function preprocessManifestForTests (line 427) | func preprocessManifestForTests(manifestData map[string]interface{}, enu...
  function preprocessSemanticManifestForPrimaryKeys (line 479) | func preprocessSemanticManifestForPrimaryKeys(semanticData map[string]in...
  function generateRelationships (line 512) | func generateRelationships(manifestData map[string]interface{}) []Relati...
  function parseTestsForRelationships (line 578) | func parseTestsForRelationships(fromModelName, columnName string, colMap...
  function extractRelationshipsFromTests (line 602) | func extractRelationshipsFromTests(fromModelName, fromColumnName string,...
  function createOrLinkEnum (line 628) | func createOrLinkEnum(modelName, columnName, columnKey string, values []...
  function processColumnForTests (line 662) | func processColumnForTests(nodeKey, modelName, columnName string, colMap...
  function convertDbtMetricsToWrenMetrics (line 709) | func convertDbtMetricsToWrenMetrics(semanticData map[string]interface{})...
  function buildMeasureLookups (line 770) | func buildMeasureLookups(semanticData map[string]interface{}) (map[strin...
  function findBaseModelForMetric (line 807) | func findBaseModelForMetric(typeParams map[string]interface{}, measureTo...
  function findTimeDimensionsForModel (line 842) | func findTimeDimensionsForModel(semanticData map[string]interface{}, bas...
  function buildAggregationExpression (line 873) | func buildAggregationExpression(metricType string, typeParams map[string...
  function extractDescriptionsFromManifest (line 914) | func extractDescriptionsFromManifest(manifestData map[string]interface{}...
  function buildWrenColumn (line 953) | func buildWrenColumn(colMap map[string]interface{}, nodeKey string, data...
  function convertAndSortColumns (line 988) | func convertAndSortColumns(nodeData map[string]interface{}, nodeKey stri...
  function convertDbtNodeToWrenModel (line 1032) | func convertDbtNodeToWrenModel(nodeKey string, nodeData map[string]inter...
  function getStringFromMap (line 1083) | func getStringFromMap(m map[string]interface{}, key, defaultValue string...
  function getMapFromMap (line 1096) | func getMapFromMap(m map[string]interface{}, key string, defaultValue ma...
  function getModelNameFromNodeKey (line 1107) | func getModelNameFromNodeKey(nodeKey string) string {
  function parseRef (line 1119) | func parseRef(refStr string) string {

FILE: wren-launcher/commands/dbt/data_source.go
  constant integerType (line 17) | integerType     = "integer"
  constant smallintType (line 18) | smallintType    = "smallint"
  constant bigintType (line 19) | bigintType      = "bigint"
  constant floatType (line 20) | floatType       = "float"
  constant decimalType (line 21) | decimalType     = "decimal"
  constant varcharType (line 22) | varcharType     = "varchar"
  constant charType (line 23) | charType        = "char"
  constant textType (line 24) | textType        = "text"
  constant dateType (line 25) | dateType        = "date"
  constant timestampType (line 26) | timestampType   = "timestamp"
  constant timestamptzType (line 27) | timestamptzType = "timestamptz"
  constant doubleType (line 28) | doubleType      = "double"
  constant booleanType (line 29) | booleanType     = "boolean"
  constant jsonType (line 30) | jsonType        = "json"
  constant intervalType (line 31) | intervalType    = "interval"
  constant postgresType (line 32) | postgresType    = "postgres"
  constant integerSQL (line 37) | integerSQL   = "INTEGER"
  constant intSQL (line 38) | intSQL       = "INT"
  constant bigintSQL (line 39) | bigintSQL    = "BIGINT"
  constant varcharSQL (line 40) | varcharSQL   = "VARCHAR"
  constant textSQL (line 41) | textSQL      = "TEXT"
  constant stringSQL (line 42) | stringSQL    = "STRING"
  constant dateSQL (line 43) | dateSQL      = "DATE"
  constant timestampSQL (line 44) | timestampSQL = "TIMESTAMP"
  constant datetimeSQL (line 45) | datetimeSQL  = "DATETIME"
  constant doubleSQL (line 46) | doubleSQL    = "DOUBLE"
  constant floatSQL (line 47) | floatSQL     = "FLOAT"
  constant numericSQL (line 48) | numericSQL   = "NUMERIC"
  constant decimalSQL (line 49) | decimalSQL   = "DECIMAL"
  constant booleanSQL (line 50) | booleanSQL   = "BOOLEAN"
  constant boolSQL (line 51) | boolSQL      = "BOOL"
  constant jsonSQL (line 52) | jsonSQL      = "JSON"
  type DataSource (line 56) | type DataSource interface
  function FromDbtProfiles (line 64) | func FromDbtProfiles(profiles *DbtProfiles) ([]DataSource, error) {
  function convertConnectionToDataSource (line 89) | func convertConnectionToDataSource(conn DbtConnection, dbtHomePath, prof...
  function convertToPostgresDataSource (line 111) | func convertToPostgresDataSource(conn DbtConnection) (*WrenPostgresDataS...
  function convertToMSSQLDataSource (line 135) | func convertToMSSQLDataSource(conn DbtConnection) (*WrenMSSQLDataSource,...
  function convertToLocalFileDataSource (line 156) | func convertToLocalFileDataSource(conn DbtConnection, dbtHome string) (*...
  function convertToMysqlDataSource (line 195) | func convertToMysqlDataSource(conn DbtConnection) (*WrenMysqlDataSource,...
  function convertToBigQueryDataSource (line 220) | func convertToBigQueryDataSource(conn DbtConnection, dbtHomePath string)...
  type WrenLocalFileDataSource (line 310) | type WrenLocalFileDataSource struct
    method GetType (line 316) | func (ds *WrenLocalFileDataSource) GetType() string {
    method Validate (line 321) | func (ds *WrenLocalFileDataSource) Validate() error {
    method MapType (line 331) | func (ds *WrenLocalFileDataSource) MapType(sourceType string) string {
  type WrenPostgresDataSource (line 354) | type WrenPostgresDataSource struct
    method GetType (line 363) | func (ds *WrenPostgresDataSource) GetType() string {
    method Validate (line 368) | func (ds *WrenPostgresDataSource) Validate() error {
    method MapType (line 391) | func (ds *WrenPostgresDataSource) MapType(sourceType string) string {
  type WrenMSSQLDataSource (line 396) | type WrenMSSQLDataSource struct
    method GetType (line 407) | func (ds *WrenMSSQLDataSource) GetType() string {
    method Validate (line 411) | func (ds *WrenMSSQLDataSource) Validate() error {
    method MapType (line 437) | func (ds *WrenMSSQLDataSource) MapType(sourceType string) string {
  type WrenMysqlDataSource (line 475) | type WrenMysqlDataSource struct
    method GetType (line 486) | func (ds *WrenMysqlDataSource) GetType() string {
    method Validate (line 491) | func (ds *WrenMysqlDataSource) Validate() error {
    method MapType (line 514) | func (ds *WrenMysqlDataSource) MapType(sourceType string) string {
  type WrenBigQueryDataSource (line 552) | type WrenBigQueryDataSource struct
    method GetType (line 559) | func (ds *WrenBigQueryDataSource) GetType() string {
    method Validate (line 564) | func (ds *WrenBigQueryDataSource) Validate() error {
    method MapType (line 578) | func (ds *WrenBigQueryDataSource) MapType(sourceType string) string {
  function GetActiveDataSources (line 606) | func GetActiveDataSources(profiles *DbtProfiles, dbtHomePath, profileNam...
  function GetDataSourceByType (line 647) | func GetDataSourceByType(profiles *DbtProfiles, dsType string) ([]DataSo...
  function ValidateAllDataSources (line 664) | func ValidateAllDataSources(profiles *DbtProfiles) error {
  type DefaultDataSource (line 689) | type DefaultDataSource struct
    method GetType (line 692) | func (d *DefaultDataSource) GetType() string {
    method Validate (line 697) | func (d *DefaultDataSource) Validate() error {
    method MapType (line 701) | func (d *DefaultDataSource) MapType(sourceType string) string {

FILE: wren-launcher/commands/dbt/data_source_test.go
  constant testHost (line 12) | testHost     = "localhost"
  constant testUser (line 13) | testUser     = "test_user"
  constant testPassword (line 14) | testPassword = "test_pass"
  constant pgType (line 15) | pgType       = "postgres"
  constant duckdbType (line 16) | duckdbType   = "duckdb"
  function validatePostgresDataSource (line 20) | func validatePostgresDataSource(t *testing.T, ds *WrenPostgresDataSource...
  function TestFromDbtProfiles_Postgres (line 50) | func TestFromDbtProfiles_Postgres(t *testing.T) {
  function TestFromDbtProfiles_PostgresWithDefaultPort (line 87) | func TestFromDbtProfiles_PostgresWithDefaultPort(t *testing.T) {
  function TestFromDbtProfiles_LocalFile (line 148) | func TestFromDbtProfiles_LocalFile(t *testing.T) {
  function TestFromDbtProfiles_UnsupportedType (line 196) | func TestFromDbtProfiles_UnsupportedType(t *testing.T) {
  function TestFromMssqlProfiles (line 223) | func TestFromMssqlProfiles(t *testing.T) {
  function TestFromDbtProfiles_NilProfiles (line 290) | func TestFromDbtProfiles_NilProfiles(t *testing.T) {
  function TestValidateAllDataSources (line 298) | func TestValidateAllDataSources(t *testing.T) {
  function TestFromDbtProfiles_BigQuery (line 344) | func TestFromDbtProfiles_BigQuery(t *testing.T) {
  function TestBigQueryDataSourceValidation (line 499) | func TestBigQueryDataSourceValidation(t *testing.T) {
  function TestPostgresDataSourceValidation (line 553) | func TestPostgresDataSourceValidation(t *testing.T) {
  function TestMysqlDataSourceValidation (line 595) | func TestMysqlDataSourceValidation(t *testing.T) {
  function TestGetActiveDataSources (line 652) | func TestGetActiveDataSources(t *testing.T) {
  function TestGetDataSourceByType (line 718) | func TestGetDataSourceByType(t *testing.T) {
  function TestMapType (line 775) | func TestMapType(t *testing.T) {
  type Validator (line 831) | type Validator interface
  function testDataSourceValidation (line 836) | func testDataSourceValidation(t *testing.T, testName string, validDS Val...

FILE: wren-launcher/commands/dbt/profiles.go
  type DbtProfiles (line 4) | type DbtProfiles struct
  type DbtProfile (line 10) | type DbtProfile struct
  type DbtConnection (line 16) | type DbtConnection struct

FILE: wren-launcher/commands/dbt/profiles_analyzer.go
  function AnalyzeDbtProfiles (line 14) | func AnalyzeDbtProfiles(profilesPath string) (*DbtProfiles, error) {
  function parseProfile (line 55) | func parseProfile(profileMap map[string]interface{}) (*DbtProfile, error) {
  function parseConnection (line 86) | func parseConnection(connectionMap map[string]interface{}) (*DbtConnecti...
  function GetDefaultProfilesPath (line 178) | func GetDefaultProfilesPath() string {
  function FindProfilesFile (line 191) | func FindProfilesFile(projectPath string) (string, error) {

FILE: wren-launcher/commands/dbt/utils.go
  function IsDbtProjectValid (line 9) | func IsDbtProjectValid(projectPath string) bool {
  function DirExists (line 21) | func DirExists(path string) bool {
  function FileExists (line 30) | func FileExists(path string) bool {

FILE: wren-launcher/commands/dbt/wren_mdl.go
  type WrenMDLManifest (line 4) | type WrenMDLManifest struct
  type EnumDefinition (line 17) | type EnumDefinition struct
  type EnumValue (line 22) | type EnumValue struct
  type WrenModel (line 28) | type WrenModel struct
  type TableReference (line 39) | type TableReference struct
  type WrenColumn (line 46) | type WrenColumn struct
  type Relationship (line 58) | type Relationship struct
  type Metric (line 67) | type Metric struct
  type View (line 77) | type View struct

FILE: wren-launcher/commands/launch.go
  function prepareProjectDir (line 22) | func prepareProjectDir() string {
  function evaluateTelemetryPreferences (line 40) | func evaluateTelemetryPreferences() (bool, error) {
  function askForLLMProvider (line 52) | func askForLLMProvider() (string, error) {
  function askForAPIKey (line 77) | func askForAPIKey() (string, error) {
  function askForGenerationModel (line 107) | func askForGenerationModel() (string, error) {
  function askForDbtProjectPath (line 127) | func askForDbtProjectPath() (string, error) {
  function askForDbtProfileName (line 148) | func askForDbtProfileName() (string, error) {
  function askForDbtTarget (line 169) | func askForDbtTarget() (string, error) {
  function askForIncludeStagingModels (line 190) | func askForIncludeStagingModels() (bool, error) {
  function Launch (line 202) | func Launch() {
  function getOpenaiGenerationModel (line 395) | func getOpenaiGenerationModel() (string, bool) {
  function getOpenaiApiKey (line 420) | func getOpenaiApiKey() (string, bool) {
  function getLLMProvider (line 439) | func getLLMProvider() (string, bool) {
  function validateOpenaiApiKey (line 463) | func validateOpenaiApiKey(apiKey string) bool {
  function getDbtProfileAndTarget (line 491) | func getDbtProfileAndTarget() (string, string, error) {
  function processDbtProject (line 511) | func processDbtProject(projectDir string) (string, error) {

FILE: wren-launcher/config/config.go
  constant platformLinuxAmd64 (line 10) | platformLinuxAmd64 = "linux/amd64"
  constant platformLinuxArm64 (line 11) | platformLinuxArm64 = "linux/arm64"
  function InitFlags (line 24) | func InitFlags() {
  function IsExperimentalEngineRustVersion (line 34) | func IsExperimentalEngineRustVersion() bool {
  function GetPlatform (line 38) | func GetPlatform() string {
  function IsTelemetryDisabled (line 58) | func IsTelemetryDisabled() bool {
  function GetOpenaiAPIKey (line 62) | func GetOpenaiAPIKey() string {
  function GetOpenaiGenerationModel (line 66) | func GetOpenaiGenerationModel() string {
  function GetLLMProvider (line 70) | func GetLLMProvider() string {
  function IsDbtEnabled (line 74) | func IsDbtEnabled() bool {

FILE: wren-launcher/main.go
  function main (line 12) | func main() {
  function showHelp (line 41) | func showHelp() {

FILE: wren-launcher/utils/docker.go
  constant WREN_PRODUCT_VERSION (line 26) | WREN_PRODUCT_VERSION	string = "0.29.1"
  constant DOCKER_COMPOSE_YAML_URL (line 27) | DOCKER_COMPOSE_YAML_URL string = "https://raw.githubusercontent.com/Cann...
  constant DOCKER_COMPOSE_ENV_URL (line 28) | DOCKER_COMPOSE_ENV_URL  string = "https://raw.githubusercontent.com/Cann...
  constant AI_SERVICE_CONFIG_URL (line 29) | AI_SERVICE_CONFIG_URL   string = "https://raw.githubusercontent.com/Cann...
  function replaceEnvFileContent (line 41) | func replaceEnvFileContent(content string, projectDir string, openaiApiK...
  function downloadFile (line 93) | func downloadFile(filepath string, url string) error {
  function CheckDockerDaemonRunning (line 113) | func CheckDockerDaemonRunning() (bool, error) {
  function prepareUserUUID (line 133) | func prepareUserUUID(projectDir string) (string, error) {
  function PrepareConfigFileForOpenAI (line 148) | func PrepareConfigFileForOpenAI(projectDir string, generationModel strin...
  function mergeEnvContent (line 179) | func mergeEnvContent(newEnvFile string, envFileContent string) (string, ...
  function PrepareDockerFiles (line 244) | func PrepareDockerFiles(openaiApiKey string, openaiGenerationModel strin...
  function getEnvFilePath (line 320) | func getEnvFilePath(projectDir string) string {
  function getConfigFilePath (line 324) | func getConfigFilePath(projectDir string) string {
  function RunDockerCompose (line 343) | func RunDockerCompose(projectName string, projectDir string, llmProvider...
  function listProcess (line 409) | func listProcess() ([]container.Summary, error) {
  function findWrenUIContainer (line 433) | func findWrenUIContainer() (container.Summary, error) {
  function findAIServiceContainer (line 449) | func findAIServiceContainer() (container.Summary, error) {
  function IfPortUsedByWrenUI (line 464) | func IfPortUsedByWrenUI(port int) bool {
  function IfPortUsedByAIService (line 479) | func IfPortUsedByAIService(port int) bool {
  function CheckUIServiceStarted (line 494) | func CheckUIServiceStarted(url string) error {
  function CheckAIServiceStarted (line 508) | func CheckAIServiceStarted(url string) error {

FILE: wren-launcher/utils/docker_test.go
  function TestFindWrenUIContainer (line 7) | func TestFindWrenUIContainer(t *testing.T) {

FILE: wren-launcher/utils/network.go
  function ifPortUsed (line 10) | func ifPortUsed(port int) bool {
  function FindAvailablePort (line 16) | func FindAvailablePort(defaultPort int) int {

FILE: wren-launcher/utils/os.go
  type OS (line 9) | type OS
  constant Windows (line 13) | Windows OS = iota
  constant Darwin (line 15) | Darwin
  constant Linux (line 17) | Linux
  constant Unknown (line 19) | Unknown
  function DetectOS (line 22) | func DetectOS() OS {
  function Openbrowser (line 35) | func Openbrowser(url string) error {
  function OpenDockerDaemon (line 51) | func OpenDockerDaemon() error {

FILE: wren-launcher/utils/rc.go
  type WrenRC (line 19) | type WrenRC struct
    method getWrenRcFilePath (line 23) | func (w *WrenRC) getWrenRcFilePath() string {
    method ensureRcFile (line 27) | func (w *WrenRC) ensureRcFile() (string, error) {
    method parseInto (line 47) | func (w *WrenRC) parseInto() (map[string]string, error) {
    method Set (line 99) | func (w *WrenRC) Set(key string, value string, override bool) error {
    method write (line 124) | func (w *WrenRC) write(m map[string]string) error {
    method Read (line 143) | func (w *WrenRC) Read(key string) (string, error) {

FILE: wren-launcher/utils/rc_test.go
  function TestReadWriteRcFile (line 8) | func TestReadWriteRcFile(t *testing.T) {
  function TestSet (line 34) | func TestSet(t *testing.T) {

FILE: wren-ui/.yarn/releases/yarn-4.5.3.cjs
  function Nl (line 4) | function Nl(t,e){return Object.assign(new Error(`${t}: ${e}`),{code:t})}
  function z3e (line 4) | function z3e(t){return Nl("EBUSY",t)}
  function J3e (line 4) | function J3e(t,e){return Nl("ENOSYS",`${t}, ${e}`)}
  function X3e (line 4) | function X3e(t){return Nl("EINVAL",`invalid argument, ${t}`)}
  function ho (line 4) | function ho(t){return Nl("EBADF",`bad file descriptor, ${t}`)}
  function Z3e (line 4) | function Z3e(t){return Nl("ENOENT",`no such file or directory, ${t}`)}
  function $3e (line 4) | function $3e(t){return Nl("ENOTDIR",`not a directory, ${t}`)}
  function e_e (line 4) | function e_e(t){return Nl("EISDIR",`illegal operation on a directory, ${...
  function t_e (line 4) | function t_e(t){return Nl("EEXIST",`file already exists, ${t}`)}
  function r_e (line 4) | function r_e(t){return Nl("EROFS",`read-only filesystem, ${t}`)}
  function n_e (line 4) | function n_e(t){return Nl("ENOTEMPTY",`directory not empty, ${t}`)}
  function i_e (line 4) | function i_e(t){return Nl("EOPNOTSUPP",`operation not supported, ${t}`)}
  function dT (line 4) | function dT(){return Nl("ERR_DIR_CLOSED","Directory handle was closed")}
  function AW (line 4) | function AW(){return new lm}
  function s_e (line 4) | function s_e(){return XD(AW())}
  function XD (line 4) | function XD(t){for(let e in t)if(Object.hasOwn(t,e)){let r=t[e];typeof r...
  function o_e (line 4) | function o_e(t){let e=new cm;for(let r in t)if(Object.hasOwn(t,r)){let o...
  function CT (line 4) | function CT(t,e){if(t.atimeMs!==e.atimeMs||t.birthtimeMs!==e.birthtimeMs...
  method constructor (line 4) | constructor(){this.name="";this.path="";this.mode=0}
  method isBlockDevice (line 4) | isBlockDevice(){return!1}
  method isCharacterDevice (line 4) | isCharacterDevice(){return!1}
  method isDirectory (line 4) | isDirectory(){return(this.mode&61440)===16384}
  method isFIFO (line 4) | isFIFO(){return!1}
  method isFile (line 4) | isFile(){return(this.mode&61440)===32768}
  method isSocket (line 4) | isSocket(){return!1}
  method isSymbolicLink (line 4) | isSymbolicLink(){return(this.mode&61440)===40960}
  method constructor (line 4) | constructor(){this.uid=0;this.gid=0;this.size=0;this.blksize=0;this.atim...
  method isBlockDevice (line 4) | isBlockDevice(){return!1}
  method isCharacterDevice (line 4) | isCharacterDevice(){return!1}
  method isDirectory (line 4) | isDirectory(){return(this.mode&61440)===16384}
  method isFIFO (line 4) | isFIFO(){return!1}
  method isFile (line 4) | isFile(){return(this.mode&61440)===32768}
  method isSocket (line 4) | isSocket(){return!1}
  method isSymbolicLink (line 4) | isSymbolicLink(){return(this.mode&61440)===40960}
  method constructor (line 4) | constructor(){this.uid=BigInt(0);this.gid=BigInt(0);this.size=BigInt(0);...
  method isBlockDevice (line 4) | isBlockDevice(){return!1}
  method isCharacterDevice (line 4) | isCharacterDevice(){return!1}
  method isDirectory (line 4) | isDirectory(){return(this.mode&BigInt(61440))===BigInt(16384)}
  method isFIFO (line 4) | isFIFO(){return!1}
  method isFile (line 4) | isFile(){return(this.mode&BigInt(61440))===BigInt(32768)}
  method isSocket (line 4) | isSocket(){return!1}
  method isSymbolicLink (line 4) | isSymbolicLink(){return(this.mode&BigInt(61440))===BigInt(40960)}
  function A_e (line 4) | function A_e(t){let e,r;if(e=t.match(c_e))t=e[1];else if(r=t.match(u_e))...
  function f_e (line 4) | function f_e(t){t=t.replace(/\\/g,"/");let e,r;return(e=t.match(a_e))?t=...
  function ZD (line 4) | function ZD(t,e){return t===Ae?pW(e):wT(e)}
  function $D (line 4) | async function $D(t,e){let r="0123456789abcdef";await t.mkdirPromise(e.i...
  function hW (line 4) | async function hW(t,e,r,o,a){let n=t.pathUtils.normalize(e),u=r.pathUtil...
  function BT (line 4) | async function BT(t,e,r,o,a,n,u){let A=u.didParentExist?await gW(r,o):nu...
  function gW (line 4) | async function gW(t,e){try{return await t.lstatPromise(e)}catch{return n...
  function h_e (line 4) | async function h_e(t,e,r,o,a,n,u,A,p){if(a!==null&&!a.isDirectory())if(p...
  function g_e (line 4) | async function g_e(t,e,r,o,a,n,u,A,p,h){let E=await n.checksumFilePromis...
  function d_e (line 4) | async function d_e(t,e,r,o,a,n,u,A,p){if(a!==null)if(p.overwrite)t.push(...
  function m_e (line 4) | async function m_e(t,e,r,o,a,n,u,A,p){return p.linkStrategy?.type==="Har...
  function y_e (line 4) | async function y_e(t,e,r,o,a,n,u,A,p){if(a!==null)if(p.overwrite)t.push(...
  function eP (line 4) | function eP(t,e,r,o){let a=()=>{let n=r.shift();if(typeof n>"u")return n...
  method constructor (line 4) | constructor(e,r,o={}){this.path=e;this.nextDirent=r;this.opts=o;this.clo...
  method throwIfClosed (line 4) | throwIfClosed(){if(this.closed)throw dT()}
  method [Symbol.asyncIterator] (line 4) | async*[Symbol.asyncIterator](){try{let e;for(;(e=await this.read())!==nu...
  method read (line 4) | read(e){let r=this.readSync();return typeof e<"u"?e(null,r):Promise.reso...
  method readSync (line 4) | readSync(){return this.throwIfClosed(),this.nextDirent()}
  method close (line 4) | close(e){return this.closeSync(),typeof e<"u"?e(null):Promise.resolve()}
  method closeSync (line 4) | closeSync(){this.throwIfClosed(),this.opts.onClose?.(),this.closed=!0}
  function mW (line 4) | function mW(t,e){if(t!==e)throw new Error(`Invalid StatWatcher status: e...
  method constructor (line 4) | constructor(r,o,{bigint:a=!1}={}){super();this.status="ready";this.chang...
  method create (line 4) | static create(r,o,a){let n=new t(r,o,a);return n.start(),n}
  method start (line 4) | start(){mW(this.status,"ready"),this.status="running",this.startTimeout=...
  method stop (line 4) | stop(){mW(this.status,"running"),this.status="stopped",this.startTimeout...
  method stat (line 4) | stat(){try{return this.fakeFs.statSync(this.path,{bigint:this.bigint})}c...
  method makeInterval (line 4) | makeInterval(r){let o=setInterval(()=>{let a=this.stat(),n=this.lastStat...
  method registerChangeListener (line 4) | registerChangeListener(r,o){this.addListener("change",r),this.changeList...
  method unregisterChangeListener (line 4) | unregisterChangeListener(r){this.removeListener("change",r);let o=this.c...
  method unregisterAllChangeListeners (line 4) | unregisterAllChangeListeners(){for(let r of this.changeListeners.keys())...
  method hasChangeListeners (line 4) | hasChangeListeners(){return this.changeListeners.size>0}
  method ref (line 4) | ref(){for(let r of this.changeListeners.values())r.ref();return this}
  method unref (line 4) | unref(){for(let r of this.changeListeners.values())r.unref();return this}
  function um (line 4) | function um(t,e,r,o){let a,n,u,A;switch(typeof r){case"function":a=!1,n=...
  function q0 (line 4) | function q0(t,e,r){let o=rP.get(t);if(typeof o>"u")return;let a=o.get(e)...
  function j0 (line 4) | function j0(t){let e=rP.get(t);if(!(typeof e>"u"))for(let r of e.keys())...
  function E_e (line 4) | function E_e(t){let e=t.match(/\r?\n/g);if(e===null)return IW.EOL;let r=...
  function G0 (line 7) | function G0(t,e){return e.replace(/\r?\n/g,E_e(t))}
  method constructor (line 7) | constructor(e){this.pathUtils=e}
  method genTraversePromise (line 7) | async*genTraversePromise(e,{stableSort:r=!1}={}){let o=[e];for(;o.length...
  method checksumFilePromise (line 7) | async checksumFilePromise(e,{algorithm:r="sha512"}={}){let o=await this....
  method removePromise (line 7) | async removePromise(e,{recursive:r=!0,maxRetries:o=5}={}){let a;try{a=aw...
  method removeSync (line 7) | removeSync(e,{recursive:r=!0}={}){let o;try{o=this.lstatSync(e)}catch(a)...
  method mkdirpPromise (line 7) | async mkdirpPromise(e,{chmod:r,utimes:o}={}){if(e=this.resolve(e),e===th...
  method mkdirpSync (line 7) | mkdirpSync(e,{chmod:r,utimes:o}={}){if(e=this.resolve(e),e===this.pathUt...
  method copyPromise (line 7) | async copyPromise(e,r,{baseFs:o=this,overwrite:a=!0,stableSort:n=!1,stab...
  method copySync (line 7) | copySync(e,r,{baseFs:o=this,overwrite:a=!0}={}){let n=o.lstatSync(r),u=t...
  method changeFilePromise (line 7) | async changeFilePromise(e,r,o={}){return Buffer.isBuffer(r)?this.changeF...
  method changeFileBufferPromise (line 7) | async changeFileBufferPromise(e,r,{mode:o}={}){let a=Buffer.alloc(0);try...
  method changeFileTextPromise (line 7) | async changeFileTextPromise(e,r,{automaticNewlines:o,mode:a}={}){let n="...
  method changeFileSync (line 7) | changeFileSync(e,r,o={}){return Buffer.isBuffer(r)?this.changeFileBuffer...
  method changeFileBufferSync (line 7) | changeFileBufferSync(e,r,{mode:o}={}){let a=Buffer.alloc(0);try{a=this.r...
  method changeFileTextSync (line 7) | changeFileTextSync(e,r,{automaticNewlines:o=!1,mode:a}={}){let n="";try{...
  method movePromise (line 7) | async movePromise(e,r){try{await this.renamePromise(e,r)}catch(o){if(o.c...
  method moveSync (line 7) | moveSync(e,r){try{this.renameSync(e,r)}catch(o){if(o.code==="EXDEV")this...
  method lockPromise (line 7) | async lockPromise(e,r){let o=`${e}.flock`,a=1e3/60,n=Date.now(),u=null,A...
  method readJsonPromise (line 7) | async readJsonPromise(e){let r=await this.readFilePromise(e,"utf8");try{...
  method readJsonSync (line 7) | readJsonSync(e){let r=this.readFileSync(e,"utf8");try{return JSON.parse(...
  method writeJsonPromise (line 7) | async writeJsonPromise(e,r,{compact:o=!1}={}){let a=o?0:2;return await t...
  method writeJsonSync (line 8) | writeJsonSync(e,r,{compact:o=!1}={}){let a=o?0:2;return this.writeFileSy...
  method preserveTimePromise (line 9) | async preserveTimePromise(e,r){let o=await this.lstatPromise(e),a=await ...
  method preserveTimeSync (line 9) | async preserveTimeSync(e,r){let o=this.lstatSync(e),a=r();typeof a<"u"&&...
  method constructor (line 9) | constructor(){super(K)}
  method getExtractHint (line 9) | getExtractHint(e){return this.baseFs.getExtractHint(e)}
  method resolve (line 9) | resolve(e){return this.mapFromBase(this.baseFs.resolve(this.mapToBase(e)))}
  method getRealPath (line 9) | getRealPath(){return this.mapFromBase(this.baseFs.getRealPath())}
  method openPromise (line 9) | async openPromise(e,r,o){return this.baseFs.openPromise(this.mapToBase(e...
  method openSync (line 9) | openSync(e,r,o){return this.baseFs.openSync(this.mapToBase(e),r,o)}
  method opendirPromise (line 9) | async opendirPromise(e,r){return Object.assign(await this.baseFs.opendir...
  method opendirSync (line 9) | opendirSync(e,r){return Object.assign(this.baseFs.opendirSync(this.mapTo...
  method readPromise (line 9) | async readPromise(e,r,o,a,n){return await this.baseFs.readPromise(e,r,o,...
  method readSync (line 9) | readSync(e,r,o,a,n){return this.baseFs.readSync(e,r,o,a,n)}
  method writePromise (line 9) | async writePromise(e,r,o,a,n){return typeof r=="string"?await this.baseF...
  method writeSync (line 9) | writeSync(e,r,o,a,n){return typeof r=="string"?this.baseFs.writeSync(e,r...
  method closePromise (line 9) | async closePromise(e){return this.baseFs.closePromise(e)}
  method closeSync (line 9) | closeSync(e){this.baseFs.closeSync(e)}
  method createReadStream (line 9) | createReadStream(e,r){return this.baseFs.createReadStream(e!==null?this....
  method createWriteStream (line 9) | createWriteStream(e,r){return this.baseFs.createWriteStream(e!==null?thi...
  method realpathPromise (line 9) | async realpathPromise(e){return this.mapFromBase(await this.baseFs.realp...
  method realpathSync (line 9) | realpathSync(e){return this.mapFromBase(this.baseFs.realpathSync(this.ma...
  method existsPromise (line 9) | async existsPromise(e){return this.baseFs.existsPromise(this.mapToBase(e))}
  method existsSync (line 9) | existsSync(e){return this.baseFs.existsSync(this.mapToBase(e))}
  method accessSync (line 9) | accessSync(e,r){return this.baseFs.accessSync(this.mapToBase(e),r)}
  method accessPromise (line 9) | async accessPromise(e,r){return this.baseFs.accessPromise(this.mapToBase...
  method statPromise (line 9) | async statPromise(e,r){return this.baseFs.statPromise(this.mapToBase(e),r)}
  method statSync (line 9) | statSync(e,r){return this.baseFs.statSync(this.mapToBase(e),r)}
  method fstatPromise (line 9) | async fstatPromise(e,r){return this.baseFs.fstatPromise(e,r)}
  method fstatSync (line 9) | fstatSync(e,r){return this.baseFs.fstatSync(e,r)}
  method lstatPromise (line 9) | lstatPromise(e,r){return this.baseFs.lstatPromise(this.mapToBase(e),r)}
  method lstatSync (line 9) | lstatSync(e,r){return this.baseFs.lstatSync(this.mapToBase(e),r)}
  method fchmodPromise (line 9) | async fchmodPromise(e,r){return this.baseFs.fchmodPromise(e,r)}
  method fchmodSync (line 9) | fchmodSync(e,r){return this.baseFs.fchmodSync(e,r)}
  method chmodPromise (line 9) | async chmodPromise(e,r){return this.baseFs.chmodPromise(this.mapToBase(e...
  method chmodSync (line 9) | chmodSync(e,r){return this.baseFs.chmodSync(this.mapToBase(e),r)}
  method fchownPromise (line 9) | async fchownPromise(e,r,o){return this.baseFs.fchownPromise(e,r,o)}
  method fchownSync (line 9) | fchownSync(e,r,o){return this.baseFs.fchownSync(e,r,o)}
  method chownPromise (line 9) | async chownPromise(e,r,o){return this.baseFs.chownPromise(this.mapToBase...
  method chownSync (line 9) | chownSync(e,r,o){return this.baseFs.chownSync(this.mapToBase(e),r,o)}
  method renamePromise (line 9) | async renamePromise(e,r){return this.baseFs.renamePromise(this.mapToBase...
  method renameSync (line 9) | renameSync(e,r){return this.baseFs.renameSync(this.mapToBase(e),this.map...
  method copyFilePromise (line 9) | async copyFilePromise(e,r,o=0){return this.baseFs.copyFilePromise(this.m...
  method copyFileSync (line 9) | copyFileSync(e,r,o=0){return this.baseFs.copyFileSync(this.mapToBase(e),...
  method appendFilePromise (line 9) | async appendFilePromise(e,r,o){return this.baseFs.appendFilePromise(this...
  method appendFileSync (line 9) | appendFileSync(e,r,o){return this.baseFs.appendFileSync(this.fsMapToBase...
  method writeFilePromise (line 9) | async writeFilePromise(e,r,o){return this.baseFs.writeFilePromise(this.f...
  method writeFileSync (line 9) | writeFileSync(e,r,o){return this.baseFs.writeFileSync(this.fsMapToBase(e...
  method unlinkPromise (line 9) | async unlinkPromise(e){return this.baseFs.unlinkPromise(this.mapToBase(e))}
  method unlinkSync (line 9) | unlinkSync(e){return this.baseFs.unlinkSync(this.mapToBase(e))}
  method utimesPromise (line 9) | async utimesPromise(e,r,o){return this.baseFs.utimesPromise(this.mapToBa...
  method utimesSync (line 9) | utimesSync(e,r,o){return this.baseFs.utimesSync(this.mapToBase(e),r,o)}
  method lutimesPromise (line 9) | async lutimesPromise(e,r,o){return this.baseFs.lutimesPromise(this.mapTo...
  method lutimesSync (line 9) | lutimesSync(e,r,o){return this.baseFs.lutimesSync(this.mapToBase(e),r,o)}
  method mkdirPromise (line 9) | async mkdirPromise(e,r){return this.baseFs.mkdirPromise(this.mapToBase(e...
  method mkdirSync (line 9) | mkdirSync(e,r){return this.baseFs.mkdirSync(this.mapToBase(e),r)}
  method rmdirPromise (line 9) | async rmdirPromise(e,r){return this.baseFs.rmdirPromise(this.mapToBase(e...
  method rmdirSync (line 9) | rmdirSync(e,r){return this.baseFs.rmdirSync(this.mapToBase(e),r)}
  method rmPromise (line 9) | async rmPromise(e,r){return this.baseFs.rmPromise(this.mapToBase(e),r)}
  method rmSync (line 9) | rmSync(e,r){return this.baseFs.rmSync(this.mapToBase(e),r)}
  method linkPromise (line 9) | async linkPromise(e,r){return this.baseFs.linkPromise(this.mapToBase(e),...
  method linkSync (line 9) | linkSync(e,r){return this.baseFs.linkSync(this.mapToBase(e),this.mapToBa...
  method symlinkPromise (line 9) | async symlinkPromise(e,r,o){let a=this.mapToBase(r);if(this.pathUtils.is...
  method symlinkSync (line 9) | symlinkSync(e,r,o){let a=this.mapToBase(r);if(this.pathUtils.isAbsolute(...
  method readFilePromise (line 9) | async readFilePromise(e,r){return this.baseFs.readFilePromise(this.fsMap...
  method readFileSync (line 9) | readFileSync(e,r){return this.baseFs.readFileSync(this.fsMapToBase(e),r)}
  method readdirPromise (line 9) | readdirPromise(e,r){return this.baseFs.readdirPromise(this.mapToBase(e),r)}
  method readdirSync (line 9) | readdirSync(e,r){return this.baseFs.readdirSync(this.mapToBase(e),r)}
  method readlinkPromise (line 9) | async readlinkPromise(e){return this.mapFromBase(await this.baseFs.readl...
  method readlinkSync (line 9) | readlinkSync(e){return this.mapFromBase(this.baseFs.readlinkSync(this.ma...
  method truncatePromise (line 9) | async truncatePromise(e,r){return this.baseFs.truncatePromise(this.mapTo...
  method truncateSync (line 9) | truncateSync(e,r){return this.baseFs.truncateSync(this.mapToBase(e),r)}
  method ftruncatePromise (line 9) | async ftruncatePromise(e,r){return this.baseFs.ftruncatePromise(e,r)}
  method ftruncateSync (line 9) | ftruncateSync(e,r){return this.baseFs.ftruncateSync(e,r)}
  method watch (line 9) | watch(e,r,o){return this.baseFs.watch(this.mapToBase(e),r,o)}
  method watchFile (line 9) | watchFile(e,r,o){return this.baseFs.watchFile(this.mapToBase(e),r,o)}
  method unwatchFile (line 9) | unwatchFile(e,r){return this.baseFs.unwatchFile(this.mapToBase(e),r)}
  method fsMapToBase (line 9) | fsMapToBase(e){return typeof e=="number"?e:this.mapToBase(e)}
  method constructor (line 9) | constructor(e,{baseFs:r,pathUtils:o}){super(o),this.target=e,this.baseFs=r}
  method getRealPath (line 9) | getRealPath(){return this.target}
  method getBaseFs (line 9) | getBaseFs(){return this.baseFs}
  method mapFromBase (line 9) | mapFromBase(e){return e}
  method mapToBase (line 9) | mapToBase(e){return e}
  function BW (line 9) | function BW(t){let e=t;return typeof t.path=="string"&&(e.path=Ae.toPort...
  method constructor (line 9) | constructor(e=vW.default){super(),this.realFs=e}
  method getExtractHint (line 9) | getExtractHint(){return!1}
  method getRealPath (line 9) | getRealPath(){return Bt.root}
  method resolve (line 9) | resolve(e){return K.resolve(e)}
  method openPromise (line 9) | async openPromise(e,r,o){return await new Promise((a,n)=>{this.realFs.op...
  method openSync (line 9) | openSync(e,r,o){return this.realFs.openSync(Ae.fromPortablePath(e),r,o)}
  method opendirPromise (line 9) | async opendirPromise(e,r){return await new Promise((o,a)=>{typeof r<"u"?...
  method opendirSync (line 9) | opendirSync(e,r){let a=typeof r<"u"?this.realFs.opendirSync(Ae.fromPorta...
  method readPromise (line 9) | async readPromise(e,r,o=0,a=0,n=-1){return await new Promise((u,A)=>{thi...
  method readSync (line 9) | readSync(e,r,o,a,n){return this.realFs.readSync(e,r,o,a,n)}
  method writePromise (line 9) | async writePromise(e,r,o,a,n){return await new Promise((u,A)=>typeof r==...
  method writeSync (line 9) | writeSync(e,r,o,a,n){return typeof r=="string"?this.realFs.writeSync(e,r...
  method closePromise (line 9) | async closePromise(e){await new Promise((r,o)=>{this.realFs.close(e,this...
  method closeSync (line 9) | closeSync(e){this.realFs.closeSync(e)}
  method createReadStream (line 9) | createReadStream(e,r){let o=e!==null?Ae.fromPortablePath(e):e;return thi...
  method createWriteStream (line 9) | createWriteStream(e,r){let o=e!==null?Ae.fromPortablePath(e):e;return th...
  method realpathPromise (line 9) | async realpathPromise(e){return await new Promise((r,o)=>{this.realFs.re...
  method realpathSync (line 9) | realpathSync(e){return Ae.toPortablePath(this.realFs.realpathSync(Ae.fro...
  method existsPromise (line 9) | async existsPromise(e){return await new Promise(r=>{this.realFs.exists(A...
  method accessSync (line 9) | accessSync(e,r){return this.realFs.accessSync(Ae.fromPortablePath(e),r)}
  method accessPromise (line 9) | async accessPromise(e,r){return await new Promise((o,a)=>{this.realFs.ac...
  method existsSync (line 9) | existsSync(e){return this.realFs.existsSync(Ae.fromPortablePath(e))}
  method statPromise (line 9) | async statPromise(e,r){return await new Promise((o,a)=>{r?this.realFs.st...
  method statSync (line 9) | statSync(e,r){return r?this.realFs.statSync(Ae.fromPortablePath(e),r):th...
  method fstatPromise (line 9) | async fstatPromise(e,r){return await new Promise((o,a)=>{r?this.realFs.f...
  method fstatSync (line 9) | fstatSync(e,r){return r?this.realFs.fstatSync(e,r):this.realFs.fstatSync...
  method lstatPromise (line 9) | async lstatPromise(e,r){return await new Promise((o,a)=>{r?this.realFs.l...
  method lstatSync (line 9) | lstatSync(e,r){return r?this.realFs.lstatSync(Ae.fromPortablePath(e),r):...
  method fchmodPromise (line 9) | async fchmodPromise(e,r){return await new Promise((o,a)=>{this.realFs.fc...
  method fchmodSync (line 9) | fchmodSync(e,r){return this.realFs.fchmodSync(e,r)}
  method chmodPromise (line 9) | async chmodPromise(e,r){return await new Promise((o,a)=>{this.realFs.chm...
  method chmodSync (line 9) | chmodSync(e,r){return this.realFs.chmodSync(Ae.fromPortablePath(e),r)}
  method fchownPromise (line 9) | async fchownPromise(e,r,o){return await new Promise((a,n)=>{this.realFs....
  method fchownSync (line 9) | fchownSync(e,r,o){return this.realFs.fchownSync(e,r,o)}
  method chownPromise (line 9) | async chownPromise(e,r,o){return await new Promise((a,n)=>{this.realFs.c...
  method chownSync (line 9) | chownSync(e,r,o){return this.realFs.chownSync(Ae.fromPortablePath(e),r,o)}
  method renamePromise (line 9) | async renamePromise(e,r){return await new Promise((o,a)=>{this.realFs.re...
  method renameSync (line 9) | renameSync(e,r){return this.realFs.renameSync(Ae.fromPortablePath(e),Ae....
  method copyFilePromise (line 9) | async copyFilePromise(e,r,o=0){return await new Promise((a,n)=>{this.rea...
  method copyFileSync (line 9) | copyFileSync(e,r,o=0){return this.realFs.copyFileSync(Ae.fromPortablePat...
  method appendFilePromise (line 9) | async appendFilePromise(e,r,o){return await new Promise((a,n)=>{let u=ty...
  method appendFileSync (line 9) | appendFileSync(e,r,o){let a=typeof e=="string"?Ae.fromPortablePath(e):e;...
  method writeFilePromise (line 9) | async writeFilePromise(e,r,o){return await new Promise((a,n)=>{let u=typ...
  method writeFileSync (line 9) | writeFileSync(e,r,o){let a=typeof e=="string"?Ae.fromPortablePath(e):e;o...
  method unlinkPromise (line 9) | async unlinkPromise(e){return await new Promise((r,o)=>{this.realFs.unli...
  method unlinkSync (line 9) | unlinkSync(e){return this.realFs.unlinkSync(Ae.fromPortablePath(e))}
  method utimesPromise (line 9) | async utimesPromise(e,r,o){return await new Promise((a,n)=>{this.realFs....
  method utimesSync (line 9) | utimesSync(e,r,o){this.realFs.utimesSync(Ae.fromPortablePath(e),r,o)}
  method lutimesPromise (line 9) | async lutimesPromise(e,r,o){return await new Promise((a,n)=>{this.realFs...
  method lutimesSync (line 9) | lutimesSync(e,r,o){this.realFs.lutimesSync(Ae.fromPortablePath(e),r,o)}
  method mkdirPromise (line 9) | async mkdirPromise(e,r){return await new Promise((o,a)=>{this.realFs.mkd...
  method mkdirSync (line 9) | mkdirSync(e,r){return this.realFs.mkdirSync(Ae.fromPortablePath(e),r)}
  method rmdirPromise (line 9) | async rmdirPromise(e,r){return await new Promise((o,a)=>{r?this.realFs.r...
  method rmdirSync (line 9) | rmdirSync(e,r){return this.realFs.rmdirSync(Ae.fromPortablePath(e),r)}
  method rmPromise (line 9) | async rmPromise(e,r){return await new Promise((o,a)=>{r?this.realFs.rm(A...
  method rmSync (line 9) | rmSync(e,r){return this.realFs.rmSync(Ae.fromPortablePath(e),r)}
  method linkPromise (line 9) | async linkPromise(e,r){return await new Promise((o,a)=>{this.realFs.link...
  method linkSync (line 9) | linkSync(e,r){return this.realFs.linkSync(Ae.fromPortablePath(e),Ae.from...
  method symlinkPromise (line 9) | async symlinkPromise(e,r,o){return await new Promise((a,n)=>{this.realFs...
  method symlinkSync (line 9) | symlinkSync(e,r,o){return this.realFs.symlinkSync(Ae.fromPortablePath(e....
  method readFilePromise (line 9) | async readFilePromise(e,r){return await new Promise((o,a)=>{let n=typeof...
  method readFileSync (line 9) | readFileSync(e,r){let o=typeof e=="string"?Ae.fromPortablePath(e):e;retu...
  method readdirPromise (line 9) | async readdirPromise(e,r){return await new Promise((o,a)=>{r?r.recursive...
  method readdirSync (line 9) | readdirSync(e,r){return r?r.recursive&&process.platform==="win32"?r.with...
  method readlinkPromise (line 9) | async readlinkPromise(e){return await new Promise((r,o)=>{this.realFs.re...
  method readlinkSync (line 9) | readlinkSync(e){return Ae.toPortablePath(this.realFs.readlinkSync(Ae.fro...
  method truncatePromise (line 9) | async truncatePromise(e,r){return await new Promise((o,a)=>{this.realFs....
  method truncateSync (line 9) | truncateSync(e,r){return this.realFs.truncateSync(Ae.fromPortablePath(e)...
  method ftruncatePromise (line 9) | async ftruncatePromise(e,r){return await new Promise((o,a)=>{this.realFs...
  method ftruncateSync (line 9) | ftruncateSync(e,r){return this.realFs.ftruncateSync(e,r)}
  method watch (line 9) | watch(e,r,o){return this.realFs.watch(Ae.fromPortablePath(e),r,o)}
  method watchFile (line 9) | watchFile(e,r,o){return this.realFs.watchFile(Ae.fromPortablePath(e),r,o)}
  method unwatchFile (line 9) | unwatchFile(e,r){return this.realFs.unwatchFile(Ae.fromPortablePath(e),r)}
  method makeCallback (line 9) | makeCallback(e,r){return(o,a)=>{o?r(o):e(a)}}
  method constructor (line 9) | constructor(e,{baseFs:r=new _n}={}){super(K),this.target=this.pathUtils....
  method getRealPath (line 9) | getRealPath(){return this.pathUtils.resolve(this.baseFs.getRealPath(),th...
  method resolve (line 9) | resolve(e){return this.pathUtils.isAbsolute(e)?K.normalize(e):this.baseF...
  method mapFromBase (line 9) | mapFromBase(e){return e}
  method mapToBase (line 9) | mapToBase(e){return this.pathUtils.isAbsolute(e)?e:this.pathUtils.join(t...
  method constructor (line 9) | constructor(e,{baseFs:r=new _n}={}){super(K),this.target=this.pathUtils....
  method getRealPath (line 9) | getRealPath(){return this.pathUtils.resolve(this.baseFs.getRealPath(),th...
  method getTarget (line 9) | getTarget(){return this.target}
  method getBaseFs (line 9) | getBaseFs(){return this.baseFs}
  method mapToBase (line 9) | mapToBase(e){let r=this.pathUtils.normalize(e);if(this.pathUtils.isAbsol...
  method mapFromBase (line 9) | mapFromBase(e){return this.pathUtils.resolve(PW,this.pathUtils.relative(...
  method constructor (line 9) | constructor(r,o){super(o);this.instance=null;this.factory=r}
  method baseFs (line 9) | get baseFs(){return this.instance||(this.instance=this.factory()),this.i...
  method baseFs (line 9) | set baseFs(r){this.instance=r}
  method mapFromBase (line 9) | mapFromBase(r){return r}
  method mapToBase (line 9) | mapToBase(r){return r}
  method constructor (line 9) | constructor({baseFs:r=new _n,filter:o=null,magicByte:a=42,maxOpenFiles:n...
  method getExtractHint (line 9) | getExtractHint(r){return this.baseFs.getExtractHint(r)}
  method getRealPath (line 9) | getRealPath(){return this.baseFs.getRealPath()}
  method saveAndClose (line 9) | saveAndClose(){if(j0(this),this.mountInstances)for(let[r,{childFs:o}]of ...
  method discardAndClose (line 9) | discardAndClose(){if(j0(this),this.mountInstances)for(let[r,{childFs:o}]...
  method resolve (line 9) | resolve(r){return this.baseFs.resolve(r)}
  method remapFd (line 9) | remapFd(r,o){let a=this.nextFd++|this.magic;return this.fdMap.set(a,[r,o...
  method openPromise (line 9) | async openPromise(r,o,a){return await this.makeCallPromise(r,async()=>aw...
  method openSync (line 9) | openSync(r,o,a){return this.makeCallSync(r,()=>this.baseFs.openSync(r,o,...
  method opendirPromise (line 9) | async opendirPromise(r,o){return await this.makeCallPromise(r,async()=>a...
  method opendirSync (line 9) | opendirSync(r,o){return this.makeCallSync(r,()=>this.baseFs.opendirSync(...
  method readPromise (line 9) | async readPromise(r,o,a,n,u){if((r&va)!==this.magic)return await this.ba...
  method readSync (line 9) | readSync(r,o,a,n,u){if((r&va)!==this.magic)return this.baseFs.readSync(r...
  method writePromise (line 9) | async writePromise(r,o,a,n,u){if((r&va)!==this.magic)return typeof o=="s...
  method writeSync (line 9) | writeSync(r,o,a,n,u){if((r&va)!==this.magic)return typeof o=="string"?th...
  method closePromise (line 9) | async closePromise(r){if((r&va)!==this.magic)return await this.baseFs.cl...
  method closeSync (line 9) | closeSync(r){if((r&va)!==this.magic)return this.baseFs.closeSync(r);let ...
  method createReadStream (line 9) | createReadStream(r,o){return r===null?this.baseFs.createReadStream(r,o):...
  method createWriteStream (line 9) | createWriteStream(r,o){return r===null?this.baseFs.createWriteStream(r,o...
  method realpathPromise (line 9) | async realpathPromise(r){return await this.makeCallPromise(r,async()=>aw...
  method realpathSync (line 9) | realpathSync(r){return this.makeCallSync(r,()=>this.baseFs.realpathSync(...
  method existsPromise (line 9) | async existsPromise(r){return await this.makeCallPromise(r,async()=>awai...
  method existsSync (line 9) | existsSync(r){return this.makeCallSync(r,()=>this.baseFs.existsSync(r),(...
  method accessPromise (line 9) | async accessPromise(r,o){return await this.makeCallPromise(r,async()=>aw...
  method accessSync (line 9) | accessSync(r,o){return this.makeCallSync(r,()=>this.baseFs.accessSync(r,...
  method statPromise (line 9) | async statPromise(r,o){return await this.makeCallPromise(r,async()=>awai...
  method statSync (line 9) | statSync(r,o){return this.makeCallSync(r,()=>this.baseFs.statSync(r,o),(...
  method fstatPromise (line 9) | async fstatPromise(r,o){if((r&va)!==this.magic)return this.baseFs.fstatP...
  method fstatSync (line 9) | fstatSync(r,o){if((r&va)!==this.magic)return this.baseFs.fstatSync(r,o);...
  method lstatPromise (line 9) | async lstatPromise(r,o){return await this.makeCallPromise(r,async()=>awa...
  method lstatSync (line 9) | lstatSync(r,o){return this.makeCallSync(r,()=>this.baseFs.lstatSync(r,o)...
  method fchmodPromise (line 9) | async fchmodPromise(r,o){if((r&va)!==this.magic)return this.baseFs.fchmo...
  method fchmodSync (line 9) | fchmodSync(r,o){if((r&va)!==this.magic)return this.baseFs.fchmodSync(r,o...
  method chmodPromise (line 9) | async chmodPromise(r,o){return await this.makeCallPromise(r,async()=>awa...
  method chmodSync (line 9) | chmodSync(r,o){return this.makeCallSync(r,()=>this.baseFs.chmodSync(r,o)...
  method fchownPromise (line 9) | async fchownPromise(r,o,a){if((r&va)!==this.magic)return this.baseFs.fch...
  method fchownSync (line 9) | fchownSync(r,o,a){if((r&va)!==this.magic)return this.baseFs.fchownSync(r...
  method chownPromise (line 9) | async chownPromise(r,o,a){return await this.makeCallPromise(r,async()=>a...
  method chownSync (line 9) | chownSync(r,o,a){return this.makeCallSync(r,()=>this.baseFs.chownSync(r,...
  method renamePromise (line 9) | async renamePromise(r,o){return await this.makeCallPromise(r,async()=>aw...
  method renameSync (line 9) | renameSync(r,o){return this.makeCallSync(r,()=>this.makeCallSync(o,()=>t...
  method copyFilePromise (line 9) | async copyFilePromise(r,o,a=0){let n=async(u,A,p,h)=>{if(a&K0.constants....
  method copyFileSync (line 9) | copyFileSync(r,o,a=0){let n=(u,A,p,h)=>{if(a&K0.constants.COPYFILE_FICLO...
  method appendFilePromise (line 9) | async appendFilePromise(r,o,a){return await this.makeCallPromise(r,async...
  method appendFileSync (line 9) | appendFileSync(r,o,a){return this.makeCallSync(r,()=>this.baseFs.appendF...
  method writeFilePromise (line 9) | async writeFilePromise(r,o,a){return await this.makeCallPromise(r,async(...
  method writeFileSync (line 9) | writeFileSync(r,o,a){return this.makeCallSync(r,()=>this.baseFs.writeFil...
  method unlinkPromise (line 9) | async unlinkPromise(r){return await this.makeCallPromise(r,async()=>awai...
  method unlinkSync (line 9) | unlinkSync(r){return this.makeCallSync(r,()=>this.baseFs.unlinkSync(r),(...
  method utimesPromise (line 9) | async utimesPromise(r,o,a){return await this.makeCallPromise(r,async()=>...
  method utimesSync (line 9) | utimesSync(r,o,a){return this.makeCallSync(r,()=>this.baseFs.utimesSync(...
  method lutimesPromise (line 9) | async lutimesPromise(r,o,a){return await this.makeCallPromise(r,async()=...
  method lutimesSync (line 9) | lutimesSync(r,o,a){return this.makeCallSync(r,()=>this.baseFs.lutimesSyn...
  method mkdirPromise (line 9) | async mkdirPromise(r,o){return await this.makeCallPromise(r,async()=>awa...
  method mkdirSync (line 9) | mkdirSync(r,o){return this.makeCallSync(r,()=>this.baseFs.mkdirSync(r,o)...
  method rmdirPromise (line 9) | async rmdirPromise(r,o){return await this.makeCallPromise(r,async()=>awa...
  method rmdirSync (line 9) | rmdirSync(r,o){return this.makeCallSync(r,()=>this.baseFs.rmdirSync(r,o)...
  method rmPromise (line 9) | async rmPromise(r,o){return await this.makeCallPromise(r,async()=>await ...
  method rmSync (line 9) | rmSync(r,o){return this.makeCallSync(r,()=>this.baseFs.rmSync(r,o),(a,{s...
  method linkPromise (line 9) | async linkPromise(r,o){return await this.makeCallPromise(o,async()=>awai...
  method linkSync (line 9) | linkSync(r,o){return this.makeCallSync(o,()=>this.baseFs.linkSync(r,o),(...
  method symlinkPromise (line 9) | async symlinkPromise(r,o,a){return await this.makeCallPromise(o,async()=...
  method symlinkSync (line 9) | symlinkSync(r,o,a){return this.makeCallSync(o,()=>this.baseFs.symlinkSyn...
  method readFilePromise (line 9) | async readFilePromise(r,o){return this.makeCallPromise(r,async()=>await ...
  method readFileSync (line 9) | readFileSync(r,o){return this.makeCallSync(r,()=>this.baseFs.readFileSyn...
  method readdirPromise (line 9) | async readdirPromise(r,o){return await this.makeCallPromise(r,async()=>a...
  method readdirSync (line 9) | readdirSync(r,o){return this.makeCallSync(r,()=>this.baseFs.readdirSync(...
  method readlinkPromise (line 9) | async readlinkPromise(r){return await this.makeCallPromise(r,async()=>aw...
  method readlinkSync (line 9) | readlinkSync(r){return this.makeCallSync(r,()=>this.baseFs.readlinkSync(...
  method truncatePromise (line 9) | async truncatePromise(r,o){return await this.makeCallPromise(r,async()=>...
  method truncateSync (line 9) | truncateSync(r,o){return this.makeCallSync(r,()=>this.baseFs.truncateSyn...
  method ftruncatePromise (line 9) | async ftruncatePromise(r,o){if((r&va)!==this.magic)return this.baseFs.ft...
  method ftruncateSync (line 9) | ftruncateSync(r,o){if((r&va)!==this.magic)return this.baseFs.ftruncateSy...
  method watch (line 9) | watch(r,o,a){return this.makeCallSync(r,()=>this.baseFs.watch(r,o,a),(n,...
  method watchFile (line 9) | watchFile(r,o,a){return this.makeCallSync(r,()=>this.baseFs.watchFile(r,...
  method unwatchFile (line 9) | unwatchFile(r,o){return this.makeCallSync(r,()=>this.baseFs.unwatchFile(...
  method makeCallPromise (line 9) | async makeCallPromise(r,o,a,{requireSubpath:n=!0}={}){if(typeof r!="stri...
  method makeCallSync (line 9) | makeCallSync(r,o,a,{requireSubpath:n=!0}={}){if(typeof r!="string")retur...
  method findMount (line 9) | findMount(r){if(this.filter&&!this.filter.test(r))return null;let o="";f...
  method limitOpenFiles (line 9) | limitOpenFiles(r){if(this.mountInstances===null)return;let o=Date.now(),...
  method getMountPromise (line 9) | async getMountPromise(r,o){if(this.mountInstances){let a=this.mountInsta...
  method getMountSync (line 9) | getMountSync(r,o){if(this.mountInstances){let a=this.mountInstances.get(...
  method constructor (line 9) | constructor(){super(K)}
  method getExtractHint (line 9) | getExtractHint(){throw $t()}
  method getRealPath (line 9) | getRealPath(){throw $t()}
  method resolve (line 9) | resolve(){throw $t()}
  method openPromise (line 9) | async openPromise(){throw $t()}
  method openSync (line 9) | openSync(){throw $t()}
  method opendirPromise (line 9) | async opendirPromise(){throw $t()}
  method opendirSync (line 9) | opendirSync(){throw $t()}
  method readPromise (line 9) | async readPromise(){throw $t()}
  method readSync (line 9) | readSync(){throw $t()}
  method writePromise (line 9) | async writePromise(){throw $t()}
  method writeSync (line 9) | writeSync(){throw $t()}
  method closePromise (line 9) | async closePromise(){throw $t()}
  method closeSync (line 9) | closeSync(){throw $t()}
  method createWriteStream (line 9) | createWriteStream(){throw $t()}
  method createReadStream (line 9) | createReadStream(){throw $t()}
  method realpathPromise (line 9) | async realpathPromise(){throw $t()}
  method realpathSync (line 9) | realpathSync(){throw $t()}
  method readdirPromise (line 9) | async readdirPromise(){throw $t()}
  method readdirSync (line 9) | readdirSync(){throw $t()}
  method existsPromise (line 9) | async existsPromise(e){throw $t()}
  method existsSync (line 9) | existsSync(e){throw $t()}
  method accessPromise (line 9) | async accessPromise(){throw $t()}
  method accessSync (line 9) | accessSync(){throw $t()}
  method statPromise (line 9) | async statPromise(){throw $t()}
  method statSync (line 9) | statSync(){throw $t()}
  method fstatPromise (line 9) | async fstatPromise(e){throw $t()}
  method fstatSync (line 9) | fstatSync(e){throw $t()}
  method lstatPromise (line 9) | async lstatPromise(e){throw $t()}
  method lstatSync (line 9) | lstatSync(e){throw $t()}
  method fchmodPromise (line 9) | async fchmodPromise(){throw $t()}
  method fchmodSync (line 9) | fchmodSync(){throw $t()}
  method chmodPromise (line 9) | async chmodPromise(){throw $t()}
  method chmodSync (line 9) | chmodSync(){throw $t()}
  method fchownPromise (line 9) | async fchownPromise(){throw $t()}
  method fchownSync (line 9) | fchownSync(){throw $t()}
  method chownPromise (line 9) | async chownPromise(){throw $t()}
  method chownSync (line 9) | chownSync(){throw $t()}
  method mkdirPromise (line 9) | async mkdirPromise(){throw $t()}
  method mkdirSync (line 9) | mkdirSync(){throw $t()}
  method rmdirPromise (line 9) | async rmdirPromise(){throw $t()}
  method rmdirSync (line 9) | rmdirSync(){throw $t()}
  method rmPromise (line 9) | async rmPromise(){throw $t()}
  method rmSync (line 9) | rmSync(){throw $t()}
  method linkPromise (line 9) | async linkPromise(){throw $t()}
  method linkSync (line 9) | linkSync(){throw $t()}
  method symlinkPromise (line 9) | async symlinkPromise(){throw $t()}
  method symlinkSync (line 9) | symlinkSync(){throw $t()}
  method renamePromise (line 9) | async renamePromise(){throw $t()}
  method renameSync (line 9) | renameSync(){throw $t()}
  method copyFilePromise (line 9) | async copyFilePromise(){throw $t()}
  method copyFileSync (line 9) | copyFileSync(){throw $t()}
  method appendFilePromise (line 9) | async appendFilePromise(){throw $t()}
  method appendFileSync (line 9) | appendFileSync(){throw $t()}
  method writeFilePromise (line 9) | async writeFilePromise(){throw $t()}
  method writeFileSync (line 9) | writeFileSync(){throw $t()}
  method unlinkPromise (line 9) | async unlinkPromise(){throw $t()}
  method unlinkSync (line 9) | unlinkSync(){throw $t()}
  method utimesPromise (line 9) | async utimesPromise(){throw $t()}
  method utimesSync (line 9) | utimesSync(){throw $t()}
  method lutimesPromise (line 9) | async lutimesPromise(){throw $t()}
  method lutimesSync (line 9) | lutimesSync(){throw $t()}
  method readFilePromise (line 9) | async readFilePromise(){throw $t()}
  method readFileSync (line 9) | readFileSync(){throw $t()}
  method readlinkPromise (line 9) | async readlinkPromise(){throw $t()}
  method readlinkSync (line 9) | readlinkSync(){throw $t()}
  method truncatePromise (line 9) | async truncatePromise(){throw $t()}
  method truncateSync (line 9) | truncateSync(){throw $t()}
  method ftruncatePromise (line 9) | async ftruncatePromise(e,r){throw $t()}
  method ftruncateSync (line 9) | ftruncateSync(e,r){throw $t()}
  method watch (line 9) | watch(){throw $t()}
  method watchFile (line 9) | watchFile(){throw $t()}
  method unwatchFile (line 9) | unwatchFile(){throw $t()}
  method constructor (line 9) | constructor(e){super(Ae),this.baseFs=e}
  method mapFromBase (line 9) | mapFromBase(e){return Ae.fromPortablePath(e)}
  method mapToBase (line 9) | mapToBase(e){return Ae.toPortablePath(e)}
  method makeVirtualPath (line 9) | static makeVirtualPath(e,r,o){if(K.basename(e)!=="__virtual__")throw new...
  method resolveVirtual (line 9) | static resolveVirtual(e){let r=e.match(PT);if(!r||!r[3]&&r[5])return e;l...
  method constructor (line 9) | constructor({baseFs:e=new _n}={}){super(K),this.baseFs=e}
  method getExtractHint (line 9) | getExtractHint(e){return this.baseFs.getExtractHint(e)}
  method getRealPath (line 9) | getRealPath(){return this.baseFs.getRealPath()}
  method realpathSync (line 9) | realpathSync(e){let r=e.match(PT);if(!r)return this.baseFs.realpathSync(...
  method realpathPromise (line 9) | async realpathPromise(e){let r=e.match(PT);if(!r)return await this.baseF...
  method mapToBase (line 9) | mapToBase(e){if(e==="")return e;if(this.pathUtils.isAbsolute(e))return t...
  method mapFromBase (line 9) | mapFromBase(e){return e}
  function w_e (line 9) | function w_e(t,e){return typeof ST.default.isUtf8<"u"?ST.default.isUtf8(...
  method constructor (line 9) | constructor(e){super(Ae),this.baseFs=e}
  method mapFromBase (line 9) | mapFromBase(e){return e}
  method mapToBase (line 9) | mapToBase(e){if(typeof e=="string")return e;if(e instanceof URL)return(0...
  method constructor (line 9) | constructor(e,r){this[UW]=1;this[MW]=void 0;this[OW]=void 0;this[NW]=voi...
  method fd (line 9) | get fd(){return this[df]}
  method appendFile (line 9) | async appendFile(e,r){try{this[_c](this.appendFile);let o=(typeof r=="st...
  method chown (line 9) | async chown(e,r){try{return this[_c](this.chown),await this[go].fchownPr...
  method chmod (line 9) | async chmod(e){try{return this[_c](this.chmod),await this[go].fchmodProm...
  method createReadStream (line 9) | createReadStream(e){return this[go].createReadStream(null,{...e,fd:this....
  method createWriteStream (line 9) | createWriteStream(e){return this[go].createWriteStream(null,{...e,fd:thi...
  method datasync (line 9) | datasync(){throw new Error("Method not implemented.")}
  method sync (line 9) | sync(){throw new Error("Method not implemented.")}
  method read (line 9) | async read(e,r,o,a){try{this[_c](this.read);let n;return Buffer.isBuffer...
  method readFile (line 9) | async readFile(e){try{this[_c](this.readFile);let r=(typeof e=="string"?...
  method readLines (line 9) | readLines(e){return(0,_W.createInterface)({input:this.createReadStream(e...
  method stat (line 9) | async stat(e){try{return this[_c](this.stat),await this[go].fstatPromise...
  method truncate (line 9) | async truncate(e){try{return this[_c](this.truncate),await this[go].ftru...
  method utimes (line 9) | utimes(e,r){throw new Error("Method not implemented.")}
  method writeFile (line 9) | async writeFile(e,r){try{this[_c](this.writeFile);let o=(typeof r=="stri...
  method write (line 9) | async write(...e){try{if(this[_c](this.write),ArrayBuffer.isView(e[0])){...
  method writev (line 9) | async writev(e,r){try{this[_c](this.writev);let o=0;if(typeof r<"u")for(...
  method readv (line 9) | readv(e,r){throw new Error("Method not implemented.")}
  method close (line 9) | close(){if(this[df]===-1)return Promise.resolve();if(this[Yp])return thi...
  method [(go,df,UW=fm,MW=Yp,OW=sP,NW=oP,_c)] (line 9) | [(go,df,UW=fm,MW=Yp,OW=sP,NW=oP,_c)](e){if(this[df]===-1){let r=new Erro...
  method [Hc] (line 9) | [Hc](){if(this[fm]--,this[fm]===0){let e=this[df];this[df]=-1,this[go].c...
  function uw (line 9) | function uw(t,e){e=new iP(e);let r=(o,a,n)=>{let u=o[a];o[a]=n,typeof u?...
  function aP (line 9) | function aP(t,e){let r=Object.create(t);return uw(r,e),r}
  function GW (line 9) | function GW(t){let e=Math.ceil(Math.random()*4294967296).toString(16).pa...
  function WW (line 9) | function WW(){if(xT)return xT;let t=Ae.toPortablePath(YW.default.tmpdir(...
  method detachTemp (line 9) | detachTemp(t){qc.delete(t)}
  method mktempSync (line 9) | mktempSync(t){let{tmpdir:e,realTmpdir:r}=WW();for(;;){let o=GW("xfs-");t...
  method mktempPromise (line 9) | async mktempPromise(t){let{tmpdir:e,realTmpdir:r}=WW();for(;;){let o=GW(...
  method rmtempPromise (line 9) | async rmtempPromise(){await Promise.all(Array.from(qc.values()).map(asyn...
  method rmtempSync (line 9) | rmtempSync(){for(let t of qc)try{ae.removeSync(t),qc.delete(t)}catch{}}
  function v_e (line 9) | function v_e(t,e){var r=e.pathExt!==void 0?e.pathExt:process.env.PATHEXT...
  function zW (line 9) | function zW(t,e,r){return!t.isSymbolicLink()&&!t.isFile()?!1:v_e(e,r)}
  function JW (line 9) | function JW(t,e,r){VW.stat(t,function(o,a){r(o,o?!1:zW(a,t,e))})}
  function D_e (line 9) | function D_e(t,e){return zW(VW.statSync(t),t,e)}
  function eY (line 9) | function eY(t,e,r){$W.stat(t,function(o,a){r(o,o?!1:tY(a,e))})}
  function P_e (line 9) | function P_e(t,e){return tY($W.statSync(t),e)}
  function tY (line 9) | function tY(t,e){return t.isFile()&&S_e(t,e)}
  function S_e (line 9) | function S_e(t,e){var r=t.mode,o=t.uid,a=t.gid,n=e.uid!==void 0?e.uid:pr...
  function bT (line 9) | function bT(t,e,r){if(typeof e=="function"&&(r=e,e={}),!r){if(typeof Pro...
  function x_e (line 9) | function x_e(t,e){try{return lP.sync(t,e||{})}catch(r){if(e&&e.ignoreErr...
  function dY (line 9) | function dY(t,e){let r=t.options.env||process.env,o=process.cwd(),a=t.op...
  function R_e (line 9) | function R_e(t){return dY(t)||dY(t,!0)}
  function T_e (line 9) | function T_e(t){return t=t.replace(QT,"^$1"),t}
  function L_e (line 9) | function L_e(t,e){return t=`${t}`,t=t.replace(/(\\*)"/g,'$1$1\\"'),t=t.r...
  function M_e (line 9) | function M_e(t){let r=Buffer.alloc(150),o;try{o=RT.openSync(t,"r"),RT.re...
  function G_e (line 9) | function G_e(t){t.file=PY(t);let e=t.file&&__e(t.file);return e?(t.args....
  function W_e (line 9) | function W_e(t){if(!H_e)return t;let e=G_e(t),r=!q_e.test(e);if(t.option...
  function Y_e (line 9) | function Y_e(t,e,r){e&&!Array.isArray(e)&&(r=e,e=null),e=e?e.slice(0):[]...
  function LT (line 9) | function LT(t,e){return Object.assign(new Error(`${e} ${t.command} ENOEN...
  function K_e (line 9) | function K_e(t,e){if(!TT)return;let r=t.emit;t.emit=function(o,a){if(o==...
  function kY (line 9) | function kY(t,e){return TT&&t===1&&!e.file?LT(e.original,"spawn"):null}
  function V_e (line 9) | function V_e(t,e){return TT&&t===1&&!e.file?LT(e.original,"spawnSync"):n...
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  function mm (line 12) | function mm(t){return`${HT(t)}${t.then?` ${_T(t.then)}`:""}`}
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  function HT (line 12) | function HT(t){switch(t.type){case"command":return`${t.envs.length>0?`${...
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[
  {
    "path": ".claude/CLAUDE.md",
    "chars": 6854,
    "preview": "# CLAUDE.md\n\nWrenAI is an open-source GenBI (Generative BI) agent that converts natural language questions into SQL quer"
  },
  {
    "path": ".claude/settings.json",
    "chars": 467,
    "preview": "{\n  \"permissions\": {\n    \"allow\": [\n      \"Bash(cd wren-ui && yarn:*)\",\n      \"Bash(cd wren-ai-service && just:*)\",\n    "
  },
  {
    "path": ".editorconfig",
    "chars": 287,
    "preview": "# Editor configuration, see http://editorconfig.org\nroot = true\n\n[*]\ncharset = utf-8\nindent_style = space\nindent_size = "
  },
  {
    "path": ".github/ISSUE_TEMPLATE/bug_report.md",
    "chars": 1152,
    "preview": "---\nname: Bug report\nabout: Create a report to help us improve\ntitle: ''\nlabels: bug\nassignees: ''\n\n---\n\n**Describe the "
  },
  {
    "path": ".github/ISSUE_TEMPLATE/feature_request.md",
    "chars": 608,
    "preview": "---\nname: Feature request\nabout: Suggest an idea for this project\ntitle: ''\nlabels: feature-request\nassignees: ''\n\n---\n\n"
  },
  {
    "path": ".github/dependabot.yaml",
    "chars": 332,
    "preview": "version: 2\nupdates:\n  - package-ecosystem: \"pip\"\n    directory: \"/wren-ai-service\"\n    schedule:\n      interval: \"weekly"
  },
  {
    "path": ".github/workflows/ai-service-release-image.yaml",
    "chars": 3442,
    "preview": "name: AI Service Release image\n\non:\n  workflow_dispatch:\n    inputs:\n      tag_name:\n        description: Docker image t"
  },
  {
    "path": ".github/workflows/ai-service-release-nightly-image.yaml",
    "chars": 3280,
    "preview": "name: AI Service Release nightly image\n\non:\n  push:\n    branches: [main]\n    paths:\n      - 'wren-ai-service/**'\n\nenv:\n "
  },
  {
    "path": ".github/workflows/ai-service-release-stable-image.yaml",
    "chars": 5632,
    "preview": "name: AI Service Release stable image\n\non:\n  workflow_dispatch:\n    inputs:\n      version:\n        description: Give a v"
  },
  {
    "path": ".github/workflows/ai-service-test.yaml",
    "chars": 1756,
    "preview": "# This workflow will install Python dependencies, run tests and lint with a single version of Python\n# For more informat"
  },
  {
    "path": ".github/workflows/create-rc-release-pr.yaml",
    "chars": 2624,
    "preview": "name: Create RC Release PR\n\non:\n  workflow_dispatch:\n    inputs:\n      release_version:\n        description: \"Release ve"
  },
  {
    "path": ".github/workflows/create-rc-release.yaml",
    "chars": 4066,
    "preview": "name: Create RC Release\n\non:\n  workflow_dispatch:\n    inputs:\n      release_version:\n        description: \"Release versi"
  },
  {
    "path": ".github/workflows/pr-tagger.yaml",
    "chars": 5335,
    "preview": "name: PR Tagger\n\non:\n  pull_request:\n    types: [opened, synchronize, reopened]\n    paths:\n      - \"wren-ui/src/**\"\n    "
  },
  {
    "path": ".github/workflows/pull-request-title-validator.yaml",
    "chars": 565,
    "preview": "name: Pull Request Title Validator\n\non:\n  pull_request:\n    paths:\n      - \"wren-ai-service/**\"\n      - \".github/workflo"
  },
  {
    "path": ".github/workflows/ui-lint.yaml",
    "chars": 1684,
    "preview": "# create the github action to run the yarn lint when PR created or pushed to main branch\n#\n\nname: Wren-UI Lint\n\non:\n  pu"
  },
  {
    "path": ".github/workflows/ui-release-image-stable.yaml",
    "chars": 5135,
    "preview": "name: Wren-UI Release stable image\n\non:\n  workflow_dispatch:\n    inputs:\n      version:\n        description: Give a vers"
  },
  {
    "path": ".github/workflows/ui-release-image.yaml",
    "chars": 3465,
    "preview": "name: Wren-UI Release image\n\non:\n  workflow_dispatch:\n    inputs:\n      docker_image_tag_name:\n        description: Dock"
  },
  {
    "path": ".github/workflows/ui-test.yaml",
    "chars": 1623,
    "preview": "# create the github action to run the UI tests when PR created\n\nname: Wren-UI Test\n\non:\n  pull_request:\n    types: [ lab"
  },
  {
    "path": ".github/workflows/wren-launcher-ci.yaml",
    "chars": 2291,
    "preview": "name: Wren Launcher CI\n\non:\n  pull_request:\n    types: [synchronize, labeled]\n    paths:\n      - 'wren-launcher/**'\n    "
  },
  {
    "path": ".gitignore",
    "chars": 1794,
    "preview": "# wren-ai-service\nwren-ai-service/.env.*\nwren-ai-service/config.yaml*\n!wren-ai-service/.env.*.example\n!wren-ai-service/s"
  },
  {
    "path": ".gitmodules",
    "chars": 91,
    "preview": "[submodule \"wren-engine\"]\n\tpath = wren-engine\n\turl = git@github.com:Canner/wren-engine.git\n"
  },
  {
    "path": "CODE_OF_CONDUCT.md",
    "chars": 3304,
    "preview": "## Code of Conduct\n\n### Our Pledge\n\nWe as members, contributors, and leaders pledge to make participation in our communi"
  },
  {
    "path": "CONTRIBUTING.md",
    "chars": 9713,
    "preview": "# Contributing Guidelines\n\n*Pull requests, bug reports, and all other forms of contribution are welcomed and highly enco"
  },
  {
    "path": "LICENSE",
    "chars": 34583,
    "preview": "                    GNU AFFERO GENERAL PUBLIC LICENSE\n                       Version 3, 19 November 2007\n\n Copyright (C)"
  },
  {
    "path": "README.md",
    "chars": 7024,
    "preview": "\n<p align=\"center\" id=\"top\">\n  <a href=\"https://getwren.ai/?utm_source=github&utm_medium=title&utm_campaign=readme\">\n   "
  },
  {
    "path": "SECURITY.md",
    "chars": 1027,
    "preview": "# Security Policy\n## Reporting a Vulnerability\n\nIf you believe you have found a security vulnerability in any Canner-own"
  },
  {
    "path": "deployment/README.md",
    "chars": 125,
    "preview": "# Various deployemnt starategies of the app\n\n- [x] [Docker](../docker/)\n- [x] [Kubernetes: Kustomizations](./kustomizati"
  },
  {
    "path": "deployment/kustomizations/.gitignore",
    "chars": 26,
    "preview": "*.kustomized.yaml\ncharts/*"
  },
  {
    "path": "deployment/kustomizations/README.md",
    "chars": 7251,
    "preview": "# Deployment of Wren AI to Kubernetes with Kustomization\n1. Ensure you satisfy the dependencies required to deploy Wren "
  },
  {
    "path": "deployment/kustomizations/base/cm.yaml",
    "chars": 6999,
    "preview": "apiVersion: v1\nkind: ConfigMap\nmetadata:\n  name: wren-config\ndata:\n  # Wren Engine Service Port\n  WREN_ENGINE_PORT: \"808"
  },
  {
    "path": "deployment/kustomizations/base/deploy-wren-ai-service.yaml",
    "chars": 2028,
    "preview": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n  name: wren-ai-service-deployment\nspec:\n  replicas: 1\n  selector:\n    ma"
  },
  {
    "path": "deployment/kustomizations/base/deploy-wren-engine.yaml",
    "chars": 1364,
    "preview": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n  name: wren-engine-deployment\nspec:\n  replicas: 1\n  selector:\n    matchL"
  },
  {
    "path": "deployment/kustomizations/base/deploy-wren-ibis-server.yaml",
    "chars": 724,
    "preview": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n  name: wren-ibis-server\nspec:\n  replicas: 1\n  selector:\n    matchLabels:"
  },
  {
    "path": "deployment/kustomizations/base/deploy-wren-ui.yaml",
    "chars": 3707,
    "preview": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n  name: wren-ui-deployment\nspec:\n  replicas: 1\n  selector:\n    matchLabel"
  },
  {
    "path": "deployment/kustomizations/base/pvc.yaml",
    "chars": 196,
    "preview": "apiVersion: v1\nkind: PersistentVolumeClaim\nmetadata:\n  name: wren-data-pvc\nspec:\n  accessModes:\n  - ReadWriteOnce\n  reso"
  },
  {
    "path": "deployment/kustomizations/base/svc.yaml",
    "chars": 1552,
    "preview": "# Dependancy https://external-dns.io\n# You may want to add a DNS record for wren-ui.myhost.net host for your k8s Service"
  },
  {
    "path": "deployment/kustomizations/examples/.gitignore",
    "chars": 11,
    "preview": "secret.yaml"
  },
  {
    "path": "deployment/kustomizations/examples/certificate-qdrant_example.yaml",
    "chars": 417,
    "preview": "# To generate valid certificates into qdrant-ai.myhost.net-tls\n# Dependancy: install https://cert-manager.io\napiVersion:"
  },
  {
    "path": "deployment/kustomizations/examples/certificate-wren_example.yaml",
    "chars": 546,
    "preview": "# To generate valid certificates into wren-ui.myhost.net-tls\n# Dependancy: install https://cert-manager.io\napiVersion: c"
  },
  {
    "path": "deployment/kustomizations/examples/ingress-wren_example.yaml",
    "chars": 1833,
    "preview": "# Dependancy https://external-dns.io\n# To add a DNS record for wren-ui.myhost.net host\n# Note: without authentication, e"
  },
  {
    "path": "deployment/kustomizations/examples/secret-wren_example.yaml",
    "chars": 2134,
    "preview": "---\napiVersion: v1\nkind: Secret\nmetadata:\n  name: wrenai-secrets\ntype: Opaque\ndata:\n  # OPENAI_API_KEY is REQUIRED: with"
  },
  {
    "path": "deployment/kustomizations/helm-values-qdrant_1.11.0.yaml",
    "chars": 6143,
    "preview": "replicaCount: 1\n\nimage:\n  repository: docker.io/qdrant/qdrant\n  pullPolicy: IfNotPresent\n  tag: \"v1.11.0\"\n  useUnprivile"
  },
  {
    "path": "deployment/kustomizations/helm-values_postgresql_15.yaml",
    "chars": 179,
    "preview": "auth:\n  secretKeys:\n    adminPasswordKey: postgres-password\n  existingSecret: wrenai-postgresql\n#creates admin_ui databa"
  },
  {
    "path": "deployment/kustomizations/kustomization.yaml",
    "chars": 2127,
    "preview": "##### Dependancies used in this kustomization:\n# nginx.ingress\n# external-dns\n# cert-manager\n# kubectl kustomize\n\n#test "
  },
  {
    "path": "deployment/kustomizations/patches/README.md",
    "chars": 424,
    "preview": "# Example of usefull Patches for Kustomization\n\nPatches from this folder allows to utilize the official unmodified deplo"
  },
  {
    "path": "deployment/kustomizations/patches/cm.yaml",
    "chars": 1028,
    "preview": "- op: replace\n  path: /data\n  value:\n    # Wren Engine Service Port\n    WREN_ENGINE_PORT: \"8080\"\n    # Wren AI Service P"
  },
  {
    "path": "deployment/kustomizations/patches/rm-certificate.yaml",
    "chars": 84,
    "preview": "$patch: delete\napiVersion: v1\nkind: Certificate\nmetadata:\n  name: wren-ui.myhost.net"
  },
  {
    "path": "deployment/kustomizations/patches/rm-ingress.yaml",
    "chars": 175,
    "preview": "$patch: delete\napiVersion: networking.k8s.io/v1\nkind: Ingress\nmetadata:\n  name: wren-ui-ingress\n  annotations:\n    exter"
  },
  {
    "path": "deployment/kustomizations/patches/service.yaml",
    "chars": 219,
    "preview": "- op: replace\n  path: /spec/ipFamilies\n  value:\n    - IPv6\n    - IPv4\n\n- op: replace\n  path: /spec/type\n  value:\n    Loa"
  },
  {
    "path": "docker/README.md",
    "chars": 1724,
    "preview": "## Service\n\n- `wren-engine`: the engine service. check out example here: [wren-engine\n  /example](https://github.com/Can"
  },
  {
    "path": "docker/bootstrap/Dockerfile",
    "chars": 42,
    "preview": "FROM busybox\n\nWORKDIR /app\nCOPY init.sh ./"
  },
  {
    "path": "docker/bootstrap/init.sh",
    "chars": 1213,
    "preview": "#!/bin/sh\n# declare a variable from the environment variable: DATA_PATH\ndata_path=${DATA_PATH:-\"./\"}\n\n# touch a empty co"
  },
  {
    "path": "docker/config.example.yaml",
    "chars": 4918,
    "preview": "type: llm\nprovider: litellm_llm\ntimeout: 120\nmodels:\n  - alias: default\n    model: gpt-4.1-nano-2025-04-14\n    context_w"
  },
  {
    "path": "docker/docker-compose-dev.yaml",
    "chars": 2240,
    "preview": "version: \"3\"\n\nvolumes:\n  data:\n\nnetworks:\n  wren:\n    driver: bridge\n\nservices:\n  bootstrap:\n    image: ghcr.io/canner/w"
  },
  {
    "path": "docker/docker-compose.yaml",
    "chars": 3421,
    "preview": "version: \"3\"\n\nvolumes:\n  data:\n\nnetworks:\n  wren:\n    driver: bridge\n\nservices:\n  bootstrap:\n    image: ghcr.io/canner/w"
  },
  {
    "path": "wren-ai-service/.dockerignore",
    "chars": 46,
    "preview": "*\n!src\n!entrypoint.sh\n!pyproject.toml\nsrc/eval"
  },
  {
    "path": "wren-ai-service/.pre-commit-config.yaml",
    "chars": 207,
    "preview": "repos:\n- repo: https://github.com/astral-sh/ruff-pre-commit\n  # Ruff version.\n  rev: v0.2.2\n  hooks:\n    # Run the linte"
  },
  {
    "path": "wren-ai-service/CONTRIBUTING.md",
    "chars": 3389,
    "preview": "# Welcome to Wren AI Service contributing guide\n\nThank you for investing your time in contributing to our project! This "
  },
  {
    "path": "wren-ai-service/Justfile",
    "chars": 2499,
    "preview": "GREEN := \"\\u{001b}[32m\"\nYELLOW := \"\\u{001b}[33m\"\nRESET := \"\\u{001b}[0m\"\n\n## todo: consider to support --override flag to"
  },
  {
    "path": "wren-ai-service/README.md",
    "chars": 3547,
    "preview": "# AI Service of Wren AI\n\n## Concepts\n\nPlease read the [documentation](https://docs.getwren.ai/oss/concept/wren_ai_servic"
  },
  {
    "path": "wren-ai-service/docker/Dockerfile",
    "chars": 806,
    "preview": "# reference: https://medium.com/@albertazzir/blazing-fast-python-docker-builds-with-poetry-a78a66f5aed0\nFROM python:3.12"
  },
  {
    "path": "wren-ai-service/docs/code_design.md",
    "chars": 6955,
    "preview": "# Introduction to the codebase of wren-ai-service\n\n## Table of Contents\n\n- [Purpose](#purpose)\n- [Environment Setup and "
  },
  {
    "path": "wren-ai-service/docs/config_examples/README.md",
    "chars": 1788,
    "preview": "# MUST READ!!!\n\nSince these config files are examples, so **please carefully read the file and comments inside**. Try to"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.anthropic.yaml",
    "chars": 4986,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.azure.yaml",
    "chars": 5835,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.bedrock.yaml",
    "chars": 5785,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.deepseek.yaml",
    "chars": 6085,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.google_ai_studio.yaml",
    "chars": 5580,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.google_vertexai.yaml",
    "chars": 5984,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.grok.yaml",
    "chars": 5608,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.groq.yaml",
    "chars": 5632,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.lm_studio.yaml",
    "chars": 5451,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.ollama.yaml",
    "chars": 6046,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.open_router.yaml",
    "chars": 5056,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.qwen3.yaml",
    "chars": 6678,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/config_examples/config.zhipu.yaml",
    "chars": 6885,
    "preview": "# you should rename this file to config.yaml and put it in ~/.wrenai\n# please pay attention to the comments starting wit"
  },
  {
    "path": "wren-ai-service/docs/configuration.md",
    "chars": 6026,
    "preview": "# AI Service Configuration\n\nThe AI service configuration is managed through a combination of environment variables and a"
  },
  {
    "path": "wren-ai-service/entrypoint.sh",
    "chars": 1557,
    "preview": "#!/bin/bash\nset -e\n\nINTERVAL=1\nTIMEOUT=60\n\n# Wait for qdrant to be responsive\necho \"Waiting for qdrant to start...\"\ncurr"
  },
  {
    "path": "wren-ai-service/eval/.gitignore",
    "chars": 16,
    "preview": ".env\nconfig.yaml"
  },
  {
    "path": "wren-ai-service/eval/README.md",
    "chars": 8053,
    "preview": "# Evaluation Framework\n\nThis document describes the evaluation framework for the Wren AI service. The evaluation framewo"
  },
  {
    "path": "wren-ai-service/eval/__init__.py",
    "chars": 2019,
    "preview": "from pathlib import Path\n\nfrom pydantic import Field, SecretStr\n\nfrom src.config import Settings\n\nSPIDER_DESTINATION_PAT"
  },
  {
    "path": "wren-ai-service/eval/add_samples_to_toml.py",
    "chars": 1164,
    "preview": "import argparse\n\nimport tomlkit\n\nfrom eval.utils import (\n    get_next_few_items_circular,\n)\n\nif __name__ == \"__main__\":"
  },
  {
    "path": "wren-ai-service/eval/data_curation/__init__.py",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "wren-ai-service/eval/data_curation/app.py",
    "chars": 18709,
    "preview": "import asyncio\nimport re\nimport sys\nimport uuid\nfrom datetime import datetime\nfrom pathlib import Path\n\nimport orjson\nim"
  },
  {
    "path": "wren-ai-service/eval/data_curation/utils.py",
    "chars": 7552,
    "preview": "import asyncio\nimport base64\nimport logging\nimport os\nimport re\nimport sys\nfrom pathlib import Path\nfrom typing import L"
  },
  {
    "path": "wren-ai-service/eval/dataset/.gitignore",
    "chars": 13,
    "preview": "*\n!.gitignore"
  },
  {
    "path": "wren-ai-service/eval/dspy_modules/__init__.py",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "wren-ai-service/eval/dspy_modules/ask_generation.py",
    "chars": 1331,
    "preview": "import dspy\n\n\nclass AskGenerationSignatureV1(dspy.Signature):\n    \"\"\"Given a user query that is ambiguous in nature, you"
  },
  {
    "path": "wren-ai-service/eval/dspy_modules/prompt_optimizer.py",
    "chars": 5662,
    "preview": "import argparse\nimport os\nimport re\nimport sys\nfrom datetime import datetime\nfrom pathlib import Path\nfrom typing import"
  },
  {
    "path": "wren-ai-service/eval/evaluation.py",
    "chars": 7030,
    "preview": "import argparse\nimport sys\nfrom pathlib import Path\nfrom typing import Tuple\n\nfrom deepeval import evaluate\nfrom deepeva"
  },
  {
    "path": "wren-ai-service/eval/mdl_to_csv.py",
    "chars": 4555,
    "preview": "import argparse\nimport csv\nfrom pathlib import Path\n\nimport orjson\n\n\ndef gen_eval_preparation_data_from_json_to_csv(mdl_"
  },
  {
    "path": "wren-ai-service/eval/metrics/__init__.py",
    "chars": 887,
    "preview": "from .accuracy import AccuracyMetric, AccuracyMultiCandidateMetric\nfrom .answer_relevancy import AnswerRelevancyMetric\nf"
  },
  {
    "path": "wren-ai-service/eval/metrics/accuracy.py",
    "chars": 7372,
    "preview": "import asyncio\nimport re\nimport traceback\n\nimport orjson\nimport pandas as pd\nfrom deepeval.evaluate import TestResult\nfr"
  },
  {
    "path": "wren-ai-service/eval/metrics/answer_relevancy.py",
    "chars": 1090,
    "preview": "import asyncio\n\nfrom deepeval.metrics import BaseMetric\nfrom deepeval.test_case import LLMTestCase\n\nfrom eval.utils impo"
  },
  {
    "path": "wren-ai-service/eval/metrics/context_precision.py",
    "chars": 1296,
    "preview": "import asyncio\n\nfrom deepeval.metrics import BaseMetric\nfrom deepeval.test_case import LLMTestCase\n\n\nclass ContextualPre"
  },
  {
    "path": "wren-ai-service/eval/metrics/context_recall.py",
    "chars": 986,
    "preview": "import asyncio\n\nfrom deepeval.metrics import BaseMetric\nfrom deepeval.test_case import LLMTestCase\n\nfrom eval.utils impo"
  },
  {
    "path": "wren-ai-service/eval/metrics/context_relevancy.py",
    "chars": 777,
    "preview": "import asyncio\n\nfrom deepeval.metrics import BaseMetric\nfrom deepeval.test_case import LLMTestCase\n\n\nclass ContextualRel"
  },
  {
    "path": "wren-ai-service/eval/metrics/faithfulness.py",
    "chars": 969,
    "preview": "import asyncio\n\nfrom deepeval.metrics import BaseMetric\nfrom deepeval.test_case import LLMTestCase\n\nfrom eval.utils impo"
  },
  {
    "path": "wren-ai-service/eval/metrics/llm/__init__.py",
    "chars": 5114,
    "preview": "import asyncio\n\nfrom deepeval.metrics import BaseMetric\nfrom deepeval.test_case import LLMTestCase\nfrom haystack.compone"
  },
  {
    "path": "wren-ai-service/eval/metrics/spider/__init__.py",
    "chars": 31489,
    "preview": "import asyncio\nimport itertools\nimport os\nimport random\nimport re\nimport sqlite3\nfrom collections import defaultdict\nfro"
  },
  {
    "path": "wren-ai-service/eval/metrics/spider/exact_match.py",
    "chars": 1949,
    "preview": "import asyncio\nimport os\n\nfrom deepeval.metrics import BaseMetric\nfrom deepeval.test_case import LLMTestCase\n\nfrom eval."
  },
  {
    "path": "wren-ai-service/eval/metrics/spider/exec_match.py",
    "chars": 1560,
    "preview": "import asyncio\nimport os\n\nfrom deepeval.metrics import BaseMetric\nfrom deepeval.test_case import LLMTestCase\n\nfrom eval."
  },
  {
    "path": "wren-ai-service/eval/metrics/spider/process_sql.py",
    "chars": 17698,
    "preview": "################################\n# Assumptions:\n#   1. sql is correct\n#   2. only table name has alias\n#   3. only one i"
  },
  {
    "path": "wren-ai-service/eval/optimized/.gitignore",
    "chars": 7,
    "preview": "*.json\n"
  },
  {
    "path": "wren-ai-service/eval/pipelines.py",
    "chars": 16398,
    "preview": "import asyncio\nimport re\nimport sys\nfrom abc import abstractmethod\nfrom datetime import datetime\nfrom pathlib import Pat"
  },
  {
    "path": "wren-ai-service/eval/prediction.py",
    "chars": 5168,
    "preview": "import argparse\nimport base64\nimport sys\nimport uuid\nfrom datetime import datetime\nfrom pathlib import Path\nfrom typing "
  },
  {
    "path": "wren-ai-service/eval/preparation.py",
    "chars": 16192,
    "preview": "\"\"\"\nThis file aims to prepare spider 1.0 or bird eval dataset for text-to-sql eval purpose\n\"\"\"\n\nimport argparse\nimport a"
  },
  {
    "path": "wren-ai-service/eval/utils.py",
    "chars": 22766,
    "preview": "import base64\nimport os\nimport re\nimport uuid\nfrom copy import deepcopy\nfrom datetime import datetime\nfrom typing import"
  },
  {
    "path": "wren-ai-service/pyproject.toml",
    "chars": 1991,
    "preview": "[tool.poetry]\nname = \"wren-ai-service\"\nversion = \"0.29.3\"\ndescription = \"\"\nauthors = [\"dev@getwren.ai\"]\nlicense = \"AGPL-"
  },
  {
    "path": "wren-ai-service/ruff.toml",
    "chars": 1823,
    "preview": "# Exclude a variety of commonly ignored directories.\nexclude = [\n    \".bzr\",\n    \".direnv\",\n    \".eggs\",\n    \".git\",\n   "
  },
  {
    "path": "wren-ai-service/src/__init__.py",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "wren-ai-service/src/__main__.py",
    "chars": 2496,
    "preview": "from contextlib import asynccontextmanager\n\nimport uvicorn\nfrom fastapi import FastAPI\nfrom fastapi.exceptions import Re"
  },
  {
    "path": "wren-ai-service/src/config.py",
    "chars": 4415,
    "preview": "import logging\n\nimport yaml\nfrom dotenv import load_dotenv\nfrom pydantic import Field\nfrom pydantic_settings import Base"
  },
  {
    "path": "wren-ai-service/src/core/__init__.py",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "wren-ai-service/src/core/engine.py",
    "chars": 1119,
    "preview": "import logging\nimport re\nfrom abc import ABCMeta, abstractmethod\nfrom typing import Any, Dict, Optional, Tuple\n\nimport a"
  },
  {
    "path": "wren-ai-service/src/core/pipeline.py",
    "chars": 988,
    "preview": "from abc import ABCMeta, abstractmethod\nfrom collections.abc import Mapping\nfrom dataclasses import dataclass\nfrom typin"
  },
  {
    "path": "wren-ai-service/src/core/provider.py",
    "chars": 914,
    "preview": "from abc import ABCMeta, abstractmethod\n\nfrom haystack.document_stores.types import DocumentStore\n\n\nclass LLMProvider(me"
  },
  {
    "path": "wren-ai-service/src/force_deploy.py",
    "chars": 1156,
    "preview": "# This file is only used for OSS, it will force deploy the mdl for the OSS users\n# Since we allow users to customize llm"
  },
  {
    "path": "wren-ai-service/src/force_update_config.py",
    "chars": 1406,
    "preview": "# This file is only used for local development\n# It will update the config.yaml file to use correct engine name for all "
  },
  {
    "path": "wren-ai-service/src/globals.py",
    "chars": 13914,
    "preview": "import logging\nfrom dataclasses import asdict, dataclass\n\nimport toml\n\nfrom src.config import Settings\nfrom src.core.pip"
  },
  {
    "path": "wren-ai-service/src/pipelines/__init__.py",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "wren-ai-service/src/pipelines/common.py",
    "chars": 3419,
    "preview": "import re\nfrom typing import Any, List, Optional, Tuple\n\nfrom haystack import Document, component\n\n\ndef get_engine_suppo"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/__init__.py",
    "chars": 1485,
    "preview": "from .chart_adjustment import ChartAdjustment\nfrom .chart_generation import ChartGeneration\nfrom .data_assistance import"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/chart_adjustment.py",
    "chars": 6350,
    "preview": "import logging\nimport sys\nfrom typing import Any, Dict\n\nimport orjson\nfrom hamilton import base\nfrom hamilton.async_driv"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/chart_generation.py",
    "chars": 5475,
    "preview": "import logging\nimport sys\nfrom typing import Any, Dict, Optional\n\nimport orjson\nfrom hamilton import base\nfrom hamilton."
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/data_assistance.py",
    "chars": 5734,
    "preview": "import asyncio\nimport logging\nimport sys\nfrom typing import Any, Optional\n\nfrom hamilton import base\nfrom hamilton.async"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/followup_sql_generation.py",
    "chars": 7234,
    "preview": "import logging\nimport sys\nfrom typing import Any\n\nfrom hamilton import base\nfrom hamilton.async_driver import AsyncDrive"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/followup_sql_generation_reasoning.py",
    "chars": 5604,
    "preview": "import asyncio\nimport logging\nimport sys\nfrom typing import Any, Optional\n\nfrom hamilton import base\nfrom hamilton.async"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/intent_classification.py",
    "chars": 14285,
    "preview": "import ast\nimport logging\nimport sys\nfrom typing import Any, Literal, Optional\n\nimport orjson\nfrom hamilton import base\n"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/misleading_assistance.py",
    "chars": 5765,
    "preview": "import asyncio\nimport logging\nimport sys\nfrom typing import Any, Optional\n\nfrom hamilton import base\nfrom hamilton.async"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/question_recommendation.py",
    "chars": 8968,
    "preview": "import logging\nimport sys\nfrom typing import Any\n\nimport orjson\nfrom hamilton import base\nfrom hamilton.async_driver imp"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/relationship_recommendation.py",
    "chars": 7671,
    "preview": "import logging\nimport sys\nfrom enum import Enum\nfrom typing import Any\n\nimport orjson\nfrom hamilton import base\nfrom ham"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/semantics_description.py",
    "chars": 7841,
    "preview": "import logging\nimport sys\nfrom typing import Any\n\nimport orjson\nfrom hamilton import base\nfrom hamilton.async_driver imp"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/sql_answer.py",
    "chars": 5793,
    "preview": "import asyncio\nimport logging\nimport sys\nfrom typing import Any, Optional\n\nfrom hamilton import base\nfrom hamilton.async"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/sql_correction.py",
    "chars": 6090,
    "preview": "import logging\nimport sys\nfrom typing import Any, Dict, List\n\nfrom hamilton import base\nfrom hamilton.async_driver impor"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/sql_diagnosis.py",
    "chars": 4308,
    "preview": "import logging\nimport sys\nfrom typing import Any, List\n\nimport orjson\nfrom hamilton import base\nfrom hamilton.async_driv"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/sql_generation.py",
    "chars": 6938,
    "preview": "import logging\nimport sys\nfrom typing import Any\n\nfrom hamilton import base\nfrom hamilton.async_driver import AsyncDrive"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/sql_generation_reasoning.py",
    "chars": 5238,
    "preview": "import asyncio\nimport logging\nimport sys\nfrom typing import Any, Optional\n\nfrom hamilton import base\nfrom hamilton.async"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/sql_question.py",
    "chars": 3227,
    "preview": "import logging\nimport sys\nfrom typing import Any\n\nimport orjson\nfrom hamilton import base\nfrom hamilton.async_driver imp"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/sql_regeneration.py",
    "chars": 6555,
    "preview": "import logging\nimport sys\nfrom typing import Any\n\nfrom hamilton import base\nfrom hamilton.async_driver import AsyncDrive"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/sql_tables_extraction.py",
    "chars": 3160,
    "preview": "import logging\nimport sys\nfrom typing import Any\n\nimport orjson\nfrom hamilton import base\nfrom hamilton.async_driver imp"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/user_guide_assistance.py",
    "chars": 5369,
    "preview": "import asyncio\nimport logging\nimport sys\nfrom typing import Any, Optional\n\nfrom hamilton import base\nfrom hamilton.async"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/utils/chart.py",
    "chars": 17367,
    "preview": "import logging\nfrom typing import Any, Dict, Literal, Optional\n\nimport orjson\nimport pandas as pd\nfrom haystack import c"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/utils/sql.py",
    "chars": 30712,
    "preview": "import logging\nfrom typing import Any, Dict, List\n\nimport aiohttp\nimport orjson\nfrom haystack import component\nfrom hays"
  },
  {
    "path": "wren-ai-service/src/pipelines/generation/utils/vega-lite-schema-v5.json",
    "chars": 2233851,
    "preview": "{\n    \"$ref\": \"#/definitions/TopLevelSpec\",\n    \"$schema\": \"http://json-schema.org/draft-07/schema#\",\n    \"definitions\":"
  },
  {
    "path": "wren-ai-service/src/pipelines/indexing/__init__.py",
    "chars": 6433,
    "preview": "import asyncio\nimport json\nimport logging\nimport re\nfrom typing import Any, Dict, List, Optional\n\nimport orjson\nfrom hay"
  },
  {
    "path": "wren-ai-service/src/pipelines/indexing/db_schema.py",
    "chars": 12977,
    "preview": "import asyncio\nimport logging\nimport sys\nimport uuid\nfrom typing import Any, Dict, List, Optional\n\nfrom hamilton import "
  },
  {
    "path": "wren-ai-service/src/pipelines/indexing/historical_question.py",
    "chars": 6128,
    "preview": "import logging\nimport sys\nimport uuid\nfrom typing import Any, Dict, List, Optional\n\nfrom hamilton import base\nfrom hamil"
  },
  {
    "path": "wren-ai-service/src/pipelines/indexing/instructions.py",
    "chars": 5433,
    "preview": "import logging\nimport sys\nimport uuid\nfrom typing import Any, Dict, List, Literal, Optional\n\nfrom hamilton import base\nf"
  },
  {
    "path": "wren-ai-service/src/pipelines/indexing/project_meta.py",
    "chars": 3213,
    "preview": "import logging\nimport sys\nimport uuid\nfrom typing import Any, Optional\n\nfrom hamilton import base\nfrom hamilton.async_dr"
  },
  {
    "path": "wren-ai-service/src/pipelines/indexing/sql_pairs.py",
    "chars": 6257,
    "preview": "import logging\nimport os\nimport sys\nimport uuid\nfrom typing import Any, Dict, List, Optional, Set\n\nimport orjson\nfrom ha"
  },
  {
    "path": "wren-ai-service/src/pipelines/indexing/table_description.py",
    "chars": 5497,
    "preview": "import logging\nimport sys\nimport uuid\nfrom typing import Any, Dict, List, Optional\n\nfrom hamilton import base\nfrom hamil"
  },
  {
    "path": "wren-ai-service/src/pipelines/indexing/utils/helper.py",
    "chars": 5251,
    "preview": "import importlib\nimport logging\nimport pkgutil\nimport re\nimport sys\nfrom typing import Any, Callable, Dict\n\nimport orjso"
  },
  {
    "path": "wren-ai-service/src/pipelines/retrieval/__init__.py",
    "chars": 587,
    "preview": "from .db_schema_retrieval import DbSchemaRetrieval\nfrom .historical_question_retrieval import HistoricalQuestionRetrieva"
  },
  {
    "path": "wren-ai-service/src/pipelines/retrieval/db_schema_retrieval.py",
    "chars": 17572,
    "preview": "import ast\nimport logging\nimport sys\nfrom typing import Any, Optional\n\nimport orjson\nimport tiktoken\nfrom hamilton impor"
  },
  {
    "path": "wren-ai-service/src/pipelines/retrieval/historical_question_retrieval.py",
    "chars": 4720,
    "preview": "import logging\nimport sys\nfrom typing import Any, Dict, List, Optional\n\nfrom hamilton import base\nfrom hamilton.async_dr"
  },
  {
    "path": "wren-ai-service/src/pipelines/retrieval/instructions.py",
    "chars": 5965,
    "preview": "import logging\nimport sys\nfrom typing import Any, Dict, List, Optional\n\nfrom hamilton import base\nfrom hamilton.async_dr"
  },
  {
    "path": "wren-ai-service/src/pipelines/retrieval/preprocess_sql_data.py",
    "chars": 3076,
    "preview": "import logging\nimport sys\nfrom typing import Dict\n\nimport tiktoken\nfrom hamilton import base\nfrom hamilton.driver import"
  },
  {
    "path": "wren-ai-service/src/pipelines/retrieval/sql_executor.py",
    "chars": 2215,
    "preview": "import logging\nimport sys\nfrom typing import Any, Dict, Optional\n\nimport aiohttp\nfrom hamilton import base\nfrom hamilton"
  },
  {
    "path": "wren-ai-service/src/pipelines/retrieval/sql_functions.py",
    "chars": 3453,
    "preview": "import logging\nimport sys\nfrom typing import List, Optional\n\nimport aiohttp\nfrom cachetools import TTLCache\nfrom hamilto"
  },
  {
    "path": "wren-ai-service/src/pipelines/retrieval/sql_knowledge.py",
    "chars": 3820,
    "preview": "import logging\nimport sys\nfrom typing import Dict, Optional\n\nimport aiohttp\nfrom cachetools import TTLCache\nfrom hamilto"
  },
  {
    "path": "wren-ai-service/src/pipelines/retrieval/sql_pairs_retrieval.py",
    "chars": 4526,
    "preview": "import logging\nimport sys\nfrom typing import Any, Dict, List, Optional\n\nfrom hamilton import base\nfrom hamilton.async_dr"
  },
  {
    "path": "wren-ai-service/src/providers/__init__.py",
    "chars": 12058,
    "preview": "import logging\nfrom dataclasses import dataclass\n\nfrom src.core.engine import Engine\nfrom src.core.pipeline import Pipel"
  },
  {
    "path": "wren-ai-service/src/providers/document_store/__init__.py",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "wren-ai-service/src/providers/document_store/qdrant.py",
    "chars": 15366,
    "preview": "import logging\nimport os\nfrom typing import Any, Dict, List, Optional\n\nimport numpy as np\nimport qdrant_client\nfrom hays"
  },
  {
    "path": "wren-ai-service/src/providers/embedder/__init__.py",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "wren-ai-service/src/providers/embedder/litellm.py",
    "chars": 6618,
    "preview": "import asyncio\nimport logging\nimport os\nfrom typing import Any, Dict, List, Optional, Tuple\n\nimport backoff\nimport opena"
  },
  {
    "path": "wren-ai-service/src/providers/engine/__init__.py",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "wren-ai-service/src/providers/engine/wren.py",
    "chars": 11747,
    "preview": "import asyncio\nimport base64\nimport logging\nimport os\nfrom typing import Any, Dict, Optional, Tuple\n\nimport aiohttp\nimpo"
  },
  {
    "path": "wren-ai-service/src/providers/llm/__init__.py",
    "chars": 7963,
    "preview": "import logging\nfrom dataclasses import asdict, dataclass, field\nfrom enum import Enum\nfrom typing import Any, Dict, List"
  },
  {
    "path": "wren-ai-service/src/providers/llm/litellm.py",
    "chars": 6317,
    "preview": "import os\nfrom typing import Any, Callable, Dict, List, Optional\n\nimport backoff\nimport openai\nfrom litellm import Route"
  },
  {
    "path": "wren-ai-service/src/providers/loader.py",
    "chars": 3117,
    "preview": "import importlib\nimport logging\nimport pkgutil\n\nlogger = logging.getLogger(\"wren-ai-service\")\n\n\nPROVIDERS_PATH = \"src.pr"
  },
  {
    "path": "wren-ai-service/src/utils.py",
    "chars": 6682,
    "preview": "import functools\nimport logging\nimport os\nimport re\nfrom pathlib import Path\n\nimport requests\nfrom dotenv import load_do"
  },
  {
    "path": "wren-ai-service/src/web/__init__.py",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "wren-ai-service/src/web/development.py",
    "chars": 3090,
    "preview": "import inspect\nimport logging\nfrom typing import Any, Dict, get_type_hints\n\nfrom fastapi import APIRouter, HTTPException"
  },
  {
    "path": "wren-ai-service/src/web/v1/__init__.py",
    "chars": 0,
    "preview": ""
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/__init__.py",
    "chars": 945,
    "preview": "from fastapi import APIRouter\n\nfrom src.web.v1.routers import (\n    ask,\n    ask_feedbacks,\n    chart,\n    chart_adjustm"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/ask.py",
    "chars": 2195,
    "preview": "import uuid\nfrom dataclasses import asdict\n\nfrom fastapi import APIRouter, BackgroundTasks, Depends\nfrom fastapi.respons"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/ask_feedbacks.py",
    "chars": 2105,
    "preview": "import uuid\nfrom dataclasses import asdict\n\nfrom fastapi import APIRouter, BackgroundTasks, Depends\n\nfrom src.globals im"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/chart.py",
    "chars": 1849,
    "preview": "import uuid\nfrom dataclasses import asdict\n\nfrom fastapi import APIRouter, BackgroundTasks, Depends\n\nfrom src.globals im"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/chart_adjustment.py",
    "chars": 2248,
    "preview": "import uuid\nfrom dataclasses import asdict\n\nfrom fastapi import APIRouter, BackgroundTasks, Depends\n\nfrom src.globals im"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/instructions.py",
    "chars": 2604,
    "preview": "import uuid\nfrom dataclasses import asdict\nfrom typing import List, Literal, Optional\n\nfrom fastapi import APIRouter, Ba"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/question_recommendation.py",
    "chars": 2367,
    "preview": "import uuid\nfrom dataclasses import asdict\nfrom typing import Literal, Optional\n\nfrom fastapi import APIRouter, Backgrou"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/relationship_recommendation.py",
    "chars": 1976,
    "preview": "import uuid\nfrom dataclasses import asdict\nfrom typing import Literal, Optional\n\nfrom fastapi import APIRouter, Backgrou"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/semantics_description.py",
    "chars": 2620,
    "preview": "import uuid\nfrom dataclasses import asdict\nfrom typing import Literal, Optional\n\nfrom fastapi import APIRouter, Backgrou"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/semantics_preparation.py",
    "chars": 2031,
    "preview": "from dataclasses import asdict\n\nfrom fastapi import APIRouter, BackgroundTasks, Depends, HTTPException\n\nfrom src.globals"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/sql_answers.py",
    "chars": 1894,
    "preview": "import uuid\nfrom dataclasses import asdict\n\nfrom fastapi import APIRouter, BackgroundTasks, Depends\nfrom fastapi.respons"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/sql_corrections.py",
    "chars": 1887,
    "preview": "import uuid\nfrom dataclasses import asdict\nfrom typing import List, Literal, Optional\n\nfrom fastapi import APIRouter, Ba"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/sql_pairs.py",
    "chars": 2696,
    "preview": "import uuid\nfrom dataclasses import asdict\nfrom typing import List, Literal, Optional\n\nfrom fastapi import APIRouter, Ba"
  },
  {
    "path": "wren-ai-service/src/web/v1/routers/sql_question.py",
    "chars": 1516,
    "preview": "import uuid\nfrom dataclasses import asdict\n\nfrom fastapi import APIRouter, BackgroundTasks, Depends\n\nfrom src.globals im"
  },
  {
    "path": "wren-ai-service/src/web/v1/services/__init__.py",
    "chars": 3349,
    "preview": "from datetime import datetime\nfrom typing import Literal, Optional\n\nimport orjson\nimport pytz\nfrom pydantic import Alias"
  },
  {
    "path": "wren-ai-service/src/web/v1/services/ask.py",
    "chars": 30189,
    "preview": "import asyncio\nimport logging\nfrom typing import Dict, List, Literal, Optional\n\nfrom cachetools import TTLCache\nfrom lan"
  },
  {
    "path": "wren-ai-service/src/web/v1/services/ask_feedback.py",
    "chars": 12910,
    "preview": "import asyncio\nimport logging\nfrom typing import Dict, List, Literal, Optional\n\nfrom cachetools import TTLCache\nfrom lan"
  },
  {
    "path": "wren-ai-service/src/web/v1/services/chart.py",
    "chars": 6682,
    "preview": "import logging\nfrom typing import Any, Dict, Literal, Optional\n\nfrom cachetools import TTLCache\nfrom langfuse.decorators"
  },
  {
    "path": "wren-ai-service/src/web/v1/services/chart_adjustment.py",
    "chars": 7561,
    "preview": "import logging\nfrom typing import Dict, Literal, Optional\n\nfrom cachetools import TTLCache\nfrom langfuse.decorators impo"
  },
  {
    "path": "wren-ai-service/src/web/v1/services/instructions.py",
    "chars": 5867,
    "preview": "import logging\nfrom typing import Dict, List, Literal, Optional\n\nfrom cachetools import TTLCache\nfrom langfuse.decorator"
  },
  {
    "path": "wren-ai-service/src/web/v1/services/question_recommendation.py",
    "chars": 10703,
    "preview": "import asyncio\nimport logging\nfrom typing import Dict, Literal, Optional\n\nimport orjson\nfrom cachetools import TTLCache\n"
  },
  {
    "path": "wren-ai-service/src/web/v1/services/relationship_recommendation.py",
    "chars": 3731,
    "preview": "import logging\nfrom typing import Dict, Literal, Optional\n\nimport orjson\nfrom cachetools import TTLCache\nfrom langfuse.d"
  },
  {
    "path": "wren-ai-service/src/web/v1/services/semantics_description.py",
    "chars": 4860,
    "preview": "import asyncio\nimport logging\nfrom typing import Dict, Literal, Optional\n\nimport orjson\nfrom cachetools import TTLCache\n"
  },
  {
    "path": "wren-ai-service/src/web/v1/services/semantics_preparation.py",
    "chars": 5313,
    "preview": "import asyncio\nimport logging\nfrom typing import Dict, Literal, Optional\n\nfrom cachetools import TTLCache\nfrom langfuse."
  }
]

// ... and 578 more files (download for full content)