Web-based GUI for Cogniflow with FastAPI backend and React frontend
Project description
CogniFlow Web
cf_web is the web application package for CogniFlow. It provides:
- a FastAPI backend (
src/cf_web) exposing ontology/pipeline APIs - a React + TypeScript frontend (
frontend) for ontology exploration and pipeline editing - a CLI entrypoint (
cogniflow-web) to launch the app
Published distribution name:
pip install cf-web
Installed launcher surface:
cogniflow-web
The backend reads semantics through cf_ontology and its DuckDB quads stores.
The active explorer and validation path is dataset-first: DuckDB quads -> RDFLib Dataset/Graph views -> API payloads, with raw RDF transport exposed as N-Quads.
Architecture
- Backend framework: FastAPI + Uvicorn
- Frontend framework: React + Vite
- Semantics source:
cf_ontology.OntologyManager(quads-backed) - Service split:
ontology_explorer_service.pyfor ontology explorer payloadspipeline_creator_service.pyfor step DTOs used by the editorpipeline_service.pyfor pipeline list/load/save/validate operations- Explorer dashboard and backend SHACL validation read dataset/graph views directly; maintained raw RDF payloads are N-Quads.
Install
From repository root (recommended in a virtual environment):
python -m pip install -e "sandcastle/cf_web[test]"
Install with pipeline runtime support:
python -m pip install -e "sandcastle/cf_web[test,pipeline]"
If you want frontend production assets served by FastAPI, build the frontend first:
.\scripts\build_cf_web_frontend.ps1
Run
Option 1: direct app launcher
cogniflow-web
Disable browser auto-open:
cogniflow-web --no-browser
Option 2: unified CLI
cf web start
or
cf web start --no-browser
Backend API
Key routes:
GET /api/healthGET /api/ontology/graphGET /api/ontology/datasetGET /api/ontology/dashboardGET /api/ontology/stepsGET /api/ontology/steps/{step_id}GET /api/pipelines/GET /api/pipelines/{pipeline_id}?rev={n}POST /api/pipelines/savePOST /api/pipelines/validate
Pipeline transport is N-Quads-first:
GET /api/pipelines/{pipeline_id}returns{ pipeline_id, rev, pipeline_nquads }POST /api/pipelines/saveaccepts{ pipeline_id, pipeline_nquads, ... }POST /api/pipelines/validateaccepts{ pipeline_nquads }
Raw ontology exports return { nquads }. GET /api/ontology/graph and GET /api/ontology/dataset intentionally expose the same maintained N-Quads export because the web surface no longer depends on a synthetic JSON-LD graph-vs-dataset distinction.
Configuration
cf_web reads these environment variables:
CF_WEB_HOST(default:127.0.0.1)CF_WEB_PORT(default:8000)CF_WEB_RELOAD(1enables reload, default:0)CF_WEB_DEBUG(1enables debug flag, default:0)CF_WORKSPACE_DIR(default:~/.cogniflow/workspace)CF_SEMANTICS_DIR(default:<workspace>/semantics)
By default the launcher sets:
CF_ENABLE_STEP_PACKAGES=1
so installed step packages are ingested/discovered for UI usage.
Development Notes
- Frontend source of truth is under
frontend/src. - Built frontend files are emitted to
src/cf_web/staticby Vite. - The publish workflow packages the checked-in
src/cf_web/staticbundle and does not run a frontend build step. - Backend services use a shared
OntologyManagerprovider (manager_provider.py) to avoid repeated manager instantiation. - The pipeline editor keeps live backend validation enabled with a 450 ms debounce in
PipelineEditorPage.tsx. - Local
.nqimport/export happens in the browser viafrontend/src/utils/nquads.tsandn3; the backend no longer exposes pipeline parse/serialize adapter endpoints.
Publishing
cf_web is published with the dedicated Windows workflow:
- Workflow:
.github/workflows/cf_web_windows_publish.yml - Package directory:
sandcastle/cf_web - Published distribution:
cf-web - PyPI tag:
cf-web-v<version> - TestPyPI tag:
cf-web-v<version>-test
Local preflight:
powershell -ExecutionPolicy Bypass -File scripts/mimic_windows_python_publish_workflow.ps1 `
-WorkflowFile .github/workflows/cf_web_windows_publish.yml `
-PackageDir sandcastle/cf_web `
-PythonExe py `
-PythonVersion 3.14
Queue a dry-run dispatch:
powershell -ExecutionPolicy Bypass -File scripts/queue_windows_python_publish_workflow.ps1 `
-WorkflowFile .github/workflows/cf_web_windows_publish.yml `
-PackageDir sandcastle/cf_web `
-PublishTarget testpypi `
-Ref main `
-RequireLocalPass `
-DryRun
Troubleshooting
GET /favicon.ico 404: ensure favicon exists insrc/cf_web/static/favicon.icoand frontend was rebuilt.- App opens but says frontend build missing: run
.\scripts\build_cf_web_frontend.ps1. - No steps visible in UI: ensure step packages are installed and
CF_ENABLE_STEP_PACKAGES=1(default via launcher).
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