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Studio Quickstart

f8pystudio is the visual graph editor for building, inspecting, deploying, and debugging Feel8 graphs.

This page is the first-stop user guide: it explains what the main window is for, how to place and wire nodes, where to configure them, and how to get from an empty canvas to a running graph without reading the full manual first.

Launch

If you are using a packaged release, launch the bundled f8pystudio app.

When working from the repository, prefer pixi:

pixi run -e default f8pystudio

For live discovery during development:

pixi run -e default python -m f8pystudio.main --discovery-live

Four Ideas To Keep In Mind

Before you start placing nodes, keep these distinctions clear:

  1. Service nodes represent real runtime services and appear in the deployed graph.
  2. Operator nodes usually run inside a host service such as f8.pyengine.
  3. UI / Visualization nodes are mainly for local inspection and authoring-time interaction.
  4. Edges come in three kinds: Exec, Data, and State.

Node kinds

Most common first mistake

Many operator nodes require a valid Service Id. If an operator looks correctly wired but never runs, check the host binding first.

5-Minute Workflow

For a first graph, use this order:

  1. Place a host service such as PyEngine.
  2. Place your inputs, processing nodes, and visualizers.
  3. For every hosted operator, verify Service Id.
  4. Wire Exec, Data, and State edges with the intended meaning.
  5. Select each important node and fill in required state fields in Properties.
  6. Save the project with Ctrl+S.
  7. Deploy with F5.
  8. Watch Service Monitor and Service Logs to confirm the graph is actually running.

A useful minimum setup is:

one host service + one operator + one visualization node

Reading The Main Window

Main window

The main window is easiest to understand as five zones:

  1. Top toolbars: project actions, deploy/stop actions, edge visibility toggles, and asset cloud account access.
  2. Center canvas: the graph you are editing.
  3. Left Properties dock: state fields, commands, ports, and node metadata for the current selection.
  4. Right docks: Node Library, Layers, and AI Assist.
  5. Bottom docks: Service Logs and Service Monitor.

The key mental model is:

  • The canvas is the editor view.
  • Deployment compiles the canvas state into a runtime graph.
  • Visual layout helps humans read the graph, but runtime behavior is defined by services, operators, state, and connections.

Start Here On A New Graph

1. Node Library

Node Library is the fastest way to discover and place nodes.

Node Library

Typical usage:

  1. Search by name, tags, or description.
  2. Click a node entry.
  3. Click on the canvas to place it.
  4. Enable Search Variants if you also want saved variants to appear in search results.
  5. Right-click entries for details or variant actions.

Node Library context menu Node details

2. Properties

Once a node is selected, most real work happens in Properties.

State tab Commands tab Port tab Node tab

The most important tabs are:

  1. State: node state, defaults, required flags, and inline visibility.
  2. Commands: callable commands and their parameters.
  3. Port: input/output port definitions and schemas.
  4. Node: labels, visuals, and layer membership.

Good habits:

  • Define state and ports before writing expressions or script logic.
  • Treat missing required fields as deploy blockers.
  • If a state field becomes read-only, check whether it is currently driven by a state edge.

3. Service Toolbar States

Service nodes include a compact process toolbar. These states are worth learning early:

Status Screenshot Meaning
Not Run not run Process not started
Disabled disabled Excluded from compile and deploy
Running running Process is alive
Paused paused Process is alive but inactive

Many early issues turn out to be service state issues rather than graph-shape issues.

The Most Useful Side Panels

Layers

Layers help organize larger graphs. Use them to group nodes by stage, scenario, or purpose, then show, hide, solo, reorder, and color-code those groups.

Use cases:

  • separate capture, analysis, control, and visualization stages
  • keep multiple scenario variants in one graph
  • temporarily hide experimental branches without deleting them

Screenshot placeholder: Layers panel showing Show All, Reset to Defaults, Add Layer, Solo, color, and edit actions.

Service Monitor

After deployment, Service Monitor is the quickest health dashboard. It shows:

  • Running
  • Alive
  • Ready
  • Active
  • CPU%
  • RAM(MB)
  • GPU%
  • LatencyP95(ms)
  • Errors

It also gives row-level controls for:

  • refresh
  • start or activate
  • stop
  • deploy to one service
  • restart and redeploy

Screenshot placeholder: Service Monitor panel with one or two service rows and the refresh/start/stop/deploy/restart buttons.

Service Logs

Service Logs are organized per service tab and are the first place to look for:

  • deploy acceptance or rejection
  • missing state fields
  • runtime exceptions and tracebacks
  • confirmation that a service is actively producing output

Tabs support clearing and saving logs, which is useful when isolating one failing service.

AI Assist

AI Assist is graph-aware rather than being a generic detached chat box. It can work from:

  • the current node selection
  • the current subgraph selection
  • manually pinned graph context

Typical uses:

  • explain a branch of the graph
  • review configuration choices
  • assist with code or schema drafting
  • inspect the exact context being sent to the assistant

Screenshot placeholder: AI Assist panel with context usage, selected/pinned graph labels, pin/clear buttons, and the main chat area.

Components And Variants

Components Catalog

When you have a reusable subgraph, save it as a component with File -> Save As Component.

You can then reuse it through:

  • File -> Components Catalog
  • File -> Insert Component
  • canvas Tab search entries such as Component | ...

Use components for reusable graph structure.

Screenshot placeholder: Components Catalog with Mine / Community / Installed, the entry list, and the Preview / Raw detail pane.

Variant Catalog

Use variants when you want reusable presets for one node type rather than a whole subgraph.

Good examples:

  • different visual styles for one visualization node
  • different threshold sets for one processing node
  • stable per-scenario parameter profiles

Open variants from the Node Library context menu or via Tools -> Variant Catalog.

Variant Catalog

Rule of thumb:

  • reusable structure -> Component
  • reusable node preset -> Variant

Asset Cloud Account

The account button in the upper-right toolbar is the asset cloud entry point. After signing in, component and variant browsers expose views such as:

  • Mine
  • Community
  • Installed

Those views are used for sync, sharing, subscription, import/export, and local-vs-remote management.

Project Saving And History

Studio now has local project storage and history, not just a single temporary session file.

The actions most users will care about are:

  • Ctrl+S: save project
  • Ctrl+O: open project
  • Ctrl+Shift+S: save as
  • File -> Project History: browse and restore earlier versions
  • File -> Import Project JSON
  • File -> Export Project JSON
  • File -> Export Publish JSON

If Auto Save is enabled, Studio will continuously update the local stored project as you work.

If you want to inspect registered global shortcuts, open Tools -> Global Hotkeys.

Schema And Code Editors

Some nodes use richer editors than plain text inputs.

The schema editor helps define explicit contracts:

Schema editor UI Schema editor JSON

For code-heavy nodes, Studio provides a Monaco editor:

Monaco editor

Common shortcuts:

  1. Ctrl+S: save
  2. Ctrl+Q: close
  3. Ctrl+Space / Ctrl+J: completion
  4. Ctrl+Shift+Space / Ctrl+Shift+J: parameter hints
  5. Esc: close the suggestion popup

A Good Deploy Loop

Treat editing as a short loop:

  1. change nodes or wires
  2. verify Properties
  3. save with Ctrl+S
  4. deploy with F5
  5. inspect Service Monitor
  6. inspect Service Logs
  7. restart only the failing service when possible

Helpful supporting features:

  • Auto Save
  • Auto Deploy
  • Auto Proxy
  • Performance Overlay
  • EXEC / DATA / STATE visibility toggles

Useful Shortcuts

Shortcut Action
Tab Open node/component quick search
Esc Cancel placement
Delete / Backspace Delete selection
Ctrl+S Save project
Ctrl+O Open project
Ctrl+Shift+S Save as
F5 Deploy graph
Shift+F5 Stop all services
Middle mouse drag Pan canvas
W/A/S/D or arrow keys Pan canvas
Q/E or PageUp/PageDown Zoom

Common First Problems

1. The graph looks wired, but an operator does not run

Check:

  • whether Service Id points to the correct host service
  • whether that service is actually Running and Active

2. Two ports refuse to connect

Common reasons:

  • edge kind mismatch between Exec, Data, and State
  • wrong direction
  • schema or connection rule mismatch

3. Deploy is rejected

Check:

  • required state fields
  • disabled nodes
  • missing hosts or invalid references
  • explicit error lines in Service Logs

4. The graph is getting too large to understand

Start using:

  • Layers
  • Components
  • Variants
  • Note / Backdrop

Those tools pay off early.

Where To Go Next