* Add rank polymorphism node audit classifying all 271 nodes
* Implement StaticType for Item<T>
* Generate Item and mapped List wire variants for nodes declaring an Item<T> primary input
* Migrate nine nodes to Item element-wise kernels, dissolving the blending trait boilerplate
* Document the Item kernel implementation and staging plan
* Route Item<Vector> through TaggedValue::TypeDefault
* Add executor integration tests covering the Item and List wire variants
* Collapse element-wise Item/List wire pairs to the List form for conversion insertion
* Migrate sixteen vector modifier nodes to Item element-wise kernels
* Migrate Sample Image, Extend Image to Bounds, and Dehaze to Item element-wise kernels
* Fix bevel_with_transform test to actually exercise the transform attribute
* Implement From<T> for Item<T>
* Register PromoteNode rank adapters wrapping bare values into Item wires
* Insert PromoteNode adapters for Item/List wire pair fields in the preprocessor
* Define a real promote node backing the PromoteNode registry identifiers
* Zip ranked Item connectors by frame slot in the mapped element-wise variant
* Register ItemToListNode singleton raise adapters
* Resolve Item wires against List connectors by inserting promotion adapters at construction
* Rank the Offset Points distance connector and prove mixed-rank resolution end-to-end
* Implement Clampable for Item and List wires with per-variant clamp bounds
* Rank the Round Corners radius connector, exercising hard bounds on a ranked wire
* Implement ApplyTransform for Item
* Add Item wire implementations to the Transform node, keeping rank-0 chains rank 0
* Detect element-wise nodes by lazy primary connectors declaring Output = Item
* Convert Transform to an Item kernel with ranked parameters, delivering the broadcast milestone
* Rename Apply Transform to Bake Transform, baking item transforms on Vector, DAffine2, and DVec2
* Promote bare wires onto Item connectors at resolution via WrapItemNode adapters
* Rank the numeric, vector, and boolean parameters across the migrated element-wise nodes
* Rank the enum, integer, and seed parameters, registering their rank adapters via a consolidated macro
* Amend the audit with the DashPattern value type resolution
* Migrate the string family to Item element-wise kernels
* Unwrap Item wires into bare legacy connectors at resolution via UnwrapItemNode adapters
* Shadow owned node parameters in bodies instead of mut in signatures
* Migrate the math family and string measure nodes to Item element-wise kernels
* Convert the comparison and clamp nodes to Item kernels, dropping unreachable &str rows
* Flat-map expander kernels returning List under the mapped variant's frame
* Migrate the expander nodes to Item kernels flat-mapping under the frame
* Remove the unused peel_list helper
* Rank the raster adjustment and blending kernels, recontextualizing shader nodes onto an Item stand-in
Migrate the 16 adjustment nodes, Mix, Color Overlay, and Gradient Map from whole-List kernels to rank-0 Item kernels, letting the macro derive the List-mapped (zip) variants. Move the Adjust and Blend per-element seams off List onto the element types (add the Raster<CPU> impls, drop the now-dead List impls).
Shader nodes keep their bodies verbatim: PerPixelAdjust re-emits the identical kernel against a transparent no_std Item stand-in, so every Item<T> connector and .element() call resolves to a zero-cost identity on the GPU while the uniform buffer stays bare repr(C). The macro peels Item off ranked uniform params, wraps the fetched texel and uniforms at the entry point, and unwraps the result. This drops the shader_node/Item incompatibility guard. Register rank adapters for the adjustment enums.
* Update the rank polymorphism roadmap for the landed shader-node and adjustments chunk
* Rename the GPU Item stand-in to ShaderItem, aliased as Item at its shader-node import sites
* Flip the vector shape generators to emit rank-0 Item<Vector>
The shape generators (Rectangle, Circle, Ellipse, Arc, Spiral, Polygon, Star, Arrow, Line, Grid, QR Code) each produced exactly one shape wrapped in a singleton List<Vector>. Emit Item<Vector> directly so they connect to the rank-0 content connector of the migrated Transform node. Downstream List consumers receive the value through the existing Item to List promotion.
Relax the element-wise validation so a `()` (generator) primary may return Item<T> without being element-wise. Adapt the Repeat on Points test, which still takes a List content connector, by raising the generator's Item output through a singleton wrapper node.
* Parse ranked Item<T> parameter defaults against the bare element type
A ranked `Item<T>` parameter's default value is a bare, unranked `T` (promoted to the wire at resolution), but the preprocessor was handed the wrapped `Item<T>` type and could not parse the literal, flooding the console with warnings and dropping the defaults. Key the field's default_type metadata off the peeled element type for concrete ranked parameters, leaving generic `Item<T>` primaries and skip_impl nodes untouched.
* Parse an element-wise primary's scalar default against the bare element type
An element-wise node's primary reports its default_type as the List wire form so an unconnected primary defaults to an empty list. But when the primary carries a scalar `#[default]` (such as Root's radicand), that literal must parse as a bare element, not a List. Key the primary's default_type off the bare element type when it has a Default value source, keeping the List form otherwise.
* Add the DashPattern value type for stroke dash sequences
Introduce a rank-0 DashPattern value type (a Vec<f64> of alternating dash and gap lengths) so a stroke's dash pattern is a single frameable value rather than a rank-1 List<f64>. Register it as an auto-generated TaggedValue variant, parse its default from a comma or space separated string, and register its rank adapters. Not yet wired into the Stroke node.
* Rank the Fill and Stroke nodes element-wise and give Stroke a DashPattern connector
Migrate Fill and Stroke to element-wise Item<V> primaries (over Vector and Graphic element types) via a new element-level VectorItemMut trait, so styling one shape yields one shape and rank is preserved instead of promoting the input to a singleton List and emitting a List. The macro derives the List-mapped variant for genuine collections.
Wire the Stroke dash sequence to the new rank-0 DashPattern value type, collapsing the old content x paint x dash cartesian and dropping the IntoF64Vec trait. Update the stroke properties dash widget, the drawing tool, and graph-operation plumbing to read and write DashPattern, and migrate legacy F64Array, F64, and String dash inputs on document open.
Assign Colors stays a whole-collection node: each element's gradient position depends on its index among all siblings, which the element frame does not expose, so it keeps its List primary and the VectorListIterMut trait.
* Register rank adapters for the ranked Stroke enum parameters
The element-wise Stroke node ranks its align, cap, and paint order parameters as Item<StrokeAlign>, Item<StrokeCap>, and Item<PaintOrder>, but those enums lacked promotion adapters, so a bare default enum value could not be promoted to its Item wire and no Stroke variant resolved ("No construct found for node"). Register their rank adapters alongside StrokeJoin.
* Display Item wires in the Data panel without a List's ID column
Add a TableItemLayout impl for Item<T> and recognize Item wire types when introspecting graph data. An Item holds a single element, so it renders as a one-row table of the element plus its attributes with no leading index column, and it labels as its element type T rather than a List's T[]. Add ItemAttributeValues::get_any for the attribute widget dispatch.
* Register MonitorNode for Item wire types so the Data panel introspects them directly
Graph introspection wraps the inspected output in a generic MonitorNode typed to the wire. Without Item<T> monitor registrations, an Item<Vector> output could only be monitored after an Item to List promotion, so the Data panel captured and displayed a List<Vector> despite the connector being Item<Vector>. Register monitors for the Item types the element-wise nodes emit, and add the matching Data panel downcast entries.
* Color and double Item/List wires and cleave layer-stack connectors in the node graph
* Route wire color and rank through hidden nodes and refresh them on type changes
* Rework the DashPattern connector conversions with element-wise promotion and an explicit reducer node
* Rank the remaining value, context, aggregation, and transform nodes onto Item<T> wires
* Back DashPattern with a List<f64> so the Data panel can introspect its lengths
* Carry a single Item<T> through varargs so the Read context nodes emit Item<T> not List<T>
* Relax rank validation for aggregation shapes, add element adapters, and match variants by fewest promotions
* Rank the remaining bare and unnecessarily-List connectors across the node catalog
* Add Graphic::None and the FillChoice paint value, making colors and gradients plain values
* Rename GradientStops to Gradient and the legacy Gradient/Fill structs to LegacyGradient/LegacyFill
* Restore generator frame-from-params ranking to the roadmap as a planned stage
* Rename the ranked-field adapter identifier from PromoteNode to FieldAdapterNode to reflect its full contract
* Unload only the wires whose displayed style changed when types update
* Peel wire rank in the editor's semantic type checks so rank-0 layers are recognized
* Restore the whole-List Transform variant so rank-1 content wires resolve again
* Register the Item wire forms for the Memoize and Context Modification infrastructure nodes
* Give every ranked connector a field adapter and add numeric cast variants for legacy wires
* Key a ranked param's type default off its Item wire form when no literal default exists
* Inherit the layer's content value when splicing a node into an empty chain
* Migrate stale List-form TypeDefault inputs to the definition's current default
* Generate the mapped wire variant only when the element-wise node has a frame source
* Let a bare wire feed a List connector via a wrap-raise adapter, costed as two rank steps
* Add a zip companion to the whole-List Transform so ranked List parameters pair per slot
* Add the Sum, Average, Minimum, Maximum, Any, and All list reducers
* Convert the measure family to element-wise Item kernels per the audit classification
* Prefer the bare element value over the Item type default so ranked params keep their widgets
* Rename GradientStopsUI to GradientUI
* Split Fill's optional transform into a _has_transform bool and a ranked _transform matrix
* Rename the migration-only OptionalDAffine2 TaggedValue to LegacyOptionalDAffine2
* Flow byte buffers as Item<Resource> instead of List<u8> across the byte nodes
* Macro-generate the list-content wire variant, retiring the hand-written Transform-zip, Area, and Centroid companions
* Let ()-primary generators take ranked params and frame over them via the mapped variant, ranking Circle's radius
* Rank the vector shape generators' params to Item, adding a rank-aware input grab to the introspection harness
* Rank the value, color, and text generator params to Item
* Rank the raster, web-request, and context-reader generator params to Item
* Fix the repeat and brush test wirings left behind by the param-ranking sweeps
* Delete the vestigial Some, Unwrap Option, and Size Of debug nodes
* Delete the Attach Attribute node, folding its role into Write Attribute
* Add the Filter and Sort list companion nodes
* Guard the removed-definition migration swap target with a test
* Add the Box Corners value type in place of the rectangle corner radius list
* Split Text to Vector's per-glyph mode into a Text to Vector Glyphs node
* Rank the Combine Channels node's channel connectors to Item
* Make Map Points an element-wise node
* Delete the deprecated Upload Texture node
* Update the implementation roadmap to reflect the landed stages
* Let monitor introspection read rank-0 wires, locking in the layer coercion promotion path
* Prefer the rank-0 default when disconnecting a rank-capable input
* Make Path Modify an element-wise node
* Wrap node paths in a NodeIdPath newtype so they flow as a single Item
* Give Item<Raster<CPU>> a default so an unconnected Brush background resolves
* Stop the Brush node from setting layer attributes its paint operation doesn't produce
* Present-gate Flatten Path's adopted layer path like its fill and stroke
* Gate carried layer attributes on static column presence, not runtime values
* Give the remaining graphic Item<T> types a default so unconnected primaries resolve
* Dispatch a ranked param's Properties widget from its rank-0 element type
* Make Extract Transform an element-wise node, restoring the Origins to Polyline body
* Rename Flatten Path to Combine Paths
* Stamp Legacy Layer Extend's adopted layer path as a readable NodeIdPath
* Drop the dead List<u8> and List<NodeId> wire rows
* Rank Flatten Graphic's Fully Flatten toggle to Item
* Update the implementation roadmap with the endgame scope
* Make Combine Paths a reducer that collapses the whole frame into one path
* Stop type-converter nodes from carrying the source's unrelated attributes
* Format the Origins to Polyline regression test
* Wrap the Brush node's trace in a BrushTrace newtype so it flows as one value
* Make Switch a framed element-wise select, bundling whole collections
* Widen and align element-type coverage across the list and graphic nodes
* Register the compiler's cache chain pair for every ranked enum and newtype wire
* Fix wire colors for Passthrough outputs, bundled lists, and bools, and widen list wires
* Represent List wire types structurally with Type::List, replacing name-parsed rank promotion
* Treat scope and data fields as environment, rank scope wires as Item, and feed the render boundary through a context vararg
* Delete the vestigial Clone debug node
* Reinstate Upload Texture as an element-wise node and fix the GPU variants' scope executor and rank adapters
* Rename Combine Paths back to Flatten Path, deferring that rename to its own PR
* Deduplicate the promotion adapter registrations into the field adapter macro
* Rank Write Attribute's value connector to Item<AttributeValueDyn>, retiring the UnwrapItem bridge
* Vertical wire styling
* Store the editor layer path attribute as a bare NodeIdPath, not an Item<NodeIdPath>
* Rank Context Modification's features connector to Item<ContextFeatures>, dropping the dead memoize row
* Rank Path Modify's modification parameter to Item<Box<VectorModification>>
* Rename the field adapter node family to input adapter
* Drop the dead bare scalar rows from Context Modification's implementations list
* Move the dynamic executor's test module into its own file
* Drop the registry's unreachable bare rows for Memoize, the cache chain, and ConvertNode
* Materialize stored TaggedValues as ranked Item wires at the source
* Remove the bare-wire promotion and adapter machinery made dead by ranked value materialization
* Plant the input adapter for List-only inputs, composing position conversion from standard rows
* Consolidate Into/Convert conversions into the input adapter umbrella and rename the rank adapter identifiers
* Fix grouped layers gaining a phantom None stack element from the FillChoice default hijacking every List<Graphic> disconnect
* Enforce ranked node inputs in the macro, rejecting bare wire declarations
* Remove the unit Context => () machinery rows, leaving () purely as the no-primary sentinel
* Add a --signatures rank-audit mode to node-docs for the ranked-wire migration
* Remove the node-docs --signatures rank-audit mode now that ranked wires are enforced
* Migrate legacy no-color values on the Black & White, Color Overlay, and Empty Image color inputs
* Rewrite the element-wise accessor wire type at the primary input, not raw index 0
* Register the cache chain for Resource wires, replacing the lone hand-written Monitor row
* Gate the remaining Raster<GPU> registry rows behind the gpu feature
* Let List<DVec2> wires erase to ListDyn for the attribute reader and element counter
* Rename Extract Element to Item at Index, Count Elements to List Length, and Omit Element to Remove at Index
* Store paint picks as plain color/gradient values, removing the FillChoice value type
* Code review restructuring
* Sort by the consumed sort_key attribute or natural element order, adding the Sort Key node
* Remove the new list-combinator and reducer nodes to defer them to a follow-up PR
* Parse Fill and Stroke color defaults through the paint wire's Graphic element
* Emit ranked implementation-row default types structurally so their element TypeIds survive to default-literal parsing
* Exempt the deliberate no-paint choice from the stale List-form TypeDefault migration
* Migrate the legacy 4-input Fill directly to the split has-transform shape
* Upgrade the demo artwork
* Fix the valid AI review findings: Item eq/hash contract, table-era no-paint migration, quantize List rows, and other smaller issues
* Remove the rank polymorphism working documents
* Hash Item attribute values directly instead of debug-formatting them, speeding up cached evaluation
* Replace the data panel's dead bare-wire downcast arms with full coverage of the ranked monitor row types
* Derive PartialEq for Item now that attributes participate in equality
* Extend the data panel's attribute dispatchers with the newly supported scalar and choice enum types
* Add List monitor rows for the framed numeric conversion outputs so inspecting them resolves, with matching data panel arms
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+++ title = "Graphene" template = "book.html" page_template = "book.html"
[extra] order = 5 # Chapter number +++
Graphene is the node graph engine that powers the Graphite editor.
It's hard to describe in one sentence precisely what Graphene is, because it's a technology that serves several roles when viewed from different angles. But to get a feel for what it encompasses, here is a list of some of its purposes:
- Render engine
- Runtime environment
- Procedural data processor
- Node-based scripting system
- Compiled programming language
- Compiler toolchain built around
rustc
Background
Artwork as a program
Artwork created in Graphite is represented as a node graph that generates the graphical content authored by the user. This document is essentially source code for a program in the Graphene language. Modifying the graph (like adding a layer, changing a node's parameter, or updating a node's data every frame while interactively drawing a shape) changes the actual program that generates and renders the artwork. This program must be recompiled and executed every frame a change is made.
Nodes are functions that run algorithms related to graphical operations. Some may read bitmap images from disk, others may generate procedural patterns, and more may be used for compositing and blending. Vector nodes can also produce shapes, alter their geometry, and apply styling and effects. Put together, a full document is built from just its interconnected nodes— producing a complete work of art generated entirely with algorithms and data.
Graph executors as programming languages
Every node-based application needs to run its node graph to compute the resulting data. Execution occurs in an order that depends on the shape of the graph so that every node has the data it needs to compute its output.
A procedural graph executor, in its basic form, is a simple system that executes functions in the appropriate order. It feeds information between nodes and caches that data for reuse between executions so that only changed branches of the graph have to be computed again. The system, as described, is the approach commonly used by virtually all node-based apps.
Crucially, the execution flow is handled at runtime so there is some overhead during every run. By analogy to programming languages, this traditional execution model acts like an interpreted language. But interpreted languages are famously slow, and we don't want Graphite leaving performance on the table.
In designing Graphene, we decided to take a more advanced approach that could yield many of the benefits of a compiled language— code inlining, compiler optimizations, and a philosophy of offloading invariant enforcement to the type system. Instead of building a simple graph interpreter where functions (nodes) are run as user input changes, we designed a system that dynamically executes the graph with a variable degree of pre-compiled optimizations where bits and pieces are recompiled and patched in while the user modifies the artwork (and graph) every frame. Thereby, Graphene can dynamically range between an interpreted language, a JIT-optimized language, and a fully compiled language.
Technical overview
The latency/performance tradeoff
While working in Graphite, multiple needs arise for speed in different contexts. While making interactive changes, the user needs feedback as quickly as possible. While panning and zooming the canvas or playing an animation, the user cares about smoothness and responsiveness. When procedural artwork is exported as a standalone program that processes data at runtime (like as part of an image processing web server or embedded within a game engine), performance is the sole concern.
This sliding scale of latency/performance concerns maps directly to programming language concepts. Interpreted languages run immediately, but with slow runtime performance. JIT-optimized languages also run nearly without delay, but with less overhead than an interpreter since it can dynamically balance its effort towards optimizing and executing code. Compiled languages take upfront time to compile, but run with less overhead. A choice of optimization levels can be applied to further trade initial compilation time for runtime performance.
We designed Graphene to operate in all three regimes:
| Regime | Usage |
|---|---|
| Interpreted | While editing. Simple and currently the only mode that's implemented. |
| JIT | While editing. Dynamically bridges the gap between both other regimes by selectively substituting branches of the graph with interpreted and compiled nodes to keep latency low and work towards higher execution performance. |
| Compiled | When exported. The entire graph is compiled as a standalone program. |
Building upon the Rust compiler
Nodes are functions written in Rust and every node has precompiled bytecode that ships with Graphite for use in the interpreted regime. The graph input → A → B → C → output is equivalent to the Rust statement let output = C(B(A(input)));. Graphene can either execute A, B, and C sequentially in its interpreted regime, or its JIT and compiled regimes can generate that Rust statement and compile it with the Rust compiler, rustc. The inlined and optimized bytecode can then be substituted for those three nodes in the JIT regime.
Graphene figures out which branches of the graph to compile and substitute as part of the JIT process while the user is authoring content in Graphite. While editing the graph, as changes occur to specific nodes, their surrounding graph branches drop back down to using the slower interpreted nodes. Then the JIT system works its way back up to faster execution over time by gradually compiling and swapping in larger optimized parts of the overall graph.
The fully compiled regime is used only when the user exports the procedural artwork as a standalone program. For example, a CLI program may read a string input argument (like a name) and procedurally generate an output image file (like a birthday card).
Compile server
The three regimes have thus far been only a description of the eventual architecture direction. The interpreted regime is currently the only mode implemented in Graphene. The other two will require access to rustc which will necessitate the compile server that we will finish building and then publicly host for Graphite users in the future. Users of the desktop version of Graphite will be able to use an embedded rustc if the user has opted to download the Rust toolchain while installing Graphite.
Without a compile server, all the nodes are precompiled when Graphite is built. The node registry (in the file node_registry.rs) currently exists to allow the interpreted executor to find the Rust functions that correspond to each node with its appropriate type signature. Nodes support generics, so it's currently necessary to list every forseeable concrete type signature in the registry until the compile server can generate bytecode for less common type combinations on-the-fly.
GPU compute shaders
Further building upon the Rust compiler toolchain, we employ the rust-gpu compiler backend for rustc which generates compute shaders that get executed on the GPU. This means we can write the same code to implement nodes that run on both CPU and GPU. (Although in practice, some nodes may need GPU-specific versions suited for the architectural limitations of GPU programming.) And we don't have to use a separate shader language!
A language within a language
While Graphene is a programming language, it is also foundationally built upon the Rust language. We don't just use the Rust compiler, but we also employ its type system, traits, data structures, standard library, and crate ecosystem. The data that flows between nodes are Rust types (like structs, enums, tuples, primitives, and collections). Graphene's generic type system uses Rust's trait definitions in its enforcement of type safety and type inference.
Graphene language concepts
Since Graphene is fundamentally a programming language, throughout this documentation we will use analogies which correlate Graphene concepts with their counterparts from traditional programming language theory. Here is an at-a-glance overview:
| Graphene concept | Programming language concept |
|---|---|
| Node | Function |
| Graphite editor | IDE/text editor |
| Document | Source code |
| Graph/network | Abstract syntax tree (AST) |
| Graph compilation | Linking/JIT optimization/compilation |
| Graph execution | Program execution |