* 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 = "Completed projects"
[extra] order = 2 # Page number after chapter intro +++
We keep an archive of our successful student projects from past years to help prospective applicants get a better feel for the types and scope of projects we can support.
2025
GPU-accelerated raster operations
Raster operations are limited to slow CPU-based fallbacks while GPU shader implementations require further infrastructure engineering.
Affiliation: GSoC 2025 Duration: 3 months Student: Firestar99
Outcomes: Restructuring of dependencies within the node and data type definitions to allow for #[no_std] in the implementations of shader-driven raster nodes. Introduction of a compile-time pipeline for loading and compiling CPU node implementations to shader code using Rust GPU. Node definition macro changes to declare per-pixel color adjustment nodes as fragment shaders. Upstream improvements to Rust GPU and its build tool, Cargo GPU, to support Graphite's use cases while avoiding a need for the rest of the Graphite project adopt the nightly Rust toolchain.
Background: Graphite's node graph engine executes and renders graphics by means of defining artwork as procedural node graph programs within the purpose-built Graphene language. Each graphics operation is a node with, at minimum, a CPU implementation which supports compilation along with the rest of the graph into an executable Graphene program for rendering to the screen. A major goal is to share that same CPU implementation for the GPU version that compiles to a GPU shader in order to maintain identical algorithms between versions and avoid the maintenance burden of separate code paths. However, GPU architectures enforce challenging constraints which leaves this goal as yet unrealized. The project must tackle the engineering challenges of setting up a basic shader compilation system and integrate GPU versions of nodes into the Graphite editor and its render pipeline.
3 additional projects (summaries coming soon)
See the program listing for more details until the other three GSoC 2025 project summaries are added here.
2024
Interactive node graph auto-layout
Graphite's graph UI needs a system to automatically arrange layers and nodes given incremental changes to the graph contents.
Affiliation: GSoC 2024
Duration: 3 months
Student: Adam Gerhant
Outcomes: A system that manages the placement of nodes based on a set of layout constraint rules and incremental updates to the graph topology. It should run efficiently, even with large graphs. It should be robust enough to handle a variety of graph topologies and user interactions, producing organized, useful, and stable layouts.
Background: The Graphite concept is built around a node graph representation of layer stacks, while tools automatically generate and manipulate nodes. When a layer or node is inserted, deleted, moved, or referenced, the graph needs to be reorganized to maintain a clear and useful layout. Users can also interactively expand and collapse groups of nodes which occupies or frees up graph real estate.
Unlike other node editors that are centered around manual graph editing, where users are fully in charge of node placements within one large node network, Graphite's node UI is more oriented towards automatic layout management and viewing just parts of the graph at one time. This means the shown graph topology is constantly changing and the layout system needs to cooperatively organize the graph in concert with user actions.
While general graph layout algorithms are complex and struggle to produce good results in other node editors, Graphite's graph topology is more constrained and predictable, which makes it possible to design a layout system that can produce good results. Nodes tend to be organized into rows, and layers into columns. This turns the problem into more of a constraint-based, axis-aligned packing problem.
Rendering performance infrastructure improvements
Graphite performance is bottlenecked by limitations in the new node graph rendering architecture that needs improvements.
Affiliation: GSoC 2024
Duration: 4 months
Student: Dennis Kobert
Outcomes: A holistic, metrics-driven focus on fixing the many unoptimized areas of Graphite's node graph compilation, execution, and rendering systems. Integration of Vello as an integrated rendering backend. A significant improvement in the performance of the editor, especially in the node graph, and a more stable and predictable performance profile. Benchmarking and profiling tools to measure and visualize performance improvements and regressions.
Background: Graphite's node graph system is the backbone of the editor, but it has many performance problems that need to be addressed because the system is relatively immature and performance-impacting shortcuts were taken during its initial development. This project is all about making the node graph system more robust and optimized, which will have a direct impact on the user experience and the editor's overall performance. By the end of the project, the editor should finally feel usable in the majority of user workflows. Vello should be enabled as an alternate render engine that will fully replace the existing SVG-based one in the future, once browser support arrives across major platforms.
Raw photograph decoding in Rust
For Graphite to support editing photos from professional digital cameras, it needs a raw decoding/processing library.
Affiliation: GSoC 2024
Duration: 5 months
Student: Elbert Ronnie
Outcomes: A Rust library that implements raw photo decoding functionality to native Rust. A clean, well-structured codebase and API. At a minimum, demonstrate the successful end-to-end decoding, debayering, and color space handling of Sony ARW format photos in Graphite. Publish the library to crates.io.
Background: For Graphite to work as a photo editing app, it needs to import raw photos. These contain compressed sensor imagery and metadata in a variety of formats. Sony ARW is the first target and additional camera brands are stretch goals. Graphite needs a library written in pure Rust with a suitable (non-GPL) license, which does not currently exist in the ecosystem, so we need to create one ourselves.
2023
Bezier-rs library
Graphite's vector editing features require the implementation of Bezier curve and path manipulation computational geometry algorithms.
Affiliation: University of Waterloo, Ontario, Canada
Duration: 9 months
Students: Hannah Li, Rob Nadal, Thomas Cheng, Linda Zheng, Jackie Chen
Outcomes: The student group designed an API for representing and manipulating Bezier curves and paths as a standalone Rust library which was published to crates.io. It now serves as the underlying vector data format used in Graphite, and acts as a testbed for new computational geometry algorithms. The team also built an interactive web demo catalog to showcase many of the algorithms, which are also handily embedded in the library's documentation.
2022
Backend layout system
Graphite's UI needs a system to define and manage layouts for widgets from the backend.
Affiliation: California Polytechnic State University, San Luis Obispo, USA
Duration: 3 months
Student: Max Fisher
Outcomes: The student designed and implemented a new system across the editor's frontend and backend which made it possible to define and manage layouts for widgets from the backend and receive input data from those widgets. Previously, all layouts were statically defined in the frontend and extensive plumbing was required to pass data back and forth.
Path boolean operations
Graphite's vector editing features require the implementation of boolean operations on paths, such as union, intersection, and difference.
Affiliation: California Polytechnic State University, San Luis Obispo, USA
Duration: 3 months
Student: Caleb Dennis
Outcomes: The student devised and prototyped algorithms for performing boolean operations on paths, such as union, intersection, and difference. These were used as a stopgap during 2022 and 2023 to provide users with a rudimentary boolean operation feature set.