The Diafunc Platform

Everything you need to discover, explain, and stand behind your models.

Intelligence

Symbolic AI

Compute

f(x) Intelligent Functions

The code you write. Functions in Java, Kotlin, Scala, JavaScript and Python with the Function Development Kit (FDK), for automated analyses powered by Ufinq.

Discovery

Symbolic Models

The code Ufinq discovers. Read and inspect every model in depth. Built to be understood, balancing accuracy and simplicity.

Automation

Automated Analyses

End-to-end analysis without writing a line of code. Ufinq examines your data, discovers models, and produces a full dossier.

Workflow

Notebooks

Live, executable notebooks. Code, data, and charts in one document. Reproducible by design, collaborative by default.

Organization

Projects

Your unit of work. Each project is an isolated workspace: its own graph, its own data, its own collaborators.

Teams

Collaboration

Built for teams. Shared projects with guest, contributor and maintainer roles, and branches to try alternatives: work together without stepping on each other.

Data

Tables

Structured data beyond what fits in memory, edited directly in the browser. Import from more than 45 file formats, export to CSV, Excel, Parquet and more.

Output

Visualizations

Interactive charts (line, bar, scatter, heatmap, polar, radar) and 3D scenes. Rendered live in the browser, no install.

Structure

Graphs

Inside each project, entities and their links form a graph. Traversable in any direction. Branch entities to explore alternatives in parallel.

Storage

Entities

Everything in a project is an entity in one graph: tables, functions, models, notebooks. Versioning per entity, with a history you can inspect and revert. Read and write through the Function Development Kit.

Reactivity

Events

Reactive workflow triggers. Functions run on a schedule, at an interval, or when an event fires on an entity.

Infrastructure

Hosted in the EU

Hosted in the EU, operated by us. A hosted service: nothing to install. What we run, and what we do not claim, is on the Security page.

See it in the Lab.

A notebook chapter of the public Plotting Guide: the code of a multiple-lines chart and, under it, the chart it draws. — A notebook of the public Plotting Guide: the code of a chart and the chart it draws, in one document.

The Raw Data chapter: the uploaded table of 308 rows and 7 columns, exactly as uploaded, in the report. — Real output. The uploaded table as the report keeps it: 308 rows, seven columns, every value traceable.

The model Diafunc discovered for the resistance of a yacht hull: one readable formula, quality 99.2 percent, ahead of a straight line: the formula explains 99.3 percent, a straight line explains 67 percent. — Real output. 308 towing-tank measurements of yacht hulls, six inputs. The model was discovered, not written by hand.

The Analyze wizard on its launch step for the Yacht Hydrodynamics table: the suggested target Residuary resistance per unit weight of displacement, three questions, and the depth presets from Express to Custom. — The Analyze wizard on its launch step: the target, your questions, and the depth of the search.

Explore public projects Documentation