# Rumoca
<img src="editors/vscode/icon.png" alt="Rumoca Logo" width="128" align="right">
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[](https://crates.io/crates/rumoca)
[](https://pypi.org/project/rumoca/)
[](https://docs.rs/rumoca)
[](LICENSE)
A Modelica compiler written in Rust. Rumoca parses Modelica source files and exports to the [DAE IR Format](https://github.com/CogniPilot/modelica_ir) (supporting both implicit and explicit model serialization), or via user-customizable templates using [MiniJinja](https://github.com/mitsuhiko/minijinja). The DAE IR format is consumed by [Cyecca](https://github.com/cognipilot/cyecca) for model simulation, analysis, and Python library integration with CasADi, SymPy, and other backends.
> **Note:** Rumoca is in early development. While already usable for many practical tasks, you may encounter issues. Please [file bug reports](https://github.com/cognipilot/rumoca/issues) to help improve the compiler.
## Quick Start
```bash
# Install
cargo install rumoca
# Compile to DAE IR (JSON)
rumoca model.mo --json > model.json
# Format Modelica files
rumoca-fmt
# Lint Modelica files
rumoca-lint
```
## Installation
### Rust (Compiler, Formatter, Linter)
```bash
cargo install rumoca
```
### Python
The Python package bundles the Rust compiler, so no separate Rust installation is needed:
```bash
pip install rumoca
```
```python
import rumoca
# Compile a Modelica file
result = rumoca.compile("model.mo")
# Get as JSON string or Python dict
json_str = result.to_base_modelica_json()
model_dict = result.to_base_modelica_dict()
# Compile from string
result = rumoca.compile_source("""
model Test
Real x(start=0);
equation
der(x) = 1;
end Test;
""", "Test")
```
### Rust Library
```toml
[dependencies]
rumoca = "0.7"
```
```rust
use rumoca::Compiler;
fn main() -> anyhow::Result<()> {
let result = Compiler::new()
.model("MyModel")
.compile_file("model.mo")?;
let json = result.to_json()?;
println!("{}", json);
Ok(())
}
```
## Tools
| `rumoca` | Main compiler - parses Modelica and exports DAE IR (JSON) |
| `rumoca-fmt` | Code formatter for Modelica files (like `rustfmt`) |
| `rumoca-lint` | Linter for Modelica files (like `clippy`) |
| `rumoca-lsp` | Language Server Protocol server for editor integration |
### Formatter
```bash
rumoca-fmt # Format all .mo files
rumoca-fmt --check # Check formatting (CI mode)
rumoca-fmt model.mo # Format specific files
rumoca-fmt --config indent_size=4 # Custom indentation
```
**Configuration:** Create `.rumoca_fmt.toml` in your project:
```toml
indent_size = 2
use_tabs = false
max_line_length = 100
blank_lines_between_classes = 1
```
### Linter
```bash
rumoca-lint # Lint all .mo files
rumoca-lint --level warning # Show only warnings and errors
rumoca-lint --format json # JSON output for CI
rumoca-lint --list-rules # List available rules
rumoca-lint --deny-warnings # Exit with error on warnings
```
**Available Rules:**
| `naming-convention` | note | CamelCase for types, camelCase for variables |
| `missing-documentation` | note | Classes without documentation strings |
| `unused-variable` | warning | Declared but unused variables |
| `undefined-reference` | error | References to undefined variables |
| `parameter-no-default` | help | Parameters without default values |
| `empty-section` | note | Empty equation or algorithm sections |
| `magic-number` | help | Magic numbers that should be constants |
| `complex-expression` | note | Overly complex/deeply nested expressions |
| `inconsistent-units` | warning | Potential unit inconsistencies |
| `redundant-extends` | warning | Duplicate or circular extends |
**Configuration:** Create `.rumoca_lint.toml` in your project:
```toml
min_level = "warning"
disabled_rules = ["magic-number", "missing-documentation"]
deny_warnings = false
```
### Custom Code Generation
Rumoca supports [MiniJinja](https://docs.rs/minijinja/) templates for custom code generation:
```bash
rumoca model.mo -m MyModel --template-file templates/examples/casadi.jinja > model.py
rumoca model.mo -m MyModel --template-file templates/examples/sympy.jinja > model.py
```
Example template:
```jinja
# Generated from {{ dae.model_name }}
{% endfor %}
```
See [`templates/examples/`](templates/examples/) for complete examples (CasADi, SymPy, Base Modelica).
## VSCode Extension
Search for "Rumoca Modelica" in the VSCode Extensions marketplace, or install from the [marketplace page](https://marketplace.visualstudio.com/items?itemName=JamesGoppert.rumoca-modelica).

The extension includes a bundled `rumoca-lsp` language server - **no additional installation required**.
**Features:**
- Syntax highlighting (semantic tokens)
- Real-time diagnostics with type checking
- Autocomplete for keywords, built-in functions, and class members
- Go to definition / Find references
- Document symbols and outline
- Code formatting
- Hover information
- Signature help
- Code folding
- Inlay hints
- Code lens with reference counts
- Rename symbol
- Call hierarchy
- Document links
**Configuring Library Paths:**
```json
{
"rumoca.modelicaPath": [
"/path/to/ModelicaStandardLibrary",
"/path/to/other/library"
]
}
```
Alternatively, set the `MODELICAPATH` environment variable. See the [extension documentation](editors/vscode/README.md) for details.
## Integration with Cyecca
```bash
rumoca model.mo --json > model.json
```
```python
from cyecca.io.rumoca import import_rumoca
model = import_rumoca('model.json')
# Use model for simulation, analysis, code generation, etc.
```
## Modelica Language Support
### Fully Supported
- **Class definitions**: `model`, `class`, `block`, `connector`, `record`, `type`, `package`, `function`
- **Components**: Declarations with modifications, array subscripts
- **Inheritance**: `extends` clause with recursive resolution
- **Equations**: Simple, connect, if, for, when equations
- **Algorithms**: Assignment, if, for, while, when statements
- **Expressions**: Binary/unary operators, function calls, if-expressions, arrays
- **Type prefixes**: `flow`, `stream`, `discrete`, `parameter`, `constant`, `input`, `output`
- **Modifications**: Component and class modifications
- **Packages**: Nested packages, `package.mo`/`package.order` directory structure, MODELICAPATH
- **Imports**: Qualified, renamed, unqualified (`.*`), selective (`{a,b}`)
- **Functions**: Single and multi-output functions, tuple equations `(a,b) = func()`
- **Built-in operators**: `der()`, `pre()`, `reinit()`, `time`, trig functions, array functions
- **Event functions**: `noEvent`, `smooth`, `sample`, `edge`, `change`, `initial`, `terminal`
- **Annotations**: Parsed and exported to JSON on components
### Partially Supported
| Connect equations | Flow/potential semantics implemented; `stream` not yet supported |
| External functions | `external` keyword recognized; no linking |
| Inner/outer | Basic outer→inner resolution implemented; nested scopes in progress |
| Complex operators | `Complex` record expansion; operator overloading in progress |
### Not Yet Implemented
| Stream connectors | `inStream`, `actualStream` operators |
| Redeclarations | `redeclare`, `replaceable` parsed only |
| Overloaded operators | `operator` class prefix recognized only |
| State machines | Synchronous language elements (Ch. 17) |
| Expandable connectors | Dynamic connector sizing |
| Overconstrained connectors | `Connections.root`, `branch`, etc. |
## MSL Compatibility
Rumoca is tested against the [Modelica Standard Library 4.1.0](https://github.com/modelica/ModelicaStandardLibrary).
| **Parse Rate** | 100% (2551/2551 files) |
| **Compile Rate** | 100% (2283/2283 models) |
**Balance Check Results:**
| **Balanced** | 790 | 34.6% | Fully determined (equations = unknowns) |
| **Partial** | 1072 | 47.0% | Under-determined by design (external connectors) |
| **Unbalanced** | 421 | 18.4% | Needs further work |
*Partial models have external connector flow variables that receive equations when connected in a larger system.*
**What Works Well:**
- Modelica.Blocks (Integrator, Der, Gain, etc.)
- Modelica.Electrical.Analog.Basic
- Array handling with `size()` and parameter-dependent dimensions
- Conditional equations with parameter evaluation
- When equations and discrete event handling
**Known Limitations** (421 unbalanced models):
| Algorithm sections | Assignments not yet counted as equations |
| Complex enumerations | Some types not yet substituted |
| Stream connectors | `inStream`/`actualStream` not implemented |
| External functions | Functions without equation bodies |
| Operator records | Operator overloading not implemented |
## Architecture
```
Modelica Source -> Parse -> Flatten -> BLT -> DAE -> DAE IR (JSON)
(AST) (Flat) (Match) (DAE)
|
Cyecca
|
CasADi/SymPy/JAX/etc.
```
**Structural Analysis:**
- **Hopcroft-Karp matching** (O(E√V)) for equation-variable assignment
- **Tarjan's SCC algorithm** for topological ordering and algebraic loop detection
- **Pantelides algorithm** for DAE index reduction (detects high-index systems)
- **Tearing** for algebraic loops (reduces nonlinear system size)
## Development
```bash
cargo build --release # Build
cargo test # Run tests
cargo fmt --check # Check Rust formatting
cargo clippy # Lint Rust code
rumoca-fmt --check # Check Modelica formatting
rumoca-lint # Lint Modelica files
```
## Roadmap
**Export Targets:**
- [eFMI/GALEC](https://www.efmi-standard.org/)
**Import Targets:**
- [Base Modelica (MCP-0031)](https://github.com/modelica/ModelicaSpecification/blob/MCP/0031/RationaleMCP/0031/ReadMe.md) - interface with OpenModelica, Dymola, etc.
## Contributing
Contributions welcome! All contributions must be made under the Apache-2.0 license.
## License
Apache-2.0 ([LICENSE](LICENSE))
## Citation
```bibtex
@inproceedings{condie2025rumoca,
title={Rumoca: Towards a Translator from Modelica to Algebraic Modeling Languages},
author={Condie, Micah and Woodbury, Abigaile and Goppert, James and Andersson, Joel},
booktitle={Modelica Conferences},
pages={1009--1016},
year={2025}
}
```
## See Also
- [Modelica IR](https://github.com/CogniPilot/modelica_ir) - DAE IR specification
- [Cyecca](https://github.com/cognipilot/cyecca) - Model simulation, analysis, and code generation
- [Modelica Language](https://www.modelica.org/)