Fortitudo
Fortitudo is a browser-only compiler explorer for C, C++, LLVM IR, and MLIR in JupyterLab, JupyterLite, and a standalone Lumino application. All three hosts use the same workbench and workers. No kernel or remote compiler is needed.
The web app opens the standalone explorer. Select Try in Jupyter to use the explorer alongside C23 and C++23 notebooks. Both applications run in the browser.
Select Guide in the explorer to read the feature guide below. The same guide is available as Fortitudo guide.md in JupyterLite.
Install Fortitudo
Install once, then open Fortitudo locally:
pip install fortitudo
fortitudo
The command opens the explorer in your browser. Try in Jupyter opens the bundled JupyterLite environment with C23 and C++23 notebooks in the same tab. Everything is served from your computer; compilation and notebook execution stay in the browser. No JupyterLab installation, Node, or compiler build is required.
Keep the terminal open while using Fortitudo; press Ctrl+C to stop serving
it. Use fortitudo --no-browser to print the address, or
fortitudo --port 8001 to choose another port. Your browser saves sessions
separately for each address.
If you have JupyterLab 4.6 or later, the same package also provides its extension. Restart JupyterLab and select Open Fortitudo in the launcher or command palette. The npm package includes the compiler and shared workbench for applications that supply their own Lumino host.
Compile and inspect
Edit a function, choose a language, target, and optimization level, then select Compile or press Ctrl/Cmd+Enter. One compilation generates every applicable output from the same source revision. Changing output tabs never compiles. Compilation runs in a worker, so editing remains available. Cancel terminates that worker; the next compile loads a fresh one.
- C/C++: AST, LLVM IR before passes, optimized IR, analysis, function graphs, assembly, and object.
- LLVM IR: validated input IR, optimized IR, analysis, function graphs, assembly, and object.
- MLIR: transformed MLIR and operation graph.
- WebAssembly target with C/C++ or LLVM IR: also a linked Wasm module and its metadata.
Every compilation includes diagnostics, recorded commands, raw streams, timings, and generated files. A failed stage preserves successful independent outputs. Select a diagnostic to jump to its source location. Compare opens a second output group, initially comparing LLVM IR before and after passes. Both groups have independent selections and resizable widths. Text views provide line numbers, search, copy, and download. Select Compare again to close the second group while keeping the primary selection. Find or Ctrl/Cmd+F searches the focused source or text output; Ctrl/Cmd+Enter compiles from either editor. In the source editor, Escape, then Tab moves focus out without inserting indentation. Graphs have function selection, zoom, fit, and DOT/SVG downloads. The Wasm inspector lists size, imports, exports, and function signatures without executing the module.
Comparison and layout resets preserve the source editor's undo history.
The status strip shows download progress in MB, then preparation and compilation activity. Diagnostics lists the individual compiler downloads and any loading failure. Progress counts decoded asset bytes against their packaged sizes; compressed network transfers may be smaller. Asset verification requires HTTPS or a local server on localhost.
The defaults are C++23, WebAssembly, and O2. C23 and O0–O3 are available. The packaged LLVM runtime reports WebAssembly, x86-64, and AArch64 backends. Native targets produce inspection artifacts with Clang built-in headers only; the C/C++ system headers are for WebAssembly.
Pipelines
Pipelines exposes LLVM optimization, analysis, and MLIR passes. An empty
LLVM pipeline follows the optimization level, for example default<O2>.
Frontend semantics and backend code generation also use that level. The first IR
view has LLVM optimization passes disabled. Analysis defaults to dominator trees
and loops; MLIR defaults to builtin.module(canonicalize,cse). LLVM inputs with
incompatible target triples or layouts report an error instead of being silently
retargeted. Changing language preserves your source; Reset example
explicitly replaces it with that language's example.
Execution
Run reuses a current Wasm module, or builds it first if source or options
have changed. Compilation and inspection never execute generated code. The
separate runner worker initializes on the first Run. Choose an exported function
and enter its scalar arguments in the Run pane. Supported signatures are i32
or f64 returns with zero, one, or two matching arguments, and void().
Unsupported signatures remain visible. Pointer and aggregate values are not
marshaled. A compatible selection survives a rebuild; otherwise the runner
prefers supported main, then a sole callable export. Ambiguous exports require
selection. main(i32, i32) receives argc = 0 and a null argv.
The pane shows the return value, stdout, stderr, status, and errors. Repeated calls retain module state. Reset execution, Stop, timeout, traps, and module replacement discard the runner without losing compilation artifacts. The default execution timeout is 10 seconds, configurable in Pipelines; it starts after initialization. Legitimate NaN returns are displayed as results. Execution requires WebAssembly; native targets remain available for inspection.
Commands, files, and sharing
The Terminal runs clang, clang++, opt, llc, wasm-ld, mlir-opt,
and dot through the compiler worker. It accepts single and double quotes,
backslash escapes, and > / 2> redirection. Quote LLVM pipeline arguments
containing angle brackets. This is one tool invocation per command, without a
shell, pipelines, or input redirection. For example:
opt "-passes=print<domtree>" -disable-output optimized.ll 2> tree.txt
dot -Tsvg .square.dot -o square.svg
The current directory is /workspace. Compile seeds it with source and all
generated files. Manual commands can use explicit libraries and compiler flags;
their output updates the workspace while completed build artifacts remain
unchanged. A new Compile replaces the workspace. Worker recovery retains its
latest snapshot. Files provides previews and downloads; select a manually
linked .wasm file and choose Use module to run it. Keep files under
/workspace to include them in snapshots and the runner's dependencies.
In standalone, Share copies a versioned URL containing source and semantic compiler options. Opening it restores inputs without compiling or running. Binaries, logs, layout, and execution state are excluded. Sharing is unavailable in JupyterLab and JupyterLite, where sessions belong to the host workspace.
Source, pipeline options, output selections, comparison layout, pane sizes, and execution timeout are saved by the host. Jupyter also keeps a browser copy scoped to the current workspace, protecting recent edits while its workspace writes are deferred. Reopening restores editing state without compiling. Output is explicitly marked out of date when source or options change. Invalid saved state opens a usable default session with feedback. Version 1 sessions migrate to version 2, preserving source and split proportions and replacing the Assembly pane with an output group selecting Assembly. Compiled artifacts, command files, and running processes are not persisted.
C and C++ notebooks
Our JupyterLite site includes xeus-cpp 0.10.0, with C23 and C++23 kernels. Open C++ examples.ipynb or C examples.ipynb and choose Run → Run All Cells. The examples use packaged standard library headers, define functions, and reuse state across cells.
The notebook interpreter runs in its own browser worker. It is independent of Fortitudo's compiler explorer: code, options, and results are not synchronized between them. Its Clang version also differs from the explorer's LLVM runtime. The first kernel start downloads the interpreter and its libraries. Browser memory limits apply; native processes, native platform APIs, and arbitrary native libraries are unavailable.
These kernels run in the bundled JupyterLite environment. They are not native JupyterLab kernels.
Development
See CONTRIBUTING.md for the complete Pixi setup and build sequence. The compiler is a separate heavyweight build; frontend builds require its generated assets and verify their hashes.
For an already built checkout:
pixi run --as-is jupyter lab
pixi run --as-is jlpm serve
pixi run --as-is jlpm serve:standalone
In JupyterLab or JupyterLite, select Open Fortitudo in the launcher or command palette. The Lite testbed is served on port 8080; the standalone preview prints its local address. These commands run in separate terminals.
Built standalone and Lite directories can be served below a URL prefix. Keep
each site's compiler assets at their generated relative location. Serve .js
as JavaScript, .wasm as application/wasm, and .data as
application/octet-stream. Compilation works offline after initialization. MLIR
and execution each need their runtime assets loaded before offline use; offline
page reload is a separate feature.
Architecture
- Pure model, request construction, and diagnostic parsing.
- One instance-owned store outside React.
- Lumino commands orchestrate semantic changes and compiler effects.
- Functional React views, with explicit store and CodeMirror bridges.
- A shared Lumino workbench owns workers and view lifecycles, with tab panels inside resizable split panels. Jupyter owns docking of the workbench itself.
- Thin Jupyter and standalone adapters supply shell, persistence, and share URLs.
The shared package entry exports these contracts. Only src/jupyter/ imports
JupyterLab packages; the plugin retains fortitudo:plugin.
The compiler API returns Result.artifacts, Result.stages, and
Result.files. Artifacts carry their build ID, kind, path, and text or binary
content. Stages record status, commands, raw streams, diagnostics, and duration.
Consumers should select artifacts by kind and account for partial failures.
ICompiler.compile accepts stage progress; ICompiler.command returns a stage
and replacement workspace snapshot. Options includes the three pipeline fields
and the four input languages. IRunner, RunRequest, RunResult, and
inspectWasm are exported separately. Treat all returned binary buffers as
immutable; transport never detaches buffers already owned by application state.
Command names describe actions, such as CommandIDs.setSource,
CommandIDs.resetLayout, and CommandIDs.selectOutput. Their IDs use the same
words in kebab case, such as fortitudo:set-source. Jupyter registers
CommandIDs.open; registerCommands takes an ICommandContext for the shared
commands.
WasmFunction.signature is display text, such as i32(i32).
WasmFunction.signatureCode is the numeric runner ABI code, or null for an
unsupported export. Pass that code as RunRequest.signatureCode.
Runtime and limits
The runtime is reproduced from WasmBolt with LLVM 23.1.0 and Emscripten 4.0.9.
runtime/README.md records its origin, pins, licenses, and
build details. Generated compiler/manifest.json records asset sizes and
SHA-256 hashes. Browser test attachments record timings and Wasm memory
observations.
Each initialized compiler or runner is large and reserves 256 MiB of initial Wasm memory, with memory growth enabled and a 32 MiB stack. Running a program alongside the compiler therefore requires two instances. Browser memory limits still apply. Cancellation releases the worker; a later compile must initialize another. Initialization and runtime failures offer a retry path. Ordinary compiler errors retain diagnostics and raw output.
The optional MLIR driver downloads only when MLIR is used, with the same integrity checks, progress, cancellation, and retry behavior as the core. MLIR exploration uses explicit passes; automatic lowering to an executable, automatic compilation, and notebook synchronization remain outside the explorer.
Acknowledgments
Fortitudo’s browser compiler runtime is based on WasmBolt, created by Anutosh Bhat and released under the MIT License. We reuse WasmBolt’s compiler module, LLVM lifecycle adaptations, and compilation pipeline, with an adapted build recipe. Fortitudo adds the shared React/Lumino workbench, compiler worker service, and JupyterLab, JupyterLite, and standalone integrations. WasmBolt’s original copyright and license notice are included in our distributions.
The compiler itself is provided by LLVM/Clang and built for WebAssembly using Emscripten.
Our notebook environment uses xeus-cpp, CppInterOp, and jupyterlite-xeus, with browser packages from emscripten-forge. Their work makes interactive C and C++ notebooks possible without a server. The Lite build preserves package license notices alongside the kernel assets.
License
Fortitudo is BSD-3-Clause licensed. The compiler incorporates WasmBolt and other
separately licensed software. Required notices are included in
runtime/licenses/ and copied into each distribution.
Metadata
Release files for fortitudo 0.4.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| fortitudo-0.4.0.tar.gz | 102.9 MB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| fortitudo-0.4.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 206.2 MB
Release files / fortitudo-0.4.0.tar.gz
| Download URL | fortitudo-0.4.0.tar.gz |
|---|---|
| Size | 102.9 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
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Signed by GitHub Actions, verified by PyPI on Sep 15, 2026.
Transparency logRelease files / fortitudo-0.4.0-py3-none-any.whl
| Download URL | fortitudo-0.4.0-py3-none-any.whl |
|---|---|
| Size | 103.3 MB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
15e0fb70131ba6e0208e92048b3ee6addecf4c0c9ef8322d047df0ee34bc403b
|
|
BLAKE2b-256 checksum How to use checksums |
78950ed2ac9f3425338ce18c9bd14ad44fb04a9add0c03f7898eab99219fd7e7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 15, 2026.
Transparency log