rerun-io/rerun ⭐ 10,216

# CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) and other LLMs when working with code in this repository.

## Project overview

Rerun is a time-aware multimodal data stack and visualizations tool used in robotics, spatial AI, computer vision, and similar domains. It provides SDKs (Python, Rust, C++) for logging rich data (images, point clouds, tensors, etc.) and a Viewer for visualization.

## Build system

We use `pixi` for task management and dependency installation. Check `pixi.toml` for a full list of tasks.

### Essential commands

**Building:**
- `pixi run py-build` - Build Python SDK into local .venv (uses uv)
- `pixi run rerun-build` - Build native viewer (without web viewer)
- `pixi run rerun-build-web` - Build web viewer (wasm)
- `pixi run cpp-build-all` - Build all C++ artifacts

**Running:**
- `pixi run rerun` - Run the viewer
- `pixi run uvpy script.py` - Run Python scripts with rerun SDK
- `cargo run -p <package_name>` - Run specific Rust example (e.g., `cargo run -p dna`)

**Code generation:**
- `pixi run codegen` - Generate Rust/Python/C++ code from .fbs type definitions

**Formatting:**
- `pixi run rs-fmt` - Format Rust files
- `pixi run py-fmt` - Format Python files
- `pixi run cpp-fmt` - Format C++ files
- `pixi run toml-fmt` - Format TOML files

**Testing:**
- Use `cargo clippy -p <crate_name>` to run general rust checks before building things
- `cargo nextest run --all-features --no-fail-fast -p <crate_name>` - Run tests for a specific crate
  - Example: `cargo nextest run --all-features --no-fail-fast -p re_view_spatial`
- Use `cargo nextest` (not `cargo test`) for better output and parallelism
- Always use `--all-features` unless you have a specific reason not to
- Use `--no-fail-fast` to gather all test failures in a single run

## Code generation system

**Critical: Never edit generated files directly.** All generated files are marked "DO NOT EDIT" at the top.

### Type definition flow

```
.fbs files (definitions/) → pixi run codegen → Generated code (Rust/Python/C++)
```

- Type definitions live in `crates/store/re_sdk_types/definitions/rerun/`
  - `datatypes/*.fbs` - Low-level types (Vec3D, Mat4x4, etc.)
  - `components/*.fbs` - Component types (Position3D, Color, etc.)
  - `archetypes/*.fbs` - Archetypes (Points3D, Image, etc.)
  - `blueprint/*.fbs` - Blueprint system types
- Codegen implementation is in `crates/build/re_types_builder/`
- After modifying .fbs files, run `pixi run codegen` to regenerate code

### Extension pattern

To add custom functionality to generated types, create `_ext` files:
- Rust: `filename_ext.rs` (automatically imported by codegen)
- Python: `filename_ext.py` (mixed in with generated class)
- C++: `filename_ext.cpp` (compiled and included automatically, parts of it may be marked for copy into the header by codegen)

## Code conventions

### General

- use `…` instead of `...` <!-- NOLINT -->
- validate various custom conventions via `pixi run lint-rerun <file>` (not passing any file will check everything)

## Architecture overview

### Crate organization

```
crates/
├── build/     # Code generation (re_types_builder)
├── store/     # Data types, storage, querying
├── top/       # User-facing SDKs and CLI
└── viewer/    # Viewer UI and rendering
```

For more details about the architecture see `ARCHITECTURE.md`.

### Type system hierarchy

The type system has three levels (generated from .fbs files):

1. **Datatypes** (`rerun.datatypes.*`) - Basic types like Vec3D, Color
2. **Components** (`rerun.components.*`) - Named semantic wrappers (Position3D, Radius)
3. **Archetypes** (`rerun.archetypes.*`) - Collections of components (Points3D, Image)

Each archetype specifies:
- Required components (must be provided)
- Recommended components (have good defaults)
- Optional components (purely optional)

Example: `Points3D` archetype requires `positions`, recommends `colors` and `radii`, allows optional `labels`.

### Data flow

```
SDK (log archetype)
    ↓ encode to Apache Arrow
LogMsg (encoded data)
    ↓ transport (gRPC/file/memory)
re_chunk_store (indexed time series DB)
    ↓ query
Viewer (immediate mode rendering)
```

### Blueprint system

The blueprint is the viewer's configuration layer:
- Stored as a separate store (`re_entity_db`) with "blueprint" timeline
- Defines: view layout, visibility, per-entity overrides, view properties
- Uses the same type system as logged data
- Basic blueprint path hierarchy: `/viewport/`, `/view/{uuid}/`, `/container/{uuid}/`

### Visualizers

Each view type (Spatial3D, TimeSeries, etc.) has registered visualizers:
- Determine which entities/archetypes can be visualized
- Execute per-frame: query data → process → generate render commands
- Examples: Points3DVisualizer, LineStripsVisualizer, MeshVisualizer

The viewer uses **immediate mode**: every frame, query the store and re-render from scratch.

## Python development workflow

Python uses a separate uv-managed .venv (not pixi's conda env):

```bash
pixi run py-build              # Build rerun-sdk into .venv
pixi run uvpy script.py        # Run Python scripts via uv
pixi run uv run script.py      # Explicit uv run
```

The `uv` wrapper script unsets `CONDA_PREFIX` to ensure isolation from pixi's environment.

## Important notes

- **PyO3 Configuration**: If you see PyO3 config errors, run `pixi run ensure-pyo3-build-cfg`
- **git-lfs**: Required for test snapshots. Install with your package manager and run `git lfs install`
- **Immediate Mode**: The entire viewer is rendered from scratch each frame (no state management callbacks)
- **Arrow Native**: Data is stored, transmitted, and queried as Apache Arrow arrays
- **Multi-language**: Changes to .fbs files affect Rust, Python, and C++ simultaneously

## Development references

- [`ARCHITECTURE.md`](ARCHITECTURE.md) - Detailed architecture documentation
- [`BUILD.md`](BUILD.md) - Full build instructions
- [`CODE_STYLE.md`](CODE_STYLE.md) - Code style guidelines
- [`CONTRIBUTING.md`](CONTRIBUTING.md) - Contribution guidelines
- [`DESIGN.md`](DESIGN.md) - Guidelines for UI design, covering GUI, CLI, documentation, log messages, etc
- [`rerun_py/README.md`](rerun_py/README.md) - Python SDK specific instructions