Developer Guide

This guide provides comprehensive information about the FIXS repository structure, build process, and usage for both developers/contributors and end-users.

Table of Contents


Repository Structure

Root Level Folders

build/

Output directory for compiled executables and libraries, including:

  • TrafficLayer.exe - Central co-simulation synchronization framework executable

  • DriverModel_RealSim.dll / DriverModel_RealSim_legacy.dll - VISSIM driver model DLLs (default int-API + frozen long-API legacy)

  • MATLAB/Simulink interface files (.m, .mexw64)

CarMaker/

CarMaker-specific integration scripts and configuration files for dSPACE/CarMaker co-simulation.

Python Scripts:

  • RS_CM<version>_BuildConfig_<dSPACE>.py (e.g. RS_CM13_1_3_BuildConfig_2024a.py) - dSPACE ConfigurationDesk build configuration that compiles CarMaker HIL executables with the Real-Sim libraries. Generated by scripts/dispatch/5b_carmaker_dspace.ps1 from CarMaker’s own CM_BuildConfig.py, one per CarMaker / dSPACE version pair in dependencies.yaml.

  • patch_user_c.ps1 - Patches the CarMaker project’s User.c for the Real-Sim integration

  • RealSimCarMakerSetup.py - Prepares CarMaker testrun files for Real-Sim co-simulation. Creates traffic objects and signal synchronization tables for SUMO/CarMaker coordination.

  • RealSimSetCarMakerConfig.py - Parses config.yaml and generates CarMaker-specific configuration files for HIL setup

VISSIM/

VISSIM-specific utility scripts for network setup and data extraction.

Python Scripts:

  • setVissimStaticRouteExemption.py - Exempts specific vehicle classes (default: class 70) from static route decisions, allowing vehicles to drive straight without following routing decisions

  • getVissimSignalTable.py - Extracts traffic signal information from VISSIM network and exports to CSV table with signal head/group/controller mapping

  • getVissimNetworkInfo.py - Generates speed limit tables and link geometry data from VISSIM network files. Creates desired speed distribution mappings and adds user-defined attributes (UDA) for position tracking

CommonLib/

Shared library code and utilities used across all simulators.

C++ Classes/Headers:

  • ConfigHelper - YAML configuration file parser. Reads config.yaml and populates simulation, application, XIL, CarMaker, SUMO, and CARLA setup structures

  • SocketHelper - Cross-platform TCP socket communication wrapper (Windows/Linux)

  • MsgHelper - Message serialization/deserialization for vehicle, signal, and detector data

  • VehDataMsgDefs - Vehicle message data structure definitions

  • DeviceV2X - V2X communication device interface (not actively maintained)

  • VirEnvHelper / VirEnv_Wrapper - Virtual environment integration helpers

  • TrafficHelper - Traffic simulation utilities

  • MathLibrary.h - Mathematical utility functions (legacy - not currently used)

MATLAB/Simulink Files:

  • RealSimPack.m - Simulink block that packs vehicle data into bytes and transmits to traffic simulator

  • RealSimDepack.m - Simulink block that unpacks received traffic data into bus signals

  • RealSimSocket.cpp/.mexw64 - MEX S-function for TCP socket communication in Simulink

  • RealSimInitSimulink.m - Initialization script for Simulink models

  • RealSimInterpSpeed.m - Speed interpolation utilities

  • RealSimMsgClass.m - Message class definition for MATLAB

  • RealSimTemplate.slx - Simulink template for Real-Sim integration

  • autoRealSimBatchCall.m / main_autoRealSim.m - Batch simulation automation scripts

  • startVissim.m - MATLAB script to launch VISSIM

Python Utilities:

  • ConfigHelper.py - Python version of configuration parser

  • MsgHelper.py - Python message handling utilities

  • SocketHelper.py - Python socket communication

  • VehDataMsgDefs.py - Vehicle data definitions in Python

Configuration:

  • config.yaml - Main configuration file for all Real-Sim parameters

VirtualEnvironment/

Virtual environment library for CarMaker integration. Contains Visual Studio solution for building the virtual environment interface used by CarMaker simulations.

TrafficLayer/

Central co-simulation synchronization framework. Contains Visual Studio solution for building TrafficLayer.exe, which serves as the main synchronization framework coordinating message passing between traffic simulators (VISSIM/SUMO) and XIL systems.

VirCarlaEnv/

CARLA-specific virtual environment implementation.

tests/

Test scenarios and validation cases. Intended for future automated testing infrastructure.

doc/

Documentation files including simulator-specific guides:

  • VISSIMdoc.md - VISSIM interface documentation

  • SUMOdoc.md - SUMO interface documentation

  • CarMakerDoc.md - CarMaker interface documentation

  • CARLAdoc.md - CARLA interface documentation

ProprietaryFiles/

Private submodule (ORNL-Real-Sim/ProprietaryFiles) with the CarMaker, VISSIM and dSPACE integration code that cannot be public. Without access it stays empty; the release zip ships the binaries built from it.

.github/

GitHub-specific configuration (workflows, issue templates, CI/CD).


Documentation (Read the Docs)

The docs site is https://real-sim.readthedocs.io. It carries one version per release channel, under the channel’s name:

Branch

Docs version

main

stable (the default)

beta_vX.Y.Z

vX.Y.Z-beta

dev_vX.Y.Z

vX.Y.Z-alpha

Each version is built from its channel’s tag, so the docs move when the channel is published. The docs-publish job at the end of .github/workflows/release.yml asks Read the Docs to rebuild that version right after the release is published, using the RTD_TOKEN repository secret. On the Read the Docs side, an automation rule activates the channel tags as they appear.

A build clones the repo at that commit, reads .readthedocs.yml, installs doc/requirements_doc.txt, and runs Sphinx on doc/ with doc/conf.py. Warnings are errors.

Writing docs:

  • A page must be listed in a toctree in doc/index.rst, or it is built but unreachable.

  • One # title per page, ## and below for sections. Every top-level heading becomes its own entry in the left panel, so doc/_ext/single_title.py fails the build on a second one.

  • Internal design documents (e.g. 156_drivingsim_dll_design_proposal.md, gui-design/, the XIL design studies) stay in the repo but are listed in exclude_patterns in doc/conf.py, so they are not published. A published page may still link to one; the link opens the file on GitHub.

  • Link repo files outside doc/ relatively (../tests/Vissim/Ipg/), so the link also works on GitHub. On Read the Docs, doc/_ext/repo_links.py turns each one into a GitHub link at the commit being built. A link to a file that does not exist fails the build.

Checking a change: every PR runs .github/workflows/docs.yml, which builds the site with warnings as errors. To build locally:

pip install -r doc/requirements_doc.txt
python -m sphinx -W --keep-going -b html doc _build/html

With Windows Python 3.10 the build can crash intermittently inside docutils; build under WSL or Python 3.11 instead.


Known Limitations and Technical Debt

This section documents known rough edges in the codebase for contributors.

C++ Core

  • TrafficHelper.cpp (~1743 lines) — Monolithic; SUMO and VISSIM paths are interleaved rather than separated. Tracked in milestone 0.8.0.

  • mainTrafficLayer.cpp (~1396 lines) — Main function is too large; refactor tracked in issue #113.

  • ConfigHelper.cpp (~1169 lines) — Contains several dead // TODO: add code branches and commented-out error message blocks.

  • C++ headers have no Doxygen comments — ConfigHelper.h, SocketHelper.h, MsgHelper.h have zero doc comments; C++ API autodoc deferred until comments are added (see issue #137).

  • EnableFIXS / EnableRealSim — The config key was renamed (EnableRealSim → EnableFIXS) with backward compat parsing. Old configs still work but contributors should use EnableFIXS.

Python CommonLib

  • No docstrings — ConfigHelper.py, MsgHelper.py, SocketHelper.py lack docstrings; Python autodoc on RTD will be empty until added (issue #137).

  • MsgHelper.py (~28k lines) — Very large; likely has unused code paths.

Build System

  • Script numbering in scripts/dispatch/ — Scripts were renumbered in PR #135 but individual component scripts (4a, 4b, 5, 6) don’t follow a clean linear sequence.

  • generate_version.ps1 — Now called by dispatch.bat (added in PR #135), but requires git tags to be present; will produce a fallback version string if no tags exist.

Tests

  • No CI — Python unit tests under tests/Python/unit/ run locally but there is no GitHub Actions workflow to run them automatically. Tracked in issue #57.

  • Integration tests require simulators — All scenario tests under tests/ (SUMO, VISSIM, CarMaker) require the respective simulator installed. Only tests/Python/unit/ is simulator-free.

ProprietaryFiles Submodule

  • VISSIM driver TODO stubs — DriverModel_FIXS_Common.h has 8 // TODO #129: stubs for unimplemented message field handlers (signal table missing, connection-failed paths, speed-limit errors).


Dependency Management

dependencies.yaml

Central configuration file tracking external simulator and library versions used by FIXS:

  • SUMO - Traffic simulation (currently v1.22.0)

  • CARLA - Virtual environment simulator

  • CarMaker - IPG Automotive HIL platform

  • yaml-cpp - C++ YAML configuration parser

This file serves as the single source of truth for external dependency versions.

initialize_fixs.ps1

Brings a fresh clone to a buildable state — the one command to run after git clone:

powershell -ExecutionPolicy Bypass -File scripts\initialize_fixs.ps1

It initializes the ProprietaryFiles submodule (optional — private repo), acquires the native deps, and builds yaml-cpp, then prints a per-step summary. Idempotent, so re-running is cheap. dispatch.bat calls it as step 1, so dispatch.bat on its own also works on a fresh clone.

scripts/update_fixs.ps1 and scripts/update_fixs.sh are a different thing: they are the consumer-side installers for a published FIXS release zip, not for setting up a developer checkout.

Native dependencies (CommonLib/libsumo, CommonLib/libcarla)

Neither is committed to git. Both are gitignored and fetched at setup time from the public rolling release fixs-native-deps as version- and platform-named, SHA-256-verified assets (libsumo-<ver>-windows-x86_64.zip, libcarla-<ver>-windows-x86_64.zip; the same release carries the -linux-x86_64 pair); versions come from dependencies.yaml.

  • libsumo is required — TrafficLayer.vcxproj links CommonLib\libsumo\bin\libsumocpp.lib directly, so nothing core builds without it. A failed fetch is a hard error.

  • libcarla is optional — only VirCarlaEnv needs it; a failed or unconfigured fetch just skips that component.

libsumo was vendored in git until #238 (105 files, ~430 MB). It was dropped because unverified binaries in git hide defects: the committed copy was missing geos_c.dll + geos.dll for months (#70), which made libsumocpp.dll unloadable, and TrafficLayer’s delay-load meant it only failed at the first libsumo call. Both fetch_native_deps.ps1 and pack_native_deps.ps1 now load-test libsumo/bin via libsumo_verify.ps1.

build_libsumo.ps1

PowerShell script to build libsumo and libtraci libraries from SUMO source code.

What it does:

  1. Clones the SUMO repository at the specified version tag

  2. Configures the build using CMake with required dependencies

  3. Compiles libsumo, libtraci, and all required DLLs

  4. Copies built libraries, headers, and DLLs to CommonLib/libsumo/

  5. Organizes files into bin/, include/, and lib/ directories

Usage:

# Build for SUMO v1.22.0 (default from dependencies.yaml)
.\build_libsumo.ps1

# Build for a specific SUMO version
.\build_libsumo.ps1 -SumoVersion "v1_22_0"

# Build with custom installation location
.\build_libsumo.ps1 -SumoVersion "v1_22_0" -InstallPrefix "C:\custom\path"

# Build with multiple parallel jobs (faster compilation)
.\build_libsumo.ps1 -Jobs 8

Requirements:

  • CMake ≥3.13

  • Visual Studio 2022 (or compatible C++ compiler)

  • Git

  • Python ≥3.8

Output Structure:

CommonLib/libsumo/
├── bin/           # All runtime DLLs (libsumocpp.dll, libtracicpp.dll, etc.)
├── include/       # Header files (libsumo/*.h, libtraci/*.h)
└── lib/           # Import libraries (*.lib)

Note: The script preserves the SUMO source clone in tmp/sumo_build/ for faster rebuilds. Delete this directory to force a clean clone on the next build.

After rebuilding: CommonLib/libsumo/ is gitignored (#238), so the result is local-only until it is published. Bump dependencies.yaml and publish the matching asset, or every other clone will fail to fetch:

powershell -File scripts\dispatch\pack_native_deps.ps1 -Component sumo -Publish

The packer refuses to publish a bin/ whose DLLs do not load, so an incomplete rebuild fails here rather than in someone else’s build.


Build Scripts

The build is driven by scripts/dispatch/dispatch.bat, which initializes the clone (scripts/initialize_fixs.ps1: submodules, native deps, yaml-cpp) and then runs the numbered component scripts in scripts/dispatch/ (1_external_libraries.bat for yaml-cpp, 2_core_components.bat for TrafficLayer, and so on), copying everything to build/. Each component script can also be run on its own. BUILD.md is the reference for all of it: prerequisites, what each script builds, debug builds, and the release CI.


Setup Scripts

checkRequirements.ps1 / runCheckRequirements.bat

PowerShell script to verify installation requirements and dependencies. Checks for required software installations (Visual Studio, CMake, MATLAB, etc.).

Usage:

runCheckRequirements.bat

env.check.py

Python environment validation script. Verifies that required Python packages and software dependencies are properly installed.

Usage:

python env.check.py

addVehicleMessage.py

Utility script to add or modify vehicle message field definitions across the codebase. Updates message structures in C++, Python, and MATLAB implementations.


Usage Guide

Initial Setup (For Developers)

  1. Install prerequisites as listed in BUILD.md. The versions of MATLAB, CarMaker, dSPACE and SUMO come from dependencies.yaml.

  2. Set up the Python environment:

    conda env create -f environment.yml
    conda activate realsim
    
  3. Build:

    scripts\dispatch\dispatch.bat
    

    Its first step initializes a fresh clone (see First-Run Setup).

  4. Verify the build: build/ holds TrafficLayer.exe and the simulator-specific DLLs, and build/BUILD_INFO.txt records what was built.


VISSIM Users

1. Extract Signal Tables

Use this script to generate traffic signal synchronization tables from your VISSIM network:

python VISSIM/getVissimSignalTable.py
  • Update absolute_folder_path and file_name variables in the script

  • Output: SignalTable.csv with signal head/group/controller mappings

2. Generate Network Information

Extract speed limits and link geometry data:

python VISSIM/getVissimNetworkInfo.py
  • Generates:

    • LinkGeometryTable.csv - Link topology and geometry

    • DesSpdDistr2SpeedLimitMap.csv - Speed distribution to speed limit mapping

    • SpeedLimitTable.csv - Complete speed limit table

3. Configure Route Exemptions

Exempt ego vehicle class from static routing decisions:

python VISSIM/setVissimStaticRouteExemption.py
  • Default: Exempts vehicle class 70

  • Modify VEHICLE_CLASS_TO_EXEMPT variable to change target class


CarMaker Users

1. Configure Settings

Edit CommonLib/config.yaml with your CarMaker parameters:

  • CarMaker project path

  • Port numbers

  • Ego vehicle ID and type

  • Traffic refresh rate

2. Prepare Testrun Files

Generate traffic objects and signal tables for CarMaker:

python CarMaker/RealSimCarMakerSetup.py --cm-project-path <path> --testrun <name> --car 30 --truck 10
  • Creates traffic objects that sync with SUMO/VISSIM

  • Generates signal synchronization tables

  • Options:

    • --car / --truck: Number of each vehicle type

    • --no-random-traffic: Use fixed vehicle models

    • --overwrite-testrun: Overwrite original testrun file

3. Generate CarMaker Configuration

Parse config.yaml and create CarMaker-specific settings:

python CarMaker/RealSimSetCarMakerConfig.py --configFile <path> --cm-project-path <path>

4. Build HIL Executable

In dSPACE ConfigurationDesk, run the build configuration script generated for your CarMaker / dSPACE versions, e.g. CarMaker/RS_CM13_1_3_BuildConfig_2024a.py (see the CarMaker section under Repository Structure).

This configures compiler settings, search paths, and libraries for Real-Sim integration.


Configuration

The main configuration file is CommonLib/config.yaml. Key sections include:

SimulationSetup

  • SelectedTrafficSimulator: Choose VISSIM, SUMO, CarMaker, or CARLA

  • SimulationEndTime: Total simulation duration

  • EnableVerboseLog: Enable detailed logging

  • VehicleMessageField: Define which vehicle data fields to exchange

XilSetup

  • EnableXil: Enable XIL system integration

  • VehicleSubscription: Define which vehicles to sync

  • SignalSubscription: Traffic signal synchronization settings

ApplicationSetup

  • EnableApplicationLayer: Enable custom application layer

  • ApplicationPort: Port numbers for applications

  • Vehicle/detector/signal subscriptions

CarMakerSetup

  • EnableCosimulation: Enable CarMaker co-simulation

  • CarMakerIP / CarMakerPort: Network settings

  • EgoId / EgoType: Ego vehicle identification

  • SynchronizeTrafficSignal: Enable signal sync

CarlaSetup

  • EnableCosimulation: Enable CARLA co-simulation

  • CarlaServerIP / CarlaServerPort: CARLA server connection

  • CarlaMapName: Map to load

  • InterestedIds: Vehicle IDs to track

SumoSetup

  • EnableAutoLaunch: Enable automatic SUMO startup (true/false)

  • SumoConfigFile: Path to SUMO .sumocfg file (relative to config.yaml location)

  • NumClients: Number of TraCI client connections (default: 1)

  • RuntimeLibraryPath: Optional override for SUMO DLL directory

  • SpeedMode: SUMO speed control mode (bitfield, see SUMO documentation)

  • ExecutionOrder: Simulation step execution order for multi-client coordination

Auto-Launch Example:

SumoSetup:
  EnableAutoLaunch: true
  SumoConfigFile: "./simple_loop.sumocfg"
  NumClients: 1
  SpeedMode: 0
  ExecutionOrder: 0

Note: When EnableAutoLaunch: false, you must manually start SUMO before running TrafficLayer.

Refer to comments in config.yaml for detailed parameter descriptions.


Typical Workflow

Running a Co-Simulation

  1. Configure config.yaml for your scenario

  2. Start TrafficLayer (central synchronization framework):

    build/TrafficLayer.exe
    
  3. Launch Traffic Simulator (VISSIM/SUMO) or Start CarMaker HIL

  4. Run Simulink Model (if using XIL with MATLAB)

  5. Monitor outputs and logs for debugging

Troubleshooting

  • Enable EnableVerboseLog in config.yaml for detailed diagnostics

  • Check TrafficLayer.err for error messages

  • Review simulator-specific logs (DriverModelError.txt for VISSIM)

  • Verify port numbers are not in conflict

  • Ensure all components are using the same config.yaml


Additional Resources

For simulator-specific details, see:

For general setup and configuration: