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Business Priorities and Goals:
- Primary goal: To provide an open-source advanced driver-assistance system (ADAS) that enhances vehicle safety and convenience.
- Secondary goal: To foster a community of developers and researchers to contribute to and improve ADAS technology.
- Tertiary goal: To demonstrate the feasibility and potential of open-source approaches in safety-critical automotive systems.
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Business Risks:
- Safety risks: Malfunctions or vulnerabilities in openpilot could lead to accidents, injuries, or fatalities. This is the most critical risk due to the safety-critical nature of ADAS.
- Reputational risks: Negative incidents or security breaches could damage the reputation of the openpilot project and the organizations or individuals involved.
- Legal and liability risks: Accidents or incidents caused by openpilot could lead to legal liabilities for developers, contributors, and users.
- Adoption risks: Limited adoption by the general public due to safety concerns, complexity, or lack of official support from car manufacturers.
- Community sustainability risks: Dependence on volunteer contributions and the potential for community fragmentation or lack of maintenance.
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Existing Security Controls:
- security control: Open-source code review process (described in GitHub contribution guidelines and pull request reviews).
- security control: Use of GitHub for version control and collaboration, providing transparency and auditability of code changes.
- security control: Community-driven security vulnerability reporting and patching (implicitly through open-source nature).
- security control: Code linters and static analysis tools are likely used by developers (though not explicitly documented in the provided context, it's a common practice in software development).
- security control: Reliance on the underlying operating system and hardware security features of the devices openpilot runs on.
- accepted risk: Dependence on community vigilance for identifying and reporting security vulnerabilities.
- accepted risk: Potential for vulnerabilities to exist in dependencies and third-party libraries used by openpilot.
- accepted risk: Limited formal security testing and penetration testing due to the open-source and community-driven nature of the project.
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Recommended Security Controls:
- security control: Implement automated security scanning in the CI/CD pipeline, including SAST and dependency vulnerability scanning.
- security control: Establish a formal security vulnerability disclosure and response process.
- security control: Conduct regular security audits and penetration testing by security experts.
- security control: Implement input validation and sanitization at all interfaces, especially when interacting with vehicle systems and external data sources.
- security control: Strengthen access controls and authorization mechanisms within the openpilot software to prevent unauthorized actions.
- security control: Implement secure coding practices and guidelines, and provide security training to developers.
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Security Requirements:
- Authentication:
- Requirement: While direct user authentication to openpilot software might not be applicable in a running vehicle, authentication is crucial for development and deployment processes.
- Requirement: Secure authentication for developers accessing development infrastructure (e.g., GitHub, build servers).
- Authorization:
- Requirement: Implement authorization mechanisms within openpilot to control access to sensitive functionalities and vehicle control commands.
- Requirement: Role-based access control for development and deployment environments.
- Input Validation:
- Requirement: Rigorous input validation for all data received from vehicle sensors (cameras, CAN bus, GPS), external sources (maps, weather data), and user interfaces (if any).
- Requirement: Sanitize inputs to prevent injection attacks and ensure data integrity.
- Cryptography:
- Requirement: Use cryptography to protect sensitive data in transit and at rest, such as communication with backend services (if any) and potentially stored configuration data.
- Requirement: Securely manage cryptographic keys and certificates.
- Requirement: Consider code signing for releases to ensure integrity and authenticity.
- Authentication:
flowchart LR
subgraph "Vehicle Owner/Driver"
A[Vehicle Owner/Driver]
end
subgraph "Openpilot Project"
B[Openpilot System]
end
subgraph "External Systems"
C[Vehicle CAN Bus]
D[GPS Satellites]
E[Camera Sensors]
F[Map Data Providers]
G[Software Update Server]
end
A -- "Uses ADAS features" --> B
B -- "Receives vehicle data" --> C
B -- "Receives location data" --> D
B -- "Receives visual data" --> E
B -- "Retrieves map information (potentially)" --> F
B -- "Receives software updates" --> G
C -- "Provides vehicle signals" --> B
D -- "Provides location signals" --> B
E -- "Provides visual input" --> B
F -- "Provides map data" --> B
G -- "Provides software updates" --> B
style A fill:#f9f,stroke:#333,stroke-width:2px
style B fill:#ccf,stroke:#333,stroke-width:2px
style C fill:#eee,stroke:#333,stroke-width:2px
style D fill:#eee,stroke:#333,stroke-width:2px
style E fill:#eee,stroke:#333,stroke-width:2px
style F fill:#eee,stroke:#333,stroke-width:2px
style G fill:#eee,stroke:#333,stroke-width:2px
- Context Diagram Elements:
- Element:
- Name: Vehicle Owner/Driver
- Type: Person
- Description: The end-user who owns or drives the vehicle equipped with openpilot and benefits from its ADAS features.
- Responsibilities: Operate the vehicle, engage and disengage openpilot, monitor system performance, and maintain awareness of driving conditions.
- Security controls: Responsible driving practices, understanding system limitations, and proper engagement/disengagement procedures.
- Element:
- Name: Openpilot System
- Type: Software System
- Description: The open-source advanced driver-assistance system software that runs on compatible hardware within a vehicle.
- Responsibilities: Perceive the environment using sensors, plan driving actions, control vehicle actuators (steering, throttle, brakes), and provide driver assistance features.
- Security controls: Input validation, authorization within the system, secure communication with vehicle systems, software update mechanisms, and robust error handling.
- Element:
- Name: Vehicle CAN Bus
- Type: System
- Description: The Controller Area Network bus within the vehicle, used for communication between electronic control units (ECUs), including sensors and actuators.
- Responsibilities: Transmit vehicle signals and control commands between different vehicle components.
- Security controls: Vehicle manufacturer's security measures to protect the CAN bus from unauthorized access and manipulation (beyond openpilot's direct control).
- Element:
- Name: GPS Satellites
- Type: System
- Description: Global Positioning System satellites providing location data to the vehicle.
- Responsibilities: Provide accurate location and time information.
- Security controls: GPS signal integrity and availability (vulnerable to jamming and spoofing, but openpilot relies on sensor fusion and redundancy).
- Element:
- Name: Camera Sensors
- Type: System
- Description: Cameras mounted on the vehicle providing visual input to the openpilot system.
- Responsibilities: Capture images and video of the vehicle's surroundings.
- Security controls: Physical security of cameras, data integrity of captured images, and protection against camera tampering.
- Element:
- Name: Map Data Providers
- Type: External System
- Description: Services providing map data for navigation and localization (potentially used by openpilot for enhanced features).
- Responsibilities: Provide accurate and up-to-date map information.
- Security controls: Secure communication channels for retrieving map data, data integrity of received map information, and protection against malicious map data injection.
- Element:
- Name: Software Update Server
- Type: External System
- Description: Server infrastructure used to distribute software updates for the openpilot system.
- Responsibilities: Securely store and distribute software updates, authenticate update requests, and ensure update integrity.
- Security controls: Secure server infrastructure, authentication and authorization for update distribution, code signing of updates, and secure communication channels for updates.
- Element:
flowchart LR
subgraph "Vehicle"
subgraph "Openpilot System Container"
A[Driving Model Container]
B[Perception Container]
C[Control Container]
D[System Integration Container]
E[User Interface Container]
end
F[Vehicle CAN Interface]
G[Camera Interface]
H[GPS Interface]
end
A -- "Uses sensor data, planning" --> B
A -- "Sends control commands" --> C
B -- "Processes sensor data" --> D
C -- "Sends vehicle commands via" --> F
D -- "Integrates all components" --> A
D -- "Receives data from" --> G
D -- "Receives data from" --> H
E -- "Provides user feedback, configuration" --> D
style A fill:#f9f,stroke:#333,stroke-width:2px
style B fill:#f9f,stroke:#333,stroke-width:2px
style C fill:#f9f,stroke:#333,stroke-width:2px
style D fill:#f9f,stroke:#333,stroke-width:2px
style E fill:#f9f,stroke:#333,stroke-width:2px
style F fill:#ccf,stroke:#333,stroke-width:2px
style G fill:#ccf,stroke:#333,stroke-width:2px
style H fill:#ccf,stroke:#333,stroke-width:2px
- Container Diagram Elements:
- Element:
- Name: Driving Model Container
- Type: Software Container (Process/Module)
- Description: Contains the driving model logic, including path planning, decision-making, and behavior arbitration.
- Responsibilities: Generate driving commands based on perception data and system state, plan safe and efficient trajectories, and manage driving behavior.
- Security controls: Input validation of perception data, robust logic to prevent unsafe driving decisions, and internal authorization for critical functions.
- Element:
- Name: Perception Container
- Type: Software Container (Process/Module)
- Description: Processes sensor data from cameras, GPS, and potentially other sensors to understand the vehicle's environment.
- Responsibilities: Object detection, lane detection, road segmentation, localization, and environment mapping.
- Security controls: Input validation of sensor data, sensor data fusion techniques for redundancy and error detection, and protection against sensor spoofing or manipulation.
- Element:
- Name: Control Container
- Type: Software Container (Process/Module)
- Description: Responsible for translating driving commands into vehicle control actions (steering, throttle, brakes) via the CAN bus.
- Responsibilities: Vehicle control, actuator management, and safety monitoring of control actions.
- Security controls: Authorization to send control commands to the CAN bus, safety checks on control commands before execution, and fail-safe mechanisms in case of errors.
- Element:
- Name: System Integration Container
- Type: Software Container (Process/Module)
- Description: Integrates all other containers, manages data flow, system initialization, and overall system coordination.
- Responsibilities: System startup, shutdown, inter-process communication, data management, logging, and monitoring.
- Security controls: Secure inter-process communication, system-level access controls, logging and auditing of system events, and secure configuration management.
- Element:
- Name: User Interface Container
- Type: Software Container (Process/Module)
- Description: Provides a user interface (if any) for system configuration, monitoring, and feedback.
- Responsibilities: Display system status, allow user configuration (within safe limits), and provide alerts and warnings.
- Security controls: Authentication and authorization for user interface access, input validation of user inputs, and protection against UI-based attacks.
- Element:
- Name: Vehicle CAN Interface
- Type: Interface
- Description: Software interface for communicating with the vehicle's CAN bus.
- Responsibilities: Send and receive CAN messages, translate between openpilot's internal data format and CAN bus protocols.
- Security controls: CAN bus communication security (as provided by the vehicle), and filtering of CAN messages to prevent unauthorized commands.
- Element:
- Name: Camera Interface
- Type: Interface
- Description: Software interface for receiving data from camera sensors.
- Responsibilities: Capture images and video streams from cameras, pre-process camera data (e.g., calibration, distortion correction).
- Security controls: Secure camera data acquisition, data integrity checks, and protection against camera data manipulation.
- Element:
- Name: GPS Interface
- Type: Interface
- Description: Software interface for receiving data from GPS receiver.
- Responsibilities: Acquire GPS location data, parse GPS messages, and provide location information to the system.
- Security controls: GPS data validation, and potentially sensor fusion with other location sources to mitigate GPS spoofing.
- Element:
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Deployment Architecture Options:
- Option 1: Embedded System Deployment - Openpilot runs directly on a dedicated embedded hardware device installed in the vehicle. This is the most common deployment scenario.
- Option 2: Cloud-Connected Deployment - Openpilot connects to cloud services for data logging, remote monitoring, and potentially map data or software updates.
- Option 3: Development/Simulation Environment - Openpilot runs in a simulated environment for development, testing, and validation.
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Detailed Deployment Architecture (Option 1: Embedded System Deployment):
flowchart LR
subgraph "Vehicle Environment"
A[Embedded Hardware Device]
subgraph "Operating System"
B[Operating System (e.g., Linux)]
end
subgraph "Openpilot Software"
C[Openpilot Containers]
end
D[Vehicle CAN Bus]
E[Camera Sensors]
F[GPS Receiver]
end
A -- "Runs" --> B
B -- "Runs" --> C
A -- "Connects to" --> D
A -- "Connects to" --> E
A -- "Connects to" --> F
C -- "Interacts with" --> D
C -- "Interacts with" --> E
C -- "Interacts with" --> F
style A fill:#ccf,stroke:#333,stroke-width:2px
style B fill:#eee,stroke:#333,stroke-width:2px
style C fill:#f9f,stroke:#333,stroke-width:2px
style D fill:#eee,stroke:#333,stroke-width:2px
style E fill:#eee,stroke:#333,stroke-width:2px
style F fill:#eee,stroke:#333,stroke-width:2px
- Deployment Diagram Elements:
- Element:
- Name: Embedded Hardware Device
- Type: Hardware Device
- Description: A dedicated hardware device (e.g., comma three, comma two) installed in the vehicle to run the openpilot software.
- Responsibilities: Provide computational resources, interfaces to vehicle sensors and actuators, and a secure execution environment for openpilot.
- Security controls: Hardware security features of the device, secure boot process, and physical security of the device within the vehicle.
- Element:
- Name: Operating System (e.g., Linux)
- Type: Software
- Description: The operating system running on the embedded hardware device, providing system services and managing hardware resources.
- Responsibilities: Resource management, process isolation, security features, and device driver support.
- Security controls: OS-level security features (e.g., access controls, kernel hardening), regular security updates, and secure OS configuration.
- Element:
- Name: Openpilot Containers
- Type: Software Containers
- Description: The set of software containers (Driving Model, Perception, Control, etc.) that constitute the openpilot application.
- Responsibilities: Implement the ADAS functionalities as described in the Container Diagram.
- Security controls: Container isolation, least privilege principles for container processes, and security controls within each container as described previously.
- Element:
- Name: Vehicle CAN Bus
- Type: Network
- Description: The vehicle's CAN bus network.
- Responsibilities: Vehicle communication network.
- Security controls: Vehicle manufacturer's CAN bus security.
- Element:
- Name: Camera Sensors
- Type: Hardware
- Description: Vehicle camera sensors.
- Responsibilities: Capture visual data.
- Security controls: Physical security of cameras.
- Element:
- Name: GPS Receiver
- Type: Hardware
- Description: GPS receiver in the vehicle.
- Responsibilities: Provide location data.
- Security controls: GPS signal reception integrity.
- Element:
flowchart LR
subgraph "Developer Environment"
A[Developer]
B[Code Repository (GitHub)]
end
subgraph "CI/CD Pipeline (GitHub Actions)"
C[Build Automation (GitHub Actions)]
D[Static Analysis Tools (SAST, Linters)]
E[Dependency Scanning]
F[Unit Tests]
G[Integration Tests]
H[Build Artifacts]
end
subgraph "Distribution"
I[Software Update Server]
end
A -- "Code Changes" --> B
B -- "Triggers" --> C
C -- "Runs" --> D
C -- "Runs" --> E
C -- "Runs" --> F
C -- "Runs" --> G
C -- "Produces" --> H
H -- "Published to" --> I
style A fill:#f9f,stroke:#333,stroke-width:2px
style B fill:#ccf,stroke:#333,stroke-width:2px
style C fill:#ccf,stroke:#333,stroke-width:2px
style D fill:#eee,stroke:#333,stroke-width:2px
style E fill:#eee,stroke:#333,stroke-width:2px
style F fill:#eee,stroke:#333,stroke-width:2px
style G fill:#eee,stroke:#333,stroke-width:2px
style H fill:#eee,stroke:#333,stroke-width:2px
style I fill:#ccf,stroke:#333,stroke-width:2px
- Build Process Elements:
- Element:
- Name: Developer
- Type: Person
- Description: Software developers contributing to the openpilot project.
- Responsibilities: Write code, commit changes, and contribute to the project.
- Security controls: Secure development practices, code review participation, and adherence to security guidelines.
- Element:
- Name: Code Repository (GitHub)
- Type: System
- Description: GitHub repository hosting the openpilot source code.
- Responsibilities: Version control, code collaboration, and source code management.
- Security controls: Access controls to the repository, branch protection rules, and audit logging of code changes.
- Element:
- Name: Build Automation (GitHub Actions)
- Type: System
- Description: GitHub Actions workflows automating the build, test, and release process.
- Responsibilities: Automated build execution, running security checks, and generating build artifacts.
- Security controls: Secure configuration of CI/CD pipelines, access controls to CI/CD workflows, and secrets management for build processes.
- Element:
- Name: Static Analysis Tools (SAST, Linters)
- Type: Tool
- Description: Static analysis security testing tools and code linters used to identify potential vulnerabilities and code quality issues.
- Responsibilities: Automated code analysis for security flaws and coding standard violations.
- Security controls: Regularly updated tool versions and configuration to detect latest vulnerability patterns.
- Element:
- Name: Dependency Scanning
- Type: Tool
- Description: Tools to scan project dependencies for known vulnerabilities.
- Responsibilities: Identify vulnerable dependencies and alert developers to update or mitigate them.
- Security controls: Regularly updated vulnerability databases and automated scanning in the CI/CD pipeline.
- Element:
- Name: Unit Tests
- Type: Process
- Description: Automated unit tests to verify the functionality of individual code components.
- Responsibilities: Ensure code correctness and prevent regressions.
- Security controls: Tests covering security-relevant functionalities and edge cases.
- Element:
- Name: Integration Tests
- Type: Process
- Description: Automated integration tests to verify the interaction between different components.
- Responsibilities: Ensure proper integration and system-level functionality.
- Security controls: Tests covering security aspects of component interactions.
- Element:
- Name: Build Artifacts
- Type: Data
- Description: Compiled binaries, installation packages, and other build outputs.
- Responsibilities: Deployable software artifacts.
- Security controls: Code signing of artifacts to ensure integrity and authenticity, secure storage of build artifacts.
- Element:
- Name: Software Update Server
- Type: System
- Description: Server for distributing software updates.
- Responsibilities: Securely distribute software updates to users.
- Security controls: Secure server infrastructure, authentication and authorization for update distribution, and integrity checks of updates.
- Element:
-
Critical Business Processes:
- Safe vehicle operation: The most critical process is ensuring the safe operation of vehicles using openpilot. Failures in this process can lead to accidents and injuries.
- Software updates: Secure and reliable software updates are crucial for delivering bug fixes, security patches, and new features without compromising system integrity.
- Community contributions: Maintaining a healthy and secure community contribution process is important for the long-term sustainability and security of the project.
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Data Sensitivity:
- Vehicle sensor data (camera, CAN, GPS): High sensitivity. Compromise or manipulation of this data can directly impact safety and vehicle control.
- Location data: Moderate sensitivity. Location data can reveal user driving patterns and habits.
- System logs and diagnostics: Low to moderate sensitivity. Logs may contain operational information that could be used for debugging or analysis, but could also reveal system vulnerabilities if exposed.
- User configuration data: Low sensitivity. User preferences and configuration settings are generally not highly sensitive.
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Questions:
- What is the intended deployment environment for openpilot (specific hardware, vehicle types)?
- Are there any specific regulatory compliance requirements for openpilot (e.g., automotive safety standards)?
- What is the process for handling security vulnerabilities reported by the community?
- Are there any plans for formal security audits or penetration testing?
- What is the strategy for managing cryptographic keys and sensitive configuration data within openpilot?
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Assumptions:
- Assumption: Openpilot is primarily intended for research and development purposes, with a focus on safety and open collaboration.
- Assumption: Security is a high priority for the openpilot project, given the safety-critical nature of ADAS.
- Assumption: The open-source community plays a significant role in identifying and addressing security vulnerabilities.
- Assumption: Deployment is primarily on embedded Linux-based systems within vehicles.
- Assumption: Software updates are distributed through a dedicated update server.