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179 | decky | 1 | \documentclass{llncs} |
2 | \usepackage{graphicx} |
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3 | |||
4 | \title{A Road to a Formally Verified General-Purpose Operating System} |
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5 | \author{Martin D\v{e}ck\'{y}} |
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180 | decky | 6 | \institute{Department of Distributed and Dependable Systems\\ |
179 | decky | 7 | Faculty of Mathematics and Physics, Charles University\\ |
8 | Malostransk\'{e} n\'{a}m\v{e}st\'{i} 25, Prague 1, 118~00, Czech Republic\\ |
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180 | decky | 9 | \email{martin.decky@d3s.mff.cuni.cz}} |
179 | decky | 10 | |
11 | \begin{document} |
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12 | \maketitle |
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13 | |||
14 | \begin{abstract} |
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15 | Methods of formal description and verification represent a viable way for achieving |
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16 | fundamentally bug-free software. However, in reality only a small subset of the existing operating |
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17 | systems were ever formally verified, despite the fact that an operating system is a critical part |
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180 | decky | 18 | of almost any other software system. This paper points out several key design choices which |
19 | should make the formal verification of an operating system easier and presents a work-in-progress |
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20 | and initial experiences with formal verification of HelenOS, a state-of-the-art microkernel-based |
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21 | operating system, which, however, was not designed specifically with formal verification in mind, |
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22 | as this is mostly prohibitive due to time and budget constrains. |
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179 | decky | 23 | |
24 | The contribution of this paper is the shift of focus from attempts to use a single ``silver-bullet'' |
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25 | formal verification method which would be able to verify everything to a combination of multiple |
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180 | decky | 26 | formalisms and techniques to successfully cover various aspects of the operating system. |
27 | A reliable and dependable operating system is the emerging property of the combination, |
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28 | thanks to the suitable architecture of the operating system. |
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179 | decky | 29 | \end{abstract} |
30 | |||
31 | \section{Introduction} |
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32 | \label{introduction} |
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180 | decky | 33 | Operating systems (OSes for short) have a somewhat special position among all software. |
34 | OSes are usually designed to run on bare hardware. This means that they do not require |
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35 | any special assumptions on the environment except the assumptions on the properties and |
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36 | behavior of hardware. In many cases it is perfectly valid to consider the hardware |
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37 | as \emph{idealized hardware} (zero mathematical probability of failure, perfect compiance |
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38 | with the specifications, etc.). This means that it is solely the OS that defines the |
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39 | environment for other software. |
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179 | decky | 40 | |
180 | decky | 41 | OSes represent the lowest software layer and provide services to essentially all other |
42 | software. Considering the principle of recursion, the properties of an OS form the |
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43 | assumptions for the upper layers of software. Thus the dependability of end-user and |
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44 | enterprise software systems is always limited by the dependability of the OS. |
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179 | decky | 45 | |
180 | decky | 46 | Finally, OSes are non-trivial software on their own. The way they are generally designed |
47 | and programmed (spanning both the kernel and user mode, manipulating execution contexts |
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48 | and concurrency, handling critical hardware-related operations) represent significant |
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49 | and interesting challenges for software analysis. |
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179 | decky | 50 | |
51 | \medskip |
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52 | |||
180 | decky | 53 | These are probably the most important reasons that led to several research initiatives |
54 | in the recent years which target the creation of a formally verified OSes from scratch |
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55 | (e.g. \cite{seL4}). Methods of formal description and verification provide fundamentally |
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56 | better guarantees of desirable properties than non-exhaustive engineering methods such |
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57 | as testing. |
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179 | decky | 58 | |
180 | decky | 59 | However, 98~\%\footnote{98~\% of client computers connected to the Internet as of January |
60 | 2010~\cite{marketshare}.} of the market share of general-purpose OSes is taken |
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61 | by Windows, Mac~OS~X and Linux. These systems were clearly not designed with formal |
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62 | verification in mind from the very beginning. The situation on the embedded, real-time |
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63 | and special-purpose OSes market is probably different, but it is unlikely that the |
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64 | segmentation of the desktop and server OSes market is going to change very rapidly |
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65 | in the near future. |
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179 | decky | 66 | |
180 | decky | 67 | The architecture of these major desktop and server OSes is monolithic, which makes |
68 | any attempts to do formal verification on them extremely challenging due to the large |
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69 | state space. Fortunatelly we can observe that aspects of several novel approaches from |
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70 | the OS research from the late 1980s and early 1990s (microkernel design, user space |
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71 | file system and device drivers, etc.) are slowly emerging in these originally purely |
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72 | monolithic implementations. |
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179 | decky | 73 | |
180 | decky | 74 | \medskip |
179 | decky | 75 | |
180 | decky | 76 | In this paper we show how specific design choices can markedly improve the feasibility |
77 | of verification of an OS, even if the particular OS was not designed |
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78 | specifically with formal verification in mind. These design choices can be gradually |
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79 | introduced (and in fact some of them have already been introduced) to mainstream |
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80 | general-purpose OSes. |
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179 | decky | 81 | |
180 | decky | 82 | Our approach is not based on using a single ``silver-bullet'' formalism, methodology or |
83 | tool, but on combining various enginering, semi-formal and formal approaches. |
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84 | While the lesser formal approaches give lesser guarantees, they can complement |
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85 | the formal approaches on their boundaries and increase the coverage of the set of |
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86 | all hypothetical interesting properties of the system. |
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179 | decky | 87 | |
180 | decky | 88 | We also demonstrate work-in-progress case study of an general-purpose research OS |
89 | that was not created specifically with formal verification in mind from the very |
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90 | beginning, but that was designed according to state-of-the-art OS principles. |
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179 | decky | 91 | |
92 | \medskip |
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93 | |||
180 | decky | 94 | \noindent\textbf{Structure of the Paper.} In Section \ref{design} we introduce |
95 | the design choices and our case study in more detail. In Section \ref{analysis} we |
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96 | discuss our approach of the combination of methods and tools. In Section \ref{evaluation} |
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97 | we present a preliminary evaluation of our efforts and propose the imminent next steps |
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98 | to take. Finally, in Section \ref{conclusion} we present the conclusion of the paper. |
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179 | decky | 99 | |
180 | decky | 100 | \section{Operating Systems Design} |
101 | \label{design} |
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102 | Two very common schemes of OS design are \emph{monolithic design} and \emph{microkernel design}. |
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103 | Without going into much detail of any specific implementation, we can define the monolithic design as |
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104 | a preference to put numerous aspects of the core OS functionality into the kernel, while microkernel |
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105 | design is a preference to keep the kernel small, with just a minimal set of features. |
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179 | decky | 106 | |
180 | decky | 107 | The features which are missing from the kernel in the microkernel design are implemented |
108 | in user space, usually by means of libraries, servers (e.g. processes/tasks) and/or software components. |
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179 | decky | 109 | |
110 | \subsection{HelenOS} |
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111 | \label{helenos} |
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180 | decky | 112 | \emph{HelenOS} is a general-purpose research OS which is being developed at Charles |
179 | decky | 113 | University in Prague. The source code is available under the BSD open source license and can be |
114 | freely downloaded from the project web site~\cite{helenos}. The authors of the code base are |
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115 | both from the academia and from the open source community (several contributors are employed |
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180 | decky | 116 | as Solaris kernel developers and many are freelance IT professionals). |
179 | decky | 117 | |
118 | HelenOS uses a preemptive priority-feedback scheduler, it supports SMP hardware and it is |
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119 | designed to be highly portable. Currently it runs on 7 distinct hardware architectures, including the |
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120 | most common IA-32, x86-64 (AMD64), IA-64, SPARC~v9 and PowerPC. It also runs on ARMv7 and MIPS, |
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121 | but currently only in simulators and not on physical hardware. |
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122 | |||
123 | Although HelenOS is still far from being an everyday replacement for Linux or Windows due to the lack |
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124 | of end-user applications (whose development is extremely time-consuming, but unfortunately of |
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125 | no scientific value), the essential foundations such as file system support and TCP/IP networking |
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126 | are already in place. |
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127 | |||
180 | decky | 128 | HelenOS does not currently target embedded devices (although the ARMv7 port can be very easily |
129 | modified to run on various embedded boards) and does not implement real-time features. |
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130 | Many development projects such as task snapshoting and migration, support for MMU-less |
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131 | platforms and performance monitoring are currently underway. |
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179 | decky | 132 | |
133 | \medskip |
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134 | |||
180 | decky | 135 | HelenOS can be briefly described as microkernel multiserver design. However, the actual design |
136 | guiding principles of the HelenOS are more elaborate: |
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179 | decky | 137 | |
180 | decky | 138 | \begin{description} |
139 | \item[Microkernel principle] Every functionality of the OS that does not |
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179 | decky | 140 | have to be necessary implemented in the kernel should be implemented in user space. This |
141 | implies that subsystems such as the file system, device drivers (except those which are |
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142 | essential for the basic kernel functionality), naming and trading services, networking, |
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143 | human interface and similar features should be implemented in user space. |
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180 | decky | 144 | \item[Full-fledged principle] Features which need to be placed in kernel should |
145 | be implemented by full-fledged algorithms and data structures. In contrast |
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146 | to several other microkernel OSes, where the authors have deliberately chosen |
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179 | decky | 147 | the most simplistic approach (static memory allocation, na\"{\i}ve algorithms, simple data |
148 | structures), HelenOS microkernel tries to use the most advanced and suitable means available. |
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149 | It contains features such as AVL and B+ trees, hashing tables, SLAB memory allocator, multiple |
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150 | in-kernel synchronization primitives, fine-grained locking and so on. |
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180 | decky | 151 | \item[Multiserver principle] Subsystems in user space should be decomposed with the smallest |
179 | decky | 152 | reasonable granularity. Each unit of decomposition should be encapsulated in a separate task. |
153 | The tasks represent software components with isolated address spaces. From the design point of |
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154 | view the kernel can be seen as a separate component, too. |
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180 | decky | 155 | \item[Split of mechanism and policy] The kernel should only provide low-level mechanisms, |
179 | decky | 156 | while the high-level policies which are built upon these mechanisms should be defined in |
157 | user space. This also implies that the policies should be easily replaceable while keeping |
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158 | the low-level mechanisms intact. |
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180 | decky | 159 | \item[Encapsulation principle] The communication between the tasks/components should be |
179 | decky | 160 | implemented only via a set of well-defined interfaces. In the user-to-user case the preferred |
161 | communication mechanism is HelenOS IPC, which provides reasonable mix of abstraction and |
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162 | performance (RPC-like primitives combined with implicit memory sharing for large data |
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163 | transfers). In case of synchronous user-to-kernel communication the usual syscalls are used. |
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164 | HelenOS IPC is used again for asynchronous kernel-to-user communication. |
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180 | decky | 165 | \item[Portability principle] The design and implementation should always maintain a high |
179 | decky | 166 | level of platform neutrality and portability. Platform-specific code in the kernel, core |
180 | decky | 167 | libraries and tasks implementing device drivers should be clearly separated from the |
168 | generic code (either by component decomposition or at least by internal compile-time APIs). |
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169 | \end{description} |
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179 | decky | 170 | |
180 | decky | 171 | In Section \ref{analysis} we argue that several of these design principles significantly improve |
172 | the feasibility of formal verification of the entire system. On the other hand, other design principles |
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173 | induce new interesting challenges for formal description and verification. |
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179 | decky | 174 | |
175 | The run-time architecture of HelenOS is inherently dynamic. The bindings between the components are |
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180 | decky | 176 | not created at compile-time, but during bootstrap and can be modified to a large degree also during |
177 | normal operation mode of the system (via human interaction and external events). |
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179 | decky | 178 | |
180 | decky | 179 | The design of the ubiquitous HelenOS IPC mechanism and the associated threading model present |
180 | the possibility to significantly reduce the size of the state space which needs to be explored |
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181 | by formal verification tools, but at the same time it is quite hard to express these |
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182 | constrains in many formalisms. The IPC is inherently asynchronous with constant message buffers |
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183 | in the kernel and dynamic buffers in user space. It uses the notions of uni-directional bindings, |
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184 | mandatory pairing of requests and replies, binding establishment and abolishment handshakes, |
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185 | memory sharing and fast message forwarding. |
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179 | decky | 186 | |
187 | For easier management of the asynchronous messages and the possibility to process multiple |
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188 | messages from different peers without the usual kernel threading overhead, the core user space |
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180 | decky | 189 | library manages the execution flow by so-called \emph{fibrils}. A fibril is a user-space-managed |
190 | thread with cooperative scheduling. A different fibril is scheduled every time the current fibril |
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191 | is about to be blocked while sending out IPC requests (because the kernel buffers of the addressee |
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179 | decky | 192 | are full) or while waiting on an IPC reply. This allows different execution flows within the |
180 | decky | 193 | same thread to process multiple requests and replies. To safeguard proper sequencing of IPC |
194 | messages and provide synchronization, special fibril-aware synchronization primitives |
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179 | decky | 195 | (mutexes, condition variables, etc.) are available. |
196 | |||
197 | Because of the cooperative nature of fibrils, they might cause severe performance under-utilization |
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198 | in SMP configurations and system-wide bottlenecks. As multicore processors are more and more |
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199 | common nowadays, that would be a substantial design flaw. Therefore the fibrils can be also freely |
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200 | (and to some degree even automatically) combined with the usual kernel threads, which provide |
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201 | preemptive scheduling and true parallelism on SMP machines. Needless to say, this combination is |
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202 | also a grand challenge for the formal reasoning. |
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203 | |||
204 | \medskip |
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205 | |||
180 | decky | 206 | Incidentally, the \emph{full-fledged principle} causes that the size of the HelenOS microkernel is |
207 | considerably larger compared to other ``scrupulous'' microkernel implementations. The average |
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208 | footprint of the kernel on IA-32 ranges from 569~KiB when all logging messages, asserts, symbol |
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209 | resolution and the debugging kernel console are compiled in, down to 198~KiB for a non-debugging |
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210 | production build. But we do not believe that the raw size of the microkernel is a relevant quality |
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211 | criterion per se, without taking the actual feature set into account. |
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212 | |||
213 | \medskip |
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214 | |||
179 | decky | 215 | To sum up, the choice of HelenOS as our case study is based on the fact that it was not designed |
180 | decky | 216 | in advance with formal verification in mind (some of the design principles might be beneficial, |
217 | but others might be disadvantageous), but the design of HelenOS is also non-trivial and not obsolete. |
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179 | decky | 218 | |
219 | \subsection{The C Programming Language} |
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180 | decky | 220 | A large majority of OSes is coded in the C programming language (HelenOS is no exception |
221 | to this). The choice of C in the case of kernel is usually well-motivated, since the C language was designed |
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222 | specifically for implementing system software~\cite{c}: It is reasonably low-level in the sense that it allows |
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223 | to access the memory and other hardware resources with similar effectiveness as from assembler; |
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179 | decky | 224 | It also requires almost no run-time support and it exports many features of the von Neumann hardware |
225 | architecture to the programmer in a very straightforward, but still relatively portable way. |
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226 | |||
227 | However, what is the biggest advantage of C in terms of run-time performance is also the biggest weakness |
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228 | for formal reasoning. The permissive memory access model of C, the lack of any reference safety |
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229 | enforcement, the weak type system and generally little semantic information in the code -- all these |
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180 | decky | 230 | properties that do not allow to make many general assumptions about the code. |
179 | decky | 231 | |
232 | Programming languages which target controlled environments such as Java or C\(\sharp\) are |
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233 | generally easier for formal reasoning because they provide a well-known set of primitives |
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234 | and language constructs for object ownership, threading and synchronization. Many non-imperative |
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235 | programming languages can be even considered to be a form of ``executable specification'' and thus |
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236 | very suitable for formal reasoning. In C, almost everything is left to the programmer who |
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237 | is free to set the rules. |
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238 | |||
239 | \medskip |
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240 | |||
180 | decky | 241 | The reasons for frequent use of C in the user space of many established OSes (and HelenOS) is |
242 | probably much more questionable. In the case of HelenOS, except for the core libraries and tasks |
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243 | (such as device drivers), C might be easily replaced by any high-level and perhaps even |
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244 | non-imperative programming language. The reasons for using C in this context are mostly historical. |
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179 | decky | 245 | |
180 | decky | 246 | However, as we have stated in Section \ref{introduction}, the way general-purpose OSes |
179 | decky | 247 | are implemented changes only slowly and therefore any propositions which require radical modification |
248 | of the existing code base before committing to the formal verification are not realistic. |
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249 | |||
250 | \section{Analysis} |
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251 | \label{analysis} |
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252 | |||
253 | \begin{figure}[t] |
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254 | \begin{center} |
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255 | \resizebox*{120mm}{!}{\includegraphics{diag}} |
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256 | \caption{Overview of the formalisms and tools proposed.} |
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257 | \label{fig:diag} |
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258 | \end{center} |
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259 | \end{figure} |
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260 | |||
261 | In this section, we analyze the properties we would like to check in a general-purpose |
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262 | operating system. Each set of properties usually requires a specific verification method, |
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263 | tool or toolchain. |
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264 | |||
180 | decky | 265 | Our approach will be mostly bottom-up, or, in other words, from the lower levels of abstraction |
179 | decky | 266 | to the higher levels of abstraction. If the verification fails on a lower level, it usually |
267 | does not make much sense to continue with the higher levels of abstraction until the issues |
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180 | decky | 268 | are tackled. A structured overview of the formalisms, methods and tools can be seen on |
269 | Figure \ref{fig:diag}. |
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179 | decky | 270 | |
180 | decky | 271 | \medskip |
272 | |||
273 | Some of the proposed methods cannot be called ``formal methods'' in the rigorous understanding |
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274 | of the term. However, even methods which are based on semi-formal reasoning and non-exhaustive |
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275 | testing provide some limited guarantees in their specific context. A valued property |
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276 | of the formal methods is to preserve these limited guarantees even on the higher levels |
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277 | of abstraction, thus complementing the formal guarantees where the formal methods do not provide |
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278 | any feasible verification so far. This increases the coverage of the set of all hypothetical |
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279 | interesting properties of the system (although it is probably impossible to formally define |
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280 | this set). |
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281 | |||
282 | \medskip |
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283 | |||
179 | decky | 284 | Please note that the titles of the following sections do not follow any particular established |
180 | decky | 285 | taxonomy. We have simply chosen the names to be intuitivelly descriptive. |
179 | decky | 286 | |
287 | \subsection{C Language Compiler and Continuous Integration Tool} |
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288 | \label{clang} |
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181 | decky | 289 | The initial levels of abstraction do not go far from the C source code and common engineering |
290 | approaches. First, we would certainly like to know whether our code base is compliant with the |
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291 | programming language specification and passes only the basic semantic checks (proper number |
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292 | and types of arguments passed to functions, etc.). It is perhaps not very surprising that |
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293 | these decisions can be make by any plain C compiler. However, with the current implementation |
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294 | of HelenOS even this is not quite trivial. |
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295 | |||
179 | decky | 296 | Besides the requirement to support 7 hardware platforms, the system's compile-time configuration |
181 | decky | 297 | can be also affected by approximately 65 configuration options, most of which are booleans, |
298 | the rest are enumerated types. |
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179 | decky | 299 | |
300 | These configuration options are bound by logical propositions in conjunctive or disjunctive |
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301 | normal forms and while some options are freely configurable, the value of others gets inferred |
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181 | decky | 302 | by the build system of HelenOS. The overall number of distinct configurations in which |
179 | decky | 303 | HelenOS can be compiled is at least one order of magnitude larger than the plain number |
304 | of supported hardware platforms. |
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305 | |||
306 | Various configuration options affect conditional compilation and linking. The programmers |
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307 | are used to make sure that the source code compiles and links fine with respect to the |
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308 | most common and obvious configurations, but the unforeseen interaction of the less common |
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309 | configuration options might cause linking or even compilation errors. |
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310 | |||
311 | \medskip |
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312 | |||
313 | A straightforward solution is to generate all distinct configurations, starting from the |
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314 | open variables and inferring the others. This can be part of the continuous integration |
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315 | process which would try to compile and link the sources in all distinct configurations. |
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316 | |||
181 | decky | 317 | If we want to be really pedantic, we should also make sure that we run all higher |
179 | decky | 318 | level verification methods on all configurations generated by this step. That would certainly |
319 | require to multiply the time required by the verification methods at least by the number |
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320 | of the distinct configurations. Constraining the set of configurations to just the most |
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181 | decky | 321 | representative ones is perhaps a reasonable compromise to make the verification realistic. |
179 | decky | 322 | |
323 | \subsection{Regression and Unit Tests} |
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181 | decky | 324 | Running regression and unit tests which are part of HelenOS code base in the continuous |
325 | integration process is fairly easy. The only complication lies in the technicalities: |
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179 | decky | 326 | We need to setup an automated network of physical machines and simulators which can run the |
327 | appropriate compilation outputs for the specific platforms. We need to be able to reboot |
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328 | them remotely and distribute the boot images to them. And last but not least, we need to be |
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329 | able to gather the results from them. |
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181 | decky | 330 | |
331 | Testing is always non-exhaustive, thus the guarantees provided by tests are strictly limited |
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332 | to the use cases and contexts which are being explicitly tested. However, it is arguably |
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333 | easier to express many common use cases in the primary programming language than in some |
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334 | different formalism. As we follow the bottom-up approach, filtering out the most obvious |
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335 | bugs by testing can save us a lot of valuable time which would be otherwise waisted by |
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336 | a futile verification by more formal (and more time-consuming) methods. |
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179 | decky | 337 | |
338 | \subsection{Instrumentation} |
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339 | Instrumentation tools for detecting memory leaks, performance bottlenecks and soft-deadlocks |
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181 | decky | 340 | are also not usually considered to be formal verification tools (since it is hard to define |
341 | exact formal properties which are being verified by the non-exhaustive nature of these tools). |
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342 | They are also rarely utilized on regular basis as part of the continuous integration process. |
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343 | But again, it might be helpful to just mention them in the big picture. |
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179 | decky | 344 | |
345 | If some regression or unit tests fail, they sometimes do not give sufficient information to |
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346 | tell immediately what is the root cause of the issue. In that case running the faulting tests |
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347 | on manually or automatically instrumented executable code might provide more data and point |
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348 | more directly to the actual bug. |
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349 | |||
350 | \subsection{Verifying C Language Compiler} |
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181 | decky | 351 | C language compilers are traditionally also not considered to be formal verification tools. |
352 | Many people just say that C compilers are good at generating executable code, but do not |
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353 | care much about the semantics of the source code (on the other hand, formal verification |
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354 | tools usually do not generate any executable code at all). However, with recent development |
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355 | in the compiler domain, the old paradigms are shifting. |
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179 | decky | 356 | |
357 | As the optimization passes and general maturity of the compilers improve over time, |
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358 | the compilers try to extract and use more and more semantic information from the source code. |
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359 | The C language is quite poor on explicit semantic information, but the verifying compilers |
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360 | try to rely on vendor-specific language extensions and on the fact that some semantic information |
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361 | can be added to the source code without changing the resulting executable code. |
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362 | |||
363 | The checks done by the verifying compilers cannot result in fatal errors in the usual cases (they |
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364 | are just warnings). Firstly, the compilers still need to successfully compile a well-formed C source |
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365 | code compliant to some older standard (e.g. C89) even when it is not up with the current quality |
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366 | expectations. Old legacy source code should still pass the compilation as it did decades ago. |
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367 | |||
181 | decky | 368 | Secondly, the checks run by the verifying compilers are usually not based on abstract interpretation. |
369 | They are mostly realized as abstract syntax tree transformations much in the line with the supporting |
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370 | routines of the compilation process (data and control flow graph analysis, dead code elimination, |
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371 | register allocation, etc.) and the evaluation function is basically the matching of antipatterns |
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372 | of common programming bugs. |
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179 | decky | 373 | |
374 | The checks are usually conservative. The verifying compilers identify code constructs which are suspicious, |
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375 | which might arise out of programmer's bad intuition and so on, but even these code snippets cannot be |
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376 | tagged as definitive bugs (since the programmer can be simply in a position where he/she really wants to |
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377 | do something very strange, but nevertheless legitimate). It is upon the programmer |
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378 | to examine the root cause of the compiler warning, tell whether it is really a bug or just a false |
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379 | positive and fix the issue by either amending some additional semantic information (e.g. adding an |
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380 | explicit typecast or a vendor-specific language extension) or rewriting the code. |
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181 | decky | 381 | |
382 | Although this level of abstraction is coarse-grained and conservative, it can be called semi-formal, |
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383 | since the properties which are being verified can be actually defined quite exactly and they |
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384 | are reasonably general. They do not deal with single traces of methods, runs and use |
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385 | cases like tests, but they deal with all possible contexts in which the code can run. |
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179 | decky | 386 | |
387 | \subsection{Static Analyzer} |
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388 | Static analyzers try to go deeper than verifying compilers. Besides detecting common antipatterns of |
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389 | bugs, they also use techniques such as abstract interpretation to check for more complex properties. |
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390 | |||
391 | Most commercial static analyzers come with a predefined set of properties which cannot be easily changed. |
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392 | They are coupled with the commonly used semantics of the environment and generate domain-specific models |
||
393 | of the software based not only on the syntax of the source code, but also based on the assumptions derived |
||
394 | from the memory access model, allocation and deallocation rules, tracking of references and tracking of |
||
395 | concurrency locks. |
||
396 | |||
397 | The biggest advantage of static analyzers is that they can be easily included in the development or |
||
398 | continuous integration process as an additional automated step, very similar to the verifying compilers. |
||
181 | decky | 399 | No manual definition of code-specific properties is needed and false positives can be relatively easily |
400 | eliminated by amending some explicit additional information to the source code within the boundaries |
||
401 | of the programming language. |
||
179 | decky | 402 | |
181 | decky | 403 | The authors of static analyzers claim large quantities of bugs detected or prevented~\cite{billion}, |
404 | but static analyzers are still relatively limited by the kind of bugs they are designed to detect. |
||
405 | They are usually good at pointing out common issues with security implications (specific types of |
||
406 | buffer and stack overruns, usage of well-known functions in an unsafe way, clear cases of forgotten |
||
179 | decky | 407 | deallocation of resources and release of locks, etc.). Unfortunately, many static analyzers |
408 | only analyze a single-threaded control flow and are thus unable to detect concurrency issues |
||
409 | such as deadlocks. |
||
410 | |||
411 | \subsection{Static Verifier} |
||
412 | There is one key difference between a static analyzer and a static verifier: Static verifiers |
||
413 | allow the user to specify one's own properties, in terms of preconditions, postconditions and |
||
414 | invariants in the code. Many static verifiers also target true multithreaded usage patterns |
||
415 | and have the capability to check proper locking order, hand-over-hand locking and even liveliness. |
||
416 | |||
417 | In the context of an operating system kernel and core libraries two kinds of properties are |
||
418 | common: |
||
419 | |||
181 | decky | 420 | \begin{description} |
421 | \item[Consistency constrains] These properties define the correct way how data is supposed |
||
179 | decky | 422 | to be manipulated by some related set of subroutines. Checking for these |
423 | properties ensures that data structures and internal states will not get corrupt due |
||
424 | to bugs in the functions and methods which are designed to manipulate them. |
||
181 | decky | 425 | \item[Interface enforcements] These properties define the correct semantics by which |
179 | decky | 426 | a set of subroutines should be used by the rest of the code. Checking for these properties |
427 | ensures that some API is always used by the rest of the code in a specified way |
||
181 | decky | 428 | and all reported exceptions are handled by the client code. |
429 | \end{description} |
||
179 | decky | 430 | |
431 | \subsection{Model Checker} |
||
432 | \label{modelcheck} |
||
433 | On the first sight it does not seem to be reasonable to consider general model checkers as |
||
434 | relevant independent tools for formal verification of an existing operating system. While many |
||
435 | different tools use model checkers as their backends, verifying a complete model of the entire |
||
436 | system created by hand seems to be infeasible both in the sense of time required for the model |
||
437 | creation and resources required by the checker to finish the exhaustive traversal of the model's |
||
438 | address space. |
||
439 | |||
440 | Nevertheless, model checkers on their own can still serve a good job verifying abstract |
||
441 | properties of key algorithms without dealing with the technical details of the implementation. |
||
442 | Various properties of synchronization algorithms, data structures and communication protocols |
||
443 | can be verified in the most generic conditions by model checkers, answering the |
||
444 | question whether they are designed properly in theory. |
||
445 | |||
446 | If the implementation of these algorithms and protocols do not behave correctly, we can be sure |
||
447 | that the root cause is in the non-compliance between the design and implementation and not a |
||
448 | fundamental flaw of the design itself. |
||
449 | |||
181 | decky | 450 | \subsection{Architecture and Behavior Checker} |
451 | All previously mentioned verification methods were targeting internal properties of the OS |
||
452 | components. If we are moving to a higher-level abstraction in order to specify correct |
||
453 | interaction of the encapsulated components in terms of interface compatibility and communication, |
||
454 | we can utilize \emph{Behavior Protocols}~\cite{bp} or some other formalism describing correct |
||
455 | interaction between software components. |
||
179 | decky | 456 | |
181 | decky | 457 | To gain the knowledge about the architecture of the whole OS in terms of software |
458 | component composition and bindings, we can use \emph{Architecture Description Language}~\cite{adl} |
||
459 | as the specification of the architecture of the system. This language has the possibility to capture |
||
460 | interface types (with method signatures), primitive components (in terms of provided and required |
||
461 | interfaces), composite components (an architectural compositions of primitive components) and the |
||
462 | bindings between the respective interfaces of the components. |
||
179 | decky | 463 | |
181 | decky | 464 | It is extremely important to define the right role of the behavior and architecture description. |
465 | A flawed approach would be to reverse-engineer this description from the source code (either manually |
||
466 | or via some sophisticated tool) and then verify the compliance between the desciption and |
||
467 | the implementation. However, different directions can give more interesting results: |
||
468 | |||
469 | \begin{description} |
||
470 | \item[Description as specification] Behavior and architecture description created independently |
||
471 | on the source code serves the role of specification. This has the following primary |
||
472 | goals of formal verification: |
||
473 | \begin{description} |
||
474 | \item[Horizontal compliance] Also called \emph{compatibility}. The goal is to check |
||
475 | whether the specifications of components that are bound together are semantically |
||
476 | compatible. All required interfaces need to be bound to provided interfaces and |
||
477 | the communication between the components cannot lead to \emph{no activity} (a deadlock), |
||
478 | \emph{bad activity} (a livelock) or other communication and synchronization errors. |
||
479 | \item[Vertical compliance] Also called \emph{substituability}. The goal is to check whether |
||
480 | it is possible to replace a set of primitive components that are nested inside a composite |
||
481 | component by the composite component itself. In other words, this compliance can answer the |
||
482 | questions whether the architecture description of the system is sound with respect to the hierarchical |
||
483 | composition of the components. |
||
484 | \item[Compliance between the specification and the implementation] Using various means |
||
485 | for generating artificial environments for an isolated component the checker is able to |
||
486 | partially answer the question whether the implementation of the component is an instantiation |
||
487 | of the component specification. |
||
488 | \end{description} |
||
489 | \item[Description as abstraction] Generating the behavior and architecture description from the |
||
490 | source code by means of abstract interpretation can serve the purpose of verifying various |
||
491 | properties of the implementation such as invariants, preconditions and postconditions. |
||
492 | This is similar to static verification, but on the level of component interfaces. |
||
493 | \end{description} |
||
494 | |||
495 | Unfortunately, most of the behavior and architecture formalisms are static, which is not quite suitable |
||
496 | for the dynamic of most OSes. This limitation can be circumvented by considering a relevant |
||
179 | decky | 497 | snapshot of the dynamic run-time architecture. This snapshot fixed in time is equivalent to |
498 | a statically defined architecture. |
||
499 | |||
181 | decky | 500 | \medskip |
179 | decky | 501 | |
181 | decky | 502 | The key features of software systems with respect to behavior and architecture checkers are the granularity |
503 | of the individual primitive components, the level of isolation and complexity of the communication mechanism |
||
504 | between them. Large monolithic OSes created in sematic-poor C present a severe challenge because the |
||
505 | isolation of the individual components is vague and the communication between them is basically unlimited |
||
506 | (function calls, shared resources, etc.). |
||
179 | decky | 507 | |
181 | decky | 508 | OSes with explicit component architecture and fine-grained components (such as microkernel multiserver |
509 | systems) make the feasibility of the verification much easier, since the degrees of freedom (and thus |
||
510 | the state space) is limited. |
||
511 | |||
179 | decky | 512 | Horizontal and vertical compliance checking can be done exhaustively. This is a fundamental property |
181 | decky | 513 | which allows the reasoning about the dependability of the entire component-based OS. |
179 | decky | 514 | Assuming that the lower-level verification methods (described in Sections \ref{clang} to \ref{modelcheck}) |
515 | prove some specific properties of the primitive components, we can be sure that the composition of |
||
181 | decky | 516 | the primitive components into composite components and ultimately into the whole OS |
179 | decky | 517 | does not break these properties. |
518 | |||
519 | The feasibility of many lower-level verification methods from Sections \ref{clang} to \ref{modelcheck} |
||
181 | decky | 520 | depends largely on the size and complexity of the code under verification. If the entire OS |
521 | is decomposed into primitive components with a fine granularity, it is more likely that the |
||
179 | decky | 522 | individual primitive components can be verified against a large number of properties. Thanks to the |
523 | recursive component composition we can then be sure that these properties also hold for the entire system. |
||
524 | |||
525 | \medskip |
||
526 | |||
527 | The compliance between the behavior specification and the actual behavior of the implementation is, unfortunately, |
||
528 | the missing link in the chain. This compliance cannot be easily verified in an exhaustive manner. If there is |
||
529 | a discrepancy between the specified and the actual behavior of the components, we cannot conclude anything about |
||
530 | the properties holding in the entire system. |
||
531 | |||
532 | However, there is one way how to improve the situation: \emph{code generation}. If we generate implementation |
||
533 | from the specification, the compliance between them is axiomatic. If we are able to generate enough |
||
534 | code from the specification to run into the hand-written ``business code'' where we check for |
||
535 | the lower-level properties, the conclusions about the component composition are going to hold. |
||
536 | |||
537 | \subsection{Behavior Description Generator} |
||
538 | To conclude our path towards higher abstractions we can utilize tools that can |
||
539 | generate the behavior descriptions from \emph{textual use cases} written in a domain-constrained English. |
||
540 | These generated artifacts can be then compared (e.g. via vertical compliance checking) with the formal |
||
541 | specification. Although the comparison might not provide clean-cut results, it can still be |
||
542 | helpful to confront the more-or-less informal user expectations on the system with the exact formal description. |
||
543 | |||
544 | \subsection{Summary} |
||
545 | \label{missing} |
||
181 | decky | 546 | So far, we have proposed a compact combination of engineering, semi-formal and formal methods which |
547 | start at the level of C programming language, offer the possibility to check for the presence of various |
||
548 | common antipatterns, check for generic algorithm-related properties, consistency constrains, interface |
||
549 | enforcements and conclude with a framework to make these properties hold even in the case of a large |
||
550 | OS composed from many components of compliant behavior. |
||
179 | decky | 551 | |
181 | decky | 552 | We do not claim that there are no missing pieces in the big picture or that the semi-formal verifications |
553 | might provide more guarantees in this setup. However, state-of-the-art OS design guidelines can push |
||
554 | further the boundaries of practical feasibility of the presented methods. The limited guarantees |
||
555 | of the low-level methods hold even in the composition and the high-level formal methods do not have |
||
556 | to deal with unlimited degrees of freedom of the primitive component implementation. |
||
179 | decky | 557 | |
558 | \medskip |
||
559 | |||
560 | We have spoken only about the functional properties. In general, we cannot apply the same formalisms |
||
561 | and methods on extra-functional properties (e.g. timing properties, performance properties, etc.). |
||
562 | And although it probably does make a good sense to reason about component composition for the extra-functional |
||
563 | properties, the exact relation might be different compared to the functional properties. |
||
564 | |||
565 | The extra-functional properties need to be tackled by our future work. |
||
566 | |||
567 | \section{Evaluation} |
||
568 | \label{evaluation} |
||
569 | This section copies the structure of the previous Section \ref{analysis} and adds HelenOS-specific |
||
570 | evaluation of the the proposed formalisms and tools. As this is still largely a work-in-progress, |
||
571 | in many cases just the initial observations can be made. |
||
572 | |||
181 | decky | 573 | The choice of the specific methods, tools and formalisms in this initial phase is mostly motivated |
574 | by their perceived commonality and author's claims about fitness for the given purpose. An important |
||
575 | part of further evaluation would certainly be to compare multiple particular approaches, tools |
||
576 | and formalisms to find the optimal combination. |
||
577 | |||
179 | decky | 578 | \subsection{Verifying C Language Compiler and Continuous Integration Tool} |
579 | The primary C compiler used by HelenOS is \emph{GNU GCC 4.4.3} (all platforms)~\cite{gcc} and \emph{Clang 2.6.0} |
||
580 | (IA-32)~\cite{clang}. We have taken some effort to support also \emph{ICC} and \emph{Sun Studio} C compilers, |
||
581 | but the compatibility with these compilers in not guaranteed. |
||
582 | |||
583 | The whole code base is compiled with the \texttt{-Wall} and \texttt{-Wextra} compilation options. These options turn on |
||
584 | most of the verification checks of the compilers. The compilers trip on common bug antipatterns such |
||
585 | as implicit typecasting of pointer types, comparison of signed and unsigned integer values (danger |
||
586 | of unchecked overflows), the usage of uninitialized variables, the presence of unused local variables, |
||
587 | NULL-pointer dereferencing (determined by conservative local control flow analysis), functions |
||
588 | with non-void return typed that do not return any value and so on. We treat all compilation warnings |
||
589 | as fatal errors, thus the code base must pass without any warnings. |
||
590 | |||
591 | We also turn on several more specific and strict checks. These checks helped to discover several |
||
592 | latent bugs in the source code: |
||
593 | |||
181 | decky | 594 | \begin{description} |
595 | \item[\texttt{-Wfloat-equal}] Check for exact equality comparison between floating point values. The |
||
179 | decky | 596 | usage of equal comparator on floats is usually misguided due to the inherent computational errors |
597 | of floats. |
||
181 | decky | 598 | \item[\texttt{-Wcast-align}] Check for code which casts pointers to a type with a stricter alignment |
179 | decky | 599 | requirement. On many RISC-based platforms this can cause run-time unaligned access exceptions. |
181 | decky | 600 | \item[\texttt{-Wconversion}] Check for code where the implicit type conversion (e.g. from float to integer, |
179 | decky | 601 | between signed and unsigned integers or between integers with different number of bits) can |
602 | cause the actual value to change. |
||
181 | decky | 603 | \end{description} |
179 | decky | 604 | |
605 | To enhance the semantic information in the source code, we use GCC-specific language extensions to annotate |
||
606 | some particular kernel and core library routines: |
||
607 | |||
181 | decky | 608 | \begin{description} |
609 | \item[\texttt{\_\_attribute\_\_((noreturn))}] Functions marked in this way never finish from the point of view |
||
179 | decky | 610 | of the current sequential execution flow. The most common case are the routines which restore previously saved |
611 | execution context. |
||
181 | decky | 612 | \item[\texttt{\_\_attribute\_\_((returns\_twice))}] Functions marked in this way may return multiple times from |
179 | decky | 613 | the point of view of the current sequential execution flow. This is the case of routines which save the current |
614 | execution context (first the function returns as usual, but the function can eventually ``return again'' |
||
615 | when the context is being restored). |
||
181 | decky | 616 | \end{description} |
179 | decky | 617 | |
618 | The use of these extensions has pointed out to several hard-to-debug bugs on the IA-64 platform. |
||
619 | |||
620 | \medskip |
||
621 | |||
622 | The automated continuous integration building system is currently work-in-progress. Thus, we do not |
||
623 | test all possible configurations of HelenOS with each changeset yet. Currently only |
||
624 | a representative set of 14 configurations (at least one for each supported platform) is tested by hand |
||
625 | by the developers before committing any non-trivial changeset. |
||
626 | |||
627 | From occasional tests of other configurations by hand and the frequency of compilation, linkage and |
||
628 | even run-time problems we conclude that the automated testing of all feasible configurations will |
||
629 | be very beneficial. |
||
630 | |||
631 | \subsection{Regression and Unit Tests} |
||
632 | As already stated in the previous section, the continuous integration building system has not been finished |
||
633 | yet. Therefore regression and unit tests are executed occasionally by hand, which is time consuming |
||
634 | and prone to human omissions. An automated approach is definitively going to be very helpful. |
||
635 | |||
636 | \subsection{Instrumentation} |
||
637 | We are in the process of implementing our own code instrumentation framework which is motivated mainly |
||
638 | by the need to support MMU-less architectures in the future. But this framework might be also very helpful |
||
181 | decky | 639 | in detecting memory and generic resource leaks. We have not tried \emph{Valgrind}~\cite{valgrind} or any similar |
640 | existing tool because of the estimated complexity to adopt it for the usage in HelenOS. |
||
179 | decky | 641 | |
181 | decky | 642 | HelenOS was also scanned by \emph{Coverity}~\cite{coverity} in 2006 when no errors were detected. However, since |
643 | that time the code base has not been analyzed by Coverity. |
||
179 | decky | 644 | |
645 | \subsection{Static Analyzer} |
||
646 | The integration of various static analyzers into the HelenOS continuous integration process is underway. |
||
647 | For the initial evaluation we have used \emph{Stanse}~\cite{stanse} and \emph{Clang Analyzer}~\cite{clanganalyzer}. |
||
648 | Both of them showed to be moderately helpful to point out instances of unreachable dead code, use of language |
||
649 | constructs which have ambiguous semantics in C and one case of possible NULL-pointer dereference. |
||
650 | |||
651 | The open framework of Clang seems to be very promising for implementing domain-specific checks (and at |
||
652 | the same time it is also a very promising compiler framework). Our mid-term goal is to incorporate some of the features |
||
653 | of Stanse and VCC (see Section \ref{staticverifier2}) into Clang Analyzer. |
||
654 | |||
655 | \subsection{Static Verifier} |
||
656 | \label{staticverifier2} |
||
657 | We have started to extend the source code of HelenOS kernel with annotations understood |
||
658 | by \emph{Frama-C}~\cite{framac} and \emph{VCC}~\cite{vcc}. Initially we have targeted simple kernel data structures |
||
659 | (doubly-linked circular lists) and basic locking operations. Currently we are evaluating the initial experiences |
||
660 | and we are trying to identify the most suitable methodology, but we expect quite promising results. |
||
661 | |||
662 | As the VCC is based on the Microsoft C++ Compiler, which does not support many GCC extensions, we have been |
||
663 | faced with the requirement to preprocess the source code to be syntactically accepted by VCC. This turned out |
||
664 | to be feasible. |
||
665 | |||
666 | \subsection{Model Checker} |
||
667 | We are in the process of creating models of kernel wait queues (basic HelenOS kernel synchronization |
||
668 | primitive) and futexes (basic user space thread synchronization primitive) using \emph{Promela} and |
||
669 | verify several formal properties (deadlock freedom, fairness) in \emph{Spin}~\cite{spin}. As both the Promela language |
||
670 | and the Spin model checker are mature and commonly used tools for such purposes, we expect no major problems |
||
671 | with this approach. Because both synchronization primitives are relatively complex, utilizing a model checker |
||
672 | should provide a much more trustworthy proof of the required properties than ``paper and pencil''. |
||
181 | decky | 673 | |
674 | The initial choice of Spin is motivated by its suitability to model threads, their interaction and verify |
||
675 | properties related to race conditions and deadlocks (which is the common sources of OS-related bugs). Other |
||
676 | modeling formalisms might be more suitable for different goals. |
||
179 | decky | 677 | |
181 | decky | 678 | \subsection{Architecture and Behavior Checker} |
679 | We have created an architecture description in ADL language derived from \emph{SOFA ADL}~\cite{adl} for the |
||
680 | majority of the HelenOS components and created the Behavior Protocol specification of these components. |
||
681 | Both descriptions were created independently, not by reverse-engineering the existing source code. |
||
682 | The architecture is a snapshot of the dynamic architecture just after a successful bootstrap of HelenOS. |
||
179 | decky | 683 | |
684 | Both the architecture and behavior description is readily available as part of the source code repository |
||
685 | of HelenOS, including tools which can preprocess the Behavior Protocols according to the architecture description |
||
686 | and create an output suitable for \emph{bp2promela} checker~\cite{bp}. |
||
687 | |||
688 | As the resulting complexity of the description is larger than any of the previously published case studies |
||
181 | decky | 689 | on Behavior Protocols (compare to~\cite{cocome}), our current work-in-progress is to optimize and fine-tune |
690 | the bp2promela checker to process the input. |
||
179 | decky | 691 | |
692 | \medskip |
||
693 | |||
181 | decky | 694 | We have not started to generate code from the architecture description so far because of time constrains. |
695 | However, we believe that this is a very promising way to go and provide reasonable guarantees about |
||
696 | the compliance between the specification and the implementation. |
||
179 | decky | 697 | |
698 | \subsection{Behavior Description Generator} |
||
181 | decky | 699 | We have not tackled the issue of behavior description generation yet, although tools such as |
700 | \emph{Procasor}~\cite{procasor} are readily available. We do not consider it our priority at this time. |
||
179 | decky | 701 | |
702 | \section{Conclusion} |
||
703 | \label{conclusion} |
||
181 | decky | 704 | In this paper we propose a complex combination of various verification methods and tools |
705 | to achieve the verification of an entire general-purpose operating system. The proposed |
||
706 | approach generally follows a bottom-up route, starting with low-level checks using state-of-the-art |
||
707 | verifying C language compilers, following by static analyzers and static verifiers. |
||
708 | In specific contexts regression and unit tests, code instrumentation and model checkers |
||
709 | for the sake of verification of key algorithms are utilized. |
||
179 | decky | 710 | |
711 | Thanks to the properties of state-of-the-art microkernel multiserver operating |
||
181 | decky | 712 | system design (e.g. software component encapsulation and composition, fine-grained isolated |
713 | components), we demonstrate that it should be feasible to successfully verify larger and more |
||
714 | complex operating systems than in the case of monolithic designs. We use formal component |
||
715 | architecture and behavior description for the closure. The final goal -- a formally verified |
||
716 | operating system -- is the emerging property of the combination of the various methods. |
||
179 | decky | 717 | |
718 | \medskip |
||
719 | |||
181 | decky | 720 | The contribution of this paper is the shift of focus from attempts to use a single |
721 | ``silver-bullet'' method for formal verification of an operating system to a combination |
||
722 | of multiple methods supported by a suitable architecture of the operating system. |
||
723 | The main benefit is a much larger coverage of the set of all hypothetical properties. |
||
179 | decky | 724 | |
725 | We also argue that the approach should be suitable for the mainstream |
||
726 | general-purpose operating systems in the near future, because they are gradually |
||
727 | incorporating more microkernel-based features and fine-grained software components. |
||
728 | |||
729 | Although the evaluation of the proposed approach on HelenOS is still work-in-progress, the |
||
730 | preliminary results and estimates are promising. |
||
731 | |||
732 | \medskip |
||
733 | |||
181 | decky | 734 | \noindent\textbf{Acknowledgments.} The author would like to express his gratitude to all contributors of |
735 | the HelenOS project. Without their vision and dedication the work on this paper would be almost impossible |
||
179 | decky | 736 | |
737 | This work was partially supported by the Ministry of Education of the Czech Republic |
||
738 | (grant MSM\-0021620838). |
||
739 | |||
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755 | \bibitem{spin}Spin, \texttt{http://spinroot.com/} |
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756 | \bibitem{stanse}Stanse: Static Analysis Framework for C code, \texttt{http://stanse.fi.muni.cz/} |
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757 | \bibitem{valgrind}Valgrind, \texttt{http://valgrind.org/} |
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759 | \end{thebibliography} |
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760 | \end{document} |