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Instruction Set Architecture in Research

An instruction set architecture defines the hardware-software boundary. Learn how researchers simulate, trace, and benchmark ISAs using Spike and gem5.

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In computer architecture and systems research, an instruction set architecture (ISA) defines the programmer-visible interface between hardware and software. Researchers studying processor microarchitecture, compiler code generation, or hardware security use ISA specifications and execution-driven functional simulators to model new instructions, evaluate execution traces, and verify system behavior before committing designs to silicon or FPGA emulation.

What it is used for in research

An instruction set architecture specifies the boundary where software instructions meet physical processor execution. It establishes the abstract machine model visible to system software, compilers, and assembly programmers, defining five core architectural dimensions:

  • Register State: The number, bit-width, and architectural roles of programmer-visible registers, including general-purpose registers (such as registers x0 through x31 in RISC-V, where x0 is hardwired to zero) and the program counter (PC).
  • Instruction Encoding and Formats: The binary encoding structures of machine instructions, defining opcode fields, register specifiers, immediate widths, and instruction lengths (fixed 32-bit words or variable-length compressed instructions).
  • Addressing Modes and Memory Models: How memory addresses are calculated (such as base-plus-offset addressing) and the memory consistency model governing the order of loads and stores across concurrent execution threads.
  • Data Types and Arithmetic Operations: Native integer, single-precision and double-precision floating-point formats, vector types, and logical operations executed by the processor.
  • Privilege Modes and Exception Handling: The mechanisms governing traps, system calls, interrupt dispatching, and transitions between user, supervisor, and machine privilege levels.

In academic and industrial computer science research, researchers distinguish cleanly between the ISA and the microarchitecture. The ISA defines what functional operations the computer performs, providing binary software compatibility across hardware generations. The microarchitecture defines how those operations are realized in silicon, encompassing pipeline depth, superscalar issue width, dynamic branch prediction, cache hierarchies, and out-of-order execution engines. Distinct microarchitectures can implement an identical ISA while delivering radically different performance, power, and area profiles.

Modern computer systems research applies ISAs across five critical domains:

  1. Microarchitectural Design Space Exploration: Evaluating architectural extensions, custom vector units, and domain-specific accelerators for machine learning and scientific computing prior to physical chip fabrication.
  2. Compiler Optimization and Code Generation: Developing compiler backends in LLVM and GCC that optimize instruction scheduling, register allocation, and vectorization for modular ISA extensions.
  3. Hardware Security and Vulnerability Analysis: Characterizing transient execution vulnerabilities, tracking documented CVE entries, and engineering hardware countermeasures such as pointer authentication, memory tagging, and control-flow integrity primitives.
  4. Hardware-Software Co-Design and Formal Verification: Constructing formal mathematical operational semantics to conduct formal verification of instruction decoders, memory consistency models, and microarchitectural state transitions.
  5. Reproducible Architectural Artifacts: Releasing open ISA simulation configurations, benchmark suites, and trace outputs to satisfy ACM artifact review and badging requirements and ensure rigorous computational reproducibility across conferences. Curating simulation pipelines with structured metadata such as CodeMeta preserves research provenance.

Install or access (official source only)

In research environments, investigating instruction set architectures relies on two official components: the ratified open standard specifications from RISC-V International and the official golden reference functional simulator, Spike (riscv-isa-sim), maintained by the RISC-V Software Organization.

On Debian or Ubuntu Linux systems, install the required build dependencies and device-tree compiler:

sudo apt-get update && sudo apt-get install -y autoconf automake autotools-dev curl libmpc-dev libmpfr-dev libgmp-dev gawk build-essential bison flex texinfo gperf libtool patchutils bc zlib1g-dev libexpat-dev device-tree-compiler

Clone and build the official Spike simulator from the RISC-V Software Organization repository:

git clone https://github.com/riscv-software-src/riscv-isa-sim.git
cd riscv-isa-sim
mkdir build && cd build
../configure --prefix=/usr/local
make -j$(nproc)
sudo make install

To run user-space application binaries that invoke standard C library system calls, clone and build the RISC-V Proxy Kernel (pk) using a cross-compiler:

git clone https://github.com/riscv-software-src/riscv-pk.git
cd riscv-pk
mkdir build && cd build
../configure --prefix=/usr/local --host=riscv64-unknown-elf
make -j$(nproc)
sudo make install

Obtain the cross-compilation toolchain (such as riscv64-unknown-elf-gcc) from the official RISC-V GNU toolchain distribution repository (https://github.com/riscv-collab/riscv-gnu-toolchain) or standard Linux distribution packaging.

Step-by-step task (numbered, with menu names or commands exactly as in the current docs)

Follow these numbered steps to write a targeted arithmetic benchmark, cross-compile it for a 64-bit RISC-V ISA configuration, disassemble the machine instructions, and execute the binary under Spike with execution trace logging.

  1. Write a test benchmark program: Create a C source file named benchmark.c that performs integer computation and standard output:
    #include <stdio.h>
    
    int main() {
        volatile long sum = 0;
        for (int i = 0; i < 100; i++) {
            sum += i * 3;
        }
        printf("Computed sum: %ldn", sum);
        return 0;
    }
  2. Compile targeting the standard general-purpose RV64GC ISA: Run riscv64-unknown-elf-gcc, passing the target architecture flag -march=rv64gc and the standard 64-bit double-precision ABI flag -mabi=lp64d:
    riscv64-unknown-elf-gcc -march=rv64gc -mabi=lp64d -O2 -o benchmark benchmark.c
  3. Disassemble and inspect the generated machine instructions: Generate the instruction disassembly using riscv64-unknown-elf-objdump to verify the exact opcodes generated by the compiler:
    riscv64-unknown-elf-objdump -d benchmark > benchmark.disasm
  4. Execute the benchmark using Spike and the Proxy Kernel: Run the compiled binary through Spike by supplying the proxy kernel pk followed by the target executable:
    spike pk benchmark
  5. Generate an instruction execution trace: Execute Spike with the trace logging flag -l, redirecting standard error to capture the sequence of executed instructions:
    spike -l pk benchmark 2> execution_trace.log
  6. Launch Spike in interactive debugger mode: Run Spike with the interactive debug flag -d to step through instructions and inspect register and memory states interactively:
    spike -d pk benchmark

    Within the interactive debug prompt, use the official debugger commands:

    • : reg 0 10 — Inspect register 10 (the a0 return value register) on core 0.
    • : mem 0x80000000 — Read memory contents at physical address 0x80000000.
    • : r — Print a full dump of all architectural general-purpose registers.
    • : c — Continue execution to program completion.
    • : q — Exit the interactive simulator.

Output and how to read it

Executing an ISA binary under Spike produces structured console outputs and log traces. Understanding each output format is essential for architectural validation:

1. Standard Proxy Kernel Console Output

When executing through spike pk benchmark, the RISC-V Proxy Kernel initializes machine state, prints its loader banner, executes the user application, and displays standard program output:

bbl loader
Computed sum: 14850

The bbl loader header confirms that the boot loader and proxy kernel have set up the virtual memory pagetables and handled system call proxying back to the host operating system.

2. Instruction Trace Log Output

When running with the -l flag, Spike prints an entry for every retired instruction formatted into five standardized fields:

core   0: 3 0x0000000000010124 (0x00000297) auipc   t0, 0x0
core   0: 3 0x0000000000010128 (0x02c28293) addi    t0, t0, 44
core   0: 3 0x000000000001012c (0x00028067) jr      t0

To read this trace output accurately:

  • Core ID (core 0): Identifies the hardware thread (hart) executing the instruction.
  • Privilege Level (3): Represents the architectural privilege mode. Value 3 denotes User mode (U-mode), 1 denotes Supervisor mode (S-mode), and 0 denotes Machine mode (M-mode).
  • Program Counter (0x0000000000010124): The exact virtual or physical memory address where the current instruction is fetched.
  • Machine Instruction Word ((0x00000297)): The raw hexadecimal machine code representing the instruction encoding. Standard 32-bit instructions display as 8 hex digits, while 16-bit compressed (C extension) instructions display as 4 hex digits.
  • Disassembly (auipc t0, 0x0): The human-readable assembly mnemonic and operand registers decoded by the simulator.

Troubleshooting

Researchers frequently encounter specific configuration traps when compiling and simulating foreign ISAs. Apply these verified fixes:

  • Illegal Instruction Exception (core 0: exception trap_illegal_instruction):
    • Cause: The target binary contains instructions belonging to an architectural extension not enabled in the current simulator configuration (for instance, executing hardware floating-point instructions on an integer-only base model).
    • Solution: Explicitly configure the supported ISA string in Spike using the --isa parameter matching your binary: spike --isa=RV64GC pk benchmark.
  • Proxy Kernel System Call Trap / Unhandled Syscall:
    • Cause: The benchmark invokes a multi-threaded POSIX system call (such as pthread_create) or complex filesystem operations not implemented in the lightweight pk runtime.
    • Solution: For multi-threaded benchmarks or full OS validation, transition from Spike to full-system simulation in gem5 (using Full-System mode) or boot a complete Linux image under QEMU (qemu-system-riscv64).
  • Toolchain Architecture and ABI Mismatch:
    • Cause: The compilation command combines an incompatible architecture string with an ABI specifier, such as specifying hardware floating-point ABI (-mabi=lp64d) without enabling the D standard extension in -march (e.g. -march=rv64i).
    • Solution: Match the ABI to available hardware registers: use -march=rv64gc -mabi=lp64d for standard floating-point hardware, or -march=rv64i -mabi=lp64 for integer-only architectures using software floating-point emulation.
  • Unaligned Memory Access Trap:
    • Cause: Executing a word or double-word load/store across an unaligned memory boundary on simulator models where strict memory alignment is enforced.
    • Solution: Pass -mno-strict-align to the compiler or ensure data structures declare explicit memory boundary alignments using standard C alignment directives (__attribute__((aligned(8)))).

Free alternatives (table)

Computer architecture researchers choose among several open-source simulators and modeling frameworks depending on whether they require functional execution speed, cycle-accurate microarchitectural fidelity, or formal semantic verification:

Simulator / Framework Governing Body / Organization License Simulation Fidelity Primary Research Use Case
Spike (riscv-isa-sim) RISC-V International BSD 3-Clause Functional Reference Model Golden reference ISA verification, proxy kernel execution, instruction trace logging, and interactive register debugging.
gem5 gem5 Project Consortium BSD 3-Clause Cycle-Accurate Microarchitecture Detailed processor pipeline modeling (O3CPU), out-of-order execution, cache coherence hierarchies (Ruby), and multicore system-on-chip evaluation.
QEMU (qemu-riscv64 / qemu-system-riscv64) QEMU Project GNU GPLv2 Dynamic Binary Translation Fast functional emulation of user-space Linux binaries and full-system operating system virtualization.
Sail RISC-V University of Cambridge / RISC-V BSD 2-Clause Formal Semantic Specification Machine-readable formal ISA semantics, automated generation of theorem prover models (Isabelle/HOL, Coq), and formal hardware verification.
Whisper CHIPS Alliance / Tenstorrent Apache 2.0 Instruction Set Simulator Lock-step co-simulation verification with hardware RTL models and processor core testbenches.

FAQ

What is the difference between an instruction set architecture and a microarchitecture?

An instruction set architecture (ISA) is the abstract specification defining the programmer-visible interface, including instruction formats, register sets, addressing modes, and memory consistency rules. The microarchitecture is the concrete hardware design that implements that specification in silicon, determining pipeline stages, cache sizes, branch prediction algorithms, and execution units. Multiple distinct microarchitectures can implement the same ISA.

What are the primary components of an instruction set architecture?

An ISA comprises the register set (general-purpose and special control/status registers), the instruction set and encoding formats (opcodes, operand fields, and immediates), native data types (integers, floating-point numbers, vectors), memory addressing modes, the memory consistency model, and exception/interrupt handling mechanisms across privilege levels.

What is the difference between RISC and CISC architectures?

Reduced Instruction Set Computer (RISC) architectures (such as RISC-V and ARM) emphasize simple, fixed-length instructions, load-store memory access architectures, and extensive register files to simplify pipelining. Complex Instruction Set Computer (CISC) architectures (such as x86) provide variable-length instructions capable of combining memory access and computational operations within a single instruction word.

Why has RISC-V become the primary ISA for academic computer architecture research?

RISC-V is an open, royalty-free standard maintained by RISC-V International. Unlike proprietary ISAs, researchers can freely add custom instructions, modify decoders, synthesize experimental cores on FPGAs, and publish reproducible artifacts without non-disclosure agreements or licensing fees.

Can you simulate custom instructions in Spike?

Yes. Spike provides a modular extension framework where researchers define new instruction opcodes, decoding masks, and functional execution semantics in C++ header files under the riscv/insns/ directory, enabling functional prototyping of new ISA extensions before RTL implementation.

Sources (official docs)

  • Waterman, A., & Asanović, K. (Eds.). (2019). The RISC-V Instruction Set Manual, Volume I: Unprivileged ISA (Document Version 20191213). RISC-V International. URL: https://riscv.org/technical/specifications/. Checked: 2026-11-08.
  • RISC-V Software Organization. (2026). Spike: A RISC-V ISA Simulator (riscv-isa-sim). GitHub Repository. URL: https://github.com/riscv-software-src/riscv-isa-sim. Checked: 2026-11-08.
  • Binkert, N., Bradford, B., Krasnow, R., Sardashti, S., Sen, R., Sewell, K., … & Wood, D. A. (2011). The gem5 simulator. ACM SIGARCH Computer Architecture News, 39(2), 1-7. URL: https://www.gem5.org/. Checked: 2026-11-08.
  • Bellard, F. (2005). QEMU, a Fast and Portable Dynamic Translator. USENIX Annual Technical Conference, FREENIX Track, 41-46. URL: https://www.qemu.org/. Checked: 2026-11-08.
  • Armstrong, A., Campbell, B., Naylor, M., Pulte, C., Campbell, A., & Flur, S. (2019). ISA Semantics for ARMv8-a, RISC-V, and CHERI-MIPS. Proceedings of the ACM on Programming Languages, 3(POPL), 1-31. URL: https://github.com/riscv/sail-riscv. Checked: 2026-11-08.

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