Background & Motivation
The inference compiler currently targets WebAssembly (wasm-encoder) as its primary output. While WebAssembly is an architecture-agnostic bytecode format, its execution strictly depends on a host runtime (e.g., Wasmtime, V8) that must translate this bytecode into native machine instructions via Ahead-of-Time (AOT) or Just-In-Time (JIT) compilation.
Currently, our validation pipeline implicitly tests this Wasm-to-native translation only against the host machine's architecture (typically x86_64).
Problem Statement
Testing exclusively on x86_64 leaves a significant validation gap. It assumes that the underlying Wasm runtime will generate semantically identical machine code and exhibit identical execution behavior across all ISAs. However, architectural differences in floating-point handling (e.g., NaN payloads), memory ordering, and underlying runtime code-generation bugs can cause a formally correct .wasm payload to fail or behave non-deterministically when executed on aarch64, riscv64, or other edge architectures.
Proposed Solution
To guarantee strict semantic equivalence and determinism across all supported deployment targets, I propose integrating QEMU user-mode emulation into our CI/CD pipeline.
By executing our generated Wasm artifacts within runtimes running on emulated non-native architectures, we can validate the complete compilation lifecycle—from inference source down to physical machine execution—without requiring bare-metal hardware.
Implementation Plan
Expected Impact
This integration will mathematically enforce the "write once, run anywhere" guarantee of our WebAssembly output. It will proactively catch backend regressions, edge-case architecture disparities, and runtime JIT/AOT translation errors before they reach production environments.
Background & Motivation
The
inferencecompiler currently targets WebAssembly (wasm-encoder) as its primary output. While WebAssembly is an architecture-agnostic bytecode format, its execution strictly depends on a host runtime (e.g., Wasmtime, V8) that must translate this bytecode into native machine instructions via Ahead-of-Time (AOT) or Just-In-Time (JIT) compilation.Currently, our validation pipeline implicitly tests this Wasm-to-native translation only against the host machine's architecture (typically
x86_64).Problem Statement
Testing exclusively on
x86_64leaves a significant validation gap. It assumes that the underlying Wasm runtime will generate semantically identical machine code and exhibit identical execution behavior across all ISAs. However, architectural differences in floating-point handling (e.g., NaN payloads), memory ordering, and underlying runtime code-generation bugs can cause a formally correct.wasmpayload to fail or behave non-deterministically when executed onaarch64,riscv64, or other edge architectures.Proposed Solution
To guarantee strict semantic equivalence and determinism across all supported deployment targets, I propose integrating QEMU user-mode emulation into our CI/CD pipeline.
By executing our generated Wasm artifacts within runtimes running on emulated non-native architectures, we can validate the complete compilation lifecycle—from
inferencesource down to physical machine execution—without requiring bare-metal hardware.Implementation Plan
qemu-user-static(specifically targetingqemu-aarch64andqemu-riscv64).aarch64, then executing viaqemu-aarch64).x86_64execution and the QEMU-emulated environments.proofmode outputs maintain the exact same structural invariants and operational semantics across all emulated ISAs as they do natively.Expected Impact
This integration will mathematically enforce the "write once, run anywhere" guarantee of our WebAssembly output. It will proactively catch backend regressions, edge-case architecture disparities, and runtime JIT/AOT translation errors before they reach production environments.