aiqbench analysis
CrossTL is an open-source framework that attempts to preserve semantic rules across diverse GPU programming languages by routing them through a central hub language, addressing critical interoperability issues where standard translators silently alter computation results. While the study reveals that current implementations still lose fidelity in many cases and that existing tools often produce more usable code for third-party programs, it establishes a rigorous methodology for defining "faithful translation" and testing rule preservation across heterogeneous hardware stacks like Metal and Vulkan.
CrossTL: Hub-Based Translation of GPU Programs and the Preservation of Source Rules
arXiv:2508.21256v2 Announce Type: replace-cross Abstract: GPU programs are written in vendor languages that disagree about integer overflow, division by zero, NaN handling, floating-point contraction, data layout and dispatch, so a translated program can compile and still compute something else. We describe CrossTL, an open-source translator that routes ten GPU source languages to eleven targets through CrossGL, a textual hub language, with repository-scale porting, contracts that loaders check, and native parity tests. We define faithful translation as refinement up to rejection under a compile configuration, and test whether a hub that records each source rule and lowers it through one per-target table keeps rules that a syntax-only hub loses. On an internally pre-registered suite of 66 hazard kernels in six languages, run on an Apple GPU through Metal, MoltenVK and WebGPU and on CPU implementations of Vulkan, OpenGL and an emulated Direct3D 12, SPIRV-Cross, naga, Tint, Slang and CrossTL each lose some source rule, and outcomes change with Metal's math mode and between two Vulkan implementations. A rule-carrying prototype of the hub removes 34 of 39 divergences on the rules it carries, against 14 for local fixes to four SPIR-V defects, and refuses where WGSL cannot express a rule. The registered hypothesis that it keeps every rule fails: MoltenVK, a non-conformant Vulkan layer, drops a rule that correct SPIR-V carries natively. On 2,585 programs written by third parties, 31% of CrossTL's translations are usable, established translators produce valid output significantly more often in 31 of 39 comparisons, and carrying the rules changes no target's accepted share by more than 0.2 points. Recording each operation's source rule suffices for the rules tested but is not necessary: one strongest rule would keep them too, at about nine times as many rewrites and 58 more refusals on the corpus.
Abstract:GPU programs are written in vendor languages that disagree about integer overflow, division by zero, NaN handling, floating-point contraction, data layout and dispatch, so a translated program can compile and still compute something else. We describe CrossTL, an open-source translator that routes ten GPU source languages to eleven targets through CrossGL, a textual hub language, with repository-scale porting, contracts that loaders check, and native parity tests. We define faithful translation as refinement up to rejection under a compile configuration, and test whether a hub that records each source rule and lowers it through one per-target table keeps rules that a syntax-only hub loses. On an internally pre-registered suite of 66 hazard kernels in six languages, run on an Apple GPU through Metal, MoltenVK and WebGPU and on CPU implementations of Vulkan, OpenGL and an emulated Direct3D 12, SPIRV-Cross, naga, Tint, Slang and CrossTL each lose some source rule, and outcomes change with Metal's math mode and between two Vulkan implementations. A rule-carrying prototype of the hub removes 34 of 39 divergences on the rules it carries, against 14 for local fixes to four SPIR-V defects, and refuses where WGSL cannot express a rule. The registered hypothesis that it keeps every rule fails: MoltenVK, a non-conformant Vulkan layer, drops a rule that correct SPIR-V carries natively. On 2,585 programs written by third parties, 31% of CrossTL's translations are usable, established translators produce valid output significantly more often in 31 of 39 comparisons, and carrying the rules changes no target's accepted share by more than 0.2 points. Recording each operation's source rule suffices for the rules tested but is not necessary: one strongest rule would keep them too, at about nine times as many rewrites and 58 more refusals on the corpus.
57 pages (30 main text). Replication package in the ancillary files
Programming Languages (cs.PL); Computation and Language (cs.CL); Graphics (cs.GR)
D.3.4; D.3.2; D.1.3
arXiv:2508.21256 [cs.PL]
(or arXiv:2508.21256v2 [cs.PL] for this version)
https://doi.org/10.48550/arXiv.2508.21256 Focus to learn more arXiv-issued DOI via DataCite
https://doi.org/10.5281/zenodo.15826975 Focus to learn more DOI(s) linking to related resources
experiments/RUN_ORDER.md
experiments/TOOLCHAINS.md
experiments/analysis/baselines.py
experiments/analysis/baselines_v2.py
experiments/analysis/baselines_v2_table.py
experiments/analysis/coding_bases.py
experiments/analysis/coding_kappa.py
experiments/analysis/coding_packets.py
experiments/analysis/coding_table.py
experiments/analysis/corpora_table.py
experiments/analysis/cost.py
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experiments/analysis/data/hazards_v2.json
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