compiler developers

Abstract: Rewrite rules are critical in equality saturation, an increasingly popular technique in optimizing compilers, synthesizers, and verifiers. Unfortunately, developing high-quality rulesets is difficult and error-prone. Recent work to automatically infer rewrite rules does not scale to large terms or grammars. Users struggle to guide inference and incrementally construct rulesets because existing rule inference tools are monolithic and opaque. As a result, most equality saturation users still manually develop and maintain rulesets. This paper proposes Enumo, a new domain-specific language for programmable theory exploration. Enumo provides a small set of core operators that enable users to strategically guide rule inference and incrementally build rulesets. Short Enumo programs easily replicate results from state-of-the-art tools like Ruler, but Enumo programs can also scale to infer deeper rules from larger grammars than prior approaches. Enumo's composable operators even facilitate developing new strategies for ruleset inference. We introduce a new fast-forwarding strategy which does not require evaluating terms in the target language, and thus supports domains that were out of scope for prior work. Enumo is also easy to extend: two new operators suffice to incorporate large language models into rule inference, where they complement guided search. We evaluate Enumo and fast-forwarding across a variety of domains. Compared to state-of-the-art techniques, Enumo can synthesize better rulesets over a diverse set of domains, in some cases matching the effects of manually developed rulesets in systems driven by equality saturation.

Abstract: A recent result by the present authors established a quadratic lower bound, in the worst case, for the increase in the number of states when a one-way nondeterministic finite automaton is converted to a two-way deterministic finite automaton. Although this simply matched a well-known pre-existing quadratic lower bound by Chrobak, it used a distinct proof method. We show that, much like Chrobak's, this new method is also unable to deliver any lower bound strictly greater than quadratic.

Abstract: This text is concerned with the question of whether, in type theory with erasure annotations, one can postulate that some type is inhabited and still have a guarantee that a program will not get stuck. Previous work has provided such guarantees for consistent erased postulates, i.e. postulates that are restricted to be used in erased contexts. Here those guarantees are extended to type theory with identity types. Similar ideas provide a simple way to support quotient types: it is shown that one can let things like "the equivalence classes for two related values are equal" be erased postulates and have an eliminator that only computes for the equivalence class constructor, and still get a guarantee that programs will compute correctly. Another question is whether programs compute correctly if one is allowed to transport (cast) using erased identity proofs. It is shown that this is safe in the absence of quotients and postulates, and in the presence of quotients and erased postulates that can be implemented using equality reflection. However, unrestricted transports of this kind are not compatible with erased, postulated univalence. For that reason the text includes a study of the function []-cong, which encapsulates a limited form of transport for erased identity proofs. The text is accompanied by machine-checked Agda proofs.

Abstract: In 1980 Bucher asked whether, given context-free languages $L\subseteq U$ with $U\setminus L$ infinite, there must be a context-free language $K$ between them for which both $K\setminus L$ and $U\setminus K$ are infinite. We give a negative answer. We first construct an infinite language $D$ with context-free complement such that, for every regular language $R$, either $D\cap R$ or $D\setminus R$ is finite. The words of $D$ encode computations of factorials; repetition of letters ensures that each finite automaton either accepts all but finitely many words of $D$ or rejects all but finitely many words of $D$, while a one-counter automaton recognizes errors in the encodings. We then construct $L$ and $U$ from the complement of $D$. A grammar argument shows that any context-free intermediate language $K$ would divide $D$ in the same way as some regular language. This proves the required impossibility. Both $L$ and $U$ can be taken over a binary alphabet.

Abstract: Completeness of an equational presentation guarantees an equality path but need not control the resources used along it. For finite graph expressions we measure derivational space by the largest input-output interface of an intermediate raw term. For every finite doubly ranked edge alphabet $Σ$, we prove that equal closed expressions of pattern width at most $k$ are joined by a derivation in which every step applies an equation in either direction and every intermediate width is at most a computable $B_Σ(k)$, independently of graph size. The derivation uses only the structural magmoid laws and the fifteen finite-graphoid schemes. The construction compiles each expression through protected cores and finite routing windows to an encoding-canonical representative $\operatorname{NF}_k$ of width at most $4k+4$. We call this property bounded equational coherence. We also prove $\operatorname{bw}(F)\le\operatorname{patw}(F)\le4(\operatorname{tw}(F)+1)$ whenever the underlying simple graph has at least two edges, separate layered linear from branching expressions on cliques, and provide machine-checkable witnesses and finite invariants for the first five nontrivial clique values.