From 7c7eb800f567c33081aed9afdfb0b17fe69f9c3c Mon Sep 17 00:00:00 2001 From: Alan Jeffrey <403333+asajeffrey@users.noreply.github.com> Date: Tue, 20 Jul 2021 13:41:04 -0500 Subject: [PATCH] Add a position paper about the goals of Luau (#55) Added a position paper on Luau for submission to HATRA 2021 Co-authored-by: Lily Brown Co-authored-by: Andy Friesen --- papers/.gitignore | 9 + papers/hatra21/README.md | 43 +++ papers/hatra21/bibliography.bib | 115 ++++++++ papers/hatra21/hatra21.pdf | Bin 0 -> 1295172 bytes papers/hatra21/hatra21.tex | 340 ++++++++++++++++++++++++ papers/hatra21/studio-mow.png | Bin 0 -> 603059 bytes papers/hatra21/studio-script-editor.png | Bin 0 -> 301082 bytes 7 files changed, 507 insertions(+) create mode 100644 papers/.gitignore create mode 100644 papers/hatra21/README.md create mode 100644 papers/hatra21/bibliography.bib create mode 100644 papers/hatra21/hatra21.pdf create mode 100644 papers/hatra21/hatra21.tex create mode 100644 papers/hatra21/studio-mow.png create mode 100644 papers/hatra21/studio-script-editor.png diff --git a/papers/.gitignore b/papers/.gitignore new file mode 100644 index 00000000..9c5aa5b9 --- /dev/null +++ b/papers/.gitignore @@ -0,0 +1,9 @@ +*.aux +*.bbl +*.blg +*.dvi +*.fdb_latexmk +*.fls +*.log +*.out +*.xcp \ No newline at end of file diff --git a/papers/hatra21/README.md b/papers/hatra21/README.md new file mode 100644 index 00000000..70e277d3 --- /dev/null +++ b/papers/hatra21/README.md @@ -0,0 +1,43 @@ +# HATRA 21 position paper + +A position paper on Luau for [Human Aspects of Types and Reasoning Assistants](https://2021.splashcon.org/home/hatra-2021) (HATRA) 2021. + +## Installing latexmk + +First install basictex +``` +sudo brew install basictex +``` + +Then install the dependencies for the paper (sigh, by hand): + +``` +sudo tlmgr update --all +sudo tlmgr install acmart +sudo tlmgr install iftex +sudo tlmgr install xstring +sudo tlmgr install environ +sudo tlmgr install totpages +sudo tlmgr install trimspaces +sudo tlmgr install manyfoot +sudo tlmgr install ncctools +sudo tlmgr install comment +sudo tlmgr install balance +sudo tlmgr install preprint +sudo tlmgr install libertine +sudo tlmgr install inconsolata +sudo tlmgr install newtx +sudo tlmgr install latexmk +``` + +## Building the paper + +To build the paper: +``` +latexmk --pdf hatra21 +``` + +To run latexmk in watching mode (where it rebuilds the PDF on each change): +``` +latexmk --pdf --pvc hatra21 +``` diff --git a/papers/hatra21/bibliography.bib b/papers/hatra21/bibliography.bib new file mode 100644 index 00000000..8c401d2e --- /dev/null +++ b/papers/hatra21/bibliography.bib @@ -0,0 +1,115 @@ +@Misc{Roblox, + author = {Roblox}, + title = {What is {Roblox}}, + year = 2021, + url = {https://corp.roblox.com}, +} + +@Misc{Luau, + author = {Roblox}, + title = {The {Luau} Programming Language}, + year = 2021, + url = {https://luau-lang.org}, +} + +@Misc{Lua, + author = {Lua.org and {PUC}-Rio}, + title = {The {Lua} Programming Language}, + year = 2021, + url = {https://lua.org}, +} + +@Misc{AllEducators, + author = {Roblox}, + title = {Roblox Education: All Educators}, + year = {2021}, + url = {https://education.roblox.com/en-us/educators}, +} + +@Misc{RobloxDevelopers, + author = {Roblox}, + title = {Roblox Developers Expected to Earn Over \$250 Million in 2020; Platform Now Has Over 150 Million Monthly Active Users +}, + year = {2020}, + url = {https://corp.roblox.com/2020/07/roblox-developers-expected-earn-250-million-2020-platform-now-150-million-monthly-active-users/}, +} + +@Book{TAPL, + author = {Benjamin C. Pierce}, + title = {Types and Programming Languages}, + publisher = {{MIT} Press}, + year = {2002}, + isbn = {0-262-16209-1}, +} + +@Book{TDDIdris, + author = {Edwin Brady}, + title = {Type-Driven Development with {Idris}}, + publisher = {Manning}, + year = {2017}, + isbn = {9781617293023}, +} + +@PhdThesis{TopQuality, + author = {Bastiaan J. Heeren}, + title = {Top Quality Type Error Messages}, + school = {U. Utrecht}, + year = {2005}, +} + +@PhdThesis{RepairingTypeErrors, + author = {Bruce J. McAdam}, + title = {Repairing Type Errors in Functional Programs}, + school = {U. Edinburgh}, + year = {2002}, +} + +@InProceedings{GradualTyping, + author = {Jeremy G. Siek and Walid Taha}, + title = {Gradual Typing for Functional Languages}, + booktitle = {Proc. Scheme and Functional Programming Workshop}, + year = {2006}, + pages = {81-92}, +} + +@InProceedings{WellTyped, + author = {Philip Wadler and Robert B. Findler}, + title = {Well-typed Programs Can’t be Blamed}, + booktitle = {Proc. European Symp. Programming}, + year = {2009}, + pages = {1-16}, +} + +@InProceedings{Contracts, + author = {Robert B. Findler and Matthias Felleisen}, + title = {Contracts for Higher-order Functions}, + booktitle = {Proc. Int. Conf. Functional Programming}, + year = {2002}, + pages = {48-59}, +} + +@inproceedings{SuccessTyping, + author = {Lindahl, Tobias and Sagonas, Konstantinos}, + title = {Practical Type Inference Based on Success Typings}, + year = {2006}, + booktitle = {Proc. Int. Conf. Principles and Practice of Declarative Programming}, + pages = {167–178}, +} + +@InProceedings{IncorrectnessLogic, + author = {O'Hearn, Peter W.}, + title = {Incorrectness Logic}, + year = {2020}, + booktitle = {Proc. Symp. Principles of Programming Languages}, + articleno = {10}, + pages = {1-32}, +} + +@Misc{HowToDrawAnOwl, + author = {Know Your Meme}, + title = {How To Draw An Owl}, + year = {2010}, + url = {https://knowyourmeme.com/memes/how-to-draw-an-owl}, +} + + diff --git a/papers/hatra21/hatra21.pdf b/papers/hatra21/hatra21.pdf new file mode 100644 index 0000000000000000000000000000000000000000..cb77af0806ad31ac676c059acadc0965092d248b GIT binary patch literal 1295172 zcmeFXQ*>luxUL)9wr$(CZQHhOckE8m9VeZnW81cETf2Jgwf7oltc$a*&ef?g$EcdK zM*W5V!}~s8kt>Nw&@(fz!;sG`46eX16EP7vn%Kbb@xd_4nLAjzSrKuuu@e378w{g_ zwVj)}3lXD)ow1v_n7OH=nK_Jr0F0}fi@C8qjMtjIy1e5a6H@1~rWa!R8t9yk3l z{mm|0$kU$&v)oKYHqVpV8V}oeA5~HYfw@yxb!Q&_Oa+yvvDGr`#*EK+{^cyo%@@8U3>M; z!?TwkNu2cGr}JlX@7i!%Wv3ULzG2_jZWL493Aw%g#;2kz=uAv9t0G(UqJ~;YC_~*+FJ4dx~Up zgvDYrmCYDu0ZE3@%9UCU)SpzECTR9Ro5JS0IKbpO=e}?sFZE>X*U4jU{NN%VhTVyY z7nMhKX4s2hM+;NkvvSEf%YmxFt|1f--F=e|AzV5<&Q7R)(^Jhm#QYlh)jiw;yQ|Ly 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'21]{Human Aspects of Types and Reasoning Assistants}{October 2021}{Chicago, IL} +\acmBooktitle{HATRA '21: Human Aspects of Types and Reasoning Assistants} + +\newcommand{\squnder}[1]{\color{red}\underline{{\color{black}#1}}\color{black}} +\newcommand{\infer}[2]{\frac{\textstyle#1}{\textstyle#2}} +\newcommand{\erase}{\mathrm{erase}} +\newcommand{\evCtx}{\mathcal{E}} +\newcommand{\NIL}{\mathsf{nil}} +\newcommand{\TRUE}{\mathsf{true}} +\newcommand{\FALSE}{\mathsf{false}} +\newcommand{\NUMBER}{\mathsf{number}} +\newcommand{\ERROR}{\mathsf{error}} +\newcommand{\IF}{\mathsf{if}\,} +\newcommand{\THEN}{\,\mathsf{then}\,} +\newcommand{\ELSE}{\,\mathsf{else}\,} +\newcommand{\END}{\,\mathsf{end}} +\newcommand{\FUNCTION}{\mathsf{function}\,} +\newcommand{\RETURN}{\mathsf{return}\,} + +\begin{document} + +\title{Position Paper: Some Goals of the Luau Type System} + +\author{Lily Brown} +\author{Andy Friesen} +\author{Alan Jeffrey} +\affiliation{ + \institution{Roblox} + \city{San Mateo} + \state{CA} + \country{USA} +} + +\begin{abstract} + Luau is the scripting language used in creating Roblox experiences. + It is a statically-typed language based on the dynamically-typed Lua language, + with type inference. These types are used in the + IDE, for example when providing autocomplete suggestions. In this + paper, we describe some of the goals of the Luau type system, + focusing on where the goals are different from those of other type systems. +\end{abstract} + +\maketitle + +\section{Introduction} + +The Roblox~\cite{Roblox} platform allows anyone to create shared, +immersive, 3D experiences. At the time of writing, there are +approximately 20~million experiences available on Roblox, created +by 8~million developers. Roblox creators are often young, for +example there are over 200~Roblox kids' coding camps in 65~countries +listed at~\cite{AllEducators}. +The Luau programming language~\cite{Luau} is the scripting language +used by developers of Roblox experiences. Luau is derived from the Lua +programming language~\cite{Lua}, with additional capabilities, +including a type inference engine. + +This paper will discuss some of the goals of the Luau type system, +focusing on where the goals are different from those of other type systems. + +\section{Human Aspects} +\subsection{Heterogeneous developer community} + +Quoting a Roblox 2020 report \cite{RobloxDevelopers}: +\begin{itemize} +\item Adopt Me! now has over 10 billion plays and surpassed 1.6 million concurrent users in game earlier this year. +\item Piggy, launched in January 2020, has close to 5 billion visits in just over six months. +\item There are now 345,000 developers on the platform who are monetizing their games. +\end{itemize} +This demonstrates how heterogeneous the Roblox developer community is: +developers of experiences with billions of plays are on the same +platform as children first learning to code. Moreover, \emph{both of +these groups are important}, as the professional development studios +bring high-quality experiences to the platform, and the beginning creators +contribute to the energetic creative community, and will form the next generation of developers. + +\subsection{Goal-driven learning} + +All developers are goal-driven, but this is especially true for +learners. A learner will download Roblox Studio (the IDE) with an +experience in mind, often designing an obstacle course (an ``obby'') +to play in with their friends. + +The user experience of developing a Roblox experience is primarily a +3D interactive one, seen in Fig.~\ref{fig:studio}(a). The user designs +and deploys 3D assets such as terrain, parts and joints, and provides +them with physics attributes such as mass and orientation. The user +can interact with the experience in Studio, and deploy it to a Roblox +server so anyone with the Roblox app can play it. Physics, rendering +and multiplayer are all immediately accessible to all creators. + +\begin{figure} +\includegraphics[width=0.48\textwidth]{studio-mow.png} +\includegraphics[width=0.48\textwidth]{studio-script-editor.png} +\caption{Roblox Studio's 3D environment editor (a), and script editor (b)} +\label{fig:studio} +\end{figure} + +At some point during experience design, the user of Studio has a need +which can't be met by the physics engine alone. ``The stairs should +light up when a player walks on them'' or ``a firework is set off +every few seconds.'' At this point they will discover the script +editor, seen in Fig.~\ref{fig:studio}(b). + +This onboarding experience is different from many initial exposures to +programming, in that by the time the user first opens the script +editor, they have already built much of their creation, and have a +very specific concrete aim. It suggests a Luau goal for helping the +majority of creators: \emph{support learning how to perform specific +tasks} (for example through autocomplete suggestions). + +\subsection{Type-driven development} + +Professional development studios are also goal-directed (though the +goals may be more abstract, such as ``decrease user churn'' or +``improve frame rate'') but have additional needs: +\begin{itemize} + +\item \emph{Code planning}: + code spends much of its development time in an incomplete state, + with holes that will be filled in later. + +\item \emph{Code refactoring}: + experiences evolve over time, and it easy for changes to + break previously-held invariants. + +\item \emph{Defect detection}: + code has errors, and detecting these at runtime (for example by crash telemetry) + can be expensive and recovery can be time-consuming. + +\end{itemize} +Detecting defects ahead-of-time is a traditional goal of type systems, +resulting in an array of techniques for establishing safety results, +surveyed for example in~\cite{TAPL}. Supporting code planning and +refactoring are some of the goals of \emph{type-driven +development}~\cite{TDDIdris} under the slogan ``type, define, +refine''. For example. a common use of type-driven development is to +rename a property, which is achieved by changing the name in one place, +and then fixing the resulting type errors---once the type system stops +reporting errors, the refactoring is complete. + +To help support the transition from novice to experienced developer, +types are introduced gradually, through API documentation and type discovery. +Type inference provides many of the benefits of type-driven development +even to creators who are not explicitly providing types. + +\section{Types} +\subsection{Infallible types} + +Goal: \emph{support type-driven tools for all programs}. + +Programs spend much of their time under development in an incomplete state, even if the final artifact +is well-typed. Tools should support this by providing type information even for ill-typed programs. +An analogy is infallible parsers, which perform error recovery and provide an AST for all input texts. + +Program analysis can still flag type errors, for example with red +squiggly underlining. Formalizing this, rather than a judgment +$\Gamma\vdash M:T$, for an input term $M$, there is a judgment +$\Gamma \vdash M \Rightarrow N : T$ where $N$ is an output term +where some subterms are \emph{flagged} as having type errors, written $\squnder{N}$. Write $\erase(N)$ +for the result of erasing flaggings: $\erase(\squnder{N}) = \erase(N)$. + +%% For example the usual +%% type rules for field access becomes: +%% \[ +%% \infer{ +%% \Gamma \vdash M \Rightarrow M' : T +%% }{ +%% \Gamma \vdash M.\ell \Rightarrow M'.\ell : U +%% } +%% [ +%% T = \{ \overline{\ell:U} \} \mbox{ and } (\ell:U) \in (\overline{\ell:U}) +%% ] +%% \] +%% but there is also a rule for unsuccessful field access: +%% \[ +%% \infer{ +%% \Gamma \vdash M \Rightarrow M' : T +%% }{ +%% \Gamma \vdash M.\ell \Rightarrow \squnder{M'.\ell} : U +%% } +%% [ +%% T = \{ \overline{\ell:U} \} \mbox{ implies } \ell \not\in \overline{\ell} +%% ] +%% \] +%% In this type rule, $U$ is unconstrained. + +The goal of infallible types is that every term can be typed: +\begin{itemize} +\item \emph{Typability}: for every $M$ and $\Gamma$, + there are $N$ and $T$ such that $\Gamma \vdash M \Rightarrow N : T$. +\item \emph{Erasure}: if $\Gamma \vdash M \Rightarrow N : T$ + then $\erase(M) = \erase(N)$ +\end{itemize} +Some issues raised by infallible types: +\begin{itemize} +\item Which heuristics should be used to provide types for flagged programs? For example, could one + use minimal edit distance to correct for spelling mistakes in field names? +\item How can we avoid cascading type errors, where a developer is + faced with type errors that are artifacts of the heuristics rather + than genuine errors? +\item How can the goals of an infallible type system be formalized? +\end{itemize} +\emph{Related work}: +there is a large body of work on type error reporting +(see, for example, the survey in~\cite[Ch.~3]{TopQuality}) +and on type-directed program repair +(see, for example, the survey in~\cite[Ch.~3]{RepairingTypeErrors}), +but not type repair, or on +the semantics of programs with type errors. Many compilers perform +error recovery during typechecking, but do not provide a semantics +for programs with type errors. + +\subsection{Strict types} + +Goal: \emph{no false negatives.} + +For developers who are interested in defect detection, Luau provides a \emph{strict mode}, +which acts much like a traditional, sound, type system. This has the goal of ``no false negatives'' that is any +run-time error is flagged. This is formalized using: +\begin{itemize} +\item \emph{Operational semantics}: a reduction judgment $M \rightarrow N$ on terms. +\item \emph{Values}: a subset of terms representing a successfully completed evaluation. +\end{itemize} +Error states at runtime are represented as stuck states (terms that are not +values but cannot reduce), and showing that no well-typed program is +stuck. This is not true if typing is infallible, but can fairly +straightforwardly be adapted. We extend the operational semantics to flagged terms, +where $M \rightarrow M'$ implies $\squnder{M} \rightarrow \squnder{M'}$, and +for any value $V$ we have $\squnder{V} \rightarrow V$, then show: +\begin{itemize} +\item \emph{Progress}: if ${} \vdash M \Rightarrow N : T$, then either $N \rightarrow N'$ or $N$ is a value or $N$ has a flagged subterm. +\item \emph{Preservation}: if ${} \vdash M \Rightarrow N : T$ and $N \rightarrow N'$ then $M \rightarrow^*M'$ and ${} \vdash M' \Rightarrow N' : T$. +\end{itemize} +Some issues raised by infallible types: +\begin{itemize} +\item How should the judgments and their metatheory be set up? +\item How should type inference and generic functions be handled? +\item Is the operational semantics of flagged values + ($\squnder{V} \rightarrow V$) the right one? +\item Will higher-order code require wrappers on functions? +\end{itemize} +\emph{Related work}: gradual typing and blame analysis, e.g.~\cite{GradualTyping,WellTyped,Contracts} + +\subsection{Nonstrict types} + +Goal: \emph{no false positives.} + +For developers who are not interested in defect detection, type-driven +tools and techniques such as autocomplete, API documentation +and support for refactoring can still be useful. +For such developers, Luau provides a +\emph{nonstrict mode}, which we hope will eventually be useful for all +developers. This does \emph{not} aim for soundness, but instead has +the goal of ``no false positives``, in the sense that any flagged code +is guaranteed to produce a runtime error when executed. + +On the face of it, this is undecidable, since a program such as +$(\IF f() \THEN \ERROR \END)$ will produce a runtime error when $f()$ is +$\TRUE$, but we can aim for a weaker property, that all flagged code +is either dead code or will produce an error. Either of these is a +defect, so deserves flagging, even if the tool does not know +which reason applies. + +We can formalize this by defining an \emph{evaluation context} +$\evCtx[\bullet]$, and saying $M$ is \emph{incorrectly flagged} +if it is of the form $\evCtx[\squnder{V}]$. We can then define: +\begin{itemize} +\item \emph{Correct flagging}: if ${} \vdash M \Rightarrow N : T$ + then $N$ is correctly flagged. +\end{itemize} +Some issues raised by nonstrict types: +\begin{itemize} + +\item Under this definition, any function that will terminate is unflagged, so + flagging will often move from function definitions to call sites. + +\item This definition will not allow an unchecked use of an optional value + to be flagged, for example if $f() : \NUMBER?$ (meaning $f$ may optionally return a number) + then a strict type system can flag $1 + f()$ but a nonstrict one cannot. + +\item Property update of tables in languages like Luau always succeeds + (the property is inserted if it did not exist), and so functions which + update properties cannot be flagged. + +\item Does nonstrict typing require whole program analysis, + to find all the possible types a property might be updated with? + +\item The natural formulation of function types in a nonstrict setting + is that of~\cite{???}: if $f: T \rightarrow U$ and $f(V) \rightarrow^* W$ + then $V:T$ and $W:U$. This formulation is \emph{covariant} in $T$, + not \emph{contavariant}; what impact does this have? + +\end{itemize} +\emph{Related work}: success types~\cite{SuccessTyping} and incorrectness logic~\cite{IncorrectnessLogic}. + +\subsection{Mixing types} + +Goal: \emph{support mixed strict/nonstrict development}. + +Like every active software community, Roblox developers share code +with one another constantly. First- and third-party developers alike +frequently share entire software packages written in Luau. To add to +this, many Roblox games are authored not by just one developer, but a +team. +It is therefore crucial that we offer first-class support for mixing +code written in strict and nonstrict modes. + +Some issues raised by mixed-mode types: +\begin{itemize} + +\item How much feedback can we offer for a nonstrict script that is + importing strict-mode code? + +\item In strict mode, how do we talk about values and types that are + drawn from nonstrict code? + +\item How can we combine the goals of strict and nonstrict types? + +\item Can we have strict and non-strict mode infer the same types, + only with different flagging? + +\end{itemize} +\emph{Related work}: this appears to be an under-explored area. + +\section{Conclusions} + +In this paper, we have presented some of the goals of the Luau type +system, and how they map to the needs of the Roblox creator +community. We have sketched what a solution might look like, all that +remains is to draw the owl~\cite{HowToDrawAnOwl}. + +\bibliographystyle{ACM-Reference-Format} \bibliography{bibliography} + +\end{document} diff --git a/papers/hatra21/studio-mow.png b/papers/hatra21/studio-mow.png new file mode 100644 index 0000000000000000000000000000000000000000..71a10a07b03986f31a30fba9e93b9f8cfc5f01c6 GIT binary patch literal 603059 zcmce-by(DGy9J7ZfYKq|Al==qGzcgq-9vYGBPh}gDN>?HOE=Ob4AR|5cf)yRf8XBU zd(Pf}pYg)$n)<~P>t6R-YocGP%3(Ysd4_<1fT18StAT)kxC{PdP?5na0*T302ndhF zATlzqA!cR>2#oP&#>Th`tc<-TCdS6SLo7_sTs$?RqGC0S1N+;C+j^+lj62#g()9J0 zh_IIs-*h14skhhKqQ_EQSF-oAdfv=h)oc_9cab(J8)SA^L={s!aVp3sU_jiKkjzZc zfBmMTtu5`bIZJ9Pe$W)TWQ{z|Z*|FYGHem@js*l$2B|5zHXG@X%-~&8$r?$QS2VxT zy9p(0RB;o$gmFo2I8YDk>aH&tk%*wA>BzWF?AxE|ettoc71<<1#cjmD#^(rJiz~bZZ1j$uRL{<*L6ieAb0`)d!(R2cL-iYaZ^xviL#D@M?gvO zmSbxKOjn@K8yzof#%J$TFn^k*1_iZAJKV_rKam`O5 z@ps4djd?OJ*zs_=^S6}iM-6FUBQoUle>QlA(-LEoC|vBMYXd{%DDnQ55c+VD~crg2yPWr%*5RqMKM 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