diff --git a/guide/specs.html b/guide/specs.html
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--- a/guide/specs.html
+++ b/guide/specs.html
@@ -191,7 +191,7 @@ <h2 id="refinement-types"><a class="header" href="#refinement-types">Refinement
 <p>binds <code>n</code> over the entire scope of the function to specify that it takes an <code>i32</code> equal to <code>n</code> and returns an <code>i32</code> equal to <code>n + 1</code>. This is analogous to languages like Haskell where a lower case letter can be used to quantify over a type, e.g., the type <code>a -&gt; a</code> in Haskell is polymorphic on the type <code>a</code> which is bound for the scope of the entire function type.</p>
 </li>
 <li>
-<p><strong>Existential Type</strong>: An existential type <code>B{v: r(v)}</code> is composed of a base type <code>B</code>, a refinement variable <code>v</code> and a refinement predicate <code>r</code> on <code>v</code>. Intuitively, a Rust value <code>x</code> has type <code>B{v: r(v)}</code> if there exists a refinement value <code>a</code> such that <code>r(a)</code> holds and <code>x</code> has type <code>B[x]</code>.</p>
+<p><strong>Existential Type</strong>: An existential type <code>B{v: r(v)}</code> is composed of a base type <code>B</code>, a refinement variable <code>v</code> and a refinement predicate <code>r</code> on <code>v</code>. Intuitively, a Rust value <code>x</code> has type <code>B{v: r(v)}</code> if there exists a refinement value <code>a</code> such that <code>r(a)</code> holds and <code>x</code> has type <code>B[a]</code>.</p>
 <ul>
 <li><code>i32{v: v &gt; 0}</code>: set of positive <code>i32</code> values.</li>
 <li><code>List&lt;T&gt;{v: v &gt; 0}</code>: set of non-empty lists.</li>
diff --git a/print.html b/print.html
index ed7c37c98f..c86f3cdc86 100644
--- a/print.html
+++ b/print.html
@@ -374,7 +374,7 @@ <h2 id="refinement-types"><a class="header" href="#refinement-types">Refinement
 <p>binds <code>n</code> over the entire scope of the function to specify that it takes an <code>i32</code> equal to <code>n</code> and returns an <code>i32</code> equal to <code>n + 1</code>. This is analogous to languages like Haskell where a lower case letter can be used to quantify over a type, e.g., the type <code>a -&gt; a</code> in Haskell is polymorphic on the type <code>a</code> which is bound for the scope of the entire function type.</p>
 </li>
 <li>
-<p><strong>Existential Type</strong>: An existential type <code>B{v: r(v)}</code> is composed of a base type <code>B</code>, a refinement variable <code>v</code> and a refinement predicate <code>r</code> on <code>v</code>. Intuitively, a Rust value <code>x</code> has type <code>B{v: r(v)}</code> if there exists a refinement value <code>a</code> such that <code>r(a)</code> holds and <code>x</code> has type <code>B[x]</code>.</p>
+<p><strong>Existential Type</strong>: An existential type <code>B{v: r(v)}</code> is composed of a base type <code>B</code>, a refinement variable <code>v</code> and a refinement predicate <code>r</code> on <code>v</code>. Intuitively, a Rust value <code>x</code> has type <code>B{v: r(v)}</code> if there exists a refinement value <code>a</code> such that <code>r(a)</code> holds and <code>x</code> has type <code>B[a]</code>.</p>
 <ul>
 <li><code>i32{v: v &gt; 0}</code>: set of positive <code>i32</code> values.</li>
 <li><code>List&lt;T&gt;{v: v &gt; 0}</code>: set of non-empty lists.</li>
diff --git a/searchindex.js b/searchindex.js
index 54098fd3eb..251c45978c 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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is a refinement type checker for Rust that lets you specify a range of correctness properties and have them be verified at compile time. See the examples -- listed in the summary on the left -- to learn about Refinement types and Rust. You can try it online here .","breadcrumbs":"Introduction","id":"0","title":"Introduction"},"1":{"body":"","breadcrumbs":"Install » Installing Flux","id":"1","title":"Installing Flux"},"10":{"body":"The flux-driver binary is a rustc driver (similar to how clippy works) meaning it uses rustc as a library to \"drive\" compilation performing additional analysis along the way. Running the binary requires dynamically linking a correct version of librustc. Thus, to avoid the hassle you should never execute it directly. Instead, use rustc-flux or cargo-flux.","breadcrumbs":"Run » A note about the flux-driver binary","id":"10","title":"A note about the flux-driver binary"},"11":{"body":"This section assumes you have installed flux, cargo-flux, and rustc-flux.","breadcrumbs":"Run » Editor Support","id":"11","title":"Editor Support"},"12":{"body":"Add this to the workspace settings i.e. .vscode/settings.json { \"rust-analyzer.check.overrideCommand\": [ \"cargo\", \"flux\", \"--workspace\", \"--message-format=json-diagnostic-rendered-ansi\" ]\n} Note: Make sure to edit the paths in the above snippet to point to the correct locations on your machine.","breadcrumbs":"Run » Rust-Analyzer in VSCode","id":"12","title":"Rust-Analyzer in VSCode"},"13":{"body":"","breadcrumbs":"Run » Configuration","id":"13","title":"Configuration"},"14":{"body":"You can set various env variables to customize the behavior of flux. FLUX_CONFIG tells flux where to find a config file for these settings. By default, flux searches its directory for a flux.toml or .flux.toml. FLUX_SYSROOT tells cargo-flux and rustc-flux where to find the flux-driver binary. Defaults to the default installation location in ~/.flux. FLUX_LOG_DIR=path/to/log/ sets the directory where constraints, timing and cache are saved. Defaults to ./log/. FLUX_DUMP_CONSTRAINT=1 tell flux to dump constraints generated for each function. FLUX_DUMP_CHECKER_TRACE=1 saves the checker's trace (useful for debugging!) FLUX_DUMP_TIMINGS=1 saves the profile information FLUX_DUMP_MIR=1 saves the low-level MIR for each analyzed function FLUX_POINTER_WIDTH=N the size of (either 32 or 64), used to determine if an integer cast is lossy (default 64). FLUX_CHECK_DEF=name only checks definitions containing name as a substring FLUX_CACHE=1\" switches on query caching and saves the cache in FLUX_CACHE_FILE FLUX_CACHE_FILE=file.json customizes the cache file, default FLUX_LOG_DIR/cache.json FLUX_CHECK_OVERFLOW=1 checks for over and underflow on arithmetic integer operations, default 0. When set to 0, it still checks for underflow on unsigned integer subtraction.","breadcrumbs":"Run » Environment Variables","id":"14","title":"Environment Variables"},"15":{"body":"The config file is a .toml file that contains on each line the lowercase name of a flux command line flag without the FLUX_ prefix. Set environment variables take priority over the config file. The config file should be in the project root. For example, suppose your project root contains the following flux.toml. log_dir = \"./test\"\ndump_timings = true\ndump_mir = true\ncache = true and you run in the project root FLUX_DUMP_MIR=0 cargo-flux check then flux will create the directory ./test/ and write ./test/timings, a file containing profiling information. It will not dump the MIR because that setting was overridden by setting the environment variable FLUX_DUMP_MIR=0.","breadcrumbs":"Run » Config file","id":"15","title":"Config file"},"16":{"body":"Some flags can be configured on a per-crate basis using the custom inner attribute #![flux_rs::cfg]. This annotation relies on the unstable custom inner attributes feature. To be able to use with a non-nightly compiler you have to put it under a cfg_attr. For example, to enable overflow checking: #![cfg_attr(flux, flux_rs::cfg(check_overflow = true))] The only flag supported now is overflow checking.","breadcrumbs":"Run » Crate Config","id":"16","title":"Crate Config"},"17":{"body":"FLUX_CACHE=1 persistently caches the safe fixpoint queries for each DefId in FLUX_LOG_DIR/FLUX_CACHE_FILE, and on subsequent runs, skips queries that are already in the cache, which considerably speeds up cargo-flux check on an entire crate.","breadcrumbs":"Run » Query Caching","id":"17","title":"Query Caching"},"18":{"body":"This is a WIP guide to writing specifications in flux.","breadcrumbs":"Specs » Flux Specification Guide","id":"18","title":"Flux Specification Guide"},"19":{"body":"Indexed Type : An indexed type B[r] is composed of a base Rust type B and a refinement index r. The meaning of the index depends on the type. Some examples are i32[n]: denotes the (singleton) set of i32 values equal to n. List<T>[n]: values of type List<T> of length n. Refinement parameter : Function signatures can be parametric on refinement variables. Refinement parameters are declared using the @n syntax. For example, the following signature: fn(i32[@n]) -> i32[n + 1] binds n over the entire scope of the function to specify that it takes an i32 equal to n and returns an i32 equal to n + 1. This is analogous to languages like Haskell where a lower case letter can be used to quantify over a type, e.g., the type a -> a in Haskell is polymorphic on the type a which is bound for the scope of the entire function type. Existential Type : An existential type B{v: r(v)} is composed of a base type B, a refinement variable v and a refinement predicate r on v. Intuitively, a Rust value x has type B{v: r(v)} if there exists a refinement value a such that r(a) holds and x has type B[x]. i32{v: v > 0}: set of positive i32 values. List<T>{v: v > 0}: set of non-empty lists. Constraint Type : A constraint type has the form {T | r} where T is any type (not just a base type). Intuitively, a value has type {T | r} if it has type T and also r holds. They can be used to constraint a refinement parameter. For example, the following signature constraint the refinement parameter n to be less than 10. fn({i32[@n] | n < 10}) -> i32[n + 1] Constraint types serve a similar role as existentials as they can also be used to constraint some refinement value with a predicate, but an existential type can only be used to constraint refinement variable that it bound locally, in contrast constraint types can be used to constraint a \"non-local\" parameter. This can be seen in the example above where the parameter n cannot be bound locally because it has to be used in the return type.","breadcrumbs":"Specs » Refinement Types","id":"19","title":"Refinement Types"},"2":{"body":"rustup liquid-fixpoint z3 Be sure that the liquid-fixpoint and z3 executables are in your $PATH.","breadcrumbs":"Install » Requirements","id":"2","title":"Requirements"},"20":{"body":"The @n syntax used to declare refinements parameters can be hard to read sometimes. Flux also supports a syntax that let you bind refinement parameters using colons similar to the syntax used to declare arguments in a function. We call this argument syntax . This syntax desugars to one of the refinements forms discussed above. For example, the following signature fn(x: i32, y: i32) -> i32[x + y] desugars to fn(i32[@x], i32[@y]) -> i32[x + y] It is also possible to attach some constraint to the parameters when using argument syntax. For example, to specify that y must be greater than x using argument syntax we can write: fn(x: i32, y: i32{x > y}) -> i32[x + y] This will desugar to: fn(i32[@x], {i32[@y] | x > y}) -> i32[x + y]","breadcrumbs":"Specs » Argument Syntax","id":"20","title":"Argument Syntax"},"21":{"body":"Sometimes you may want to refine a struct or function that outside your code. We refer to such a specification as an \"extern spec,\" which is short for \"external specification.\" Flux right now has rudimentary support for extern specs: they are supported for functions, impls, and structs. Impls are only supported for structs and if you have multiple impls for a struct (such as &[T] and [T]), those may conflict. Structs only support opaque refinements.","breadcrumbs":"Specs » Extern specs","id":"21","title":"Extern specs"},"22":{"body":"In order to use an extern spec you need to add a dependency on flux_rs . Right now this needs to be done as a local dependency since it is not published. Below is an example of how you can include it, although the version may be different. [dependencies]\nflux-rs = { path = \"path-to-flux/flux/flux-rs\", version = \"0.1.0\" } Then in your code you will need to include the extern_spec attribute macro. use flux_rs::extern_spec;","breadcrumbs":"Specs » Import the procedural macros","id":"22","title":"Import the procedural macros"},"23":{"body":"An example of refining an extern function can be found here . To define an extern spec on a function, you need to do three things, which happen to correspond to each of the below lines. #[extern_spec(std::mem)]\n#[flux_rs::sig(fn(&mut i32[@a], &mut i32{v : a < v }) -> ())]\nfn swap(a: &mut i32, b: &mut i32); Add the #[extern_spec] attribute. This attribute optionally takes a path; in the above example, this is std::mem. You can use this path to qualify the function. So in the above example, the function we are targeting has the full path of std::mem::swap. Add a #[flux_rs::sig(...)] attribute. This is required for any extern spec on a function. This signature behaves as if the #[flux_rs::trusted] attribute was added, because we can't actually check the implementation. We just verify some simple things, like that the function arguments have compatible types. Write a function stub that matches the external function. If you do the above, you can use std::mem::swap as if it were refined by the above type. You shouldn't need to know the details, but here's how the macro works. It parses the std::mem into a module path and then transforms the function into #[flux_rs::extern_spec]\n#[flux_rs::sig(fn(&mut i32[@a], &mut i32{v : a < v }) -> ())]\n#[allow(unused, dead_code)]\nfn __flux_extern_spec_swap(a: &mut i32, b: &mut i32) { std::mem::swap(a, b)\n} It does this to get information about the function std::mem::swap and its arguments (this turns out to be difficult to do without giving the compiler something to inspect and type check).","breadcrumbs":"Specs » Extern functions","id":"23","title":"Extern functions"},"24":{"body":"An example of refining an extern struct and impl can be found here . A simpler example just involving structs can be found here . The syntax for an extern spec on a struct is very similar to that for a function. Once again, each line in the example happens to correspond to a step. #[extern_spec(std::string)]\n#[flux_rs::refined_by(len: int)]\nstruct String; Add the #[extern_spec] attribute. This attribute optionally takes a path; in the above example, this is std::string. You can use this path to qualify the function. So in the above example, the struct we are targeting has the full path of std::string::String. Add a #[flux_rs::refined_by(...)] attribute. This is required for any extern spec on a struct. Right now these attributes behave as if they were opaque (#[flux_rs::opaque]), although we may support non-opaque extern structs. Write a stub for the extern struct. If you do the above, you can use std::string::String as if it were refined by an integer index. The syntax for an extern impl is a little different than that for functions or structs. #[extern_spec(std::string)]\nimpl String { #[flux_rs::sig(fn() -> String[0])] fn new() -> String; #[flux_rs::sig(fn(&String[@n]) -> usize[n])] fn len(s: &String) -> usize;\n} You still need to add the #[extern_spec] attribute, with the same optional argument of the path as above. You need to write out the impl block for the struct you want to refine. This struct does not need an extern spec, since by refining the impl you're only refining its methods. Write an extern spec for each function you wish to refine (this may be a subset). This is written just like a function extern spec with the caveat that the self parameter is not presently supported. So for example, instead of writing fn len(&self) -> usize;, you need to write fn len(s: &String) -> usize;. If you do the above, you can use the above methods ofstd::string::String as if they were refined. You shouldn't need to know the details, but here's how the above two macros expand. For structs: #[flux_rs::extern_spec]\n#[allow(unused, dead_code)]\n#[flux_rs::refined_by(len: int)]\nstruct __FluxExternSpecString(std::string::String); For impls (this was translated manually so there might be some bugs): #[allow(unused, dead_code)]\nstruct __FluxExternImplStructString; #[allow(unused, dead_code)]\nimpl __FluxExternImplStructString { #[flux_rs::extern_spec] #[flux_rs::sig(fn() -> String[0])] #[allow(unused, dead_code)] fn __flux_extern_spec_new() -> String { std::string::String::new::<>() } #[flux_rs::extern_spec] #[flux_rs::sig(fn(&String[@n]) -> usize[n])] #[allow(unused, dead_code)] fn __flux_extern_spec_len(s: &String) -> usize { std::string::String::len::<>(s) }\n}","breadcrumbs":"Specs » Extern structs and impls","id":"24","title":"Extern structs and impls"},"25":{"body":"r ::= n // numbers 1,2,3... | x // identifiers x,y,z... | x.f // index-field access | r + r // addition | r - r // subtraction | n * e // multiplication by constant | if r { r } else { r } // if-then-else | f(r...) // function application | true | false // booleans | r == r // equality | r != r // not equal | r < r // less than | r <= r // less than or equal | r > r // greater than | r >= r // greater than or equal | r || r // disjunction | r && r // conjunction | r => r // implication | !r // negation","breadcrumbs":"Specs » Grammar of Refinements","id":"25","title":"Grammar of Refinements"},"26":{"body":"Flux offers two attributes for controlling which parts of your code it analyzes: #[flux_rs::ignore] and #[flux_rs::trusted]. #[flux_rs::ignore]: This attribute is applicable to any item, and it instructs Flux to completely skip some code. Flux won't even look at it. #[flux_rs::trusted]: This attribute affects whether Flux checks the body of a function. If a function is marked as trusted, Flux won't verify its body against its signature. However, it will still be able to reason about its signature when used elsewhere. The above means that an ignored function can only be called from ignored or trusted code, while a trusted function can also be called from analyzed code. Both attributes apply recursively. For instance, if a module is marked as #[flux_rs::ignore], all its nested elements will also be ignored. This transitive behavior can be disabled by marking an item with #[flux_rs::ignore(no)] [1] , which will include all nested elements for analysis. Similarly, the action of #[flux_rs::trusted] can be reverted using #[flux_rs::trusted(no)]. Consider the following example: #[flux_rs::ignore]\nmod A { #[flux_rs::ignore(no)] mod B { mod C { fn f1() {} } } mod D { fn f2() {} } fn f3() {}\n} In this scenario, functions f2 and f3 will be ignored, while f1 will be analyzed. A typical pattern when retroactively adding Flux annotations to existing code is to ignore an entire crate (using the inner attribute #![flux_rs::ignore] at the top of the crate) and then selectively include specific sections for analysis. #[flux_rs::ignore] (resp. #[flux_rs::trusted]) is shorthand for #[flux_rs::ignore(yes)] (resp. #[flux_rs::trusted(yes)]).","breadcrumbs":"Specs » Ignored and trusted code","id":"26","title":"Ignored and trusted code"},"27":{"body":"","breadcrumbs":"Develop » Developer's Guide","id":"27","title":"Developer's Guide"},"28":{"body":"You can run the various regression tests in the tests/pos and tests/neg directories using cargo xtask test This will build the flux binary and then run it against the entire test suite. You can optionally pass a filter to only run tests containing some substring. For example: $ cargo xtask test impl_trait Compiling xtask v0.1.0 (/path/to/flux/xtask) Finished dev [unoptimized + debuginfo] target(s) in 0.29s Running `target/debug/xtask test impl_trait`\n$ cargo build Finished dev [unoptimized + debuginfo] target(s) in 0.05s\n$ cargo test -p tests -- --test-args impl_trait Compiling fluxtests v0.1.0 (/path/to/flux/tests) Finished test [unoptimized + debuginfo] target(s) in 0.62s Running tests/compiletest.rs (target/debug/deps/compiletest-1241128f1f51caa4) running 5 tests\ntest [ui] pos/surface/impl_trait04.rs ... ok\ntest [ui] pos/surface/impl_trait03.rs ... ok\ntest [ui] pos/surface/impl_trait01.rs ... ok\ntest [ui] pos/surface/impl_trait00.rs ... ok\ntest [ui] pos/surface/impl_trait02.rs ... ok test result: ok. 5 passed; 0 failed; 0 ignored; 0 measured; 191 filtered out; finished in 0.10s running 2 tests\ntest [compile-fail] neg/surface/impl_trait00.rs ... ok\ntest [compile-fail] neg/surface/impl_trait02.rs ... ok test result: ok. 2 passed; 0 failed; 0 ignored; 0 measured; 207 filtered out; finished in 0.09s","breadcrumbs":"Develop » Regression Tests","id":"28","title":"Regression Tests"},"29":{"body":"When working on Flux, you may want to test your changes by running it against a test file. You can use cargo xtask run <input> to run Flux on a single input file. The command will set appropriate flags to be able to use custom Flux attributes and macros, plus some extra flags useful for debugging. For example: $ cat test.rs\n#[flux::sig(fn(x: i32) -> i32[x + 1])]\nfn add1(x: i32) -> i32 { x + 1\n}\n$ cargo xtask run test.rs The command will use a super set of the flags passed when running regression tests. Thus, a common workflow is to identify a failing test and run it directly with cargo xtask run, or alternatively copy it to a different file. You may also find useful to create a directory in the root of the project and add it to .git/info/exclude . You can keep files there, outside of version control, and test Flux against them. I have a directory called attic/ where I keep a file named playground.rs. To run Flux on it, I do cargo xtask run attic/playground.rs.","breadcrumbs":"Develop » Testing Flux on a File","id":"29","title":"Testing Flux on a File"},"3":{"body":"The only way to use flux is to build it from source. First you need to clone the repository git clone https://github.com/flux-rs/flux\ncd flux To build the source you need a nightly version of rustc. We pin the version using a toolchain file (more info here ). If you are using rustup, no special action is needed as it should install the correct rustc version and components based on the information on that file. Next, run the following to build and install flux binaries cargo xtask install This will install two binaries rustc-flux and cargo-flux in your cargo home. These two binaries should be used respectively to run flux on either a single file or on a project using cargo. The installation process will also copy some files to $HOME/.flux.","breadcrumbs":"Install » Installing","id":"3","title":"Installing"},"30":{"body":"When you use cargo xtask run you'll see that we report the location an error was emitted, e.g., error[FLUX]: refinement type error --> attic/playground.rs:4:5 |\n4 | 0 | ^ a postcondition cannot be proved\n-Ztrack-diagnostics: created at crates/flux-refineck/src/lib.rs:114:15 <------- this You can also pass -Ztrack-diagnostics=y to enable it if you are not using cargo xtask run","breadcrumbs":"Develop » Reporting locations where errors are emitted","id":"30","title":"Reporting locations where errors are emitted"},"31":{"body":"To run Flux in a package outside the flux repo you need to install the binaries globally. You can do that using cargo xtask install. If you are continuously testing new changes it could be annoying to do it each time. To deal with this, you can set the FLUX_SYSROOT environment variable to change the location where cargo-flux and rustc-flux load the flux-driver. You can set it globally to point to the target/debug directory inside your local copy of the repo. This way you won't have to run cargo xtask install after every change, and you can be sure you'll be using the latest local debug build. Just be aware that the rustc-flux and cargo-flux binaries are built for a specific toolchain, and you will get a dynamic linking error if the flux-driver was compiled with a different one. This is to say, you should at least run cargo xtask install every time after the toolchain is updated.","breadcrumbs":"Develop » Running outside the project","id":"31","title":"Running outside the project"},"32":{"body":"Set FLUX_DUMP_TIMINGS=true to have flux write timing diagnostics to ./log/timings. Right now this is extremely simple, it just provides some details for the spans under flux_typeck and flux_driver.","breadcrumbs":"Develop » Profiling Flux","id":"32","title":"Profiling Flux"},"33":{"body":"Below is a sample output for an invocation of cargo-flux check that took 19 seconds. The missing 2 seconds approximately accounts for the time it takes for cargo check to run. Note that check_crate contains everything running under check_top, which is why the sum of the spans is greater than 19 seconds. check_top Checker::infer num events: 205 min non-zero: 0.52ms 1st quartile: 0.52ms 2nd quartile: 1.05ms 3rd quartile: 2.62ms max: 24.12ms total time: 229.64ms Checker::check num events: 205 min non-zero: 0.52ms 1st quartile: 0.52ms 2nd quartile: 1.05ms 3rd quartile: 5.24ms max: 159.91ms total time: 2028.47ms FixpointCtx::check num events: 205 min non-zero: 22.02ms 1st quartile: 26.21ms 2nd quartile: 28.31ms 3rd quartile: 40.37ms max: 1867.51ms total time: 9106.36ms\ntotal time: 11364.47ms check_crate Callbacks::check_wf num events: 1 min non-zero: 18.35ms 1st quartile: 18.87ms 2nd quartile: 18.87ms 3rd quartile: 18.87ms max: 18.87ms total time: 18.87ms Callbacks::check_crate num events: 1 min non-zero: 16986.93ms 1st quartile: 16995.32ms 2nd quartile: 16995.32ms 3rd quartile: 16995.32ms max: 16995.32ms total time: 16995.32ms\ntotal time: 17014.19ms","breadcrumbs":"Develop » Sample output","id":"33","title":"Sample output"},"34":{"body":"For example if you have code like in path/to/file.rs #[extern_spec]\n#[flux::refined_by(elems: Set<T>)]\nstruct HashSet<T, S = RandomState>; and you want to see what the extern_spec macro expands it out to, then run cargo x run -- -Zunpretty=expanded path/to/file.rs Or you can run the xtask command directly cargo x expand path/to/file.rs","breadcrumbs":"Develop » Macro expansion","id":"34","title":"Macro expansion"},"35":{"body":"As Flux is under active development, there are many aspects of Rust that Flux does not yet support, are only partially implemented, or where the implementation may contain bugs. These issues typically manifest as unreachable arms in a match statement (that turn out not to be unreachable) or preemtive assertions to guard against code we don't yet support. To help identify the code that triggers these bugs, there are a few recommended methods for reporting them: QueryErr::bug: Use this method to report a bug if the code already returns a QueryResult. This approach is preferred because we will correctly recover from the error. span_bug!: When you have a Span at hand, you can use this macro in place of panic! to report the span before panicking. tracked_span_bug!: This macro is similar to span_bug!, but it uses a span stored in a thread local variable (if one exists). To track a span in the thread local variable you can use flux_common::bug::track_span. bug!: For other cases where none of the above applies, you can use the bug! macro. This behaves mostly like panic! but with nicer formatting. When running Flux in a new code base, consider setting the flag FLUX_CATCH_BUGS=1. If this flag is set, Flux will try to catch and recover from panics emitted with one of the bug macros (using std::panic::catch_unwind). Bugs are caught at item boundaries. This may leave Flux or rustc in an inconsistent state, so there are no guarantees that Flux will behave correctly after recovering from a panic. However, this may still be useful to gather as many errors as possible. Code can be selectively ignored later.","breadcrumbs":"Develop » Reporting and dealing with bugs","id":"35","title":"Reporting and dealing with bugs"},"36":{"body":"Flux is implemented as a compiler driver . We hook into the compiler by implementing the Callbacks trait. The implementation is located is in the flux-driver crate, and it is the main entry point to Flux.","breadcrumbs":"Develop » Architecture » High-level Architecture","id":"36","title":"High-level Architecture"},"37":{"body":"crates/flux-bin: Contains the cargo-flux and rustc-flux binaries used to launch the flux-driver. crates/flux-common: Common utility definitions used across all crates. crates/flux-config: Crate containing logic associated with global configuration flags that change the behavior of Flux, e.g, to enable or disable overflow checking. crates/flux-desugar: Implementation of name resolution and desugaring from Flux surface syntax into Flux high-level intermediate representation (fhir). This includes name resolution. crates/flux-driver: Main entry point to Flux. It contains the flux-driver binary and the implementation of the Callbacks trait. crates/flux-errors: Utility definitions for user facing error reporting. crates/flux-fhir-analysis: Implements the \"analyses\" performed in the fhir, most notably well-formedness checking and conversion from fhir into rty. crates/flux-fixpoint: Code to interact with the Liquid Fixpoint binary. crates/flux-macros: Procedural macros used internally to implement Flux. crates/flux-metadata: Logic for saving Flux crate metadata that can be used to import refined signatures from external crates. crates/flux-middle: This crate contains common type definitions that are used by the rest of Flux like the rty and fhir intermediate representations. Akin to rustc_middle . crates/flux-refineck: Implementation of refinement type checking. crates/flux-syntax: Definition of the surface syntax AST and parser. tests: Flux regression tests. lib/flux-attrs: Implementation of user facing procedural macros for annotating programs with Flux specs. lib/flux-rs: This is just a re-export of the macros implemented in flux-attrs. The intention is to eventually put Flux \"standard library\" here, i.e., a set of definitions that are useful when working with Flux.","breadcrumbs":"Develop » Architecture » Crates","id":"37","title":"Crates"},"38":{"body":"Flux has several intermediate representations (IR) for types. They represent a refined version of an equivalent type in some rustc IR. We have picked a distinct verb to refer to the process of going between these different representations to make it easier to refer to them. The following image summarizes all the IRs and the process for going between them. IRs diagram","breadcrumbs":"Develop » Architecture » Intermediate Representations","id":"38","title":"Intermediate Representations"},"39":{"body":"The surface IR represents source level Flux annotations. It corresponds to the rustc_ast data structures in rustc. The definition as well as the parser is located in the flux-syntax crate.","breadcrumbs":"Develop » Architecture » Surface","id":"39","title":"Surface"},"4":{"body":"You can run flux on a single file or entire crate.","breadcrumbs":"Run » Running Flux","id":"4","title":"Running Flux"},"40":{"body":"The Flux High-Level Intermediate Representation (fhir) is a refined version of rustc's hir . The definition is located in the flux_middle crate inside the fhir module. The process of going from surface to fhir is called desugaring , and it is implemented in the flux-desugar crate.","breadcrumbs":"Develop » Architecture » Fhir","id":"40","title":"Fhir"},"41":{"body":"The definition in the flux_middle::rty module correspond to a refined version of the main rustc representation for types defined in rustc_middle::ty . The process of going from fhir to rty is called conversion , and it is implemented in the flux_fhir_analysis::conv module.","breadcrumbs":"Develop » Architecture » Rty","id":"41","title":"Rty"},"42":{"body":"The definition in the flux_middle::rustc module correspond to simplified version of data structures in rustc. They can be understood as the currently supported subset of Rust. The process of going from a definition in rustc_middle into flux_middle::rustc is called lowering and it is implemented in flux_middle::rustc::lowering.","breadcrumbs":"Develop » Architecture » Simplified Rustc","id":"42","title":"Simplified Rustc"},"43":{"body":"Besides the different translation between Flux intermediate representations, there are two ways to get a refined version from a rust type. The process of going from a type in hir into a type in fhir is called lifting , and it is implemented in flux_middle::fhir::lift. The process for going from a type in flux_middle::rustc::ty into a flux_middle::rty is called refining , and it is implemented flux_middle::rty::refining.","breadcrumbs":"Develop » Architecture » Lifting and Refining","id":"43","title":"Lifting and Refining"},"44":{"body":"Online demo Types bring order to code. For example, if a variable i:usize then we know i is a number that can be used to index a vector. Similarly, if v:vec<&str> then we can be sure that v is a collection of strings which may be indexed but of course, not used as an index. However, by itself usize doesn't tell us how big or small the number and hence the programmer must still rely on their own wits, a lot of tests, and a dash of optimism, to ensure that all the different bits fit properly at run-time. Refinements are a promising new way to extend type checkers with logical constraints that specify additional correctness requirements that can be verified by the compiler, thereby entirely eliminating various classes of run-time problems. We're excited to introduce Flux , a refinement type checker plugin that brings this technology to Rust.","breadcrumbs":"Introducing Flux » Introducing Flux","id":"44","title":"Introducing Flux"},"45":{"body":"The most basic form of refinement type in flux is a type that is indexed by a logical value. For example Type Meaning i32[10] The (singleton) set of i32 values equal to 10 bool[true] The (singleton) set of bool values equal to true","breadcrumbs":"Introducing Flux » Indexed Types","id":"45","title":"Indexed Types"},"46":{"body":"We can already start using these indexed types to start writing (and checking) code. For example we can write the following specification which says that the value returned by mk_ten must in fact be 10 #[flux_rs::sig(fn() -> i32[10])]\npub fn mk_ten() -> i32 { 5 + 4\n} but when you compile it, flux will say error[FLUX]: postcondition might not hold --> src/basics.rs:7:5 |\n7 | 5 + 4 | ^^^^^ The error says that that the postcondition might not hold which means that the output produced by mk_ten may not in fact be an i32[10] as indeed, in this case, the result is 9! You can eliminate the error by replacing the body with 5 + 5 or just 10.","breadcrumbs":"Introducing Flux » Post-Conditions","id":"46","title":"Post-Conditions"},"47":{"body":"Here's a second example that shows how you can use an index to restrict the space of inputs that a function expects. #[flux_rs::sig(fn (b:bool[true]))]\npub fn assert(b:bool) { if !b { panic!(\"assertion failed\") }\n} Here, the refined specification for assert says that you can only call it with true as the input. So if you write fn test(){ assert(2 + 2 == 4); assert(2 + 2 == 5); // fails to type check\n} then flux will complain that error[FLUX]: precondition might not hold --> src/basics.rs:12:5 |\n12 | assert(2 + 2 == 5); // fails to type check | ^^^^^^^^^^^^^^^^^^ meaning that the call to assert fails to establish that the input is indeed true (as of course, in this case, it is not!)","breadcrumbs":"Introducing Flux » Pre-Conditions","id":"47","title":"Pre-Conditions"},"48":{"body":"It's not terribly exciting to only talk about fixed values like 10 or true. To be more useful, flux lets you index types by refinement parameters . For example, you can write #[flux_rs::sig(fn(n:i32) -> bool[0 < n])]\npub fn is_pos(n: i32) -> bool { if 0 < n { true } else { false }\n} Here, the type says that is_pos takes as input some i32 indexed by n returns as output the bool indexed by 0 < n in other words, the output is true exactly when 0 < n. We might use this function to check that: pub fn test_pos(n: i32) { let m = if is_pos(n) { n - 1 } else { 0 }; assert(0 <= m);\n}","breadcrumbs":"Introducing Flux » Index Parameters and Expressions","id":"48","title":"Index Parameters and Expressions"},"49":{"body":"Often we don't care about the exact value of a thing -- but just care about some properties that it may have. For example, we don't care that an i32 is equal to 5 or 10 or n but that it is non-negative. Type Meaning i32{v: 0 < v} The set of i32 values that positive i32{v: n <= v} The set of i32 values greater than or equal to n Flux allows such specifications by pairing plain Rust types with assertions [1] that constrain the value. For example, we can rewrite mk_10 with the output type i32{v:0<v} that specifies a weaker property: the value returned by mk_ten is positive. #[flux_rs::sig(fn() -> i32{v: 0 < v})]\npub fn mk_ten() -> i32 { 5 + 5\n} Similarly, you might specify that a function that computes the absolute value of an i32 with a type which says the result is non-negative and exceeds the input n. #[flux_rs::sig(fn (n:i32) -> i32{v:0<=v && n<=v})]\npub fn abs(n: i32) -> i32 { if 0 <= n { n } else { 0 - n }\n} As a last example, you might write a function to compute the factorial of n #[flux_rs::sig(fn (n:i32) -> i32{v:1<=v && n<=v})]\npub fn factorial(n: i32) -> i32 { let mut i = 0; let mut res = 1; while i < n { i += 1; res = res * i; } res\n} Here the specification says the input must be non-negative, and the output is at least as large as the input. Note, that unlike the previous examples, here we're actually changing the values of i and res. Can you guess why the copilot suggestions failed to pass flux, and what refinements were inferred for i and res in the fixed code at the end?","breadcrumbs":"Introducing Flux » Existential Types","id":"49","title":"Existential Types"},"5":{"body":"You can use rustc-flux as you would use rustc. For example, the following command checks the file test.rs. rustc-flux path/to/test.rs The flux binary accepts the same flags as rustc. You could for example check a file as a library instead of a binary like so rustc-flux --crate-type=lib path/to/test.rs","breadcrumbs":"Run » Running on a File: rustc-flux","id":"5","title":"Running on a File: rustc-flux"},"50":{"body":"In this post, we saw how Flux lets you decorate basic Rust types like i32 and bool with indices and constraints that let you respectively refine the sets of values that inhabit that type, and specify contracts on functions that state pre-conditions on the sets of legal inputs that they accept, and post-conditions that describe the outputs that they produce. The whole point of Rust, of course, is to allow for efficient imperative sharing and updates, without sacrificing thread- or memory-safety. Next time, we'll see how Flux melds refinements and Rust's ownership to make refinements happily coexist with imperative code. These are not arbitrary Rust expressions but a subset of expressions from logics that can be efficiently decided by SMT Solvers","breadcrumbs":"Introducing Flux » Summary","id":"50","title":"Summary"},"51":{"body":"Online demo Previously we saw how to refine basic Rust types like i32 and bool with indices and constraints to constrain the set of values described by those types. The whole point of Rust, of course, is to allow for efficient imperative sharing and updates , via the clever type system that keeps an eye on the ownership of resources to make sure that aliasing and mutation cannot happen at the same time. Next, lets see how Flux melds refinements and Rust's ownership mechanisms to make refinements work in the imperative setting.","breadcrumbs":"Ownership in Flux » Ownership in Flux","id":"51","title":"Ownership in Flux"},"52":{"body":"Rust's most basic form of ownership is exclusive ownership, in which exactly one variable in a function has the right to mutate a memory location. When a location is exclusively owned, we can be sure that there are no other references to it, which lets flux update the type whenever the location is changed. For example, consider the program #[flux_rs::sig(fn () -> i32[3])]\npub fn mk_three() -> i32 { let mut r = 0; // r: i32[0] r += 1; assert(r == 1); // r: i32[1] r += 1; assert(r == 2); // r: i32[2] r += 1; assert(r == 3); // r: i32[3] r\n} The variable r has different types at each point inside mk_three. It starts off as i32[0]. The first increment changes it to i32[1], then i32[2] and finally, the returned type i32[3]. This exclusive ownership mechanism is at work in the factorial example we signed off with previously #[flux_rs::sig(fn (n:i32{0 <= n}) -> i32{v:n <= v})]\npub fn factorial(n: i32) -> i32 { let mut i = 0; // i: i32[0] let mut r = 1; // r: i32[1] while i < n { // i: i32{v:0<=v<=n} // r: i32{v:1<=v && i<=v} i += 1; r = r * i; } r\n} In the above code, i and r start off at 0 and 1 but then Rust infers (a story for another day) that inside the while-loop [1] i has type i32{v:0<=v && v < n} r has type i32{v:1<=v && i <= v} and hence, upon exit since i == n we get that the result is at least n.","breadcrumbs":"Ownership in Flux » Exclusive Ownership","id":"52","title":"Exclusive Ownership"},"53":{"body":"Exclusive ownership suffices for simple local updates like in factorial. However, for more complex data, functions must temporarily relinquish ownership to allow other functions to mutate the data. Rust cleverly allows this via the notion of borrowing using two kinds of references that give callees temporary access to a memory location. The simplest kind of references are of the form &T which denote read-only access to a value of type T. For example, we might write abs to take a shared reference to an i32 #[flux_rs::sig(fn (p: &i32[@n]) -> i32{v:0<=v && n<=v})]\npub fn abs(p: &i32) -> i32 { let n = *p; if 0 <= n { n } else { 0 - n }\n} Notice that the input type has changed: the function now Accepts p a reference to an i32 whose value is n as denoted by @n Returns an i32 that is non-negative and larger than n The @ marks the n as a refinement parameter whose value is automatically computed by flux during type checking. So, for example, Flux can check the below code by automatically determining that the refinement parameter at the call-site is 10. pub fn test_abs() { let z = 10; assert(0 <= abs(&z)) assert(10 <= abs(&z))\n}","breadcrumbs":"Ownership in Flux » Borrowing: Shared References","id":"53","title":"Borrowing: Shared References"},"54":{"body":"As an aside, we have secretly been using refinement parameters like @n all along. For example, Flux automatically desugars the signature fn(n:i32{0 <= n} -> ... that we wrote for factorial into fn ({i32[@n] : 0 <= n}) -> i32{v:n <= v} where @n is a refinement parameter that is implicitly determined from the rust parameter n:i32. However, explicit parameters are essential to name the value of what a reference points to. In abs the rust parameter p names the reference but the @n names the (input) value and lets us use it to provide more information about the output of abs. Flux is modular in that the only information it knows about the implementation of abs is the signature: for example if we remove the fact that the output exceeds n then Flux will reject the assertion 10 <= abs(&z).","breadcrumbs":"Ownership in Flux » Refinement Parameters","id":"54","title":"Refinement Parameters"},"55":{"body":"References of type &mut T denote mutable references that can be used to (read and) write or update the contents of a T value. Crucially, Rust ensures that while there may be multiple read-only (shared) references to a location, there is at most one active writeable (mutable) reference at any point in time. Flux exploits the semantics of &mut T to treat T as an invariant of the underlying data. As an example, consider the following function that decrements the value of a mutable reference while ensuring the data is non-negative: #[flux_rs::sig(fn(p: &mut i32{v:0 <= v}))]\npub fn decr(p: &mut i32) { *p = *p - 1;\n} Flux will complain with the following message error[FLUX]: assignment might be unsafe --> src/basics.rs:13:9 |\n13 | *p = *p - 1; | ^^^^^^^^^^^ as in fact, we may be writing a negative value into *p if, for example, the old value was zero. We can fix this code by guarding the update with a test that ensures the original contents are in fact non-zero #[flux_rs::sig(fn(p: &mut i32{v:0 <= v}))]\npub fn decr(p: &mut i32) { let n = *p; if n != 0 { *p = n - 1; }\n} at which point Flux is happy to sign off on the code.","breadcrumbs":"Ownership in Flux » Borrowing: Mutable References","id":"55","title":"Borrowing: Mutable References"},"56":{"body":"Flux uses Rust's borrowing rules to track invariants even when there may be aliasing. As an example, consider the function #[flux_rs::sig(fn (bool) -> i32{v:0 <= v})]\nfn test_alias(z: bool) -> i32 { let mut x = 1; // x: i32[1] let mut y = 2; // y: i32[2] let r = if z { &mut x } else { &mut y }; // r: &mut i32{v:0 <= v} decr(r); *r\n} The reference r could point to either x or y depending on the (unknown) value of the boolean z. Nevertheless, Flux determines that both references &mut x and &mut y point to values of the more general type i32{v:0<=v} and hence, infers r : &mut i32{v:0<=v} which allows us it to then call decr with the reference and guarantee the result (after decr) is still non-negative.","breadcrumbs":"Ownership in Flux » Aliased References","id":"56","title":"Aliased References"},"57":{"body":"In many situations, we want to lend a value to another function that actually changes the value's (refinement) type upon exit. For example, consider the following function to increment a reference to a non-negative i32 #[flux_rs::sig(fn (p: &mut i32{v:0 <= v}))]\nfn incr(p: &mut i32) { *p += 1\n} Recall that Flux is modular in that the only information it has about incr is what is said in the signature. The signature for incr only says p remains non-negative: Flux does not know that incr actually increments the value of p. Hence, Flux fusses that the following assert may fail even though its patently obvious that it will succeed! To verify test_incr we need a signature for incr that says that its output is indeed one greater [2] than its input. Flux extends Rust with the notion of strong references of the form &strg T which refine Rust's &mut T to grant exclusive access to the underlying T. Crucially, strong references also let us specify how the type is updated when the function exits [3] . Thus, we can use strong references to type incr as #[flux_rs::sig(fn(p: &strg i32[@n]) ensures p:i32[n+1])]\nfn incr(p: &mut i32) { *p += 1\n} The Flux signature refines the plain Rust one to specify that p is a strong reference to an i32, the input type of *p is i32[n], and the output type of *p is i32[n+1]. With this specification, Flux merrily checks test_incr, by determining that the refinement parameter @n is 10 and hence, that upon return x: i32[11].","breadcrumbs":"Ownership in Flux » Borrowing: Strong References","id":"57","title":"Borrowing: Strong References"},"58":{"body":"To sum up, Flux exploits Rust's ownership mechanisms to track properties of shared (&T) and mutable (&mut T) references, and additionally adds a strong (&strg T) reference -- a special case of &mut -- to support the cases where the type itself is changed by a call. Next, we'll see how refinements and ownership yield a simple refined API for vectors that lets Flux check bounds safety at compile time... For those familiar with the term, these types are loop invariants Setting aside the issue of overflows for now Thereby allowing so-called strong updates in the type specifications","breadcrumbs":"Ownership in Flux » Summary","id":"58","title":"Summary"},"59":{"body":"Online demo While rustc has a keen eye for spotting nasty bugs at compile time, it is not omniscient. We've all groaned in dismay at seeing deployed code crash with messages like panicked at 'index out of bounds: the len is ... but the index is ...' Next, lets see how flux's refinement and ownership mechanisms let us write a refined vector API whose types track vector sizes and ensure --- at compile time --- that vector accesses cannot fail at runtime.","breadcrumbs":"Refined Vectors » Refined Vectors","id":"59","title":"Refined Vectors"},"6":{"body":"When running flux on a file with rustc-flux path/to/test.rs, refinement annotations should be prefixed with flux::. For example, the refinement below will only work when running rustc-flux which is intended for use on a single file. #[flux::sig(fn(x: i32) -> i32{v: x < v)]\nfn inc(x: i32) -> i32 { x - 1\n}","breadcrumbs":"Run » Refinement Annotations on a File","id":"6","title":"Refinement Annotations on a File"},"60":{"body":"To begin with, we will defined a refined vector type which is simply a wrapper around the standard Vec type #[flux_rs::refined_by(len: int)]\npub struct RVec<T> { inner: Vec<T>,\n} The #[flux_rs::refined_by(len: int)] attribute tells flux that the type RVec<T> struct is indexed by a len refinement which tracks the size of the underlying vector, just like the indices for i32 and bool tracked the actual value of the underlying integer or boolean ). The idea is that the type RVec<i32>[10] represents a vector of i32 size 10, and RVec<bool>{v:0 < v} represents a non-empty vector of bool, and RVec<RVec<f32>[n]>[m] represents a vector of vectors of f32 of size m and each of whose elements is a vector of size n.","breadcrumbs":"Refined Vectors » Refining Vectors to Track their Size","id":"60","title":"Refining Vectors to Track their Size"},"61":{"body":"Now that we can talk about the size of a vector, lets build up an API for creating and manipulating vectors. I suppose one must start with nothing: an empty vector. impl<T> RVec<T> { #[flux_rs::trusted] #[flux_rs::sig(fn() -> RVec<T>[0])] pub fn new() -> Self { Self { inner: Vec::new() } }\n} The above implements RVec::new as a wrapper around Vec::new. The #[flux_rs::trusted] attribute tells Flux there is nothing to \"check\" here, as we are defining the API itself and trusting that the implementation (using vec is correct). However, the signature says that callers of the RVec::new get back a vector indexed with 0 i.e. an empty vector.","breadcrumbs":"Refined Vectors » Creating Vectors","id":"61","title":"Creating Vectors"},"62":{"body":"An empty vector is a rather desolate thing. To be of any use, we need to be able to push values into the container, like so #[flux_rs::trusted]\n#[flux_rs::sig(fn(self: &strg RVec<T>[@n], T) ensures self: RVec<T>[n+1])]\npub fn push(&mut self, item: T) { self.inner.push(item);\n} The refined type for push says that it takes a strong reference (self) --- where strg means the refined type may be changed by the function --- to an RVec<T> of size n and a value T and upon exit, the size of self is increased by 1.","breadcrumbs":"Refined Vectors » Pushing Values","id":"62","title":"Pushing Values"},"63":{"body":"Not much point stuffing things into a vector if we can't get them out again. For that, we might implement a pop method that returns the last element of the vector. Aha, but what if the vector is empty? You could return an Option<T> or since we're tracking sizes, we could require that pop only be called with non-empty vectors. #[flux_rs::trusted]\n#[flux_rs::sig(fn(self: &strg {RVec<T>[@n] | 0 < n}) -> T ensures self: RVec<T>[n-1])]\npub fn pop(&mut self) -> T { self.inner.pop().unwrap()\n}","breadcrumbs":"Refined Vectors » Popping Values","id":"63","title":"Popping Values"},"64":{"body":"Now already flux can start checking some code, for example if you push two elements, then you can pop twice, but flux will reject the third pop at compile-time In fact, the error message from flux will point to exact condition that does not hold error[FLUX]: precondition might not hold --> src/vectors.rs:24:5 |\n24 | v.pop(); | ^^^^^^^ call site | = note: a precondition cannot be proved at this call site\nnote: this is the condition that cannot be proved --> src/rvec.rs:78:47 |\n78 | #[flux_rs::sig(fn(self: &strg {RVec<T>[@n] | 0 < n}) -> T | ^^^^^","breadcrumbs":"Refined Vectors » Using the API","id":"64","title":"Using the API"},"65":{"body":"Perhaps we should peek at the size of the vector to make sure its not empty before we pop it. We can do that with a len method whose type says that the returned usize is, in fact, the size of the input vector #[flux_rs::trusted]\n#[flux_rs::sig(fn(&RVec<T>[@n]) -> usize[n])]\npub fn len(&self) -> usize { self.inner.len()\n} Now, flux \"knows\" that after two pushes, the size of the vector is 2 and after the two pops, the size is 0 again","breadcrumbs":"Refined Vectors » Querying the Size","id":"65","title":"Querying the Size"},"66":{"body":"Of course, vectors are not just stacks , they also allow random access to their elements which is where those pesky panics occur, and where the refined vector API gets rather useful. Since we're tracking sizes, we can require that the method to get an element only be called with a valid index that is between 0 and the vector's size #[flux_rs::sig(fn(&RVec<T>[@n], i: usize{i < n}) -> &T)]\npub fn get(&self, i: usize) -> &T { &self.inner[i]\n} #[flux_rs::sig(fn(&mut RVec<T>[@n], i: usize{i < n}) -> &mut T)]\npub fn get_mut(&mut self, i: usize) -> &mut T { &mut self.inner[i]\n} With these refined get methods, flux can now spot the ``off-by-one'' error in the following code and accepts the fix [1] Its a bit gross to use get and get_mut directly, so instead we implement the Index and IndexMut traits for RVec which allows us to use the [] operator to access elements impl<T> std::ops::Index<usize> for RVec<T> { type Output = T; #[flux_rs::sig(fn(&RVec<T>[@n], i:usize{i < n}) -> &T)] fn index(&self, index: usize) -> &T { self.get(index) }\n} impl<T> std::ops::IndexMut<usize> for RVec<T> { #[flux_rs::sig(fn(&mut RVec<T>[@n], i:usize{i < n}) -> &mut T)] fn index_mut(&mut self, index: usize) -> &mut T { self.get_mut(index) }\n} And now the above vec_sum example looks a little nicer","breadcrumbs":"Refined Vectors » Random Access","id":"66","title":"Random Access"},"67":{"body":"Lets put the whole API to work in this \"memoized\" version of the fibonacci function which uses a vector to store the results of previous calls pub fn fib(n: usize) -> i32 { let mut r = RVec::new(); let mut i = 0; while i < n { if i == 0 { r.push(0); } else if i == 1 { r.push(1); } else { let a = r[i - 1]; let b = r[i - 2]; r.push(a + b); } i += 1; } r.pop()\n} Oops, flux is not happy with the call to pop at the end of the function which returns the last value as the result. error[FLUX]: precondition might not hold --> src/vectors.rs:40:5 |\n40 | r.pop() | ^^^^^^^ Flux complains that the vector may be empty and so the pop call may fail ... but why? Can you spot the problem? Indeed, we missed a \"corner\" case -- when n is 0 we skip the loop and so the vector is empty! Once we add a test for that, flux is happy.","breadcrumbs":"Refined Vectors » Memoization","id":"67","title":"Memoization"},"68":{"body":"As a last example, lets look at a simplified version of the binary_search method from std::vec , into which I've snuck a tiny little bug pub fn binary_search(vec: &RVec<i32>, x: i32) -> Result<usize, usize> { let mut size = vec.len(); let mut left = 0; let mut right = size; while left <= right { let mid = left + size / 2; let val = vec[mid]; if val < x { left = mid + 1; } else if x < val { right = mid; } else { return Ok(mid); } size = right - left; } Err(left)\n} Flux complains in two places error[FLUX]: precondition might not hold --> src/vectors.rs:152:19 |\n152 | let val = vec[mid]; | ^^^^^^^^ call site | = note: a precondition cannot be proved at this call site\nnote: this is the condition that cannot be proved --> src/rvec.rs:189:44 |\n189 | #[flux_rs::sig(fn(&RVec<T>[@n], usize{v : v < n}) -> &T)] | ^^^^^ error[FLUX]: arithmetic operation may overflow --> src/vectors.rs:160:9 |\n160 | size = right - left; | ^^^^^^^^^^^^^^^^^^^ The vector access may be unsafe as mid could be out of bounds! The size variable may underflow as left may exceed right! Can you the spot off-by-one and figure out a fix?","breadcrumbs":"Refined Vectors » Binary Search","id":"68","title":"Binary Search"},"69":{"body":"So, we saw how Flux's index and constraint mechanisms combine with Rust's ownership to let us write a refined vector API that ensures the safety of all accesses at compile time. Next time, we'll see how these mechanisms are compositional in that we can use standard type machinery to build up compound structures and APIs from simple ones. Why not use an iterator? We'll get there in due course!","breadcrumbs":"Refined Vectors » Summary","id":"69","title":"Summary"},"7":{"body":"Flux is integrated with cargo and can be invoked in a package as follows: cargo flux By default, Flux won't verify a package unless it's explicitly enabled in the manifest. To do so add the following to Cargo.toml: [package.metadata.flux]\nenabled = true","breadcrumbs":"Run » Running on a package: cargo-flux","id":"7","title":"Running on a package: cargo-flux"},"70":{"body":"Flux is a research project described in the paper","breadcrumbs":"About » About Flux","id":"70","title":"About Flux"},"71":{"body":"Flux is being developed by Nico Lehmann , Adam Geller Cole Kurashige Gilles Barthe Niki Vazou Ranjit Jhala","breadcrumbs":"About » Team","id":"71","title":"Team"},"72":{"body":"Flux is open-source and available here","breadcrumbs":"About » Code","id":"72","title":"Code"},"73":{"body":"This work was supported by the National Science Foundation, European Research Council, and by generous gifts from Microsoft Research.","breadcrumbs":"About » Thanks","id":"73","title":"Thanks"},"74":{"body":"This is a prototype! Use at your own risk. Everything could break and it will break.","breadcrumbs":"About » Limitations","id":"74","title":"Limitations"},"8":{"body":"Adding refinement annotations to cargo projects is simple. You can add flux-rs as a dependency in Cargo.toml [dependencies]\nflux-rs = { git = \"https://github.com/flux-rs/flux.git\" } Then, import attributes from flux_rs and add the appropriate refinement annoations. use flux_rs::* #[sig(fn(x: i32) -> i32{v: x < v)]\nfn inc(x: i32) -> i32 { x - 1\n}","breadcrumbs":"Run » Refinement Annotations on a Cargo Projects","id":"8","title":"Refinement Annotations on a Cargo Projects"},"9":{"body":"The following example declares a function inc that returns an integer greater than the input. We use the nightly feature register_tool to register the flux tool in order to add refinement annotations to functions. #[flux::sig(fn(x: i32) -> i32{v: x < v})]\npub fn inc(x: i32) -> i32 { x - 1\n} You can save the above snippet in say test0.rs and then run rustc-flux --crate-type=lib path/to/test0.rs you should see in your output error[FLUX]: postcondition might not hold --> test0.rs:3:5 |\n3 | x - 1 | ^^^^^ as indeed x - 1 is not greater than x as required by the output refinement i32{v: x < v}. If you fix the error by replacing x - 1 with x + 1, you should get no errors in the output (the output may be empty, but in this case no output is a good thing). 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is a refinement type checker for Rust that lets you specify a range of correctness properties and have them be verified at compile time. See the examples -- listed in the summary on the left -- to learn about Refinement types and Rust. You can try it online here .","breadcrumbs":"Introduction","id":"0","title":"Introduction"},"1":{"body":"","breadcrumbs":"Install » Installing Flux","id":"1","title":"Installing Flux"},"10":{"body":"The flux-driver binary is a rustc driver (similar to how clippy works) meaning it uses rustc as a library to \"drive\" compilation performing additional analysis along the way. Running the binary requires dynamically linking a correct version of librustc. Thus, to avoid the hassle you should never execute it directly. Instead, use rustc-flux or cargo-flux.","breadcrumbs":"Run » A note about the flux-driver binary","id":"10","title":"A note about the flux-driver binary"},"11":{"body":"This section assumes you have installed flux, cargo-flux, and rustc-flux.","breadcrumbs":"Run » Editor Support","id":"11","title":"Editor Support"},"12":{"body":"Add this to the workspace settings i.e. .vscode/settings.json { \"rust-analyzer.check.overrideCommand\": [ \"cargo\", \"flux\", \"--workspace\", \"--message-format=json-diagnostic-rendered-ansi\" ]\n} Note: Make sure to edit the paths in the above snippet to point to the correct locations on your machine.","breadcrumbs":"Run » Rust-Analyzer in VSCode","id":"12","title":"Rust-Analyzer in VSCode"},"13":{"body":"","breadcrumbs":"Run » Configuration","id":"13","title":"Configuration"},"14":{"body":"You can set various env variables to customize the behavior of flux. FLUX_CONFIG tells flux where to find a config file for these settings. By default, flux searches its directory for a flux.toml or .flux.toml. FLUX_SYSROOT tells cargo-flux and rustc-flux where to find the flux-driver binary. Defaults to the default installation location in ~/.flux. FLUX_LOG_DIR=path/to/log/ sets the directory where constraints, timing and cache are saved. Defaults to ./log/. FLUX_DUMP_CONSTRAINT=1 tell flux to dump constraints generated for each function. FLUX_DUMP_CHECKER_TRACE=1 saves the checker's trace (useful for debugging!) FLUX_DUMP_TIMINGS=1 saves the profile information FLUX_DUMP_MIR=1 saves the low-level MIR for each analyzed function FLUX_POINTER_WIDTH=N the size of (either 32 or 64), used to determine if an integer cast is lossy (default 64). FLUX_CHECK_DEF=name only checks definitions containing name as a substring FLUX_CACHE=1\" switches on query caching and saves the cache in FLUX_CACHE_FILE FLUX_CACHE_FILE=file.json customizes the cache file, default FLUX_LOG_DIR/cache.json FLUX_CHECK_OVERFLOW=1 checks for over and underflow on arithmetic integer operations, default 0. When set to 0, it still checks for underflow on unsigned integer subtraction.","breadcrumbs":"Run » Environment Variables","id":"14","title":"Environment Variables"},"15":{"body":"The config file is a .toml file that contains on each line the lowercase name of a flux command line flag without the FLUX_ prefix. Set environment variables take priority over the config file. The config file should be in the project root. For example, suppose your project root contains the following flux.toml. log_dir = \"./test\"\ndump_timings = true\ndump_mir = true\ncache = true and you run in the project root FLUX_DUMP_MIR=0 cargo-flux check then flux will create the directory ./test/ and write ./test/timings, a file containing profiling information. It will not dump the MIR because that setting was overridden by setting the environment variable FLUX_DUMP_MIR=0.","breadcrumbs":"Run » Config file","id":"15","title":"Config file"},"16":{"body":"Some flags can be configured on a per-crate basis using the custom inner attribute #![flux_rs::cfg]. This annotation relies on the unstable custom inner attributes feature. To be able to use with a non-nightly compiler you have to put it under a cfg_attr. For example, to enable overflow checking: #![cfg_attr(flux, flux_rs::cfg(check_overflow = true))] The only flag supported now is overflow checking.","breadcrumbs":"Run » Crate Config","id":"16","title":"Crate Config"},"17":{"body":"FLUX_CACHE=1 persistently caches the safe fixpoint queries for each DefId in FLUX_LOG_DIR/FLUX_CACHE_FILE, and on subsequent runs, skips queries that are already in the cache, which considerably speeds up cargo-flux check on an entire crate.","breadcrumbs":"Run » Query Caching","id":"17","title":"Query Caching"},"18":{"body":"This is a WIP guide to writing specifications in flux.","breadcrumbs":"Specs » Flux Specification Guide","id":"18","title":"Flux Specification Guide"},"19":{"body":"Indexed Type : An indexed type B[r] is composed of a base Rust type B and a refinement index r. The meaning of the index depends on the type. Some examples are i32[n]: denotes the (singleton) set of i32 values equal to n. List<T>[n]: values of type List<T> of length n. Refinement parameter : Function signatures can be parametric on refinement variables. Refinement parameters are declared using the @n syntax. For example, the following signature: fn(i32[@n]) -> i32[n + 1] binds n over the entire scope of the function to specify that it takes an i32 equal to n and returns an i32 equal to n + 1. This is analogous to languages like Haskell where a lower case letter can be used to quantify over a type, e.g., the type a -> a in Haskell is polymorphic on the type a which is bound for the scope of the entire function type. Existential Type : An existential type B{v: r(v)} is composed of a base type B, a refinement variable v and a refinement predicate r on v. Intuitively, a Rust value x has type B{v: r(v)} if there exists a refinement value a such that r(a) holds and x has type B[a]. i32{v: v > 0}: set of positive i32 values. List<T>{v: v > 0}: set of non-empty lists. Constraint Type : A constraint type has the form {T | r} where T is any type (not just a base type). Intuitively, a value has type {T | r} if it has type T and also r holds. They can be used to constraint a refinement parameter. For example, the following signature constraint the refinement parameter n to be less than 10. fn({i32[@n] | n < 10}) -> i32[n + 1] Constraint types serve a similar role as existentials as they can also be used to constraint some refinement value with a predicate, but an existential type can only be used to constraint refinement variable that it bound locally, in contrast constraint types can be used to constraint a \"non-local\" parameter. This can be seen in the example above where the parameter n cannot be bound locally because it has to be used in the return type.","breadcrumbs":"Specs » Refinement Types","id":"19","title":"Refinement Types"},"2":{"body":"rustup liquid-fixpoint z3 Be sure that the liquid-fixpoint and z3 executables are in your $PATH.","breadcrumbs":"Install » Requirements","id":"2","title":"Requirements"},"20":{"body":"The @n syntax used to declare refinements parameters can be hard to read sometimes. Flux also supports a syntax that let you bind refinement parameters using colons similar to the syntax used to declare arguments in a function. We call this argument syntax . This syntax desugars to one of the refinements forms discussed above. For example, the following signature fn(x: i32, y: i32) -> i32[x + y] desugars to fn(i32[@x], i32[@y]) -> i32[x + y] It is also possible to attach some constraint to the parameters when using argument syntax. For example, to specify that y must be greater than x using argument syntax we can write: fn(x: i32, y: i32{x > y}) -> i32[x + y] This will desugar to: fn(i32[@x], {i32[@y] | x > y}) -> i32[x + y]","breadcrumbs":"Specs » Argument Syntax","id":"20","title":"Argument Syntax"},"21":{"body":"Sometimes you may want to refine a struct or function that outside your code. We refer to such a specification as an \"extern spec,\" which is short for \"external specification.\" Flux right now has rudimentary support for extern specs: they are supported for functions, impls, and structs. Impls are only supported for structs and if you have multiple impls for a struct (such as &[T] and [T]), those may conflict. Structs only support opaque refinements.","breadcrumbs":"Specs » Extern specs","id":"21","title":"Extern specs"},"22":{"body":"In order to use an extern spec you need to add a dependency on flux_rs . Right now this needs to be done as a local dependency since it is not published. Below is an example of how you can include it, although the version may be different. [dependencies]\nflux-rs = { path = \"path-to-flux/flux/flux-rs\", version = \"0.1.0\" } Then in your code you will need to include the extern_spec attribute macro. use flux_rs::extern_spec;","breadcrumbs":"Specs » Import the procedural macros","id":"22","title":"Import the procedural macros"},"23":{"body":"An example of refining an extern function can be found here . To define an extern spec on a function, you need to do three things, which happen to correspond to each of the below lines. #[extern_spec(std::mem)]\n#[flux_rs::sig(fn(&mut i32[@a], &mut i32{v : a < v }) -> ())]\nfn swap(a: &mut i32, b: &mut i32); Add the #[extern_spec] attribute. This attribute optionally takes a path; in the above example, this is std::mem. You can use this path to qualify the function. So in the above example, the function we are targeting has the full path of std::mem::swap. Add a #[flux_rs::sig(...)] attribute. This is required for any extern spec on a function. This signature behaves as if the #[flux_rs::trusted] attribute was added, because we can't actually check the implementation. We just verify some simple things, like that the function arguments have compatible types. Write a function stub that matches the external function. If you do the above, you can use std::mem::swap as if it were refined by the above type. You shouldn't need to know the details, but here's how the macro works. It parses the std::mem into a module path and then transforms the function into #[flux_rs::extern_spec]\n#[flux_rs::sig(fn(&mut i32[@a], &mut i32{v : a < v }) -> ())]\n#[allow(unused, dead_code)]\nfn __flux_extern_spec_swap(a: &mut i32, b: &mut i32) { std::mem::swap(a, b)\n} It does this to get information about the function std::mem::swap and its arguments (this turns out to be difficult to do without giving the compiler something to inspect and type check).","breadcrumbs":"Specs » Extern functions","id":"23","title":"Extern functions"},"24":{"body":"An example of refining an extern struct and impl can be found here . A simpler example just involving structs can be found here . The syntax for an extern spec on a struct is very similar to that for a function. Once again, each line in the example happens to correspond to a step. #[extern_spec(std::string)]\n#[flux_rs::refined_by(len: int)]\nstruct String; Add the #[extern_spec] attribute. This attribute optionally takes a path; in the above example, this is std::string. You can use this path to qualify the function. So in the above example, the struct we are targeting has the full path of std::string::String. Add a #[flux_rs::refined_by(...)] attribute. This is required for any extern spec on a struct. Right now these attributes behave as if they were opaque (#[flux_rs::opaque]), although we may support non-opaque extern structs. Write a stub for the extern struct. If you do the above, you can use std::string::String as if it were refined by an integer index. The syntax for an extern impl is a little different than that for functions or structs. #[extern_spec(std::string)]\nimpl String { #[flux_rs::sig(fn() -> String[0])] fn new() -> String; #[flux_rs::sig(fn(&String[@n]) -> usize[n])] fn len(s: &String) -> usize;\n} You still need to add the #[extern_spec] attribute, with the same optional argument of the path as above. You need to write out the impl block for the struct you want to refine. This struct does not need an extern spec, since by refining the impl you're only refining its methods. Write an extern spec for each function you wish to refine (this may be a subset). This is written just like a function extern spec with the caveat that the self parameter is not presently supported. So for example, instead of writing fn len(&self) -> usize;, you need to write fn len(s: &String) -> usize;. If you do the above, you can use the above methods ofstd::string::String as if they were refined. You shouldn't need to know the details, but here's how the above two macros expand. For structs: #[flux_rs::extern_spec]\n#[allow(unused, dead_code)]\n#[flux_rs::refined_by(len: int)]\nstruct __FluxExternSpecString(std::string::String); For impls (this was translated manually so there might be some bugs): #[allow(unused, dead_code)]\nstruct __FluxExternImplStructString; #[allow(unused, dead_code)]\nimpl __FluxExternImplStructString { #[flux_rs::extern_spec] #[flux_rs::sig(fn() -> String[0])] #[allow(unused, dead_code)] fn __flux_extern_spec_new() -> String { std::string::String::new::<>() } #[flux_rs::extern_spec] #[flux_rs::sig(fn(&String[@n]) -> usize[n])] #[allow(unused, dead_code)] fn __flux_extern_spec_len(s: &String) -> usize { std::string::String::len::<>(s) }\n}","breadcrumbs":"Specs » Extern structs and impls","id":"24","title":"Extern structs and impls"},"25":{"body":"r ::= n // numbers 1,2,3... | x // identifiers x,y,z... | x.f // index-field access | r + r // addition | r - r // subtraction | n * e // multiplication by constant | if r { r } else { r } // if-then-else | f(r...) // function application | true | false // booleans | r == r // equality | r != r // not equal | r < r // less than | r <= r // less than or equal | r > r // greater than | r >= r // greater than or equal | r || r // disjunction | r && r // conjunction | r => r // implication | !r // negation","breadcrumbs":"Specs » Grammar of Refinements","id":"25","title":"Grammar of Refinements"},"26":{"body":"Flux offers two attributes for controlling which parts of your code it analyzes: #[flux_rs::ignore] and #[flux_rs::trusted]. #[flux_rs::ignore]: This attribute is applicable to any item, and it instructs Flux to completely skip some code. Flux won't even look at it. #[flux_rs::trusted]: This attribute affects whether Flux checks the body of a function. If a function is marked as trusted, Flux won't verify its body against its signature. However, it will still be able to reason about its signature when used elsewhere. The above means that an ignored function can only be called from ignored or trusted code, while a trusted function can also be called from analyzed code. Both attributes apply recursively. For instance, if a module is marked as #[flux_rs::ignore], all its nested elements will also be ignored. This transitive behavior can be disabled by marking an item with #[flux_rs::ignore(no)] [1] , which will include all nested elements for analysis. Similarly, the action of #[flux_rs::trusted] can be reverted using #[flux_rs::trusted(no)]. Consider the following example: #[flux_rs::ignore]\nmod A { #[flux_rs::ignore(no)] mod B { mod C { fn f1() {} } } mod D { fn f2() {} } fn f3() {}\n} In this scenario, functions f2 and f3 will be ignored, while f1 will be analyzed. A typical pattern when retroactively adding Flux annotations to existing code is to ignore an entire crate (using the inner attribute #![flux_rs::ignore] at the top of the crate) and then selectively include specific sections for analysis. #[flux_rs::ignore] (resp. #[flux_rs::trusted]) is shorthand for #[flux_rs::ignore(yes)] (resp. #[flux_rs::trusted(yes)]).","breadcrumbs":"Specs » Ignored and trusted code","id":"26","title":"Ignored and trusted code"},"27":{"body":"","breadcrumbs":"Develop » Developer's Guide","id":"27","title":"Developer's Guide"},"28":{"body":"You can run the various regression tests in the tests/pos and tests/neg directories using cargo xtask test This will build the flux binary and then run it against the entire test suite. You can optionally pass a filter to only run tests containing some substring. For example: $ cargo xtask test impl_trait Compiling xtask v0.1.0 (/path/to/flux/xtask) Finished dev [unoptimized + debuginfo] target(s) in 0.29s Running `target/debug/xtask test impl_trait`\n$ cargo build Finished dev [unoptimized + debuginfo] target(s) in 0.05s\n$ cargo test -p tests -- --test-args impl_trait Compiling fluxtests v0.1.0 (/path/to/flux/tests) Finished test [unoptimized + debuginfo] target(s) in 0.62s Running tests/compiletest.rs (target/debug/deps/compiletest-1241128f1f51caa4) running 5 tests\ntest [ui] pos/surface/impl_trait04.rs ... ok\ntest [ui] pos/surface/impl_trait03.rs ... ok\ntest [ui] pos/surface/impl_trait01.rs ... ok\ntest [ui] pos/surface/impl_trait00.rs ... ok\ntest [ui] pos/surface/impl_trait02.rs ... ok test result: ok. 5 passed; 0 failed; 0 ignored; 0 measured; 191 filtered out; finished in 0.10s running 2 tests\ntest [compile-fail] neg/surface/impl_trait00.rs ... ok\ntest [compile-fail] neg/surface/impl_trait02.rs ... ok test result: ok. 2 passed; 0 failed; 0 ignored; 0 measured; 207 filtered out; finished in 0.09s","breadcrumbs":"Develop » Regression Tests","id":"28","title":"Regression Tests"},"29":{"body":"When working on Flux, you may want to test your changes by running it against a test file. You can use cargo xtask run <input> to run Flux on a single input file. The command will set appropriate flags to be able to use custom Flux attributes and macros, plus some extra flags useful for debugging. For example: $ cat test.rs\n#[flux::sig(fn(x: i32) -> i32[x + 1])]\nfn add1(x: i32) -> i32 { x + 1\n}\n$ cargo xtask run test.rs The command will use a super set of the flags passed when running regression tests. Thus, a common workflow is to identify a failing test and run it directly with cargo xtask run, or alternatively copy it to a different file. You may also find useful to create a directory in the root of the project and add it to .git/info/exclude . You can keep files there, outside of version control, and test Flux against them. I have a directory called attic/ where I keep a file named playground.rs. To run Flux on it, I do cargo xtask run attic/playground.rs.","breadcrumbs":"Develop » Testing Flux on a File","id":"29","title":"Testing Flux on a File"},"3":{"body":"The only way to use flux is to build it from source. First you need to clone the repository git clone https://github.com/flux-rs/flux\ncd flux To build the source you need a nightly version of rustc. We pin the version using a toolchain file (more info here ). If you are using rustup, no special action is needed as it should install the correct rustc version and components based on the information on that file. Next, run the following to build and install flux binaries cargo xtask install This will install two binaries rustc-flux and cargo-flux in your cargo home. These two binaries should be used respectively to run flux on either a single file or on a project using cargo. The installation process will also copy some files to $HOME/.flux.","breadcrumbs":"Install » Installing","id":"3","title":"Installing"},"30":{"body":"When you use cargo xtask run you'll see that we report the location an error was emitted, e.g., error[FLUX]: refinement type error --> attic/playground.rs:4:5 |\n4 | 0 | ^ a postcondition cannot be proved\n-Ztrack-diagnostics: created at crates/flux-refineck/src/lib.rs:114:15 <------- this You can also pass -Ztrack-diagnostics=y to enable it if you are not using cargo xtask run","breadcrumbs":"Develop » Reporting locations where errors are emitted","id":"30","title":"Reporting locations where errors are emitted"},"31":{"body":"To run Flux in a package outside the flux repo you need to install the binaries globally. You can do that using cargo xtask install. If you are continuously testing new changes it could be annoying to do it each time. To deal with this, you can set the FLUX_SYSROOT environment variable to change the location where cargo-flux and rustc-flux load the flux-driver. You can set it globally to point to the target/debug directory inside your local copy of the repo. This way you won't have to run cargo xtask install after every change, and you can be sure you'll be using the latest local debug build. Just be aware that the rustc-flux and cargo-flux binaries are built for a specific toolchain, and you will get a dynamic linking error if the flux-driver was compiled with a different one. This is to say, you should at least run cargo xtask install every time after the toolchain is updated.","breadcrumbs":"Develop » Running outside the project","id":"31","title":"Running outside the project"},"32":{"body":"Set FLUX_DUMP_TIMINGS=true to have flux write timing diagnostics to ./log/timings. Right now this is extremely simple, it just provides some details for the spans under flux_typeck and flux_driver.","breadcrumbs":"Develop » Profiling Flux","id":"32","title":"Profiling Flux"},"33":{"body":"Below is a sample output for an invocation of cargo-flux check that took 19 seconds. The missing 2 seconds approximately accounts for the time it takes for cargo check to run. Note that check_crate contains everything running under check_top, which is why the sum of the spans is greater than 19 seconds. check_top Checker::infer num events: 205 min non-zero: 0.52ms 1st quartile: 0.52ms 2nd quartile: 1.05ms 3rd quartile: 2.62ms max: 24.12ms total time: 229.64ms Checker::check num events: 205 min non-zero: 0.52ms 1st quartile: 0.52ms 2nd quartile: 1.05ms 3rd quartile: 5.24ms max: 159.91ms total time: 2028.47ms FixpointCtx::check num events: 205 min non-zero: 22.02ms 1st quartile: 26.21ms 2nd quartile: 28.31ms 3rd quartile: 40.37ms max: 1867.51ms total time: 9106.36ms\ntotal time: 11364.47ms check_crate Callbacks::check_wf num events: 1 min non-zero: 18.35ms 1st quartile: 18.87ms 2nd quartile: 18.87ms 3rd quartile: 18.87ms max: 18.87ms total time: 18.87ms Callbacks::check_crate num events: 1 min non-zero: 16986.93ms 1st quartile: 16995.32ms 2nd quartile: 16995.32ms 3rd quartile: 16995.32ms max: 16995.32ms total time: 16995.32ms\ntotal time: 17014.19ms","breadcrumbs":"Develop » Sample output","id":"33","title":"Sample output"},"34":{"body":"For example if you have code like in path/to/file.rs #[extern_spec]\n#[flux::refined_by(elems: Set<T>)]\nstruct HashSet<T, S = RandomState>; and you want to see what the extern_spec macro expands it out to, then run cargo x run -- -Zunpretty=expanded path/to/file.rs Or you can run the xtask command directly cargo x expand path/to/file.rs","breadcrumbs":"Develop » Macro expansion","id":"34","title":"Macro expansion"},"35":{"body":"As Flux is under active development, there are many aspects of Rust that Flux does not yet support, are only partially implemented, or where the implementation may contain bugs. These issues typically manifest as unreachable arms in a match statement (that turn out not to be unreachable) or preemtive assertions to guard against code we don't yet support. To help identify the code that triggers these bugs, there are a few recommended methods for reporting them: QueryErr::bug: Use this method to report a bug if the code already returns a QueryResult. This approach is preferred because we will correctly recover from the error. span_bug!: When you have a Span at hand, you can use this macro in place of panic! to report the span before panicking. tracked_span_bug!: This macro is similar to span_bug!, but it uses a span stored in a thread local variable (if one exists). To track a span in the thread local variable you can use flux_common::bug::track_span. bug!: For other cases where none of the above applies, you can use the bug! macro. This behaves mostly like panic! but with nicer formatting. When running Flux in a new code base, consider setting the flag FLUX_CATCH_BUGS=1. If this flag is set, Flux will try to catch and recover from panics emitted with one of the bug macros (using std::panic::catch_unwind). Bugs are caught at item boundaries. This may leave Flux or rustc in an inconsistent state, so there are no guarantees that Flux will behave correctly after recovering from a panic. However, this may still be useful to gather as many errors as possible. Code can be selectively ignored later.","breadcrumbs":"Develop » Reporting and dealing with bugs","id":"35","title":"Reporting and dealing with bugs"},"36":{"body":"Flux is implemented as a compiler driver . We hook into the compiler by implementing the Callbacks trait. The implementation is located is in the flux-driver crate, and it is the main entry point to Flux.","breadcrumbs":"Develop » Architecture » High-level Architecture","id":"36","title":"High-level Architecture"},"37":{"body":"crates/flux-bin: Contains the cargo-flux and rustc-flux binaries used to launch the flux-driver. crates/flux-common: Common utility definitions used across all crates. crates/flux-config: Crate containing logic associated with global configuration flags that change the behavior of Flux, e.g, to enable or disable overflow checking. crates/flux-desugar: Implementation of name resolution and desugaring from Flux surface syntax into Flux high-level intermediate representation (fhir). This includes name resolution. crates/flux-driver: Main entry point to Flux. It contains the flux-driver binary and the implementation of the Callbacks trait. crates/flux-errors: Utility definitions for user facing error reporting. crates/flux-fhir-analysis: Implements the \"analyses\" performed in the fhir, most notably well-formedness checking and conversion from fhir into rty. crates/flux-fixpoint: Code to interact with the Liquid Fixpoint binary. crates/flux-macros: Procedural macros used internally to implement Flux. crates/flux-metadata: Logic for saving Flux crate metadata that can be used to import refined signatures from external crates. crates/flux-middle: This crate contains common type definitions that are used by the rest of Flux like the rty and fhir intermediate representations. Akin to rustc_middle . crates/flux-refineck: Implementation of refinement type checking. crates/flux-syntax: Definition of the surface syntax AST and parser. tests: Flux regression tests. lib/flux-attrs: Implementation of user facing procedural macros for annotating programs with Flux specs. lib/flux-rs: This is just a re-export of the macros implemented in flux-attrs. The intention is to eventually put Flux \"standard library\" here, i.e., a set of definitions that are useful when working with Flux.","breadcrumbs":"Develop » Architecture » Crates","id":"37","title":"Crates"},"38":{"body":"Flux has several intermediate representations (IR) for types. They represent a refined version of an equivalent type in some rustc IR. We have picked a distinct verb to refer to the process of going between these different representations to make it easier to refer to them. The following image summarizes all the IRs and the process for going between them. IRs diagram","breadcrumbs":"Develop » Architecture » Intermediate Representations","id":"38","title":"Intermediate Representations"},"39":{"body":"The surface IR represents source level Flux annotations. It corresponds to the rustc_ast data structures in rustc. The definition as well as the parser is located in the flux-syntax crate.","breadcrumbs":"Develop » Architecture » Surface","id":"39","title":"Surface"},"4":{"body":"You can run flux on a single file or entire crate.","breadcrumbs":"Run » Running Flux","id":"4","title":"Running Flux"},"40":{"body":"The Flux High-Level Intermediate Representation (fhir) is a refined version of rustc's hir . The definition is located in the flux_middle crate inside the fhir module. The process of going from surface to fhir is called desugaring , and it is implemented in the flux-desugar crate.","breadcrumbs":"Develop » Architecture » Fhir","id":"40","title":"Fhir"},"41":{"body":"The definition in the flux_middle::rty module correspond to a refined version of the main rustc representation for types defined in rustc_middle::ty . The process of going from fhir to rty is called conversion , and it is implemented in the flux_fhir_analysis::conv module.","breadcrumbs":"Develop » Architecture » Rty","id":"41","title":"Rty"},"42":{"body":"The definition in the flux_middle::rustc module correspond to simplified version of data structures in rustc. They can be understood as the currently supported subset of Rust. The process of going from a definition in rustc_middle into flux_middle::rustc is called lowering and it is implemented in flux_middle::rustc::lowering.","breadcrumbs":"Develop » Architecture » Simplified Rustc","id":"42","title":"Simplified Rustc"},"43":{"body":"Besides the different translation between Flux intermediate representations, there are two ways to get a refined version from a rust type. The process of going from a type in hir into a type in fhir is called lifting , and it is implemented in flux_middle::fhir::lift. The process for going from a type in flux_middle::rustc::ty into a flux_middle::rty is called refining , and it is implemented flux_middle::rty::refining.","breadcrumbs":"Develop » Architecture » Lifting and Refining","id":"43","title":"Lifting and Refining"},"44":{"body":"Online demo Types bring order to code. For example, if a variable i:usize then we know i is a number that can be used to index a vector. Similarly, if v:vec<&str> then we can be sure that v is a collection of strings which may be indexed but of course, not used as an index. However, by itself usize doesn't tell us how big or small the number and hence the programmer must still rely on their own wits, a lot of tests, and a dash of optimism, to ensure that all the different bits fit properly at run-time. Refinements are a promising new way to extend type checkers with logical constraints that specify additional correctness requirements that can be verified by the compiler, thereby entirely eliminating various classes of run-time problems. We're excited to introduce Flux , a refinement type checker plugin that brings this technology to Rust.","breadcrumbs":"Introducing Flux » Introducing Flux","id":"44","title":"Introducing Flux"},"45":{"body":"The most basic form of refinement type in flux is a type that is indexed by a logical value. For example Type Meaning i32[10] The (singleton) set of i32 values equal to 10 bool[true] The (singleton) set of bool values equal to true","breadcrumbs":"Introducing Flux » Indexed Types","id":"45","title":"Indexed Types"},"46":{"body":"We can already start using these indexed types to start writing (and checking) code. For example we can write the following specification which says that the value returned by mk_ten must in fact be 10 #[flux_rs::sig(fn() -> i32[10])]\npub fn mk_ten() -> i32 { 5 + 4\n} but when you compile it, flux will say error[FLUX]: postcondition might not hold --> src/basics.rs:7:5 |\n7 | 5 + 4 | ^^^^^ The error says that that the postcondition might not hold which means that the output produced by mk_ten may not in fact be an i32[10] as indeed, in this case, the result is 9! You can eliminate the error by replacing the body with 5 + 5 or just 10.","breadcrumbs":"Introducing Flux » Post-Conditions","id":"46","title":"Post-Conditions"},"47":{"body":"Here's a second example that shows how you can use an index to restrict the space of inputs that a function expects. #[flux_rs::sig(fn (b:bool[true]))]\npub fn assert(b:bool) { if !b { panic!(\"assertion failed\") }\n} Here, the refined specification for assert says that you can only call it with true as the input. So if you write fn test(){ assert(2 + 2 == 4); assert(2 + 2 == 5); // fails to type check\n} then flux will complain that error[FLUX]: precondition might not hold --> src/basics.rs:12:5 |\n12 | assert(2 + 2 == 5); // fails to type check | ^^^^^^^^^^^^^^^^^^ meaning that the call to assert fails to establish that the input is indeed true (as of course, in this case, it is not!)","breadcrumbs":"Introducing Flux » Pre-Conditions","id":"47","title":"Pre-Conditions"},"48":{"body":"It's not terribly exciting to only talk about fixed values like 10 or true. To be more useful, flux lets you index types by refinement parameters . For example, you can write #[flux_rs::sig(fn(n:i32) -> bool[0 < n])]\npub fn is_pos(n: i32) -> bool { if 0 < n { true } else { false }\n} Here, the type says that is_pos takes as input some i32 indexed by n returns as output the bool indexed by 0 < n in other words, the output is true exactly when 0 < n. We might use this function to check that: pub fn test_pos(n: i32) { let m = if is_pos(n) { n - 1 } else { 0 }; assert(0 <= m);\n}","breadcrumbs":"Introducing Flux » Index Parameters and Expressions","id":"48","title":"Index Parameters and Expressions"},"49":{"body":"Often we don't care about the exact value of a thing -- but just care about some properties that it may have. For example, we don't care that an i32 is equal to 5 or 10 or n but that it is non-negative. Type Meaning i32{v: 0 < v} The set of i32 values that positive i32{v: n <= v} The set of i32 values greater than or equal to n Flux allows such specifications by pairing plain Rust types with assertions [1] that constrain the value. For example, we can rewrite mk_10 with the output type i32{v:0<v} that specifies a weaker property: the value returned by mk_ten is positive. #[flux_rs::sig(fn() -> i32{v: 0 < v})]\npub fn mk_ten() -> i32 { 5 + 5\n} Similarly, you might specify that a function that computes the absolute value of an i32 with a type which says the result is non-negative and exceeds the input n. #[flux_rs::sig(fn (n:i32) -> i32{v:0<=v && n<=v})]\npub fn abs(n: i32) -> i32 { if 0 <= n { n } else { 0 - n }\n} As a last example, you might write a function to compute the factorial of n #[flux_rs::sig(fn (n:i32) -> i32{v:1<=v && n<=v})]\npub fn factorial(n: i32) -> i32 { let mut i = 0; let mut res = 1; while i < n { i += 1; res = res * i; } res\n} Here the specification says the input must be non-negative, and the output is at least as large as the input. Note, that unlike the previous examples, here we're actually changing the values of i and res. Can you guess why the copilot suggestions failed to pass flux, and what refinements were inferred for i and res in the fixed code at the end?","breadcrumbs":"Introducing Flux » Existential Types","id":"49","title":"Existential Types"},"5":{"body":"You can use rustc-flux as you would use rustc. For example, the following command checks the file test.rs. rustc-flux path/to/test.rs The flux binary accepts the same flags as rustc. You could for example check a file as a library instead of a binary like so rustc-flux --crate-type=lib path/to/test.rs","breadcrumbs":"Run » Running on a File: rustc-flux","id":"5","title":"Running on a File: rustc-flux"},"50":{"body":"In this post, we saw how Flux lets you decorate basic Rust types like i32 and bool with indices and constraints that let you respectively refine the sets of values that inhabit that type, and specify contracts on functions that state pre-conditions on the sets of legal inputs that they accept, and post-conditions that describe the outputs that they produce. The whole point of Rust, of course, is to allow for efficient imperative sharing and updates, without sacrificing thread- or memory-safety. Next time, we'll see how Flux melds refinements and Rust's ownership to make refinements happily coexist with imperative code. These are not arbitrary Rust expressions but a subset of expressions from logics that can be efficiently decided by SMT Solvers","breadcrumbs":"Introducing Flux » Summary","id":"50","title":"Summary"},"51":{"body":"Online demo Previously we saw how to refine basic Rust types like i32 and bool with indices and constraints to constrain the set of values described by those types. The whole point of Rust, of course, is to allow for efficient imperative sharing and updates , via the clever type system that keeps an eye on the ownership of resources to make sure that aliasing and mutation cannot happen at the same time. Next, lets see how Flux melds refinements and Rust's ownership mechanisms to make refinements work in the imperative setting.","breadcrumbs":"Ownership in Flux » Ownership in Flux","id":"51","title":"Ownership in Flux"},"52":{"body":"Rust's most basic form of ownership is exclusive ownership, in which exactly one variable in a function has the right to mutate a memory location. When a location is exclusively owned, we can be sure that there are no other references to it, which lets flux update the type whenever the location is changed. For example, consider the program #[flux_rs::sig(fn () -> i32[3])]\npub fn mk_three() -> i32 { let mut r = 0; // r: i32[0] r += 1; assert(r == 1); // r: i32[1] r += 1; assert(r == 2); // r: i32[2] r += 1; assert(r == 3); // r: i32[3] r\n} The variable r has different types at each point inside mk_three. It starts off as i32[0]. The first increment changes it to i32[1], then i32[2] and finally, the returned type i32[3]. This exclusive ownership mechanism is at work in the factorial example we signed off with previously #[flux_rs::sig(fn (n:i32{0 <= n}) -> i32{v:n <= v})]\npub fn factorial(n: i32) -> i32 { let mut i = 0; // i: i32[0] let mut r = 1; // r: i32[1] while i < n { // i: i32{v:0<=v<=n} // r: i32{v:1<=v && i<=v} i += 1; r = r * i; } r\n} In the above code, i and r start off at 0 and 1 but then Rust infers (a story for another day) that inside the while-loop [1] i has type i32{v:0<=v && v < n} r has type i32{v:1<=v && i <= v} and hence, upon exit since i == n we get that the result is at least n.","breadcrumbs":"Ownership in Flux » Exclusive Ownership","id":"52","title":"Exclusive Ownership"},"53":{"body":"Exclusive ownership suffices for simple local updates like in factorial. However, for more complex data, functions must temporarily relinquish ownership to allow other functions to mutate the data. Rust cleverly allows this via the notion of borrowing using two kinds of references that give callees temporary access to a memory location. The simplest kind of references are of the form &T which denote read-only access to a value of type T. For example, we might write abs to take a shared reference to an i32 #[flux_rs::sig(fn (p: &i32[@n]) -> i32{v:0<=v && n<=v})]\npub fn abs(p: &i32) -> i32 { let n = *p; if 0 <= n { n } else { 0 - n }\n} Notice that the input type has changed: the function now Accepts p a reference to an i32 whose value is n as denoted by @n Returns an i32 that is non-negative and larger than n The @ marks the n as a refinement parameter whose value is automatically computed by flux during type checking. So, for example, Flux can check the below code by automatically determining that the refinement parameter at the call-site is 10. pub fn test_abs() { let z = 10; assert(0 <= abs(&z)) assert(10 <= abs(&z))\n}","breadcrumbs":"Ownership in Flux » Borrowing: Shared References","id":"53","title":"Borrowing: Shared References"},"54":{"body":"As an aside, we have secretly been using refinement parameters like @n all along. For example, Flux automatically desugars the signature fn(n:i32{0 <= n} -> ... that we wrote for factorial into fn ({i32[@n] : 0 <= n}) -> i32{v:n <= v} where @n is a refinement parameter that is implicitly determined from the rust parameter n:i32. However, explicit parameters are essential to name the value of what a reference points to. In abs the rust parameter p names the reference but the @n names the (input) value and lets us use it to provide more information about the output of abs. Flux is modular in that the only information it knows about the implementation of abs is the signature: for example if we remove the fact that the output exceeds n then Flux will reject the assertion 10 <= abs(&z).","breadcrumbs":"Ownership in Flux » Refinement Parameters","id":"54","title":"Refinement Parameters"},"55":{"body":"References of type &mut T denote mutable references that can be used to (read and) write or update the contents of a T value. Crucially, Rust ensures that while there may be multiple read-only (shared) references to a location, there is at most one active writeable (mutable) reference at any point in time. Flux exploits the semantics of &mut T to treat T as an invariant of the underlying data. As an example, consider the following function that decrements the value of a mutable reference while ensuring the data is non-negative: #[flux_rs::sig(fn(p: &mut i32{v:0 <= v}))]\npub fn decr(p: &mut i32) { *p = *p - 1;\n} Flux will complain with the following message error[FLUX]: assignment might be unsafe --> src/basics.rs:13:9 |\n13 | *p = *p - 1; | ^^^^^^^^^^^ as in fact, we may be writing a negative value into *p if, for example, the old value was zero. We can fix this code by guarding the update with a test that ensures the original contents are in fact non-zero #[flux_rs::sig(fn(p: &mut i32{v:0 <= v}))]\npub fn decr(p: &mut i32) { let n = *p; if n != 0 { *p = n - 1; }\n} at which point Flux is happy to sign off on the code.","breadcrumbs":"Ownership in Flux » Borrowing: Mutable References","id":"55","title":"Borrowing: Mutable References"},"56":{"body":"Flux uses Rust's borrowing rules to track invariants even when there may be aliasing. As an example, consider the function #[flux_rs::sig(fn (bool) -> i32{v:0 <= v})]\nfn test_alias(z: bool) -> i32 { let mut x = 1; // x: i32[1] let mut y = 2; // y: i32[2] let r = if z { &mut x } else { &mut y }; // r: &mut i32{v:0 <= v} decr(r); *r\n} The reference r could point to either x or y depending on the (unknown) value of the boolean z. Nevertheless, Flux determines that both references &mut x and &mut y point to values of the more general type i32{v:0<=v} and hence, infers r : &mut i32{v:0<=v} which allows us it to then call decr with the reference and guarantee the result (after decr) is still non-negative.","breadcrumbs":"Ownership in Flux » Aliased References","id":"56","title":"Aliased References"},"57":{"body":"In many situations, we want to lend a value to another function that actually changes the value's (refinement) type upon exit. For example, consider the following function to increment a reference to a non-negative i32 #[flux_rs::sig(fn (p: &mut i32{v:0 <= v}))]\nfn incr(p: &mut i32) { *p += 1\n} Recall that Flux is modular in that the only information it has about incr is what is said in the signature. The signature for incr only says p remains non-negative: Flux does not know that incr actually increments the value of p. Hence, Flux fusses that the following assert may fail even though its patently obvious that it will succeed! To verify test_incr we need a signature for incr that says that its output is indeed one greater [2] than its input. Flux extends Rust with the notion of strong references of the form &strg T which refine Rust's &mut T to grant exclusive access to the underlying T. Crucially, strong references also let us specify how the type is updated when the function exits [3] . Thus, we can use strong references to type incr as #[flux_rs::sig(fn(p: &strg i32[@n]) ensures p:i32[n+1])]\nfn incr(p: &mut i32) { *p += 1\n} The Flux signature refines the plain Rust one to specify that p is a strong reference to an i32, the input type of *p is i32[n], and the output type of *p is i32[n+1]. With this specification, Flux merrily checks test_incr, by determining that the refinement parameter @n is 10 and hence, that upon return x: i32[11].","breadcrumbs":"Ownership in Flux » Borrowing: Strong References","id":"57","title":"Borrowing: Strong References"},"58":{"body":"To sum up, Flux exploits Rust's ownership mechanisms to track properties of shared (&T) and mutable (&mut T) references, and additionally adds a strong (&strg T) reference -- a special case of &mut -- to support the cases where the type itself is changed by a call. Next, we'll see how refinements and ownership yield a simple refined API for vectors that lets Flux check bounds safety at compile time... For those familiar with the term, these types are loop invariants Setting aside the issue of overflows for now Thereby allowing so-called strong updates in the type specifications","breadcrumbs":"Ownership in Flux » Summary","id":"58","title":"Summary"},"59":{"body":"Online demo While rustc has a keen eye for spotting nasty bugs at compile time, it is not omniscient. We've all groaned in dismay at seeing deployed code crash with messages like panicked at 'index out of bounds: the len is ... but the index is ...' Next, lets see how flux's refinement and ownership mechanisms let us write a refined vector API whose types track vector sizes and ensure --- at compile time --- that vector accesses cannot fail at runtime.","breadcrumbs":"Refined Vectors » Refined Vectors","id":"59","title":"Refined Vectors"},"6":{"body":"When running flux on a file with rustc-flux path/to/test.rs, refinement annotations should be prefixed with flux::. For example, the refinement below will only work when running rustc-flux which is intended for use on a single file. #[flux::sig(fn(x: i32) -> i32{v: x < v)]\nfn inc(x: i32) -> i32 { x - 1\n}","breadcrumbs":"Run » Refinement Annotations on a File","id":"6","title":"Refinement Annotations on a File"},"60":{"body":"To begin with, we will defined a refined vector type which is simply a wrapper around the standard Vec type #[flux_rs::refined_by(len: int)]\npub struct RVec<T> { inner: Vec<T>,\n} The #[flux_rs::refined_by(len: int)] attribute tells flux that the type RVec<T> struct is indexed by a len refinement which tracks the size of the underlying vector, just like the indices for i32 and bool tracked the actual value of the underlying integer or boolean ). The idea is that the type RVec<i32>[10] represents a vector of i32 size 10, and RVec<bool>{v:0 < v} represents a non-empty vector of bool, and RVec<RVec<f32>[n]>[m] represents a vector of vectors of f32 of size m and each of whose elements is a vector of size n.","breadcrumbs":"Refined Vectors » Refining Vectors to Track their Size","id":"60","title":"Refining Vectors to Track their Size"},"61":{"body":"Now that we can talk about the size of a vector, lets build up an API for creating and manipulating vectors. I suppose one must start with nothing: an empty vector. impl<T> RVec<T> { #[flux_rs::trusted] #[flux_rs::sig(fn() -> RVec<T>[0])] pub fn new() -> Self { Self { inner: Vec::new() } }\n} The above implements RVec::new as a wrapper around Vec::new. The #[flux_rs::trusted] attribute tells Flux there is nothing to \"check\" here, as we are defining the API itself and trusting that the implementation (using vec is correct). However, the signature says that callers of the RVec::new get back a vector indexed with 0 i.e. an empty vector.","breadcrumbs":"Refined Vectors » Creating Vectors","id":"61","title":"Creating Vectors"},"62":{"body":"An empty vector is a rather desolate thing. To be of any use, we need to be able to push values into the container, like so #[flux_rs::trusted]\n#[flux_rs::sig(fn(self: &strg RVec<T>[@n], T) ensures self: RVec<T>[n+1])]\npub fn push(&mut self, item: T) { self.inner.push(item);\n} The refined type for push says that it takes a strong reference (self) --- where strg means the refined type may be changed by the function --- to an RVec<T> of size n and a value T and upon exit, the size of self is increased by 1.","breadcrumbs":"Refined Vectors » Pushing Values","id":"62","title":"Pushing Values"},"63":{"body":"Not much point stuffing things into a vector if we can't get them out again. For that, we might implement a pop method that returns the last element of the vector. Aha, but what if the vector is empty? You could return an Option<T> or since we're tracking sizes, we could require that pop only be called with non-empty vectors. #[flux_rs::trusted]\n#[flux_rs::sig(fn(self: &strg {RVec<T>[@n] | 0 < n}) -> T ensures self: RVec<T>[n-1])]\npub fn pop(&mut self) -> T { self.inner.pop().unwrap()\n}","breadcrumbs":"Refined Vectors » Popping Values","id":"63","title":"Popping Values"},"64":{"body":"Now already flux can start checking some code, for example if you push two elements, then you can pop twice, but flux will reject the third pop at compile-time In fact, the error message from flux will point to exact condition that does not hold error[FLUX]: precondition might not hold --> src/vectors.rs:24:5 |\n24 | v.pop(); | ^^^^^^^ call site | = note: a precondition cannot be proved at this call site\nnote: this is the condition that cannot be proved --> src/rvec.rs:78:47 |\n78 | #[flux_rs::sig(fn(self: &strg {RVec<T>[@n] | 0 < n}) -> T | ^^^^^","breadcrumbs":"Refined Vectors » Using the API","id":"64","title":"Using the API"},"65":{"body":"Perhaps we should peek at the size of the vector to make sure its not empty before we pop it. We can do that with a len method whose type says that the returned usize is, in fact, the size of the input vector #[flux_rs::trusted]\n#[flux_rs::sig(fn(&RVec<T>[@n]) -> usize[n])]\npub fn len(&self) -> usize { self.inner.len()\n} Now, flux \"knows\" that after two pushes, the size of the vector is 2 and after the two pops, the size is 0 again","breadcrumbs":"Refined Vectors » Querying the Size","id":"65","title":"Querying the Size"},"66":{"body":"Of course, vectors are not just stacks , they also allow random access to their elements which is where those pesky panics occur, and where the refined vector API gets rather useful. Since we're tracking sizes, we can require that the method to get an element only be called with a valid index that is between 0 and the vector's size #[flux_rs::sig(fn(&RVec<T>[@n], i: usize{i < n}) -> &T)]\npub fn get(&self, i: usize) -> &T { &self.inner[i]\n} #[flux_rs::sig(fn(&mut RVec<T>[@n], i: usize{i < n}) -> &mut T)]\npub fn get_mut(&mut self, i: usize) -> &mut T { &mut self.inner[i]\n} With these refined get methods, flux can now spot the ``off-by-one'' error in the following code and accepts the fix [1] Its a bit gross to use get and get_mut directly, so instead we implement the Index and IndexMut traits for RVec which allows us to use the [] operator to access elements impl<T> std::ops::Index<usize> for RVec<T> { type Output = T; #[flux_rs::sig(fn(&RVec<T>[@n], i:usize{i < n}) -> &T)] fn index(&self, index: usize) -> &T { self.get(index) }\n} impl<T> std::ops::IndexMut<usize> for RVec<T> { #[flux_rs::sig(fn(&mut RVec<T>[@n], i:usize{i < n}) -> &mut T)] fn index_mut(&mut self, index: usize) -> &mut T { self.get_mut(index) }\n} And now the above vec_sum example looks a little nicer","breadcrumbs":"Refined Vectors » Random Access","id":"66","title":"Random Access"},"67":{"body":"Lets put the whole API to work in this \"memoized\" version of the fibonacci function which uses a vector to store the results of previous calls pub fn fib(n: usize) -> i32 { let mut r = RVec::new(); let mut i = 0; while i < n { if i == 0 { r.push(0); } else if i == 1 { r.push(1); } else { let a = r[i - 1]; let b = r[i - 2]; r.push(a + b); } i += 1; } r.pop()\n} Oops, flux is not happy with the call to pop at the end of the function which returns the last value as the result. error[FLUX]: precondition might not hold --> src/vectors.rs:40:5 |\n40 | r.pop() | ^^^^^^^ Flux complains that the vector may be empty and so the pop call may fail ... but why? Can you spot the problem? Indeed, we missed a \"corner\" case -- when n is 0 we skip the loop and so the vector is empty! Once we add a test for that, flux is happy.","breadcrumbs":"Refined Vectors » Memoization","id":"67","title":"Memoization"},"68":{"body":"As a last example, lets look at a simplified version of the binary_search method from std::vec , into which I've snuck a tiny little bug pub fn binary_search(vec: &RVec<i32>, x: i32) -> Result<usize, usize> { let mut size = vec.len(); let mut left = 0; let mut right = size; while left <= right { let mid = left + size / 2; let val = vec[mid]; if val < x { left = mid + 1; } else if x < val { right = mid; } else { return Ok(mid); } size = right - left; } Err(left)\n} Flux complains in two places error[FLUX]: precondition might not hold --> src/vectors.rs:152:19 |\n152 | let val = vec[mid]; | ^^^^^^^^ call site | = note: a precondition cannot be proved at this call site\nnote: this is the condition that cannot be proved --> src/rvec.rs:189:44 |\n189 | #[flux_rs::sig(fn(&RVec<T>[@n], usize{v : v < n}) -> &T)] | ^^^^^ error[FLUX]: arithmetic operation may overflow --> src/vectors.rs:160:9 |\n160 | size = right - left; | ^^^^^^^^^^^^^^^^^^^ The vector access may be unsafe as mid could be out of bounds! The size variable may underflow as left may exceed right! Can you the spot off-by-one and figure out a fix?","breadcrumbs":"Refined Vectors » Binary Search","id":"68","title":"Binary Search"},"69":{"body":"So, we saw how Flux's index and constraint mechanisms combine with Rust's ownership to let us write a refined vector API that ensures the safety of all accesses at compile time. Next time, we'll see how these mechanisms are compositional in that we can use standard type machinery to build up compound structures and APIs from simple ones. Why not use an iterator? We'll get there in due course!","breadcrumbs":"Refined Vectors » Summary","id":"69","title":"Summary"},"7":{"body":"Flux is integrated with cargo and can be invoked in a package as follows: cargo flux By default, Flux won't verify a package unless it's explicitly enabled in the manifest. To do so add the following to Cargo.toml: [package.metadata.flux]\nenabled = true","breadcrumbs":"Run » Running on a package: cargo-flux","id":"7","title":"Running on a package: cargo-flux"},"70":{"body":"Flux is a research project described in the paper","breadcrumbs":"About » About Flux","id":"70","title":"About Flux"},"71":{"body":"Flux is being developed by Nico Lehmann , Adam Geller Cole Kurashige Gilles Barthe Niki Vazou Ranjit Jhala","breadcrumbs":"About » Team","id":"71","title":"Team"},"72":{"body":"Flux is open-source and available here","breadcrumbs":"About » Code","id":"72","title":"Code"},"73":{"body":"This work was supported by the National Science Foundation, European Research Council, and by generous gifts from Microsoft Research.","breadcrumbs":"About » Thanks","id":"73","title":"Thanks"},"74":{"body":"This is a prototype! Use at your own risk. Everything could break and it will break.","breadcrumbs":"About » Limitations","id":"74","title":"Limitations"},"8":{"body":"Adding refinement annotations to cargo projects is simple. You can add flux-rs as a dependency in Cargo.toml [dependencies]\nflux-rs = { git = \"https://github.com/flux-rs/flux.git\" } Then, import attributes from flux_rs and add the appropriate refinement annoations. use flux_rs::* #[sig(fn(x: i32) -> i32{v: x < v)]\nfn inc(x: i32) -> i32 { x - 1\n}","breadcrumbs":"Run » Refinement Annotations on a Cargo Projects","id":"8","title":"Refinement Annotations on a Cargo Projects"},"9":{"body":"The following example declares a function inc that returns an integer greater than the input. 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is a refinement type checker for Rust that lets you specify a range of correctness properties and have them be verified at compile time. See the examples -- listed in the summary on the left -- to learn about Refinement types and Rust. You can try it online here .","breadcrumbs":"Introduction","id":"0","title":"Introduction"},"1":{"body":"","breadcrumbs":"Install » Installing Flux","id":"1","title":"Installing Flux"},"10":{"body":"The flux-driver binary is a rustc driver (similar to how clippy works) meaning it uses rustc as a library to \"drive\" compilation performing additional analysis along the way. Running the binary requires dynamically linking a correct version of librustc. Thus, to avoid the hassle you should never execute it directly. Instead, use rustc-flux or cargo-flux.","breadcrumbs":"Run » A note about the flux-driver binary","id":"10","title":"A note about the flux-driver binary"},"11":{"body":"This section assumes you have installed flux, cargo-flux, and rustc-flux.","breadcrumbs":"Run » Editor Support","id":"11","title":"Editor Support"},"12":{"body":"Add this to the workspace settings i.e. .vscode/settings.json { \"rust-analyzer.check.overrideCommand\": [ \"cargo\", \"flux\", \"--workspace\", \"--message-format=json-diagnostic-rendered-ansi\" ]\n} Note: Make sure to edit the paths in the above snippet to point to the correct locations on your machine.","breadcrumbs":"Run » Rust-Analyzer in VSCode","id":"12","title":"Rust-Analyzer in VSCode"},"13":{"body":"","breadcrumbs":"Run » Configuration","id":"13","title":"Configuration"},"14":{"body":"You can set various env variables to customize the behavior of flux. FLUX_CONFIG tells flux where to find a config file for these settings. By default, flux searches its directory for a flux.toml or .flux.toml. FLUX_SYSROOT tells cargo-flux and rustc-flux where to find the flux-driver binary. Defaults to the default installation location in ~/.flux. FLUX_LOG_DIR=path/to/log/ sets the directory where constraints, timing and cache are saved. Defaults to ./log/. FLUX_DUMP_CONSTRAINT=1 tell flux to dump constraints generated for each function. FLUX_DUMP_CHECKER_TRACE=1 saves the checker's trace (useful for debugging!) FLUX_DUMP_TIMINGS=1 saves the profile information FLUX_DUMP_MIR=1 saves the low-level MIR for each analyzed function FLUX_POINTER_WIDTH=N the size of (either 32 or 64), used to determine if an integer cast is lossy (default 64). FLUX_CHECK_DEF=name only checks definitions containing name as a substring FLUX_CACHE=1\" switches on query caching and saves the cache in FLUX_CACHE_FILE FLUX_CACHE_FILE=file.json customizes the cache file, default FLUX_LOG_DIR/cache.json FLUX_CHECK_OVERFLOW=1 checks for over and underflow on arithmetic integer operations, default 0. When set to 0, it still checks for underflow on unsigned integer subtraction.","breadcrumbs":"Run » Environment Variables","id":"14","title":"Environment Variables"},"15":{"body":"The config file is a .toml file that contains on each line the lowercase name of a flux command line flag without the FLUX_ prefix. Set environment variables take priority over the config file. The config file should be in the project root. For example, suppose your project root contains the following flux.toml. log_dir = \"./test\"\ndump_timings = true\ndump_mir = true\ncache = true and you run in the project root FLUX_DUMP_MIR=0 cargo-flux check then flux will create the directory ./test/ and write ./test/timings, a file containing profiling information. It will not dump the MIR because that setting was overridden by setting the environment variable FLUX_DUMP_MIR=0.","breadcrumbs":"Run » Config file","id":"15","title":"Config file"},"16":{"body":"Some flags can be configured on a per-crate basis using the custom inner attribute #![flux_rs::cfg]. This annotation relies on the unstable custom inner attributes feature. To be able to use with a non-nightly compiler you have to put it under a cfg_attr. For example, to enable overflow checking: #![cfg_attr(flux, flux_rs::cfg(check_overflow = true))] The only flag supported now is overflow checking.","breadcrumbs":"Run » Crate Config","id":"16","title":"Crate Config"},"17":{"body":"FLUX_CACHE=1 persistently caches the safe fixpoint queries for each DefId in FLUX_LOG_DIR/FLUX_CACHE_FILE, and on subsequent runs, skips queries that are already in the cache, which considerably speeds up cargo-flux check on an entire crate.","breadcrumbs":"Run » Query Caching","id":"17","title":"Query Caching"},"18":{"body":"This is a WIP guide to writing specifications in flux.","breadcrumbs":"Specs » Flux Specification Guide","id":"18","title":"Flux Specification Guide"},"19":{"body":"Indexed Type : An indexed type B[r] is composed of a base Rust type B and a refinement index r. The meaning of the index depends on the type. Some examples are i32[n]: denotes the (singleton) set of i32 values equal to n. List<T>[n]: values of type List<T> of length n. Refinement parameter : Function signatures can be parametric on refinement variables. Refinement parameters are declared using the @n syntax. For example, the following signature: fn(i32[@n]) -> i32[n + 1] binds n over the entire scope of the function to specify that it takes an i32 equal to n and returns an i32 equal to n + 1. This is analogous to languages like Haskell where a lower case letter can be used to quantify over a type, e.g., the type a -> a in Haskell is polymorphic on the type a which is bound for the scope of the entire function type. Existential Type : An existential type B{v: r(v)} is composed of a base type B, a refinement variable v and a refinement predicate r on v. Intuitively, a Rust value x has type B{v: r(v)} if there exists a refinement value a such that r(a) holds and x has type B[x]. i32{v: v > 0}: set of positive i32 values. List<T>{v: v > 0}: set of non-empty lists. Constraint Type : A constraint type has the form {T | r} where T is any type (not just a base type). Intuitively, a value has type {T | r} if it has type T and also r holds. They can be used to constraint a refinement parameter. For example, the following signature constraint the refinement parameter n to be less than 10. fn({i32[@n] | n < 10}) -> i32[n + 1] Constraint types serve a similar role as existentials as they can also be used to constraint some refinement value with a predicate, but an existential type can only be used to constraint refinement variable that it bound locally, in contrast constraint types can be used to constraint a \"non-local\" parameter. This can be seen in the example above where the parameter n cannot be bound locally because it has to be used in the return type.","breadcrumbs":"Specs » Refinement Types","id":"19","title":"Refinement Types"},"2":{"body":"rustup liquid-fixpoint z3 Be sure that the liquid-fixpoint and z3 executables are in your $PATH.","breadcrumbs":"Install » Requirements","id":"2","title":"Requirements"},"20":{"body":"The @n syntax used to declare refinements parameters can be hard to read sometimes. Flux also supports a syntax that let you bind refinement parameters using colons similar to the syntax used to declare arguments in a function. We call this argument syntax . This syntax desugars to one of the refinements forms discussed above. For example, the following signature fn(x: i32, y: i32) -> i32[x + y] desugars to fn(i32[@x], i32[@y]) -> i32[x + y] It is also possible to attach some constraint to the parameters when using argument syntax. For example, to specify that y must be greater than x using argument syntax we can write: fn(x: i32, y: i32{x > y}) -> i32[x + y] This will desugar to: fn(i32[@x], {i32[@y] | x > y}) -> i32[x + y]","breadcrumbs":"Specs » Argument Syntax","id":"20","title":"Argument Syntax"},"21":{"body":"Sometimes you may want to refine a struct or function that outside your code. We refer to such a specification as an \"extern spec,\" which is short for \"external specification.\" Flux right now has rudimentary support for extern specs: they are supported for functions, impls, and structs. Impls are only supported for structs and if you have multiple impls for a struct (such as &[T] and [T]), those may conflict. Structs only support opaque refinements.","breadcrumbs":"Specs » Extern specs","id":"21","title":"Extern specs"},"22":{"body":"In order to use an extern spec you need to add a dependency on flux_rs . Right now this needs to be done as a local dependency since it is not published. Below is an example of how you can include it, although the version may be different. [dependencies]\nflux-rs = { path = \"path-to-flux/flux/flux-rs\", version = \"0.1.0\" } Then in your code you will need to include the extern_spec attribute macro. use flux_rs::extern_spec;","breadcrumbs":"Specs » Import the procedural macros","id":"22","title":"Import the procedural macros"},"23":{"body":"An example of refining an extern function can be found here . To define an extern spec on a function, you need to do three things, which happen to correspond to each of the below lines. #[extern_spec(std::mem)]\n#[flux_rs::sig(fn(&mut i32[@a], &mut i32{v : a < v }) -> ())]\nfn swap(a: &mut i32, b: &mut i32); Add the #[extern_spec] attribute. This attribute optionally takes a path; in the above example, this is std::mem. You can use this path to qualify the function. So in the above example, the function we are targeting has the full path of std::mem::swap. Add a #[flux_rs::sig(...)] attribute. This is required for any extern spec on a function. This signature behaves as if the #[flux_rs::trusted] attribute was added, because we can't actually check the implementation. We just verify some simple things, like that the function arguments have compatible types. Write a function stub that matches the external function. If you do the above, you can use std::mem::swap as if it were refined by the above type. You shouldn't need to know the details, but here's how the macro works. It parses the std::mem into a module path and then transforms the function into #[flux_rs::extern_spec]\n#[flux_rs::sig(fn(&mut i32[@a], &mut i32{v : a < v }) -> ())]\n#[allow(unused, dead_code)]\nfn __flux_extern_spec_swap(a: &mut i32, b: &mut i32) { std::mem::swap(a, b)\n} It does this to get information about the function std::mem::swap and its arguments (this turns out to be difficult to do without giving the compiler something to inspect and type check).","breadcrumbs":"Specs » Extern functions","id":"23","title":"Extern functions"},"24":{"body":"An example of refining an extern struct and impl can be found here . A simpler example just involving structs can be found here . The syntax for an extern spec on a struct is very similar to that for a function. Once again, each line in the example happens to correspond to a step. #[extern_spec(std::string)]\n#[flux_rs::refined_by(len: int)]\nstruct String; Add the #[extern_spec] attribute. This attribute optionally takes a path; in the above example, this is std::string. You can use this path to qualify the function. So in the above example, the struct we are targeting has the full path of std::string::String. Add a #[flux_rs::refined_by(...)] attribute. This is required for any extern spec on a struct. Right now these attributes behave as if they were opaque (#[flux_rs::opaque]), although we may support non-opaque extern structs. Write a stub for the extern struct. If you do the above, you can use std::string::String as if it were refined by an integer index. The syntax for an extern impl is a little different than that for functions or structs. #[extern_spec(std::string)]\nimpl String { #[flux_rs::sig(fn() -> String[0])] fn new() -> String; #[flux_rs::sig(fn(&String[@n]) -> usize[n])] fn len(s: &String) -> usize;\n} You still need to add the #[extern_spec] attribute, with the same optional argument of the path as above. You need to write out the impl block for the struct you want to refine. This struct does not need an extern spec, since by refining the impl you're only refining its methods. Write an extern spec for each function you wish to refine (this may be a subset). This is written just like a function extern spec with the caveat that the self parameter is not presently supported. So for example, instead of writing fn len(&self) -> usize;, you need to write fn len(s: &String) -> usize;. If you do the above, you can use the above methods ofstd::string::String as if they were refined. You shouldn't need to know the details, but here's how the above two macros expand. For structs: #[flux_rs::extern_spec]\n#[allow(unused, dead_code)]\n#[flux_rs::refined_by(len: int)]\nstruct __FluxExternSpecString(std::string::String); For impls (this was translated manually so there might be some bugs): #[allow(unused, dead_code)]\nstruct __FluxExternImplStructString; #[allow(unused, dead_code)]\nimpl __FluxExternImplStructString { #[flux_rs::extern_spec] #[flux_rs::sig(fn() -> String[0])] #[allow(unused, dead_code)] fn __flux_extern_spec_new() -> String { std::string::String::new::<>() } #[flux_rs::extern_spec] #[flux_rs::sig(fn(&String[@n]) -> usize[n])] #[allow(unused, dead_code)] fn __flux_extern_spec_len(s: &String) -> usize { std::string::String::len::<>(s) }\n}","breadcrumbs":"Specs » Extern structs and impls","id":"24","title":"Extern structs and impls"},"25":{"body":"r ::= n // numbers 1,2,3... | x // identifiers x,y,z... | x.f // index-field access | r + r // addition | r - r // subtraction | n * e // multiplication by constant | if r { r } else { r } // if-then-else | f(r...) // function application | true | false // booleans | r == r // equality | r != r // not equal | r < r // less than | r <= r // less than or equal | r > r // greater than | r >= r // greater than or equal | r || r // disjunction | r && r // conjunction | r => r // implication | !r // negation","breadcrumbs":"Specs » Grammar of Refinements","id":"25","title":"Grammar of Refinements"},"26":{"body":"Flux offers two attributes for controlling which parts of your code it analyzes: #[flux_rs::ignore] and #[flux_rs::trusted]. #[flux_rs::ignore]: This attribute is applicable to any item, and it instructs Flux to completely skip some code. Flux won't even look at it. #[flux_rs::trusted]: This attribute affects whether Flux checks the body of a function. If a function is marked as trusted, Flux won't verify its body against its signature. However, it will still be able to reason about its signature when used elsewhere. The above means that an ignored function can only be called from ignored or trusted code, while a trusted function can also be called from analyzed code. Both attributes apply recursively. For instance, if a module is marked as #[flux_rs::ignore], all its nested elements will also be ignored. This transitive behavior can be disabled by marking an item with #[flux_rs::ignore(no)] [1] , which will include all nested elements for analysis. Similarly, the action of #[flux_rs::trusted] can be reverted using #[flux_rs::trusted(no)]. Consider the following example: #[flux_rs::ignore]\nmod A { #[flux_rs::ignore(no)] mod B { mod C { fn f1() {} } } mod D { fn f2() {} } fn f3() {}\n} In this scenario, functions f2 and f3 will be ignored, while f1 will be analyzed. A typical pattern when retroactively adding Flux annotations to existing code is to ignore an entire crate (using the inner attribute #![flux_rs::ignore] at the top of the crate) and then selectively include specific sections for analysis. #[flux_rs::ignore] (resp. #[flux_rs::trusted]) is shorthand for #[flux_rs::ignore(yes)] (resp. #[flux_rs::trusted(yes)]).","breadcrumbs":"Specs » Ignored and trusted code","id":"26","title":"Ignored and trusted code"},"27":{"body":"","breadcrumbs":"Develop » Developer's Guide","id":"27","title":"Developer's Guide"},"28":{"body":"You can run the various regression tests in the tests/pos and tests/neg directories using cargo xtask test This will build the flux binary and then run it against the entire test suite. You can optionally pass a filter to only run tests containing some substring. For example: $ cargo xtask test impl_trait Compiling xtask v0.1.0 (/path/to/flux/xtask) Finished dev [unoptimized + debuginfo] target(s) in 0.29s Running `target/debug/xtask test impl_trait`\n$ cargo build Finished dev [unoptimized + debuginfo] target(s) in 0.05s\n$ cargo test -p tests -- --test-args impl_trait Compiling fluxtests v0.1.0 (/path/to/flux/tests) Finished test [unoptimized + debuginfo] target(s) in 0.62s Running tests/compiletest.rs (target/debug/deps/compiletest-1241128f1f51caa4) running 5 tests\ntest [ui] pos/surface/impl_trait04.rs ... ok\ntest [ui] pos/surface/impl_trait03.rs ... ok\ntest [ui] pos/surface/impl_trait01.rs ... ok\ntest [ui] pos/surface/impl_trait00.rs ... ok\ntest [ui] pos/surface/impl_trait02.rs ... ok test result: ok. 5 passed; 0 failed; 0 ignored; 0 measured; 191 filtered out; finished in 0.10s running 2 tests\ntest [compile-fail] neg/surface/impl_trait00.rs ... ok\ntest [compile-fail] neg/surface/impl_trait02.rs ... ok test result: ok. 2 passed; 0 failed; 0 ignored; 0 measured; 207 filtered out; finished in 0.09s","breadcrumbs":"Develop » Regression Tests","id":"28","title":"Regression Tests"},"29":{"body":"When working on Flux, you may want to test your changes by running it against a test file. You can use cargo xtask run <input> to run Flux on a single input file. The command will set appropriate flags to be able to use custom Flux attributes and macros, plus some extra flags useful for debugging. For example: $ cat test.rs\n#[flux::sig(fn(x: i32) -> i32[x + 1])]\nfn add1(x: i32) -> i32 { x + 1\n}\n$ cargo xtask run test.rs The command will use a super set of the flags passed when running regression tests. Thus, a common workflow is to identify a failing test and run it directly with cargo xtask run, or alternatively copy it to a different file. You may also find useful to create a directory in the root of the project and add it to .git/info/exclude . You can keep files there, outside of version control, and test Flux against them. I have a directory called attic/ where I keep a file named playground.rs. To run Flux on it, I do cargo xtask run attic/playground.rs.","breadcrumbs":"Develop » Testing Flux on a File","id":"29","title":"Testing Flux on a File"},"3":{"body":"The only way to use flux is to build it from source. First you need to clone the repository git clone https://github.com/flux-rs/flux\ncd flux To build the source you need a nightly version of rustc. We pin the version using a toolchain file (more info here ). If you are using rustup, no special action is needed as it should install the correct rustc version and components based on the information on that file. Next, run the following to build and install flux binaries cargo xtask install This will install two binaries rustc-flux and cargo-flux in your cargo home. These two binaries should be used respectively to run flux on either a single file or on a project using cargo. The installation process will also copy some files to $HOME/.flux.","breadcrumbs":"Install » Installing","id":"3","title":"Installing"},"30":{"body":"When you use cargo xtask run you'll see that we report the location an error was emitted, e.g., error[FLUX]: refinement type error --> attic/playground.rs:4:5 |\n4 | 0 | ^ a postcondition cannot be proved\n-Ztrack-diagnostics: created at crates/flux-refineck/src/lib.rs:114:15 <------- this You can also pass -Ztrack-diagnostics=y to enable it if you are not using cargo xtask run","breadcrumbs":"Develop » Reporting locations where errors are emitted","id":"30","title":"Reporting locations where errors are emitted"},"31":{"body":"To run Flux in a package outside the flux repo you need to install the binaries globally. You can do that using cargo xtask install. If you are continuously testing new changes it could be annoying to do it each time. To deal with this, you can set the FLUX_SYSROOT environment variable to change the location where cargo-flux and rustc-flux load the flux-driver. You can set it globally to point to the target/debug directory inside your local copy of the repo. This way you won't have to run cargo xtask install after every change, and you can be sure you'll be using the latest local debug build. Just be aware that the rustc-flux and cargo-flux binaries are built for a specific toolchain, and you will get a dynamic linking error if the flux-driver was compiled with a different one. This is to say, you should at least run cargo xtask install every time after the toolchain is updated.","breadcrumbs":"Develop » Running outside the project","id":"31","title":"Running outside the project"},"32":{"body":"Set FLUX_DUMP_TIMINGS=true to have flux write timing diagnostics to ./log/timings. Right now this is extremely simple, it just provides some details for the spans under flux_typeck and flux_driver.","breadcrumbs":"Develop » Profiling Flux","id":"32","title":"Profiling Flux"},"33":{"body":"Below is a sample output for an invocation of cargo-flux check that took 19 seconds. The missing 2 seconds approximately accounts for the time it takes for cargo check to run. Note that check_crate contains everything running under check_top, which is why the sum of the spans is greater than 19 seconds. check_top Checker::infer num events: 205 min non-zero: 0.52ms 1st quartile: 0.52ms 2nd quartile: 1.05ms 3rd quartile: 2.62ms max: 24.12ms total time: 229.64ms Checker::check num events: 205 min non-zero: 0.52ms 1st quartile: 0.52ms 2nd quartile: 1.05ms 3rd quartile: 5.24ms max: 159.91ms total time: 2028.47ms FixpointCtx::check num events: 205 min non-zero: 22.02ms 1st quartile: 26.21ms 2nd quartile: 28.31ms 3rd quartile: 40.37ms max: 1867.51ms total time: 9106.36ms\ntotal time: 11364.47ms check_crate Callbacks::check_wf num events: 1 min non-zero: 18.35ms 1st quartile: 18.87ms 2nd quartile: 18.87ms 3rd quartile: 18.87ms max: 18.87ms total time: 18.87ms Callbacks::check_crate num events: 1 min non-zero: 16986.93ms 1st quartile: 16995.32ms 2nd quartile: 16995.32ms 3rd quartile: 16995.32ms max: 16995.32ms total time: 16995.32ms\ntotal time: 17014.19ms","breadcrumbs":"Develop » Sample output","id":"33","title":"Sample output"},"34":{"body":"For example if you have code like in path/to/file.rs #[extern_spec]\n#[flux::refined_by(elems: Set<T>)]\nstruct HashSet<T, S = RandomState>; and you want to see what the extern_spec macro expands it out to, then run cargo x run -- -Zunpretty=expanded path/to/file.rs Or you can run the xtask command directly cargo x expand path/to/file.rs","breadcrumbs":"Develop » Macro expansion","id":"34","title":"Macro expansion"},"35":{"body":"As Flux is under active development, there are many aspects of Rust that Flux does not yet support, are only partially implemented, or where the implementation may contain bugs. These issues typically manifest as unreachable arms in a match statement (that turn out not to be unreachable) or preemtive assertions to guard against code we don't yet support. To help identify the code that triggers these bugs, there are a few recommended methods for reporting them: QueryErr::bug: Use this method to report a bug if the code already returns a QueryResult. This approach is preferred because we will correctly recover from the error. span_bug!: When you have a Span at hand, you can use this macro in place of panic! to report the span before panicking. tracked_span_bug!: This macro is similar to span_bug!, but it uses a span stored in a thread local variable (if one exists). To track a span in the thread local variable you can use flux_common::bug::track_span. bug!: For other cases where none of the above applies, you can use the bug! macro. This behaves mostly like panic! but with nicer formatting. When running Flux in a new code base, consider setting the flag FLUX_CATCH_BUGS=1. If this flag is set, Flux will try to catch and recover from panics emitted with one of the bug macros (using std::panic::catch_unwind). Bugs are caught at item boundaries. This may leave Flux or rustc in an inconsistent state, so there are no guarantees that Flux will behave correctly after recovering from a panic. However, this may still be useful to gather as many errors as possible. Code can be selectively ignored later.","breadcrumbs":"Develop » Reporting and dealing with bugs","id":"35","title":"Reporting and dealing with bugs"},"36":{"body":"Flux is implemented as a compiler driver . We hook into the compiler by implementing the Callbacks trait. The implementation is located is in the flux-driver crate, and it is the main entry point to Flux.","breadcrumbs":"Develop » Architecture » High-level Architecture","id":"36","title":"High-level Architecture"},"37":{"body":"crates/flux-bin: Contains the cargo-flux and rustc-flux binaries used to launch the flux-driver. crates/flux-common: Common utility definitions used across all crates. crates/flux-config: Crate containing logic associated with global configuration flags that change the behavior of Flux, e.g, to enable or disable overflow checking. crates/flux-desugar: Implementation of name resolution and desugaring from Flux surface syntax into Flux high-level intermediate representation (fhir). This includes name resolution. crates/flux-driver: Main entry point to Flux. It contains the flux-driver binary and the implementation of the Callbacks trait. crates/flux-errors: Utility definitions for user facing error reporting. crates/flux-fhir-analysis: Implements the \"analyses\" performed in the fhir, most notably well-formedness checking and conversion from fhir into rty. crates/flux-fixpoint: Code to interact with the Liquid Fixpoint binary. crates/flux-macros: Procedural macros used internally to implement Flux. crates/flux-metadata: Logic for saving Flux crate metadata that can be used to import refined signatures from external crates. crates/flux-middle: This crate contains common type definitions that are used by the rest of Flux like the rty and fhir intermediate representations. Akin to rustc_middle . crates/flux-refineck: Implementation of refinement type checking. crates/flux-syntax: Definition of the surface syntax AST and parser. tests: Flux regression tests. lib/flux-attrs: Implementation of user facing procedural macros for annotating programs with Flux specs. lib/flux-rs: This is just a re-export of the macros implemented in flux-attrs. The intention is to eventually put Flux \"standard library\" here, i.e., a set of definitions that are useful when working with Flux.","breadcrumbs":"Develop » Architecture » Crates","id":"37","title":"Crates"},"38":{"body":"Flux has several intermediate representations (IR) for types. They represent a refined version of an equivalent type in some rustc IR. We have picked a distinct verb to refer to the process of going between these different representations to make it easier to refer to them. The following image summarizes all the IRs and the process for going between them. IRs diagram","breadcrumbs":"Develop » Architecture » Intermediate Representations","id":"38","title":"Intermediate Representations"},"39":{"body":"The surface IR represents source level Flux annotations. It corresponds to the rustc_ast data structures in rustc. The definition as well as the parser is located in the flux-syntax crate.","breadcrumbs":"Develop » Architecture » Surface","id":"39","title":"Surface"},"4":{"body":"You can run flux on a single file or entire crate.","breadcrumbs":"Run » Running Flux","id":"4","title":"Running Flux"},"40":{"body":"The Flux High-Level Intermediate Representation (fhir) is a refined version of rustc's hir . The definition is located in the flux_middle crate inside the fhir module. The process of going from surface to fhir is called desugaring , and it is implemented in the flux-desugar crate.","breadcrumbs":"Develop » Architecture » Fhir","id":"40","title":"Fhir"},"41":{"body":"The definition in the flux_middle::rty module correspond to a refined version of the main rustc representation for types defined in rustc_middle::ty . The process of going from fhir to rty is called conversion , and it is implemented in the flux_fhir_analysis::conv module.","breadcrumbs":"Develop » Architecture » Rty","id":"41","title":"Rty"},"42":{"body":"The definition in the flux_middle::rustc module correspond to simplified version of data structures in rustc. They can be understood as the currently supported subset of Rust. The process of going from a definition in rustc_middle into flux_middle::rustc is called lowering and it is implemented in flux_middle::rustc::lowering.","breadcrumbs":"Develop » Architecture » Simplified Rustc","id":"42","title":"Simplified Rustc"},"43":{"body":"Besides the different translation between Flux intermediate representations, there are two ways to get a refined version from a rust type. The process of going from a type in hir into a type in fhir is called lifting , and it is implemented in flux_middle::fhir::lift. The process for going from a type in flux_middle::rustc::ty into a flux_middle::rty is called refining , and it is implemented flux_middle::rty::refining.","breadcrumbs":"Develop » Architecture » Lifting and Refining","id":"43","title":"Lifting and Refining"},"44":{"body":"Online demo Types bring order to code. For example, if a variable i:usize then we know i is a number that can be used to index a vector. Similarly, if v:vec<&str> then we can be sure that v is a collection of strings which may be indexed but of course, not used as an index. However, by itself usize doesn't tell us how big or small the number and hence the programmer must still rely on their own wits, a lot of tests, and a dash of optimism, to ensure that all the different bits fit properly at run-time. Refinements are a promising new way to extend type checkers with logical constraints that specify additional correctness requirements that can be verified by the compiler, thereby entirely eliminating various classes of run-time problems. We're excited to introduce Flux , a refinement type checker plugin that brings this technology to Rust.","breadcrumbs":"Introducing Flux » Introducing Flux","id":"44","title":"Introducing Flux"},"45":{"body":"The most basic form of refinement type in flux is a type that is indexed by a logical value. For example Type Meaning i32[10] The (singleton) set of i32 values equal to 10 bool[true] The (singleton) set of bool values equal to true","breadcrumbs":"Introducing Flux » Indexed Types","id":"45","title":"Indexed Types"},"46":{"body":"We can already start using these indexed types to start writing (and checking) code. For example we can write the following specification which says that the value returned by mk_ten must in fact be 10 #[flux_rs::sig(fn() -> i32[10])]\npub fn mk_ten() -> i32 { 5 + 4\n} but when you compile it, flux will say error[FLUX]: postcondition might not hold --> src/basics.rs:7:5 |\n7 | 5 + 4 | ^^^^^ The error says that that the postcondition might not hold which means that the output produced by mk_ten may not in fact be an i32[10] as indeed, in this case, the result is 9! You can eliminate the error by replacing the body with 5 + 5 or just 10.","breadcrumbs":"Introducing Flux » Post-Conditions","id":"46","title":"Post-Conditions"},"47":{"body":"Here's a second example that shows how you can use an index to restrict the space of inputs that a function expects. #[flux_rs::sig(fn (b:bool[true]))]\npub fn assert(b:bool) { if !b { panic!(\"assertion failed\") }\n} Here, the refined specification for assert says that you can only call it with true as the input. So if you write fn test(){ assert(2 + 2 == 4); assert(2 + 2 == 5); // fails to type check\n} then flux will complain that error[FLUX]: precondition might not hold --> src/basics.rs:12:5 |\n12 | assert(2 + 2 == 5); // fails to type check | ^^^^^^^^^^^^^^^^^^ meaning that the call to assert fails to establish that the input is indeed true (as of course, in this case, it is not!)","breadcrumbs":"Introducing Flux » Pre-Conditions","id":"47","title":"Pre-Conditions"},"48":{"body":"It's not terribly exciting to only talk about fixed values like 10 or true. To be more useful, flux lets you index types by refinement parameters . For example, you can write #[flux_rs::sig(fn(n:i32) -> bool[0 < n])]\npub fn is_pos(n: i32) -> bool { if 0 < n { true } else { false }\n} Here, the type says that is_pos takes as input some i32 indexed by n returns as output the bool indexed by 0 < n in other words, the output is true exactly when 0 < n. We might use this function to check that: pub fn test_pos(n: i32) { let m = if is_pos(n) { n - 1 } else { 0 }; assert(0 <= m);\n}","breadcrumbs":"Introducing Flux » Index Parameters and Expressions","id":"48","title":"Index Parameters and Expressions"},"49":{"body":"Often we don't care about the exact value of a thing -- but just care about some properties that it may have. For example, we don't care that an i32 is equal to 5 or 10 or n but that it is non-negative. Type Meaning i32{v: 0 < v} The set of i32 values that positive i32{v: n <= v} The set of i32 values greater than or equal to n Flux allows such specifications by pairing plain Rust types with assertions [1] that constrain the value. For example, we can rewrite mk_10 with the output type i32{v:0<v} that specifies a weaker property: the value returned by mk_ten is positive. #[flux_rs::sig(fn() -> i32{v: 0 < v})]\npub fn mk_ten() -> i32 { 5 + 5\n} Similarly, you might specify that a function that computes the absolute value of an i32 with a type which says the result is non-negative and exceeds the input n. #[flux_rs::sig(fn (n:i32) -> i32{v:0<=v && n<=v})]\npub fn abs(n: i32) -> i32 { if 0 <= n { n } else { 0 - n }\n} As a last example, you might write a function to compute the factorial of n #[flux_rs::sig(fn (n:i32) -> i32{v:1<=v && n<=v})]\npub fn factorial(n: i32) -> i32 { let mut i = 0; let mut res = 1; while i < n { i += 1; res = res * i; } res\n} Here the specification says the input must be non-negative, and the output is at least as large as the input. Note, that unlike the previous examples, here we're actually changing the values of i and res. Can you guess why the copilot suggestions failed to pass flux, and what refinements were inferred for i and res in the fixed code at the end?","breadcrumbs":"Introducing Flux » Existential Types","id":"49","title":"Existential Types"},"5":{"body":"You can use rustc-flux as you would use rustc. For example, the following command checks the file test.rs. rustc-flux path/to/test.rs The flux binary accepts the same flags as rustc. You could for example check a file as a library instead of a binary like so rustc-flux --crate-type=lib path/to/test.rs","breadcrumbs":"Run » Running on a File: rustc-flux","id":"5","title":"Running on a File: rustc-flux"},"50":{"body":"In this post, we saw how Flux lets you decorate basic Rust types like i32 and bool with indices and constraints that let you respectively refine the sets of values that inhabit that type, and specify contracts on functions that state pre-conditions on the sets of legal inputs that they accept, and post-conditions that describe the outputs that they produce. The whole point of Rust, of course, is to allow for efficient imperative sharing and updates, without sacrificing thread- or memory-safety. Next time, we'll see how Flux melds refinements and Rust's ownership to make refinements happily coexist with imperative code. These are not arbitrary Rust expressions but a subset of expressions from logics that can be efficiently decided by SMT Solvers","breadcrumbs":"Introducing Flux » Summary","id":"50","title":"Summary"},"51":{"body":"Online demo Previously we saw how to refine basic Rust types like i32 and bool with indices and constraints to constrain the set of values described by those types. The whole point of Rust, of course, is to allow for efficient imperative sharing and updates , via the clever type system that keeps an eye on the ownership of resources to make sure that aliasing and mutation cannot happen at the same time. Next, lets see how Flux melds refinements and Rust's ownership mechanisms to make refinements work in the imperative setting.","breadcrumbs":"Ownership in Flux » Ownership in Flux","id":"51","title":"Ownership in Flux"},"52":{"body":"Rust's most basic form of ownership is exclusive ownership, in which exactly one variable in a function has the right to mutate a memory location. When a location is exclusively owned, we can be sure that there are no other references to it, which lets flux update the type whenever the location is changed. For example, consider the program #[flux_rs::sig(fn () -> i32[3])]\npub fn mk_three() -> i32 { let mut r = 0; // r: i32[0] r += 1; assert(r == 1); // r: i32[1] r += 1; assert(r == 2); // r: i32[2] r += 1; assert(r == 3); // r: i32[3] r\n} The variable r has different types at each point inside mk_three. It starts off as i32[0]. The first increment changes it to i32[1], then i32[2] and finally, the returned type i32[3]. This exclusive ownership mechanism is at work in the factorial example we signed off with previously #[flux_rs::sig(fn (n:i32{0 <= n}) -> i32{v:n <= v})]\npub fn factorial(n: i32) -> i32 { let mut i = 0; // i: i32[0] let mut r = 1; // r: i32[1] while i < n { // i: i32{v:0<=v<=n} // r: i32{v:1<=v && i<=v} i += 1; r = r * i; } r\n} In the above code, i and r start off at 0 and 1 but then Rust infers (a story for another day) that inside the while-loop [1] i has type i32{v:0<=v && v < n} r has type i32{v:1<=v && i <= v} and hence, upon exit since i == n we get that the result is at least n.","breadcrumbs":"Ownership in Flux » Exclusive Ownership","id":"52","title":"Exclusive Ownership"},"53":{"body":"Exclusive ownership suffices for simple local updates like in factorial. However, for more complex data, functions must temporarily relinquish ownership to allow other functions to mutate the data. Rust cleverly allows this via the notion of borrowing using two kinds of references that give callees temporary access to a memory location. The simplest kind of references are of the form &T which denote read-only access to a value of type T. For example, we might write abs to take a shared reference to an i32 #[flux_rs::sig(fn (p: &i32[@n]) -> i32{v:0<=v && n<=v})]\npub fn abs(p: &i32) -> i32 { let n = *p; if 0 <= n { n } else { 0 - n }\n} Notice that the input type has changed: the function now Accepts p a reference to an i32 whose value is n as denoted by @n Returns an i32 that is non-negative and larger than n The @ marks the n as a refinement parameter whose value is automatically computed by flux during type checking. So, for example, Flux can check the below code by automatically determining that the refinement parameter at the call-site is 10. pub fn test_abs() { let z = 10; assert(0 <= abs(&z)) assert(10 <= abs(&z))\n}","breadcrumbs":"Ownership in Flux » Borrowing: Shared References","id":"53","title":"Borrowing: Shared References"},"54":{"body":"As an aside, we have secretly been using refinement parameters like @n all along. For example, Flux automatically desugars the signature fn(n:i32{0 <= n} -> ... that we wrote for factorial into fn ({i32[@n] : 0 <= n}) -> i32{v:n <= v} where @n is a refinement parameter that is implicitly determined from the rust parameter n:i32. However, explicit parameters are essential to name the value of what a reference points to. In abs the rust parameter p names the reference but the @n names the (input) value and lets us use it to provide more information about the output of abs. Flux is modular in that the only information it knows about the implementation of abs is the signature: for example if we remove the fact that the output exceeds n then Flux will reject the assertion 10 <= abs(&z).","breadcrumbs":"Ownership in Flux » Refinement Parameters","id":"54","title":"Refinement Parameters"},"55":{"body":"References of type &mut T denote mutable references that can be used to (read and) write or update the contents of a T value. Crucially, Rust ensures that while there may be multiple read-only (shared) references to a location, there is at most one active writeable (mutable) reference at any point in time. Flux exploits the semantics of &mut T to treat T as an invariant of the underlying data. As an example, consider the following function that decrements the value of a mutable reference while ensuring the data is non-negative: #[flux_rs::sig(fn(p: &mut i32{v:0 <= v}))]\npub fn decr(p: &mut i32) { *p = *p - 1;\n} Flux will complain with the following message error[FLUX]: assignment might be unsafe --> src/basics.rs:13:9 |\n13 | *p = *p - 1; | ^^^^^^^^^^^ as in fact, we may be writing a negative value into *p if, for example, the old value was zero. We can fix this code by guarding the update with a test that ensures the original contents are in fact non-zero #[flux_rs::sig(fn(p: &mut i32{v:0 <= v}))]\npub fn decr(p: &mut i32) { let n = *p; if n != 0 { *p = n - 1; }\n} at which point Flux is happy to sign off on the code.","breadcrumbs":"Ownership in Flux » Borrowing: Mutable References","id":"55","title":"Borrowing: Mutable References"},"56":{"body":"Flux uses Rust's borrowing rules to track invariants even when there may be aliasing. As an example, consider the function #[flux_rs::sig(fn (bool) -> i32{v:0 <= v})]\nfn test_alias(z: bool) -> i32 { let mut x = 1; // x: i32[1] let mut y = 2; // y: i32[2] let r = if z { &mut x } else { &mut y }; // r: &mut i32{v:0 <= v} decr(r); *r\n} The reference r could point to either x or y depending on the (unknown) value of the boolean z. Nevertheless, Flux determines that both references &mut x and &mut y point to values of the more general type i32{v:0<=v} and hence, infers r : &mut i32{v:0<=v} which allows us it to then call decr with the reference and guarantee the result (after decr) is still non-negative.","breadcrumbs":"Ownership in Flux » Aliased References","id":"56","title":"Aliased References"},"57":{"body":"In many situations, we want to lend a value to another function that actually changes the value's (refinement) type upon exit. For example, consider the following function to increment a reference to a non-negative i32 #[flux_rs::sig(fn (p: &mut i32{v:0 <= v}))]\nfn incr(p: &mut i32) { *p += 1\n} Recall that Flux is modular in that the only information it has about incr is what is said in the signature. The signature for incr only says p remains non-negative: Flux does not know that incr actually increments the value of p. Hence, Flux fusses that the following assert may fail even though its patently obvious that it will succeed! To verify test_incr we need a signature for incr that says that its output is indeed one greater [2] than its input. Flux extends Rust with the notion of strong references of the form &strg T which refine Rust's &mut T to grant exclusive access to the underlying T. Crucially, strong references also let us specify how the type is updated when the function exits [3] . Thus, we can use strong references to type incr as #[flux_rs::sig(fn(p: &strg i32[@n]) ensures p:i32[n+1])]\nfn incr(p: &mut i32) { *p += 1\n} The Flux signature refines the plain Rust one to specify that p is a strong reference to an i32, the input type of *p is i32[n], and the output type of *p is i32[n+1]. With this specification, Flux merrily checks test_incr, by determining that the refinement parameter @n is 10 and hence, that upon return x: i32[11].","breadcrumbs":"Ownership in Flux » Borrowing: Strong References","id":"57","title":"Borrowing: Strong References"},"58":{"body":"To sum up, Flux exploits Rust's ownership mechanisms to track properties of shared (&T) and mutable (&mut T) references, and additionally adds a strong (&strg T) reference -- a special case of &mut -- to support the cases where the type itself is changed by a call. Next, we'll see how refinements and ownership yield a simple refined API for vectors that lets Flux check bounds safety at compile time... For those familiar with the term, these types are loop invariants Setting aside the issue of overflows for now Thereby allowing so-called strong updates in the type specifications","breadcrumbs":"Ownership in Flux » Summary","id":"58","title":"Summary"},"59":{"body":"Online demo While rustc has a keen eye for spotting nasty bugs at compile time, it is not omniscient. We've all groaned in dismay at seeing deployed code crash with messages like panicked at 'index out of bounds: the len is ... but the index is ...' Next, lets see how flux's refinement and ownership mechanisms let us write a refined vector API whose types track vector sizes and ensure --- at compile time --- that vector accesses cannot fail at runtime.","breadcrumbs":"Refined Vectors » Refined Vectors","id":"59","title":"Refined Vectors"},"6":{"body":"When running flux on a file with rustc-flux path/to/test.rs, refinement annotations should be prefixed with flux::. For example, the refinement below will only work when running rustc-flux which is intended for use on a single file. #[flux::sig(fn(x: i32) -> i32{v: x < v)]\nfn inc(x: i32) -> i32 { x - 1\n}","breadcrumbs":"Run » Refinement Annotations on a File","id":"6","title":"Refinement Annotations on a File"},"60":{"body":"To begin with, we will defined a refined vector type which is simply a wrapper around the standard Vec type #[flux_rs::refined_by(len: int)]\npub struct RVec<T> { inner: Vec<T>,\n} The #[flux_rs::refined_by(len: int)] attribute tells flux that the type RVec<T> struct is indexed by a len refinement which tracks the size of the underlying vector, just like the indices for i32 and bool tracked the actual value of the underlying integer or boolean ). The idea is that the type RVec<i32>[10] represents a vector of i32 size 10, and RVec<bool>{v:0 < v} represents a non-empty vector of bool, and RVec<RVec<f32>[n]>[m] represents a vector of vectors of f32 of size m and each of whose elements is a vector of size n.","breadcrumbs":"Refined Vectors » Refining Vectors to Track their Size","id":"60","title":"Refining Vectors to Track their Size"},"61":{"body":"Now that we can talk about the size of a vector, lets build up an API for creating and manipulating vectors. I suppose one must start with nothing: an empty vector. impl<T> RVec<T> { #[flux_rs::trusted] #[flux_rs::sig(fn() -> RVec<T>[0])] pub fn new() -> Self { Self { inner: Vec::new() } }\n} The above implements RVec::new as a wrapper around Vec::new. The #[flux_rs::trusted] attribute tells Flux there is nothing to \"check\" here, as we are defining the API itself and trusting that the implementation (using vec is correct). However, the signature says that callers of the RVec::new get back a vector indexed with 0 i.e. an empty vector.","breadcrumbs":"Refined Vectors » Creating Vectors","id":"61","title":"Creating Vectors"},"62":{"body":"An empty vector is a rather desolate thing. To be of any use, we need to be able to push values into the container, like so #[flux_rs::trusted]\n#[flux_rs::sig(fn(self: &strg RVec<T>[@n], T) ensures self: RVec<T>[n+1])]\npub fn push(&mut self, item: T) { self.inner.push(item);\n} The refined type for push says that it takes a strong reference (self) --- where strg means the refined type may be changed by the function --- to an RVec<T> of size n and a value T and upon exit, the size of self is increased by 1.","breadcrumbs":"Refined Vectors » Pushing Values","id":"62","title":"Pushing Values"},"63":{"body":"Not much point stuffing things into a vector if we can't get them out again. For that, we might implement a pop method that returns the last element of the vector. Aha, but what if the vector is empty? You could return an Option<T> or since we're tracking sizes, we could require that pop only be called with non-empty vectors. #[flux_rs::trusted]\n#[flux_rs::sig(fn(self: &strg {RVec<T>[@n] | 0 < n}) -> T ensures self: RVec<T>[n-1])]\npub fn pop(&mut self) -> T { self.inner.pop().unwrap()\n}","breadcrumbs":"Refined Vectors » Popping Values","id":"63","title":"Popping Values"},"64":{"body":"Now already flux can start checking some code, for example if you push two elements, then you can pop twice, but flux will reject the third pop at compile-time In fact, the error message from flux will point to exact condition that does not hold error[FLUX]: precondition might not hold --> src/vectors.rs:24:5 |\n24 | v.pop(); | ^^^^^^^ call site | = note: a precondition cannot be proved at this call site\nnote: this is the condition that cannot be proved --> src/rvec.rs:78:47 |\n78 | #[flux_rs::sig(fn(self: &strg {RVec<T>[@n] | 0 < n}) -> T | ^^^^^","breadcrumbs":"Refined Vectors » Using the API","id":"64","title":"Using the API"},"65":{"body":"Perhaps we should peek at the size of the vector to make sure its not empty before we pop it. We can do that with a len method whose type says that the returned usize is, in fact, the size of the input vector #[flux_rs::trusted]\n#[flux_rs::sig(fn(&RVec<T>[@n]) -> usize[n])]\npub fn len(&self) -> usize { self.inner.len()\n} Now, flux \"knows\" that after two pushes, the size of the vector is 2 and after the two pops, the size is 0 again","breadcrumbs":"Refined Vectors » Querying the Size","id":"65","title":"Querying the Size"},"66":{"body":"Of course, vectors are not just stacks , they also allow random access to their elements which is where those pesky panics occur, and where the refined vector API gets rather useful. Since we're tracking sizes, we can require that the method to get an element only be called with a valid index that is between 0 and the vector's size #[flux_rs::sig(fn(&RVec<T>[@n], i: usize{i < n}) -> &T)]\npub fn get(&self, i: usize) -> &T { &self.inner[i]\n} #[flux_rs::sig(fn(&mut RVec<T>[@n], i: usize{i < n}) -> &mut T)]\npub fn get_mut(&mut self, i: usize) -> &mut T { &mut self.inner[i]\n} With these refined get methods, flux can now spot the ``off-by-one'' error in the following code and accepts the fix [1] Its a bit gross to use get and get_mut directly, so instead we implement the Index and IndexMut traits for RVec which allows us to use the [] operator to access elements impl<T> std::ops::Index<usize> for RVec<T> { type Output = T; #[flux_rs::sig(fn(&RVec<T>[@n], i:usize{i < n}) -> &T)] fn index(&self, index: usize) -> &T { self.get(index) }\n} impl<T> std::ops::IndexMut<usize> for RVec<T> { #[flux_rs::sig(fn(&mut RVec<T>[@n], i:usize{i < n}) -> &mut T)] fn index_mut(&mut self, index: usize) -> &mut T { self.get_mut(index) }\n} And now the above vec_sum example looks a little nicer","breadcrumbs":"Refined Vectors » Random Access","id":"66","title":"Random Access"},"67":{"body":"Lets put the whole API to work in this \"memoized\" version of the fibonacci function which uses a vector to store the results of previous calls pub fn fib(n: usize) -> i32 { let mut r = RVec::new(); let mut i = 0; while i < n { if i == 0 { r.push(0); } else if i == 1 { r.push(1); } else { let a = r[i - 1]; let b = r[i - 2]; r.push(a + b); } i += 1; } r.pop()\n} Oops, flux is not happy with the call to pop at the end of the function which returns the last value as the result. error[FLUX]: precondition might not hold --> src/vectors.rs:40:5 |\n40 | r.pop() | ^^^^^^^ Flux complains that the vector may be empty and so the pop call may fail ... but why? Can you spot the problem? Indeed, we missed a \"corner\" case -- when n is 0 we skip the loop and so the vector is empty! Once we add a test for that, flux is happy.","breadcrumbs":"Refined Vectors » Memoization","id":"67","title":"Memoization"},"68":{"body":"As a last example, lets look at a simplified version of the binary_search method from std::vec , into which I've snuck a tiny little bug pub fn binary_search(vec: &RVec<i32>, x: i32) -> Result<usize, usize> { let mut size = vec.len(); let mut left = 0; let mut right = size; while left <= right { let mid = left + size / 2; let val = vec[mid]; if val < x { left = mid + 1; } else if x < val { right = mid; } else { return Ok(mid); } size = right - left; } Err(left)\n} Flux complains in two places error[FLUX]: precondition might not hold --> src/vectors.rs:152:19 |\n152 | let val = vec[mid]; | ^^^^^^^^ call site | = note: a precondition cannot be proved at this call site\nnote: this is the condition that cannot be proved --> src/rvec.rs:189:44 |\n189 | #[flux_rs::sig(fn(&RVec<T>[@n], usize{v : v < n}) -> &T)] | ^^^^^ error[FLUX]: arithmetic operation may overflow --> src/vectors.rs:160:9 |\n160 | size = right - left; | ^^^^^^^^^^^^^^^^^^^ The vector access may be unsafe as mid could be out of bounds! The size variable may underflow as left may exceed right! Can you the spot off-by-one and figure out a fix?","breadcrumbs":"Refined Vectors » Binary Search","id":"68","title":"Binary Search"},"69":{"body":"So, we saw how Flux's index and constraint mechanisms combine with Rust's ownership to let us write a refined vector API that ensures the safety of all accesses at compile time. Next time, we'll see how these mechanisms are compositional in that we can use standard type machinery to build up compound structures and APIs from simple ones. Why not use an iterator? We'll get there in due course!","breadcrumbs":"Refined Vectors » Summary","id":"69","title":"Summary"},"7":{"body":"Flux is integrated with cargo and can be invoked in a package as follows: cargo flux By default, Flux won't verify a package unless it's explicitly enabled in the manifest. To do so add the following to Cargo.toml: [package.metadata.flux]\nenabled = true","breadcrumbs":"Run » Running on a package: cargo-flux","id":"7","title":"Running on a package: cargo-flux"},"70":{"body":"Flux is a research project described in the paper","breadcrumbs":"About » About Flux","id":"70","title":"About Flux"},"71":{"body":"Flux is being developed by Nico Lehmann , Adam Geller Cole Kurashige Gilles Barthe Niki Vazou Ranjit Jhala","breadcrumbs":"About » Team","id":"71","title":"Team"},"72":{"body":"Flux is open-source and available here","breadcrumbs":"About » Code","id":"72","title":"Code"},"73":{"body":"This work was supported by the National Science Foundation, European Research Council, and by generous gifts from Microsoft Research.","breadcrumbs":"About » Thanks","id":"73","title":"Thanks"},"74":{"body":"This is a prototype! Use at your own risk. Everything could break and it will break.","breadcrumbs":"About » Limitations","id":"74","title":"Limitations"},"8":{"body":"Adding refinement annotations to cargo projects is simple. You can add flux-rs as a dependency in Cargo.toml [dependencies]\nflux-rs = { git = \"https://github.com/flux-rs/flux.git\" } Then, import attributes from flux_rs and add the appropriate refinement annoations. use flux_rs::* #[sig(fn(x: i32) -> i32{v: x < v)]\nfn inc(x: i32) -> i32 { x - 1\n}","breadcrumbs":"Run » Refinement Annotations on a Cargo Projects","id":"8","title":"Refinement Annotations on a Cargo Projects"},"9":{"body":"The following example declares a function inc that returns an integer greater than the input. 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is a refinement type checker for Rust that lets you specify a range of correctness properties and have them be verified at compile time. See the examples -- listed in the summary on the left -- to learn about Refinement types and Rust. You can try it online here .","breadcrumbs":"Introduction","id":"0","title":"Introduction"},"1":{"body":"","breadcrumbs":"Install » Installing Flux","id":"1","title":"Installing Flux"},"10":{"body":"The flux-driver binary is a rustc driver (similar to how clippy works) meaning it uses rustc as a library to \"drive\" compilation performing additional analysis along the way. Running the binary requires dynamically linking a correct version of librustc. Thus, to avoid the hassle you should never execute it directly. Instead, use rustc-flux or cargo-flux.","breadcrumbs":"Run » A note about the flux-driver binary","id":"10","title":"A note about the flux-driver binary"},"11":{"body":"This section assumes you have installed flux, cargo-flux, and rustc-flux.","breadcrumbs":"Run » Editor Support","id":"11","title":"Editor Support"},"12":{"body":"Add this to the workspace settings i.e. .vscode/settings.json { \"rust-analyzer.check.overrideCommand\": [ \"cargo\", \"flux\", \"--workspace\", \"--message-format=json-diagnostic-rendered-ansi\" ]\n} Note: Make sure to edit the paths in the above snippet to point to the correct locations on your machine.","breadcrumbs":"Run » Rust-Analyzer in VSCode","id":"12","title":"Rust-Analyzer in VSCode"},"13":{"body":"","breadcrumbs":"Run » Configuration","id":"13","title":"Configuration"},"14":{"body":"You can set various env variables to customize the behavior of flux. FLUX_CONFIG tells flux where to find a config file for these settings. By default, flux searches its directory for a flux.toml or .flux.toml. FLUX_SYSROOT tells cargo-flux and rustc-flux where to find the flux-driver binary. Defaults to the default installation location in ~/.flux. FLUX_LOG_DIR=path/to/log/ sets the directory where constraints, timing and cache are saved. Defaults to ./log/. FLUX_DUMP_CONSTRAINT=1 tell flux to dump constraints generated for each function. FLUX_DUMP_CHECKER_TRACE=1 saves the checker's trace (useful for debugging!) FLUX_DUMP_TIMINGS=1 saves the profile information FLUX_DUMP_MIR=1 saves the low-level MIR for each analyzed function FLUX_POINTER_WIDTH=N the size of (either 32 or 64), used to determine if an integer cast is lossy (default 64). FLUX_CHECK_DEF=name only checks definitions containing name as a substring FLUX_CACHE=1\" switches on query caching and saves the cache in FLUX_CACHE_FILE FLUX_CACHE_FILE=file.json customizes the cache file, default FLUX_LOG_DIR/cache.json FLUX_CHECK_OVERFLOW=1 checks for over and underflow on arithmetic integer operations, default 0. When set to 0, it still checks for underflow on unsigned integer subtraction.","breadcrumbs":"Run » Environment Variables","id":"14","title":"Environment Variables"},"15":{"body":"The config file is a .toml file that contains on each line the lowercase name of a flux command line flag without the FLUX_ prefix. Set environment variables take priority over the config file. The config file should be in the project root. For example, suppose your project root contains the following flux.toml. log_dir = \"./test\"\ndump_timings = true\ndump_mir = true\ncache = true and you run in the project root FLUX_DUMP_MIR=0 cargo-flux check then flux will create the directory ./test/ and write ./test/timings, a file containing profiling information. It will not dump the MIR because that setting was overridden by setting the environment variable FLUX_DUMP_MIR=0.","breadcrumbs":"Run » Config file","id":"15","title":"Config file"},"16":{"body":"Some flags can be configured on a per-crate basis using the custom inner attribute #![flux_rs::cfg]. This annotation relies on the unstable custom inner attributes feature. To be able to use with a non-nightly compiler you have to put it under a cfg_attr. For example, to enable overflow checking: #![cfg_attr(flux, flux_rs::cfg(check_overflow = true))] The only flag supported now is overflow checking.","breadcrumbs":"Run » Crate Config","id":"16","title":"Crate Config"},"17":{"body":"FLUX_CACHE=1 persistently caches the safe fixpoint queries for each DefId in FLUX_LOG_DIR/FLUX_CACHE_FILE, and on subsequent runs, skips queries that are already in the cache, which considerably speeds up cargo-flux check on an entire crate.","breadcrumbs":"Run » Query Caching","id":"17","title":"Query Caching"},"18":{"body":"This is a WIP guide to writing specifications in flux.","breadcrumbs":"Specs » Flux Specification Guide","id":"18","title":"Flux Specification Guide"},"19":{"body":"Indexed Type : An indexed type B[r] is composed of a base Rust type B and a refinement index r. The meaning of the index depends on the type. Some examples are i32[n]: denotes the (singleton) set of i32 values equal to n. List<T>[n]: values of type List<T> of length n. Refinement parameter : Function signatures can be parametric on refinement variables. Refinement parameters are declared using the @n syntax. For example, the following signature: fn(i32[@n]) -> i32[n + 1] binds n over the entire scope of the function to specify that it takes an i32 equal to n and returns an i32 equal to n + 1. This is analogous to languages like Haskell where a lower case letter can be used to quantify over a type, e.g., the type a -> a in Haskell is polymorphic on the type a which is bound for the scope of the entire function type. Existential Type : An existential type B{v: r(v)} is composed of a base type B, a refinement variable v and a refinement predicate r on v. Intuitively, a Rust value x has type B{v: r(v)} if there exists a refinement value a such that r(a) holds and x has type B[a]. i32{v: v > 0}: set of positive i32 values. List<T>{v: v > 0}: set of non-empty lists. Constraint Type : A constraint type has the form {T | r} where T is any type (not just a base type). Intuitively, a value has type {T | r} if it has type T and also r holds. They can be used to constraint a refinement parameter. For example, the following signature constraint the refinement parameter n to be less than 10. fn({i32[@n] | n < 10}) -> i32[n + 1] Constraint types serve a similar role as existentials as they can also be used to constraint some refinement value with a predicate, but an existential type can only be used to constraint refinement variable that it bound locally, in contrast constraint types can be used to constraint a \"non-local\" parameter. This can be seen in the example above where the parameter n cannot be bound locally because it has to be used in the return type.","breadcrumbs":"Specs » Refinement Types","id":"19","title":"Refinement Types"},"2":{"body":"rustup liquid-fixpoint z3 Be sure that the liquid-fixpoint and z3 executables are in your $PATH.","breadcrumbs":"Install » Requirements","id":"2","title":"Requirements"},"20":{"body":"The @n syntax used to declare refinements parameters can be hard to read sometimes. Flux also supports a syntax that let you bind refinement parameters using colons similar to the syntax used to declare arguments in a function. We call this argument syntax . This syntax desugars to one of the refinements forms discussed above. For example, the following signature fn(x: i32, y: i32) -> i32[x + y] desugars to fn(i32[@x], i32[@y]) -> i32[x + y] It is also possible to attach some constraint to the parameters when using argument syntax. For example, to specify that y must be greater than x using argument syntax we can write: fn(x: i32, y: i32{x > y}) -> i32[x + y] This will desugar to: fn(i32[@x], {i32[@y] | x > y}) -> i32[x + y]","breadcrumbs":"Specs » Argument Syntax","id":"20","title":"Argument Syntax"},"21":{"body":"Sometimes you may want to refine a struct or function that outside your code. We refer to such a specification as an \"extern spec,\" which is short for \"external specification.\" Flux right now has rudimentary support for extern specs: they are supported for functions, impls, and structs. Impls are only supported for structs and if you have multiple impls for a struct (such as &[T] and [T]), those may conflict. Structs only support opaque refinements.","breadcrumbs":"Specs » Extern specs","id":"21","title":"Extern specs"},"22":{"body":"In order to use an extern spec you need to add a dependency on flux_rs . Right now this needs to be done as a local dependency since it is not published. Below is an example of how you can include it, although the version may be different. [dependencies]\nflux-rs = { path = \"path-to-flux/flux/flux-rs\", version = \"0.1.0\" } Then in your code you will need to include the extern_spec attribute macro. use flux_rs::extern_spec;","breadcrumbs":"Specs » Import the procedural macros","id":"22","title":"Import the procedural macros"},"23":{"body":"An example of refining an extern function can be found here . To define an extern spec on a function, you need to do three things, which happen to correspond to each of the below lines. #[extern_spec(std::mem)]\n#[flux_rs::sig(fn(&mut i32[@a], &mut i32{v : a < v }) -> ())]\nfn swap(a: &mut i32, b: &mut i32); Add the #[extern_spec] attribute. This attribute optionally takes a path; in the above example, this is std::mem. You can use this path to qualify the function. So in the above example, the function we are targeting has the full path of std::mem::swap. Add a #[flux_rs::sig(...)] attribute. This is required for any extern spec on a function. This signature behaves as if the #[flux_rs::trusted] attribute was added, because we can't actually check the implementation. We just verify some simple things, like that the function arguments have compatible types. Write a function stub that matches the external function. If you do the above, you can use std::mem::swap as if it were refined by the above type. You shouldn't need to know the details, but here's how the macro works. It parses the std::mem into a module path and then transforms the function into #[flux_rs::extern_spec]\n#[flux_rs::sig(fn(&mut i32[@a], &mut i32{v : a < v }) -> ())]\n#[allow(unused, dead_code)]\nfn __flux_extern_spec_swap(a: &mut i32, b: &mut i32) { std::mem::swap(a, b)\n} It does this to get information about the function std::mem::swap and its arguments (this turns out to be difficult to do without giving the compiler something to inspect and type check).","breadcrumbs":"Specs » Extern functions","id":"23","title":"Extern functions"},"24":{"body":"An example of refining an extern struct and impl can be found here . A simpler example just involving structs can be found here . The syntax for an extern spec on a struct is very similar to that for a function. Once again, each line in the example happens to correspond to a step. #[extern_spec(std::string)]\n#[flux_rs::refined_by(len: int)]\nstruct String; Add the #[extern_spec] attribute. This attribute optionally takes a path; in the above example, this is std::string. You can use this path to qualify the function. So in the above example, the struct we are targeting has the full path of std::string::String. Add a #[flux_rs::refined_by(...)] attribute. This is required for any extern spec on a struct. Right now these attributes behave as if they were opaque (#[flux_rs::opaque]), although we may support non-opaque extern structs. Write a stub for the extern struct. If you do the above, you can use std::string::String as if it were refined by an integer index. The syntax for an extern impl is a little different than that for functions or structs. #[extern_spec(std::string)]\nimpl String { #[flux_rs::sig(fn() -> String[0])] fn new() -> String; #[flux_rs::sig(fn(&String[@n]) -> usize[n])] fn len(s: &String) -> usize;\n} You still need to add the #[extern_spec] attribute, with the same optional argument of the path as above. You need to write out the impl block for the struct you want to refine. This struct does not need an extern spec, since by refining the impl you're only refining its methods. Write an extern spec for each function you wish to refine (this may be a subset). This is written just like a function extern spec with the caveat that the self parameter is not presently supported. So for example, instead of writing fn len(&self) -> usize;, you need to write fn len(s: &String) -> usize;. If you do the above, you can use the above methods ofstd::string::String as if they were refined. You shouldn't need to know the details, but here's how the above two macros expand. For structs: #[flux_rs::extern_spec]\n#[allow(unused, dead_code)]\n#[flux_rs::refined_by(len: int)]\nstruct __FluxExternSpecString(std::string::String); For impls (this was translated manually so there might be some bugs): #[allow(unused, dead_code)]\nstruct __FluxExternImplStructString; #[allow(unused, dead_code)]\nimpl __FluxExternImplStructString { #[flux_rs::extern_spec] #[flux_rs::sig(fn() -> String[0])] #[allow(unused, dead_code)] fn __flux_extern_spec_new() -> String { std::string::String::new::<>() } #[flux_rs::extern_spec] #[flux_rs::sig(fn(&String[@n]) -> usize[n])] #[allow(unused, dead_code)] fn __flux_extern_spec_len(s: &String) -> usize { std::string::String::len::<>(s) }\n}","breadcrumbs":"Specs » Extern structs and impls","id":"24","title":"Extern structs and impls"},"25":{"body":"r ::= n // numbers 1,2,3... | x // identifiers x,y,z... | x.f // index-field access | r + r // addition | r - r // subtraction | n * e // multiplication by constant | if r { r } else { r } // if-then-else | f(r...) // function application | true | false // booleans | r == r // equality | r != r // not equal | r < r // less than | r <= r // less than or equal | r > r // greater than | r >= r // greater than or equal | r || r // disjunction | r && r // conjunction | r => r // implication | !r // negation","breadcrumbs":"Specs » Grammar of Refinements","id":"25","title":"Grammar of Refinements"},"26":{"body":"Flux offers two attributes for controlling which parts of your code it analyzes: #[flux_rs::ignore] and #[flux_rs::trusted]. #[flux_rs::ignore]: This attribute is applicable to any item, and it instructs Flux to completely skip some code. Flux won't even look at it. #[flux_rs::trusted]: This attribute affects whether Flux checks the body of a function. If a function is marked as trusted, Flux won't verify its body against its signature. However, it will still be able to reason about its signature when used elsewhere. The above means that an ignored function can only be called from ignored or trusted code, while a trusted function can also be called from analyzed code. Both attributes apply recursively. For instance, if a module is marked as #[flux_rs::ignore], all its nested elements will also be ignored. This transitive behavior can be disabled by marking an item with #[flux_rs::ignore(no)] [1] , which will include all nested elements for analysis. Similarly, the action of #[flux_rs::trusted] can be reverted using #[flux_rs::trusted(no)]. Consider the following example: #[flux_rs::ignore]\nmod A { #[flux_rs::ignore(no)] mod B { mod C { fn f1() {} } } mod D { fn f2() {} } fn f3() {}\n} In this scenario, functions f2 and f3 will be ignored, while f1 will be analyzed. A typical pattern when retroactively adding Flux annotations to existing code is to ignore an entire crate (using the inner attribute #![flux_rs::ignore] at the top of the crate) and then selectively include specific sections for analysis. #[flux_rs::ignore] (resp. #[flux_rs::trusted]) is shorthand for #[flux_rs::ignore(yes)] (resp. #[flux_rs::trusted(yes)]).","breadcrumbs":"Specs » Ignored and trusted code","id":"26","title":"Ignored and trusted code"},"27":{"body":"","breadcrumbs":"Develop » Developer's Guide","id":"27","title":"Developer's Guide"},"28":{"body":"You can run the various regression tests in the tests/pos and tests/neg directories using cargo xtask test This will build the flux binary and then run it against the entire test suite. You can optionally pass a filter to only run tests containing some substring. For example: $ cargo xtask test impl_trait Compiling xtask v0.1.0 (/path/to/flux/xtask) Finished dev [unoptimized + debuginfo] target(s) in 0.29s Running `target/debug/xtask test impl_trait`\n$ cargo build Finished dev [unoptimized + debuginfo] target(s) in 0.05s\n$ cargo test -p tests -- --test-args impl_trait Compiling fluxtests v0.1.0 (/path/to/flux/tests) Finished test [unoptimized + debuginfo] target(s) in 0.62s Running tests/compiletest.rs (target/debug/deps/compiletest-1241128f1f51caa4) running 5 tests\ntest [ui] pos/surface/impl_trait04.rs ... ok\ntest [ui] pos/surface/impl_trait03.rs ... ok\ntest [ui] pos/surface/impl_trait01.rs ... ok\ntest [ui] pos/surface/impl_trait00.rs ... ok\ntest [ui] pos/surface/impl_trait02.rs ... ok test result: ok. 5 passed; 0 failed; 0 ignored; 0 measured; 191 filtered out; finished in 0.10s running 2 tests\ntest [compile-fail] neg/surface/impl_trait00.rs ... ok\ntest [compile-fail] neg/surface/impl_trait02.rs ... ok test result: ok. 2 passed; 0 failed; 0 ignored; 0 measured; 207 filtered out; finished in 0.09s","breadcrumbs":"Develop » Regression Tests","id":"28","title":"Regression Tests"},"29":{"body":"When working on Flux, you may want to test your changes by running it against a test file. You can use cargo xtask run <input> to run Flux on a single input file. The command will set appropriate flags to be able to use custom Flux attributes and macros, plus some extra flags useful for debugging. For example: $ cat test.rs\n#[flux::sig(fn(x: i32) -> i32[x + 1])]\nfn add1(x: i32) -> i32 { x + 1\n}\n$ cargo xtask run test.rs The command will use a super set of the flags passed when running regression tests. Thus, a common workflow is to identify a failing test and run it directly with cargo xtask run, or alternatively copy it to a different file. You may also find useful to create a directory in the root of the project and add it to .git/info/exclude . You can keep files there, outside of version control, and test Flux against them. I have a directory called attic/ where I keep a file named playground.rs. To run Flux on it, I do cargo xtask run attic/playground.rs.","breadcrumbs":"Develop » Testing Flux on a File","id":"29","title":"Testing Flux on a File"},"3":{"body":"The only way to use flux is to build it from source. First you need to clone the repository git clone https://github.com/flux-rs/flux\ncd flux To build the source you need a nightly version of rustc. We pin the version using a toolchain file (more info here ). If you are using rustup, no special action is needed as it should install the correct rustc version and components based on the information on that file. Next, run the following to build and install flux binaries cargo xtask install This will install two binaries rustc-flux and cargo-flux in your cargo home. These two binaries should be used respectively to run flux on either a single file or on a project using cargo. The installation process will also copy some files to $HOME/.flux.","breadcrumbs":"Install » Installing","id":"3","title":"Installing"},"30":{"body":"When you use cargo xtask run you'll see that we report the location an error was emitted, e.g., error[FLUX]: refinement type error --> attic/playground.rs:4:5 |\n4 | 0 | ^ a postcondition cannot be proved\n-Ztrack-diagnostics: created at crates/flux-refineck/src/lib.rs:114:15 <------- this You can also pass -Ztrack-diagnostics=y to enable it if you are not using cargo xtask run","breadcrumbs":"Develop » Reporting locations where errors are emitted","id":"30","title":"Reporting locations where errors are emitted"},"31":{"body":"To run Flux in a package outside the flux repo you need to install the binaries globally. You can do that using cargo xtask install. If you are continuously testing new changes it could be annoying to do it each time. To deal with this, you can set the FLUX_SYSROOT environment variable to change the location where cargo-flux and rustc-flux load the flux-driver. You can set it globally to point to the target/debug directory inside your local copy of the repo. This way you won't have to run cargo xtask install after every change, and you can be sure you'll be using the latest local debug build. Just be aware that the rustc-flux and cargo-flux binaries are built for a specific toolchain, and you will get a dynamic linking error if the flux-driver was compiled with a different one. This is to say, you should at least run cargo xtask install every time after the toolchain is updated.","breadcrumbs":"Develop » Running outside the project","id":"31","title":"Running outside the project"},"32":{"body":"Set FLUX_DUMP_TIMINGS=true to have flux write timing diagnostics to ./log/timings. Right now this is extremely simple, it just provides some details for the spans under flux_typeck and flux_driver.","breadcrumbs":"Develop » Profiling Flux","id":"32","title":"Profiling Flux"},"33":{"body":"Below is a sample output for an invocation of cargo-flux check that took 19 seconds. The missing 2 seconds approximately accounts for the time it takes for cargo check to run. Note that check_crate contains everything running under check_top, which is why the sum of the spans is greater than 19 seconds. check_top Checker::infer num events: 205 min non-zero: 0.52ms 1st quartile: 0.52ms 2nd quartile: 1.05ms 3rd quartile: 2.62ms max: 24.12ms total time: 229.64ms Checker::check num events: 205 min non-zero: 0.52ms 1st quartile: 0.52ms 2nd quartile: 1.05ms 3rd quartile: 5.24ms max: 159.91ms total time: 2028.47ms FixpointCtx::check num events: 205 min non-zero: 22.02ms 1st quartile: 26.21ms 2nd quartile: 28.31ms 3rd quartile: 40.37ms max: 1867.51ms total time: 9106.36ms\ntotal time: 11364.47ms check_crate Callbacks::check_wf num events: 1 min non-zero: 18.35ms 1st quartile: 18.87ms 2nd quartile: 18.87ms 3rd quartile: 18.87ms max: 18.87ms total time: 18.87ms Callbacks::check_crate num events: 1 min non-zero: 16986.93ms 1st quartile: 16995.32ms 2nd quartile: 16995.32ms 3rd quartile: 16995.32ms max: 16995.32ms total time: 16995.32ms\ntotal time: 17014.19ms","breadcrumbs":"Develop » Sample output","id":"33","title":"Sample output"},"34":{"body":"For example if you have code like in path/to/file.rs #[extern_spec]\n#[flux::refined_by(elems: Set<T>)]\nstruct HashSet<T, S = RandomState>; and you want to see what the extern_spec macro expands it out to, then run cargo x run -- -Zunpretty=expanded path/to/file.rs Or you can run the xtask command directly cargo x expand path/to/file.rs","breadcrumbs":"Develop » Macro expansion","id":"34","title":"Macro expansion"},"35":{"body":"As Flux is under active development, there are many aspects of Rust that Flux does not yet support, are only partially implemented, or where the implementation may contain bugs. These issues typically manifest as unreachable arms in a match statement (that turn out not to be unreachable) or preemtive assertions to guard against code we don't yet support. To help identify the code that triggers these bugs, there are a few recommended methods for reporting them: QueryErr::bug: Use this method to report a bug if the code already returns a QueryResult. This approach is preferred because we will correctly recover from the error. span_bug!: When you have a Span at hand, you can use this macro in place of panic! to report the span before panicking. tracked_span_bug!: This macro is similar to span_bug!, but it uses a span stored in a thread local variable (if one exists). To track a span in the thread local variable you can use flux_common::bug::track_span. bug!: For other cases where none of the above applies, you can use the bug! macro. This behaves mostly like panic! but with nicer formatting. When running Flux in a new code base, consider setting the flag FLUX_CATCH_BUGS=1. If this flag is set, Flux will try to catch and recover from panics emitted with one of the bug macros (using std::panic::catch_unwind). Bugs are caught at item boundaries. This may leave Flux or rustc in an inconsistent state, so there are no guarantees that Flux will behave correctly after recovering from a panic. However, this may still be useful to gather as many errors as possible. Code can be selectively ignored later.","breadcrumbs":"Develop » Reporting and dealing with bugs","id":"35","title":"Reporting and dealing with bugs"},"36":{"body":"Flux is implemented as a compiler driver . We hook into the compiler by implementing the Callbacks trait. The implementation is located is in the flux-driver crate, and it is the main entry point to Flux.","breadcrumbs":"Develop » Architecture » High-level Architecture","id":"36","title":"High-level Architecture"},"37":{"body":"crates/flux-bin: Contains the cargo-flux and rustc-flux binaries used to launch the flux-driver. crates/flux-common: Common utility definitions used across all crates. crates/flux-config: Crate containing logic associated with global configuration flags that change the behavior of Flux, e.g, to enable or disable overflow checking. crates/flux-desugar: Implementation of name resolution and desugaring from Flux surface syntax into Flux high-level intermediate representation (fhir). This includes name resolution. crates/flux-driver: Main entry point to Flux. It contains the flux-driver binary and the implementation of the Callbacks trait. crates/flux-errors: Utility definitions for user facing error reporting. crates/flux-fhir-analysis: Implements the \"analyses\" performed in the fhir, most notably well-formedness checking and conversion from fhir into rty. crates/flux-fixpoint: Code to interact with the Liquid Fixpoint binary. crates/flux-macros: Procedural macros used internally to implement Flux. crates/flux-metadata: Logic for saving Flux crate metadata that can be used to import refined signatures from external crates. crates/flux-middle: This crate contains common type definitions that are used by the rest of Flux like the rty and fhir intermediate representations. Akin to rustc_middle . crates/flux-refineck: Implementation of refinement type checking. crates/flux-syntax: Definition of the surface syntax AST and parser. tests: Flux regression tests. lib/flux-attrs: Implementation of user facing procedural macros for annotating programs with Flux specs. lib/flux-rs: This is just a re-export of the macros implemented in flux-attrs. The intention is to eventually put Flux \"standard library\" here, i.e., a set of definitions that are useful when working with Flux.","breadcrumbs":"Develop » Architecture » Crates","id":"37","title":"Crates"},"38":{"body":"Flux has several intermediate representations (IR) for types. They represent a refined version of an equivalent type in some rustc IR. We have picked a distinct verb to refer to the process of going between these different representations to make it easier to refer to them. The following image summarizes all the IRs and the process for going between them. IRs diagram","breadcrumbs":"Develop » Architecture » Intermediate Representations","id":"38","title":"Intermediate Representations"},"39":{"body":"The surface IR represents source level Flux annotations. It corresponds to the rustc_ast data structures in rustc. The definition as well as the parser is located in the flux-syntax crate.","breadcrumbs":"Develop » Architecture » Surface","id":"39","title":"Surface"},"4":{"body":"You can run flux on a single file or entire crate.","breadcrumbs":"Run » Running Flux","id":"4","title":"Running Flux"},"40":{"body":"The Flux High-Level Intermediate Representation (fhir) is a refined version of rustc's hir . The definition is located in the flux_middle crate inside the fhir module. The process of going from surface to fhir is called desugaring , and it is implemented in the flux-desugar crate.","breadcrumbs":"Develop » Architecture » Fhir","id":"40","title":"Fhir"},"41":{"body":"The definition in the flux_middle::rty module correspond to a refined version of the main rustc representation for types defined in rustc_middle::ty . The process of going from fhir to rty is called conversion , and it is implemented in the flux_fhir_analysis::conv module.","breadcrumbs":"Develop » Architecture » Rty","id":"41","title":"Rty"},"42":{"body":"The definition in the flux_middle::rustc module correspond to simplified version of data structures in rustc. They can be understood as the currently supported subset of Rust. The process of going from a definition in rustc_middle into flux_middle::rustc is called lowering and it is implemented in flux_middle::rustc::lowering.","breadcrumbs":"Develop » Architecture » Simplified Rustc","id":"42","title":"Simplified Rustc"},"43":{"body":"Besides the different translation between Flux intermediate representations, there are two ways to get a refined version from a rust type. The process of going from a type in hir into a type in fhir is called lifting , and it is implemented in flux_middle::fhir::lift. The process for going from a type in flux_middle::rustc::ty into a flux_middle::rty is called refining , and it is implemented flux_middle::rty::refining.","breadcrumbs":"Develop » Architecture » Lifting and Refining","id":"43","title":"Lifting and Refining"},"44":{"body":"Online demo Types bring order to code. For example, if a variable i:usize then we know i is a number that can be used to index a vector. Similarly, if v:vec<&str> then we can be sure that v is a collection of strings which may be indexed but of course, not used as an index. However, by itself usize doesn't tell us how big or small the number and hence the programmer must still rely on their own wits, a lot of tests, and a dash of optimism, to ensure that all the different bits fit properly at run-time. Refinements are a promising new way to extend type checkers with logical constraints that specify additional correctness requirements that can be verified by the compiler, thereby entirely eliminating various classes of run-time problems. We're excited to introduce Flux , a refinement type checker plugin that brings this technology to Rust.","breadcrumbs":"Introducing Flux » Introducing Flux","id":"44","title":"Introducing Flux"},"45":{"body":"The most basic form of refinement type in flux is a type that is indexed by a logical value. For example Type Meaning i32[10] The (singleton) set of i32 values equal to 10 bool[true] The (singleton) set of bool values equal to true","breadcrumbs":"Introducing Flux » Indexed Types","id":"45","title":"Indexed Types"},"46":{"body":"We can already start using these indexed types to start writing (and checking) code. For example we can write the following specification which says that the value returned by mk_ten must in fact be 10 #[flux_rs::sig(fn() -> i32[10])]\npub fn mk_ten() -> i32 { 5 + 4\n} but when you compile it, flux will say error[FLUX]: postcondition might not hold --> src/basics.rs:7:5 |\n7 | 5 + 4 | ^^^^^ The error says that that the postcondition might not hold which means that the output produced by mk_ten may not in fact be an i32[10] as indeed, in this case, the result is 9! You can eliminate the error by replacing the body with 5 + 5 or just 10.","breadcrumbs":"Introducing Flux » Post-Conditions","id":"46","title":"Post-Conditions"},"47":{"body":"Here's a second example that shows how you can use an index to restrict the space of inputs that a function expects. #[flux_rs::sig(fn (b:bool[true]))]\npub fn assert(b:bool) { if !b { panic!(\"assertion failed\") }\n} Here, the refined specification for assert says that you can only call it with true as the input. So if you write fn test(){ assert(2 + 2 == 4); assert(2 + 2 == 5); // fails to type check\n} then flux will complain that error[FLUX]: precondition might not hold --> src/basics.rs:12:5 |\n12 | assert(2 + 2 == 5); // fails to type check | ^^^^^^^^^^^^^^^^^^ meaning that the call to assert fails to establish that the input is indeed true (as of course, in this case, it is not!)","breadcrumbs":"Introducing Flux » Pre-Conditions","id":"47","title":"Pre-Conditions"},"48":{"body":"It's not terribly exciting to only talk about fixed values like 10 or true. To be more useful, flux lets you index types by refinement parameters . For example, you can write #[flux_rs::sig(fn(n:i32) -> bool[0 < n])]\npub fn is_pos(n: i32) -> bool { if 0 < n { true } else { false }\n} Here, the type says that is_pos takes as input some i32 indexed by n returns as output the bool indexed by 0 < n in other words, the output is true exactly when 0 < n. We might use this function to check that: pub fn test_pos(n: i32) { let m = if is_pos(n) { n - 1 } else { 0 }; assert(0 <= m);\n}","breadcrumbs":"Introducing Flux » Index Parameters and Expressions","id":"48","title":"Index Parameters and Expressions"},"49":{"body":"Often we don't care about the exact value of a thing -- but just care about some properties that it may have. For example, we don't care that an i32 is equal to 5 or 10 or n but that it is non-negative. Type Meaning i32{v: 0 < v} The set of i32 values that positive i32{v: n <= v} The set of i32 values greater than or equal to n Flux allows such specifications by pairing plain Rust types with assertions [1] that constrain the value. For example, we can rewrite mk_10 with the output type i32{v:0<v} that specifies a weaker property: the value returned by mk_ten is positive. #[flux_rs::sig(fn() -> i32{v: 0 < v})]\npub fn mk_ten() -> i32 { 5 + 5\n} Similarly, you might specify that a function that computes the absolute value of an i32 with a type which says the result is non-negative and exceeds the input n. #[flux_rs::sig(fn (n:i32) -> i32{v:0<=v && n<=v})]\npub fn abs(n: i32) -> i32 { if 0 <= n { n } else { 0 - n }\n} As a last example, you might write a function to compute the factorial of n #[flux_rs::sig(fn (n:i32) -> i32{v:1<=v && n<=v})]\npub fn factorial(n: i32) -> i32 { let mut i = 0; let mut res = 1; while i < n { i += 1; res = res * i; } res\n} Here the specification says the input must be non-negative, and the output is at least as large as the input. Note, that unlike the previous examples, here we're actually changing the values of i and res. Can you guess why the copilot suggestions failed to pass flux, and what refinements were inferred for i and res in the fixed code at the end?","breadcrumbs":"Introducing Flux » Existential Types","id":"49","title":"Existential Types"},"5":{"body":"You can use rustc-flux as you would use rustc. For example, the following command checks the file test.rs. rustc-flux path/to/test.rs The flux binary accepts the same flags as rustc. You could for example check a file as a library instead of a binary like so rustc-flux --crate-type=lib path/to/test.rs","breadcrumbs":"Run » Running on a File: rustc-flux","id":"5","title":"Running on a File: rustc-flux"},"50":{"body":"In this post, we saw how Flux lets you decorate basic Rust types like i32 and bool with indices and constraints that let you respectively refine the sets of values that inhabit that type, and specify contracts on functions that state pre-conditions on the sets of legal inputs that they accept, and post-conditions that describe the outputs that they produce. The whole point of Rust, of course, is to allow for efficient imperative sharing and updates, without sacrificing thread- or memory-safety. Next time, we'll see how Flux melds refinements and Rust's ownership to make refinements happily coexist with imperative code. These are not arbitrary Rust expressions but a subset of expressions from logics that can be efficiently decided by SMT Solvers","breadcrumbs":"Introducing Flux » Summary","id":"50","title":"Summary"},"51":{"body":"Online demo Previously we saw how to refine basic Rust types like i32 and bool with indices and constraints to constrain the set of values described by those types. The whole point of Rust, of course, is to allow for efficient imperative sharing and updates , via the clever type system that keeps an eye on the ownership of resources to make sure that aliasing and mutation cannot happen at the same time. Next, lets see how Flux melds refinements and Rust's ownership mechanisms to make refinements work in the imperative setting.","breadcrumbs":"Ownership in Flux » Ownership in Flux","id":"51","title":"Ownership in Flux"},"52":{"body":"Rust's most basic form of ownership is exclusive ownership, in which exactly one variable in a function has the right to mutate a memory location. When a location is exclusively owned, we can be sure that there are no other references to it, which lets flux update the type whenever the location is changed. For example, consider the program #[flux_rs::sig(fn () -> i32[3])]\npub fn mk_three() -> i32 { let mut r = 0; // r: i32[0] r += 1; assert(r == 1); // r: i32[1] r += 1; assert(r == 2); // r: i32[2] r += 1; assert(r == 3); // r: i32[3] r\n} The variable r has different types at each point inside mk_three. It starts off as i32[0]. The first increment changes it to i32[1], then i32[2] and finally, the returned type i32[3]. This exclusive ownership mechanism is at work in the factorial example we signed off with previously #[flux_rs::sig(fn (n:i32{0 <= n}) -> i32{v:n <= v})]\npub fn factorial(n: i32) -> i32 { let mut i = 0; // i: i32[0] let mut r = 1; // r: i32[1] while i < n { // i: i32{v:0<=v<=n} // r: i32{v:1<=v && i<=v} i += 1; r = r * i; } r\n} In the above code, i and r start off at 0 and 1 but then Rust infers (a story for another day) that inside the while-loop [1] i has type i32{v:0<=v && v < n} r has type i32{v:1<=v && i <= v} and hence, upon exit since i == n we get that the result is at least n.","breadcrumbs":"Ownership in Flux » Exclusive Ownership","id":"52","title":"Exclusive Ownership"},"53":{"body":"Exclusive ownership suffices for simple local updates like in factorial. However, for more complex data, functions must temporarily relinquish ownership to allow other functions to mutate the data. Rust cleverly allows this via the notion of borrowing using two kinds of references that give callees temporary access to a memory location. The simplest kind of references are of the form &T which denote read-only access to a value of type T. For example, we might write abs to take a shared reference to an i32 #[flux_rs::sig(fn (p: &i32[@n]) -> i32{v:0<=v && n<=v})]\npub fn abs(p: &i32) -> i32 { let n = *p; if 0 <= n { n } else { 0 - n }\n} Notice that the input type has changed: the function now Accepts p a reference to an i32 whose value is n as denoted by @n Returns an i32 that is non-negative and larger than n The @ marks the n as a refinement parameter whose value is automatically computed by flux during type checking. So, for example, Flux can check the below code by automatically determining that the refinement parameter at the call-site is 10. pub fn test_abs() { let z = 10; assert(0 <= abs(&z)) assert(10 <= abs(&z))\n}","breadcrumbs":"Ownership in Flux » Borrowing: Shared References","id":"53","title":"Borrowing: Shared References"},"54":{"body":"As an aside, we have secretly been using refinement parameters like @n all along. For example, Flux automatically desugars the signature fn(n:i32{0 <= n} -> ... that we wrote for factorial into fn ({i32[@n] : 0 <= n}) -> i32{v:n <= v} where @n is a refinement parameter that is implicitly determined from the rust parameter n:i32. However, explicit parameters are essential to name the value of what a reference points to. In abs the rust parameter p names the reference but the @n names the (input) value and lets us use it to provide more information about the output of abs. Flux is modular in that the only information it knows about the implementation of abs is the signature: for example if we remove the fact that the output exceeds n then Flux will reject the assertion 10 <= abs(&z).","breadcrumbs":"Ownership in Flux » Refinement Parameters","id":"54","title":"Refinement Parameters"},"55":{"body":"References of type &mut T denote mutable references that can be used to (read and) write or update the contents of a T value. Crucially, Rust ensures that while there may be multiple read-only (shared) references to a location, there is at most one active writeable (mutable) reference at any point in time. Flux exploits the semantics of &mut T to treat T as an invariant of the underlying data. As an example, consider the following function that decrements the value of a mutable reference while ensuring the data is non-negative: #[flux_rs::sig(fn(p: &mut i32{v:0 <= v}))]\npub fn decr(p: &mut i32) { *p = *p - 1;\n} Flux will complain with the following message error[FLUX]: assignment might be unsafe --> src/basics.rs:13:9 |\n13 | *p = *p - 1; | ^^^^^^^^^^^ as in fact, we may be writing a negative value into *p if, for example, the old value was zero. We can fix this code by guarding the update with a test that ensures the original contents are in fact non-zero #[flux_rs::sig(fn(p: &mut i32{v:0 <= v}))]\npub fn decr(p: &mut i32) { let n = *p; if n != 0 { *p = n - 1; }\n} at which point Flux is happy to sign off on the code.","breadcrumbs":"Ownership in Flux » Borrowing: Mutable References","id":"55","title":"Borrowing: Mutable References"},"56":{"body":"Flux uses Rust's borrowing rules to track invariants even when there may be aliasing. As an example, consider the function #[flux_rs::sig(fn (bool) -> i32{v:0 <= v})]\nfn test_alias(z: bool) -> i32 { let mut x = 1; // x: i32[1] let mut y = 2; // y: i32[2] let r = if z { &mut x } else { &mut y }; // r: &mut i32{v:0 <= v} decr(r); *r\n} The reference r could point to either x or y depending on the (unknown) value of the boolean z. Nevertheless, Flux determines that both references &mut x and &mut y point to values of the more general type i32{v:0<=v} and hence, infers r : &mut i32{v:0<=v} which allows us it to then call decr with the reference and guarantee the result (after decr) is still non-negative.","breadcrumbs":"Ownership in Flux » Aliased References","id":"56","title":"Aliased References"},"57":{"body":"In many situations, we want to lend a value to another function that actually changes the value's (refinement) type upon exit. For example, consider the following function to increment a reference to a non-negative i32 #[flux_rs::sig(fn (p: &mut i32{v:0 <= v}))]\nfn incr(p: &mut i32) { *p += 1\n} Recall that Flux is modular in that the only information it has about incr is what is said in the signature. The signature for incr only says p remains non-negative: Flux does not know that incr actually increments the value of p. Hence, Flux fusses that the following assert may fail even though its patently obvious that it will succeed! To verify test_incr we need a signature for incr that says that its output is indeed one greater [2] than its input. Flux extends Rust with the notion of strong references of the form &strg T which refine Rust's &mut T to grant exclusive access to the underlying T. Crucially, strong references also let us specify how the type is updated when the function exits [3] . Thus, we can use strong references to type incr as #[flux_rs::sig(fn(p: &strg i32[@n]) ensures p:i32[n+1])]\nfn incr(p: &mut i32) { *p += 1\n} The Flux signature refines the plain Rust one to specify that p is a strong reference to an i32, the input type of *p is i32[n], and the output type of *p is i32[n+1]. With this specification, Flux merrily checks test_incr, by determining that the refinement parameter @n is 10 and hence, that upon return x: i32[11].","breadcrumbs":"Ownership in Flux » Borrowing: Strong References","id":"57","title":"Borrowing: Strong References"},"58":{"body":"To sum up, Flux exploits Rust's ownership mechanisms to track properties of shared (&T) and mutable (&mut T) references, and additionally adds a strong (&strg T) reference -- a special case of &mut -- to support the cases where the type itself is changed by a call. Next, we'll see how refinements and ownership yield a simple refined API for vectors that lets Flux check bounds safety at compile time... For those familiar with the term, these types are loop invariants Setting aside the issue of overflows for now Thereby allowing so-called strong updates in the type specifications","breadcrumbs":"Ownership in Flux » Summary","id":"58","title":"Summary"},"59":{"body":"Online demo While rustc has a keen eye for spotting nasty bugs at compile time, it is not omniscient. We've all groaned in dismay at seeing deployed code crash with messages like panicked at 'index out of bounds: the len is ... but the index is ...' Next, lets see how flux's refinement and ownership mechanisms let us write a refined vector API whose types track vector sizes and ensure --- at compile time --- that vector accesses cannot fail at runtime.","breadcrumbs":"Refined Vectors » Refined Vectors","id":"59","title":"Refined Vectors"},"6":{"body":"When running flux on a file with rustc-flux path/to/test.rs, refinement annotations should be prefixed with flux::. For example, the refinement below will only work when running rustc-flux which is intended for use on a single file. #[flux::sig(fn(x: i32) -> i32{v: x < v)]\nfn inc(x: i32) -> i32 { x - 1\n}","breadcrumbs":"Run » Refinement Annotations on a File","id":"6","title":"Refinement Annotations on a File"},"60":{"body":"To begin with, we will defined a refined vector type which is simply a wrapper around the standard Vec type #[flux_rs::refined_by(len: int)]\npub struct RVec<T> { inner: Vec<T>,\n} The #[flux_rs::refined_by(len: int)] attribute tells flux that the type RVec<T> struct is indexed by a len refinement which tracks the size of the underlying vector, just like the indices for i32 and bool tracked the actual value of the underlying integer or boolean ). The idea is that the type RVec<i32>[10] represents a vector of i32 size 10, and RVec<bool>{v:0 < v} represents a non-empty vector of bool, and RVec<RVec<f32>[n]>[m] represents a vector of vectors of f32 of size m and each of whose elements is a vector of size n.","breadcrumbs":"Refined Vectors » Refining Vectors to Track their Size","id":"60","title":"Refining Vectors to Track their Size"},"61":{"body":"Now that we can talk about the size of a vector, lets build up an API for creating and manipulating vectors. I suppose one must start with nothing: an empty vector. impl<T> RVec<T> { #[flux_rs::trusted] #[flux_rs::sig(fn() -> RVec<T>[0])] pub fn new() -> Self { Self { inner: Vec::new() } }\n} The above implements RVec::new as a wrapper around Vec::new. The #[flux_rs::trusted] attribute tells Flux there is nothing to \"check\" here, as we are defining the API itself and trusting that the implementation (using vec is correct). However, the signature says that callers of the RVec::new get back a vector indexed with 0 i.e. an empty vector.","breadcrumbs":"Refined Vectors » Creating Vectors","id":"61","title":"Creating Vectors"},"62":{"body":"An empty vector is a rather desolate thing. To be of any use, we need to be able to push values into the container, like so #[flux_rs::trusted]\n#[flux_rs::sig(fn(self: &strg RVec<T>[@n], T) ensures self: RVec<T>[n+1])]\npub fn push(&mut self, item: T) { self.inner.push(item);\n} The refined type for push says that it takes a strong reference (self) --- where strg means the refined type may be changed by the function --- to an RVec<T> of size n and a value T and upon exit, the size of self is increased by 1.","breadcrumbs":"Refined Vectors » Pushing Values","id":"62","title":"Pushing Values"},"63":{"body":"Not much point stuffing things into a vector if we can't get them out again. For that, we might implement a pop method that returns the last element of the vector. Aha, but what if the vector is empty? You could return an Option<T> or since we're tracking sizes, we could require that pop only be called with non-empty vectors. #[flux_rs::trusted]\n#[flux_rs::sig(fn(self: &strg {RVec<T>[@n] | 0 < n}) -> T ensures self: RVec<T>[n-1])]\npub fn pop(&mut self) -> T { self.inner.pop().unwrap()\n}","breadcrumbs":"Refined Vectors » Popping Values","id":"63","title":"Popping Values"},"64":{"body":"Now already flux can start checking some code, for example if you push two elements, then you can pop twice, but flux will reject the third pop at compile-time In fact, the error message from flux will point to exact condition that does not hold error[FLUX]: precondition might not hold --> src/vectors.rs:24:5 |\n24 | v.pop(); | ^^^^^^^ call site | = note: a precondition cannot be proved at this call site\nnote: this is the condition that cannot be proved --> src/rvec.rs:78:47 |\n78 | #[flux_rs::sig(fn(self: &strg {RVec<T>[@n] | 0 < n}) -> T | ^^^^^","breadcrumbs":"Refined Vectors » Using the API","id":"64","title":"Using the API"},"65":{"body":"Perhaps we should peek at the size of the vector to make sure its not empty before we pop it. We can do that with a len method whose type says that the returned usize is, in fact, the size of the input vector #[flux_rs::trusted]\n#[flux_rs::sig(fn(&RVec<T>[@n]) -> usize[n])]\npub fn len(&self) -> usize { self.inner.len()\n} Now, flux \"knows\" that after two pushes, the size of the vector is 2 and after the two pops, the size is 0 again","breadcrumbs":"Refined Vectors » Querying the Size","id":"65","title":"Querying the Size"},"66":{"body":"Of course, vectors are not just stacks , they also allow random access to their elements which is where those pesky panics occur, and where the refined vector API gets rather useful. Since we're tracking sizes, we can require that the method to get an element only be called with a valid index that is between 0 and the vector's size #[flux_rs::sig(fn(&RVec<T>[@n], i: usize{i < n}) -> &T)]\npub fn get(&self, i: usize) -> &T { &self.inner[i]\n} #[flux_rs::sig(fn(&mut RVec<T>[@n], i: usize{i < n}) -> &mut T)]\npub fn get_mut(&mut self, i: usize) -> &mut T { &mut self.inner[i]\n} With these refined get methods, flux can now spot the ``off-by-one'' error in the following code and accepts the fix [1] Its a bit gross to use get and get_mut directly, so instead we implement the Index and IndexMut traits for RVec which allows us to use the [] operator to access elements impl<T> std::ops::Index<usize> for RVec<T> { type Output = T; #[flux_rs::sig(fn(&RVec<T>[@n], i:usize{i < n}) -> &T)] fn index(&self, index: usize) -> &T { self.get(index) }\n} impl<T> std::ops::IndexMut<usize> for RVec<T> { #[flux_rs::sig(fn(&mut RVec<T>[@n], i:usize{i < n}) -> &mut T)] fn index_mut(&mut self, index: usize) -> &mut T { self.get_mut(index) }\n} And now the above vec_sum example looks a little nicer","breadcrumbs":"Refined Vectors » Random Access","id":"66","title":"Random Access"},"67":{"body":"Lets put the whole API to work in this \"memoized\" version of the fibonacci function which uses a vector to store the results of previous calls pub fn fib(n: usize) -> i32 { let mut r = RVec::new(); let mut i = 0; while i < n { if i == 0 { r.push(0); } else if i == 1 { r.push(1); } else { let a = r[i - 1]; let b = r[i - 2]; r.push(a + b); } i += 1; } r.pop()\n} Oops, flux is not happy with the call to pop at the end of the function which returns the last value as the result. error[FLUX]: precondition might not hold --> src/vectors.rs:40:5 |\n40 | r.pop() | ^^^^^^^ Flux complains that the vector may be empty and so the pop call may fail ... but why? Can you spot the problem? Indeed, we missed a \"corner\" case -- when n is 0 we skip the loop and so the vector is empty! Once we add a test for that, flux is happy.","breadcrumbs":"Refined Vectors » Memoization","id":"67","title":"Memoization"},"68":{"body":"As a last example, lets look at a simplified version of the binary_search method from std::vec , into which I've snuck a tiny little bug pub fn binary_search(vec: &RVec<i32>, x: i32) -> Result<usize, usize> { let mut size = vec.len(); let mut left = 0; let mut right = size; while left <= right { let mid = left + size / 2; let val = vec[mid]; if val < x { left = mid + 1; } else if x < val { right = mid; } else { return Ok(mid); } size = right - left; } Err(left)\n} Flux complains in two places error[FLUX]: precondition might not hold --> src/vectors.rs:152:19 |\n152 | let val = vec[mid]; | ^^^^^^^^ call site | = note: a precondition cannot be proved at this call site\nnote: this is the condition that cannot be proved --> src/rvec.rs:189:44 |\n189 | #[flux_rs::sig(fn(&RVec<T>[@n], usize{v : v < n}) -> &T)] | ^^^^^ error[FLUX]: arithmetic operation may overflow --> src/vectors.rs:160:9 |\n160 | size = right - left; | ^^^^^^^^^^^^^^^^^^^ The vector access may be unsafe as mid could be out of bounds! The size variable may underflow as left may exceed right! Can you the spot off-by-one and figure out a fix?","breadcrumbs":"Refined Vectors » Binary Search","id":"68","title":"Binary Search"},"69":{"body":"So, we saw how Flux's index and constraint mechanisms combine with Rust's ownership to let us write a refined vector API that ensures the safety of all accesses at compile time. Next time, we'll see how these mechanisms are compositional in that we can use standard type machinery to build up compound structures and APIs from simple ones. Why not use an iterator? We'll get there in due course!","breadcrumbs":"Refined Vectors » Summary","id":"69","title":"Summary"},"7":{"body":"Flux is integrated with cargo and can be invoked in a package as follows: cargo flux By default, Flux won't verify a package unless it's explicitly enabled in the manifest. To do so add the following to Cargo.toml: [package.metadata.flux]\nenabled = true","breadcrumbs":"Run » Running on a package: cargo-flux","id":"7","title":"Running on a package: cargo-flux"},"70":{"body":"Flux is a research project described in the paper","breadcrumbs":"About » About Flux","id":"70","title":"About Flux"},"71":{"body":"Flux is being developed by Nico Lehmann , Adam Geller Cole Kurashige Gilles Barthe Niki Vazou Ranjit Jhala","breadcrumbs":"About » Team","id":"71","title":"Team"},"72":{"body":"Flux is open-source and available here","breadcrumbs":"About » Code","id":"72","title":"Code"},"73":{"body":"This work was supported by the National Science Foundation, European Research Council, and by generous gifts from Microsoft Research.","breadcrumbs":"About » Thanks","id":"73","title":"Thanks"},"74":{"body":"This is a prototype! Use at your own risk. Everything could break and it will break.","breadcrumbs":"About » Limitations","id":"74","title":"Limitations"},"8":{"body":"Adding refinement annotations to cargo projects is simple. You can add flux-rs as a dependency in Cargo.toml [dependencies]\nflux-rs = { git = \"https://github.com/flux-rs/flux.git\" } Then, import attributes from flux_rs and add the appropriate refinement annoations. use flux_rs::* #[sig(fn(x: i32) -> i32{v: x < v)]\nfn inc(x: i32) -> i32 { x - 1\n}","breadcrumbs":"Run » Refinement Annotations on a Cargo Projects","id":"8","title":"Refinement Annotations on a Cargo Projects"},"9":{"body":"The following example declares a function inc that returns an integer greater than the input. 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