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605 lines
21 KiB
Plaintext
---
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slug: 2019/02/stacking-up
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title: "Allocations in Rust: Fixed memory"
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date: 2019-02-06 12:00:00
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authors: [bspeice]
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tags: []
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---
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`const` and `static` are perfectly fine, but it's relatively rare that we know at compile-time about
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either values or references that will be the same for the duration of our program. Put another way,
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it's not often the case that either you or your compiler knows how much memory your entire program
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will ever need.
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However, there are still some optimizations the compiler can do if it knows how much memory
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individual functions will need. Specifically, the compiler can make use of "stack" memory (as
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opposed to "heap" memory) which can be managed far faster in both the short- and long-term.
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<!-- truncate -->
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When requesting memory, the [`push` instruction](http://www.cs.virginia.edu/~evans/cs216/guides/x86.html)
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can typically complete in [1 or 2 cycles](https://agner.org/optimize/instruction_tables.ods) (<1ns
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on modern CPUs). Contrast that to heap memory which requires an allocator (specialized
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software to track what memory is in use) to reserve space. When you're finished with stack memory,
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the `pop` instruction runs in 1-3 cycles, as opposed to an allocator needing to worry about memory
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fragmentation and other issues with the heap. All sorts of incredibly sophisticated techniques have
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been used to design allocators:
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- [Garbage Collection](<https://en.wikipedia.org/wiki/Garbage_collection_(computer_science)>)
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strategies like [Tracing](https://en.wikipedia.org/wiki/Tracing_garbage_collection) (used in
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[Java](https://www.oracle.com/technetwork/java/javase/tech/g1-intro-jsp-135488.html)) and
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[Reference counting](https://en.wikipedia.org/wiki/Reference_counting) (used in
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[Python](https://docs.python.org/3/extending/extending.html#reference-counts))
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- Thread-local structures to prevent locking the allocator in
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[tcmalloc](https://jamesgolick.com/2013/5/19/how-tcmalloc-works.html)
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- Arena structures used in [jemalloc](http://jemalloc.net/), which
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[until recently](https://blog.rust-lang.org/2019/01/17/Rust-1.32.0.html#jemalloc-is-removed-by-default)
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was the primary allocator for Rust programs!
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But no matter how fast your allocator is, the principle remains: the fastest allocator is the one
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you never use. As such, we're not going to discuss how exactly the
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[`push` and `pop` instructions work](http://www.cs.virginia.edu/~evans/cs216/guides/x86.html), but
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we'll focus instead on the conditions that enable the Rust compiler to use faster stack-based
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allocation for variables.
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So, **how do we know when Rust will or will not use stack allocation for objects we create?**
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Looking at other languages, it's often easy to delineate between stack and heap. Managed memory
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languages (Python, Java,
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[C#](https://blogs.msdn.microsoft.com/ericlippert/2010/09/30/the-truth-about-value-types/)) place
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everything on the heap. JIT compilers ([PyPy](https://www.pypy.org/),
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[HotSpot](https://www.oracle.com/technetwork/java/javase/tech/index-jsp-136373.html)) may optimize
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some heap allocations away, but you should never assume it will happen. C makes things clear with
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calls to special functions (like [malloc(3)](https://linux.die.net/man/3/malloc)) needed to access
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heap memory. Old C++ has the [`new`](https://stackoverflow.com/a/655086/1454178) keyword, though
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modern C++/C++11 is more complicated with [RAII](https://en.cppreference.com/w/cpp/language/raii).
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For Rust, we can summarize as follows: **stack allocation will be used for everything that doesn't
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involve "smart pointers" and collections**. We'll skip over a precise definition of the term "smart
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pointer" for now, and instead discuss what we should watch for to understand when stack and heap
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memory regions are used:
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1. Stack manipulation instructions (`push`, `pop`, and `add`/`sub` of the `rsp` register) indicate
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allocation of stack memory:
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```rust
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pub fn stack_alloc(x: u32) -> u32 {
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// Space for `y` is allocated by subtracting from `rsp`,
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// and then populated
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let y = [1u8, 2, 3, 4];
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// Space for `y` is deallocated by adding back to `rsp`
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x
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}
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```
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-- [Compiler Explorer](https://godbolt.org/z/5WSgc9)
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2. Tracking when exactly heap allocation calls occur is difficult. It's typically easier to watch
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for `call core::ptr::real_drop_in_place`, and infer that a heap allocation happened in the recent
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past:
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```rust
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pub fn heap_alloc(x: usize) -> usize {
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// Space for elements in a vector has to be allocated
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// on the heap, and is then de-allocated once the
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// vector goes out of scope
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let y: Vec<u8> = Vec::with_capacity(x);
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x
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}
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```
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-- [Compiler Explorer](https://godbolt.org/z/epfgoQ) (`real_drop_in_place` happens on line 1317)
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<small>Note: While the
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[`Drop` trait](https://doc.rust-lang.org/std/ops/trait.Drop.html) is
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[called for stack-allocated objects](https://play.rust-lang.org/?version=stable&mode=debug&edition=2018&gist=87edf374d8983816eb3d8cfeac657b46),
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the Rust standard library only defines `Drop` implementations for types that involve heap
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allocation.</small>
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3. If you don't want to inspect the assembly, use a custom allocator that's able to track and alert
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when heap allocations occur. Crates like
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[`alloc_counter`](https://crates.io/crates/alloc_counter) are designed for exactly this purpose.
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With all that in mind, let's talk about situations in which we're guaranteed to use stack memory:
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- Structs are created on the stack.
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- Function arguments are passed on the stack, meaning the
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[`#[inline]` attribute](https://doc.rust-lang.org/reference/attributes.html#inline-attribute) will
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not change the memory region used.
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- Enums and unions are stack-allocated.
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- [Arrays](https://doc.rust-lang.org/std/primitive.array.html) are always stack-allocated.
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- Closures capture their arguments on the stack.
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- Generics will use stack allocation, even with dynamic dispatch.
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- [`Copy`](https://doc.rust-lang.org/std/marker/trait.Copy.html) types are guaranteed to be
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stack-allocated, and copying them will be done in stack memory.
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- [`Iterator`s](https://doc.rust-lang.org/std/iter/trait.Iterator.html) in the standard library are
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stack-allocated even when iterating over heap-based collections.
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## Structs
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The simplest case comes first. When creating vanilla `struct` objects, we use stack memory to hold
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their contents:
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```rust
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struct Point {
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x: u64,
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y: u64,
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}
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struct Line {
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a: Point,
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b: Point,
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}
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pub fn make_line() {
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// `origin` is stored in the first 16 bytes of memory
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// starting at location `rsp`
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let origin = Point { x: 0, y: 0 };
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// `point` makes up the next 16 bytes of memory
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let point = Point { x: 1, y: 2 };
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// When creating `ray`, we just move the content out of
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// `origin` and `point` into the next 32 bytes of memory
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let ray = Line { a: origin, b: point };
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}
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```
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-- [Compiler Explorer](https://godbolt.org/z/vri9BE)
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Note that while some extra-fancy instructions are used for memory manipulation in the assembly, the
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`sub rsp, 64` instruction indicates we're still working with the stack.
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## Function arguments
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Have you ever wondered how functions communicate with each other? Like, once the variables are given
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to you, everything's fine. But how do you "give" those variables to another function? How do you get
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the results back afterward? The answer: the compiler arranges memory and assembly instructions using
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a pre-determined [calling convention](http://llvm.org/docs/LangRef.html#calling-conventions). This
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convention governs the rules around where arguments needed by a function will be located (either in
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memory offsets relative to the stack pointer `rsp`, or in other registers), and where the results
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can be found once the function has finished. And when multiple languages agree on what the calling
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conventions are, you can do things like having [Go call Rust code](https://blog.filippo.io/rustgo/)!
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Put simply: it's the compiler's job to figure out how to call other functions, and you can assume
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that the compiler is good at its job.
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We can see this in action using a simple example:
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```rust
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struct Point {
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x: i64,
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y: i64,
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}
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// We use integer division operations to keep
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// the assembly clean, understanding the result
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// isn't accurate.
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fn distance(a: &Point, b: &Point) -> i64 {
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// Immediately subtract from `rsp` the bytes needed
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// to hold all the intermediate results - this is
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// the stack allocation step
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// The compiler used the `rdi` and `rsi` registers
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// to pass our arguments, so read them in
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let x1 = a.x;
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let x2 = b.x;
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let y1 = a.y;
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let y2 = b.y;
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// Do the actual math work
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let x_pow = (x1 - x2) * (x1 - x2);
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let y_pow = (y1 - y2) * (y1 - y2);
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let squared = x_pow + y_pow;
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squared / squared
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// Our final result will be stored in the `rax` register
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// so that our caller knows where to retrieve it.
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// Finally, add back to `rsp` the stack memory that is
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// now ready to be used by other functions.
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}
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pub fn total_distance() {
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let start = Point { x: 1, y: 2 };
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let middle = Point { x: 3, y: 4 };
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let end = Point { x: 5, y: 6 };
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let _dist_1 = distance(&start, &middle);
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let _dist_2 = distance(&middle, &end);
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}
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```
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-- [Compiler Explorer](https://godbolt.org/z/Qmx4ST)
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As a consequence of function arguments never using heap memory, we can also infer that functions
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using the `#[inline]` attributes also do not heap allocate. But better than inferring, we can look
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at the assembly to prove it:
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```rust
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struct Point {
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x: i64,
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y: i64,
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}
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// Note that there is no `distance` function in the assembly output,
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// and the total line count goes from 229 with inlining off
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// to 306 with inline on. Even still, no heap allocations occur.
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#[inline(always)]
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fn distance(a: &Point, b: &Point) -> i64 {
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let x1 = a.x;
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let x2 = b.x;
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let y1 = a.y;
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let y2 = b.y;
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let x_pow = (a.x - b.x) * (a.x - b.x);
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let y_pow = (a.y - b.y) * (a.y - b.y);
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let squared = x_pow + y_pow;
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squared / squared
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}
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pub fn total_distance() {
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let start = Point { x: 1, y: 2 };
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let middle = Point { x: 3, y: 4 };
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let end = Point { x: 5, y: 6 };
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let _dist_1 = distance(&start, &middle);
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let _dist_2 = distance(&middle, &end);
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}
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```
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-- [Compiler Explorer](https://godbolt.org/z/30Sh66)
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Finally, passing by value (arguments with type
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[`Copy`](https://doc.rust-lang.org/std/marker/trait.Copy.html)) and passing by reference (either
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moving ownership or passing a pointer) may have slightly different layouts in assembly, but will
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still use either stack memory or CPU registers:
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```rust
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pub struct Point {
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x: i64,
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y: i64,
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}
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// Moving values
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pub fn distance_moved(a: Point, b: Point) -> i64 {
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let x1 = a.x;
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let x2 = b.x;
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let y1 = a.y;
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let y2 = b.y;
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let x_pow = (x1 - x2) * (x1 - x2);
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let y_pow = (y1 - y2) * (y1 - y2);
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let squared = x_pow + y_pow;
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squared / squared
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}
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// Borrowing values has two extra `mov` instructions on lines 21 and 22
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pub fn distance_borrowed(a: &Point, b: &Point) -> i64 {
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let x1 = a.x;
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let x2 = b.x;
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let y1 = a.y;
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let y2 = b.y;
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let x_pow = (x1 - x2) * (x1 - x2);
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let y_pow = (y1 - y2) * (y1 - y2);
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let squared = x_pow + y_pow;
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squared / squared
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}
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```
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-- [Compiler Explorer](https://godbolt.org/z/06hGiv)
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## Enums
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If you've ever worried that wrapping your types in
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[`Option`](https://doc.rust-lang.org/stable/core/option/enum.Option.html) or
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[`Result`](https://doc.rust-lang.org/stable/core/result/enum.Result.html) would finally make them
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large enough that Rust decides to use heap allocation instead, fear no longer: `enum` and union
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types don't use heap allocation:
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```rust
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enum MyEnum {
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Small(u8),
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Large(u64)
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}
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struct MyStruct {
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x: MyEnum,
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y: MyEnum,
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}
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pub fn enum_compare() {
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let x = MyEnum::Small(0);
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let y = MyEnum::Large(0);
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let z = MyStruct { x, y };
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let opt = Option::Some(z);
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}
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```
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-- [Compiler Explorer](https://godbolt.org/z/HK7zBx)
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Because the size of an `enum` is the size of its largest element plus a flag, the compiler can
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predict how much memory is used no matter which variant of an enum is currently stored in a
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variable. Thus, enums and unions have no need of heap allocation. There's unfortunately not a great
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way to show this in assembly, so I'll instead point you to the
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[`core::mem::size_of`](https://doc.rust-lang.org/stable/core/mem/fn.size_of.html#size-of-enums)
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documentation.
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## Arrays
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The array type is guaranteed to be stack allocated, which is why the array size must be declared.
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Interestingly enough, this can be used to cause safe Rust programs to crash:
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```rust
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// 256 bytes
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#[derive(Default)]
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struct TwoFiftySix {
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_a: [u64; 32]
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}
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// 8 kilobytes
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#[derive(Default)]
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struct EightK {
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_a: [TwoFiftySix; 32]
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}
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// 256 kilobytes
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#[derive(Default)]
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struct TwoFiftySixK {
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_a: [EightK; 32]
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}
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// 8 megabytes - exceeds space typically provided for the stack,
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// though the kernel can be instructed to allocate more.
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// On Linux, you can check stack size using `ulimit -s`
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#[derive(Default)]
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struct EightM {
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_a: [TwoFiftySixK; 32]
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}
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fn main() {
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// Because we already have things in stack memory
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// (like the current function call stack), allocating another
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// eight megabytes of stack memory crashes the program
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let _x = EightM::default();
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}
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```
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--
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[Rust Playground](https://play.rust-lang.org/?version=stable&mode=debug&edition=2018&gist=587a6380a4914bcbcef4192c90c01dc4)
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There aren't any security implications of this (no memory corruption occurs), but it's good to note
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that the Rust compiler won't move arrays into heap memory even if they can be reasonably expected to
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overflow the stack.
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## Closures
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Rules for how anonymous functions capture their arguments are typically language-specific. In Java,
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[Lambda Expressions](https://docs.oracle.com/javase/tutorial/java/javaOO/lambdaexpressions.html) are
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actually objects created on the heap that capture local primitives by copying, and capture local
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non-primitives as (`final`) references.
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[Python](https://docs.python.org/3.7/reference/expressions.html#lambda) and
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[JavaScript](https://javascriptweblog.wordpress.com/2010/10/25/understanding-javascript-closures/)
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both bind _everything_ by reference normally, but Python can also
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[capture values](https://stackoverflow.com/a/235764/1454178) and JavaScript has
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[Arrow functions](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Functions/Arrow_functions).
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In Rust, arguments to closures are the same as arguments to other functions; closures are simply
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functions that don't have a declared name. Some weird ordering of the stack may be required to
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handle them, but it's the compiler's responsiblity to figure that out.
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Each example below has the same effect, but a different assembly implementation. In the simplest
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case, we immediately run a closure returned by another function. Because we don't store a reference
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to the closure, the stack memory needed to store the captured values is contiguous:
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```rust
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fn my_func() -> impl FnOnce() {
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let x = 24;
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// Note that this closure in assembly looks exactly like
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// any other function; you even use the `call` instruction
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// to start running it.
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move || { x; }
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}
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pub fn immediate() {
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my_func()();
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my_func()();
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}
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```
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-- [Compiler Explorer](https://godbolt.org/z/mgJ2zl), 25 total assembly instructions
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If we store a reference to the closure, the Rust compiler keeps values it needs in the stack memory
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of the original function. Getting the details right is a bit harder, so the instruction count goes
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up even though this code is functionally equivalent to our original example:
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```rust
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pub fn simple_reference() {
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let x = my_func();
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let y = my_func();
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y();
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x();
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}
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```
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-- [Compiler Explorer](https://godbolt.org/z/K_dj5n), 55 total assembly instructions
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Even things like variable order can make a difference in instruction count:
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```rust
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pub fn complex() {
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let x = my_func();
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let y = my_func();
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x();
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y();
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}
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```
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-- [Compiler Explorer](https://godbolt.org/z/p37qFl), 70 total assembly instructions
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In every circumstance though, the compiler ensured that no heap allocations were necessary.
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## Generics
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Traits in Rust come in two broad forms: static dispatch (monomorphization, `impl Trait`) and dynamic
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dispatch (trait objects, `dyn Trait`). While dynamic dispatch is often _associated_ with trait
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objects being stored in the heap, dynamic dispatch can be used with stack allocated objects as well:
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```rust
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trait GetInt {
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fn get_int(&self) -> u64;
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}
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// vtable stored at section L__unnamed_1
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struct WhyNotU8 {
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x: u8
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}
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impl GetInt for WhyNotU8 {
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fn get_int(&self) -> u64 {
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self.x as u64
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}
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}
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// vtable stored at section L__unnamed_2
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struct ActualU64 {
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x: u64
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}
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impl GetInt for ActualU64 {
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fn get_int(&self) -> u64 {
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self.x
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}
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}
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// `&dyn` declares that we want to use dynamic dispatch
|
|
// rather than monomorphization, so there is only one
|
|
// `retrieve_int` function that shows up in the final assembly.
|
|
// If we used generics, there would be one implementation of
|
|
// `retrieve_int` for each type that implements `GetInt`.
|
|
pub fn retrieve_int(u: &dyn GetInt) {
|
|
// In the assembly, we just call an address given to us
|
|
// in the `rsi` register and hope that it was set up
|
|
// correctly when this function was invoked.
|
|
let x = u.get_int();
|
|
}
|
|
|
|
pub fn do_call() {
|
|
// Note that even though the vtable for `WhyNotU8` and
|
|
// `ActualU64` includes a pointer to
|
|
// `core::ptr::real_drop_in_place`, it is never invoked.
|
|
let a = WhyNotU8 { x: 0 };
|
|
let b = ActualU64 { x: 0 };
|
|
|
|
retrieve_int(&a);
|
|
retrieve_int(&b);
|
|
}
|
|
```
|
|
|
|
-- [Compiler Explorer](https://godbolt.org/z/u_yguS)
|
|
|
|
It's hard to imagine practical situations where dynamic dispatch would be used for objects that
|
|
aren't heap allocated, but it technically can be done.
|
|
|
|
## Copy types
|
|
|
|
Understanding move semantics and copy semantics in Rust is weird at first. The Rust docs
|
|
[go into detail](https://doc.rust-lang.org/stable/core/marker/trait.Copy.html) far better than can
|
|
be addressed here, so I'll leave them to do the job. From a memory perspective though, their
|
|
guideline is reasonable:
|
|
[if your type can implemement `Copy`, it should](https://doc.rust-lang.org/stable/core/marker/trait.Copy.html#when-should-my-type-be-copy).
|
|
While there are potential speed tradeoffs to _benchmark_ when discussing `Copy` (move semantics for
|
|
stack objects vs. copying stack pointers vs. copying stack `struct`s), _it's impossible for `Copy`
|
|
to introduce a heap allocation_.
|
|
|
|
But why is this the case? Fundamentally, it's because the language controls what `Copy` means -
|
|
["the behavior of `Copy` is not overloadable"](https://doc.rust-lang.org/std/marker/trait.Copy.html#whats-the-difference-between-copy-and-clone)
|
|
because it's a marker trait. From there we'll note that a type
|
|
[can implement `Copy`](https://doc.rust-lang.org/std/marker/trait.Copy.html#when-can-my-type-be-copy)
|
|
if (and only if) its components implement `Copy`, and that
|
|
[no heap-allocated types implement `Copy`](https://doc.rust-lang.org/std/marker/trait.Copy.html#implementors).
|
|
Thus, assignments involving heap types are always move semantics, and new heap allocations won't
|
|
occur because of implicit operator behavior.
|
|
|
|
```rust
|
|
#[derive(Clone)]
|
|
struct Cloneable {
|
|
x: Box<u64>
|
|
}
|
|
|
|
// error[E0204]: the trait `Copy` may not be implemented for this type
|
|
#[derive(Copy, Clone)]
|
|
struct NotCopyable {
|
|
x: Box<u64>
|
|
}
|
|
```
|
|
|
|
-- [Compiler Explorer](https://godbolt.org/z/VToRuK)
|
|
|
|
## Iterators
|
|
|
|
In managed memory languages (like
|
|
[Java](https://www.youtube.com/watch?v=bSkpMdDe4g4&feature=youtu.be&t=357)), there's a subtle
|
|
difference between these two code samples:
|
|
|
|
```java
|
|
public static int sum_for(List<Long> vals) {
|
|
long sum = 0;
|
|
// Regular for loop
|
|
for (int i = 0; i < vals.length; i++) {
|
|
sum += vals[i];
|
|
}
|
|
return sum;
|
|
}
|
|
|
|
public static int sum_foreach(List<Long> vals) {
|
|
long sum = 0;
|
|
// "Foreach" loop - uses iteration
|
|
for (Long l : vals) {
|
|
sum += l;
|
|
}
|
|
return sum;
|
|
}
|
|
```
|
|
|
|
In the `sum_for` function, nothing terribly interesting happens. In `sum_foreach`, an object of type
|
|
[`Iterator`](https://docs.oracle.com/en/java/javase/11/docs/api/java.base/java/util/Iterator.html)
|
|
is allocated on the heap, and will eventually be garbage-collected. This isn't a great design;
|
|
iterators are often transient objects that you need during a function and can discard once the
|
|
function ends. Sounds exactly like the issue stack-allocated objects address, no?
|
|
|
|
In Rust, iterators are allocated on the stack. The objects to iterate over are almost certainly in
|
|
heap memory, but the iterator itself
|
|
([`Iter`](https://doc.rust-lang.org/std/slice/struct.Iter.html)) doesn't need to use the heap. In
|
|
each of the examples below we iterate over a collection, but never use heap allocation:
|
|
|
|
```rust
|
|
use std::collections::HashMap;
|
|
// There's a lot of assembly generated, but if you search in the text,
|
|
// there are no references to `real_drop_in_place` anywhere.
|
|
|
|
pub fn sum_vec(x: &Vec<u32>) {
|
|
let mut s = 0;
|
|
// Basic iteration over vectors doesn't need allocation
|
|
for y in x {
|
|
s += y;
|
|
}
|
|
}
|
|
|
|
pub fn sum_enumerate(x: &Vec<u32>) {
|
|
let mut s = 0;
|
|
// More complex iterators are just fine too
|
|
for (_i, y) in x.iter().enumerate() {
|
|
s += y;
|
|
}
|
|
}
|
|
|
|
pub fn sum_hm(x: &HashMap<u32, u32>) {
|
|
let mut s = 0;
|
|
// And it's not just Vec, all types will allocate the iterator
|
|
// on stack memory
|
|
for y in x.values() {
|
|
s += y;
|
|
}
|
|
}
|
|
```
|
|
|
|
-- [Compiler Explorer](https://godbolt.org/z/FTT3CT)
|