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ty.rs
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#![allow(clippy::disallowed_names)]
use ruff_benchmark::criterion;
use ruff_benchmark::real_world_projects::{InstalledProject, RealWorldProject};
use std::fmt::Write;
use std::ops::Range;
use criterion::{BatchSize, Criterion, criterion_group, criterion_main};
use rayon::ThreadPoolBuilder;
use rustc_hash::FxHashSet;
use ruff_benchmark::TestFile;
use ruff_db::diagnostic::{Diagnostic, DiagnosticId, Severity};
use ruff_db::files::{File, system_path_to_file};
use ruff_db::source::source_text;
use ruff_db::system::{InMemorySystem, MemoryFileSystem, SystemPath, SystemPathBuf, TestSystem};
use ruff_python_ast::PythonVersion;
use ty_project::metadata::options::{EnvironmentOptions, Options};
use ty_project::metadata::value::{RangedValue, RelativePathBuf};
use ty_project::watch::{ChangeEvent, ChangedKind};
use ty_project::{CheckMode, Db, ProjectDatabase, ProjectMetadata};
struct Case {
db: ProjectDatabase,
fs: MemoryFileSystem,
file: File,
file_path: SystemPathBuf,
}
// "https://raw.githubusercontent.com/python/cpython/8e8a4baf652f6e1cee7acde9d78c4b6154539748/Lib/tomllib";
static TOMLLIB_FILES: [TestFile; 4] = [
TestFile::new(
"tomllib/__init__.py",
include_str!("../resources/tomllib/__init__.py"),
),
TestFile::new(
"tomllib/_parser.py",
include_str!("../resources/tomllib/_parser.py"),
),
TestFile::new(
"tomllib/_re.py",
include_str!("../resources/tomllib/_re.py"),
),
TestFile::new(
"tomllib/_types.py",
include_str!("../resources/tomllib/_types.py"),
),
];
/// A structured set of fields we use to do diagnostic comparisons.
///
/// This helps assert benchmark results. Previously, we would compare
/// the actual diagnostic output, but using `insta` inside benchmarks is
/// problematic, and updating the strings otherwise when diagnostic rendering
/// changes is a PITA.
type KeyDiagnosticFields = (
DiagnosticId,
Option<&'static str>,
Option<Range<usize>>,
&'static str,
Severity,
);
static EXPECTED_TOMLLIB_DIAGNOSTICS: &[KeyDiagnosticFields] = &[];
fn tomllib_path(file: &TestFile) -> SystemPathBuf {
SystemPathBuf::from("src").join(file.name())
}
fn setup_tomllib_case() -> Case {
let system = TestSystem::default();
let fs = system.memory_file_system().clone();
fs.write_files_all(
TOMLLIB_FILES
.iter()
.map(|file| (tomllib_path(file), file.code().to_string())),
)
.unwrap();
let src_root = SystemPath::new("/src");
let mut metadata = ProjectMetadata::discover(src_root, &system).unwrap();
metadata.apply_options(Options {
environment: Some(EnvironmentOptions {
python_version: Some(RangedValue::cli(PythonVersion::PY312)),
..EnvironmentOptions::default()
}),
..Options::default()
});
let mut db = ProjectDatabase::new(metadata, system).unwrap();
let mut tomllib_files = FxHashSet::default();
let mut re: Option<File> = None;
for test_file in &TOMLLIB_FILES {
let file = system_path_to_file(&db, tomllib_path(test_file)).unwrap();
if test_file.name().ends_with("_re.py") {
re = Some(file);
}
tomllib_files.insert(file);
}
let re = re.unwrap();
db.set_check_mode(CheckMode::OpenFiles);
db.project().set_open_files(&mut db, tomllib_files);
let re_path = re.path(&db).as_system_path().unwrap().to_owned();
Case {
db,
fs,
file: re,
file_path: re_path,
}
}
static RAYON_INITIALIZED: std::sync::Once = std::sync::Once::new();
fn setup_rayon() {
// Initialize the rayon thread pool outside the benchmark because it has a significant cost.
// We limit the thread pool to only one (the current thread) because we're focused on
// where ty spends time and less about how well the code runs concurrently.
// We might want to add a benchmark focusing on concurrency to detect congestion in the future.
RAYON_INITIALIZED.call_once(|| {
ThreadPoolBuilder::new()
.num_threads(1)
.use_current_thread()
.build_global()
.unwrap();
});
}
fn benchmark_incremental(criterion: &mut Criterion) {
fn setup() -> Case {
let case = setup_tomllib_case();
let result: Vec<_> = case.db.check();
assert_diagnostics(&case.db, &result, EXPECTED_TOMLLIB_DIAGNOSTICS);
case.fs
.write_file_all(
&case.file_path,
format!(
"{}\n# A comment\n",
source_text(&case.db, case.file).as_str()
),
)
.unwrap();
case
}
fn incremental(case: &mut Case) {
let Case { db, .. } = case;
db.apply_changes(
vec![ChangeEvent::Changed {
path: case.file_path.clone(),
kind: ChangedKind::FileContent,
}],
None,
);
let result = db.check();
assert_eq!(result.len(), EXPECTED_TOMLLIB_DIAGNOSTICS.len());
}
setup_rayon();
criterion.bench_function("ty_check_file[incremental]", |b| {
b.iter_batched_ref(setup, incremental, BatchSize::SmallInput);
});
}
fn benchmark_cold(criterion: &mut Criterion) {
setup_rayon();
criterion.bench_function("ty_check_file[cold]", |b| {
b.iter_batched_ref(
setup_tomllib_case,
|case| {
let Case { db, .. } = case;
let result: Vec<_> = db.check();
assert_diagnostics(db, &result, EXPECTED_TOMLLIB_DIAGNOSTICS);
},
BatchSize::SmallInput,
);
});
}
#[track_caller]
fn assert_diagnostics(db: &dyn Db, diagnostics: &[Diagnostic], expected: &[KeyDiagnosticFields]) {
let normalized: Vec<_> = diagnostics
.iter()
.map(|diagnostic| {
(
diagnostic.id(),
diagnostic
.primary_span()
.map(|span| span.expect_ty_file())
.map(|file| file.path(db).as_str()),
diagnostic
.primary_span()
.and_then(|span| span.range())
.map(Range::<usize>::from),
diagnostic.primary_message(),
diagnostic.severity(),
)
})
.collect();
assert_eq!(&normalized, expected);
}
fn setup_micro_case(code: &str) -> Case {
let system = TestSystem::default();
let fs = system.memory_file_system().clone();
let file_path = "src/test.py";
fs.write_file_all(
SystemPathBuf::from(file_path),
ruff_python_trivia::textwrap::dedent(code),
)
.unwrap();
let src_root = SystemPath::new("/src");
let mut metadata = ProjectMetadata::discover(src_root, &system).unwrap();
metadata.apply_options(Options {
environment: Some(EnvironmentOptions {
python_version: Some(RangedValue::cli(PythonVersion::PY312)),
..EnvironmentOptions::default()
}),
..Options::default()
});
let mut db = ProjectDatabase::new(metadata, system).unwrap();
let file = system_path_to_file(&db, SystemPathBuf::from(file_path)).unwrap();
db.set_check_mode(CheckMode::OpenFiles);
db.project()
.set_open_files(&mut db, FxHashSet::from_iter([file]));
let file_path = file.path(&db).as_system_path().unwrap().to_owned();
Case {
db,
fs,
file,
file_path,
}
}
fn benchmark_many_string_assignments(criterion: &mut Criterion) {
setup_rayon();
criterion.bench_function("ty_micro[many_string_assignments]", |b| {
b.iter_batched_ref(
|| {
// This is a micro benchmark, but it is effectively identical to a code sample
// observed "in the wild":
setup_micro_case(
r#"
def f(x) -> str:
s = ""
# Each conditional doubles the size of the union of string literal types,
# so if we go up to attr10, we have 2**10 = 1024 string literal types
if x.attr1:
s += "attr1"
if x.attr2:
s += "attr2"
if x.attr3:
s += "attr3"
if x.attr4:
s += "attr4"
if x.attr5:
s += "attr5"
if x.attr6:
s += "attr6"
if x.attr7:
s += "attr7"
if x.attr8:
s += "attr8"
if x.attr9:
s += "attr9"
if x.attr10:
s += "attr10"
# The above checked how fast we are in building the union; this checks how
# we manage it once it is built. If implemented naively, this has to check
# each member of the union for compatibility with the Sized protocol.
if len(s) > 0:
s = s[:-3]
return s
"#,
)
},
|case| {
let Case { db, .. } = case;
let result = db.check();
assert_eq!(result.len(), 0);
},
BatchSize::SmallInput,
);
});
}
fn benchmark_many_tuple_assignments(criterion: &mut Criterion) {
setup_rayon();
criterion.bench_function("ty_micro[many_tuple_assignments]", |b| {
b.iter_batched_ref(
|| {
// This is a micro benchmark, but it is effectively identical to a code sample
// observed in https://github.com/astral-sh/ty/issues/362
setup_micro_case(
r#"
def flag() -> bool:
return True
t = ()
if flag():
t += (1,)
if flag():
t += (2,)
if flag():
t += (3,)
if flag():
t += (4,)
if flag():
t += (5,)
if flag():
t += (6,)
if flag():
t += (7,)
if flag():
t += (8,)
# Perform some kind of operation on the union type
print(1 in t)
"#,
)
},
|case| {
let Case { db, .. } = case;
let result = db.check();
assert_eq!(result.len(), 0);
},
BatchSize::SmallInput,
);
});
}
fn benchmark_tuple_implicit_instance_attributes(criterion: &mut Criterion) {
setup_rayon();
criterion.bench_function("ty_micro[many_tuple_assignments]", |b| {
b.iter_batched_ref(
|| {
// This is a regression benchmark for a case that used to hang:
// https://github.com/astral-sh/ty/issues/765
setup_micro_case(
r#"
from typing import Any
class A:
foo: tuple[Any, ...]
class B(A):
def __init__(self, parent: "C", x: tuple[Any]):
self.foo = parent.foo + x
class C(A):
def __init__(self, parent: B, x: tuple[Any]):
self.foo = parent.foo + x
"#,
)
},
|case| {
let Case { db, .. } = case;
let result = db.check();
assert_eq!(result.len(), 0);
},
BatchSize::SmallInput,
);
});
}
fn benchmark_complex_constrained_attributes_1(criterion: &mut Criterion) {
setup_rayon();
criterion.bench_function("ty_micro[complex_constrained_attributes_1]", |b| {
b.iter_batched_ref(
|| {
// This is a regression benchmark for https://github.com/astral-sh/ty/issues/627.
// Before this was fixed, the following sample would take >1s to type check.
setup_micro_case(
r#"
class C:
def f(self: "C"):
if isinstance(self.a, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
"#,
)
},
|case| {
let Case { db, .. } = case;
let result = db.check();
assert!(!result.is_empty());
},
BatchSize::SmallInput,
);
});
}
fn benchmark_complex_constrained_attributes_2(criterion: &mut Criterion) {
setup_rayon();
criterion.bench_function("ty_micro[complex_constrained_attributes_2]", |b| {
b.iter_batched_ref(
|| {
// This is similar to the case above, but now the attributes are actually defined.
// https://github.com/astral-sh/ty/issues/711
setup_micro_case(
r#"
class C:
def f(self: "C"):
if isinstance(self.a, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
if isinstance(self.b, str):
return
self.a = ""
self.b = ""
"#,
)
},
|case| {
let Case { db, .. } = case;
let result = db.check();
assert_eq!(result.len(), 0);
},
BatchSize::SmallInput,
);
});
}
fn benchmark_complex_constrained_attributes_3(criterion: &mut Criterion) {
setup_rayon();
criterion.bench_function("ty_micro[complex_constrained_attributes_3]", |b| {
b.iter_batched_ref(
|| {
// This is a regression test for https://github.com/astral-sh/ty/issues/758
setup_micro_case(
r#"
class GridOut:
def __init__(self: "GridOut") -> None:
self._buffer = b""
def _read_size_or_line(self: "GridOut", size: int = -1):
if size > self._position:
size = self._position
pass
if size == 0:
return bytes()
while size > 0:
if self._buffer:
buf = self._buffer
self._buffer = b""
else:
buf = b""
if len(buf) > size:
self._buffer = buf
self._position -= len(self._buffer)
"#,
)
},
|case| {
let Case { db, .. } = case;
let result = db.check();
assert_eq!(result.len(), 0);
},
BatchSize::SmallInput,
);
});
}
fn benchmark_many_enum_members(criterion: &mut Criterion) {
const NUM_ENUM_MEMBERS: usize = 512;
setup_rayon();
let mut code = String::new();
writeln!(&mut code, "from enum import Enum").ok();
writeln!(&mut code, "class E(Enum):").ok();
for i in 0..NUM_ENUM_MEMBERS {
writeln!(&mut code, " m{i} = {i}").ok();
}
writeln!(&mut code).ok();
for i in 0..NUM_ENUM_MEMBERS {
writeln!(&mut code, "print(E.m{i})").ok();
}
criterion.bench_function("ty_micro[many_enum_members]", |b| {
b.iter_batched_ref(
|| setup_micro_case(&code),
|case| {
let Case { db, .. } = case;
let result = db.check();
assert_eq!(result.len(), 0);
},
BatchSize::SmallInput,
);
});
}
struct ProjectBenchmark<'a> {
project: InstalledProject<'a>,
fs: MemoryFileSystem,
max_diagnostics: usize,
}
impl<'a> ProjectBenchmark<'a> {
fn new(project: RealWorldProject<'a>, max_diagnostics: usize) -> Self {
let setup_project = project.setup().expect("Failed to setup project");
let fs = setup_project
.copy_to_memory_fs()
.expect("Failed to copy project to memory fs");
Self {
project: setup_project,
fs,
max_diagnostics,
}
}
fn setup_iteration(&self) -> ProjectDatabase {
let system = TestSystem::new(InMemorySystem::from_memory_fs(self.fs.clone()));
let src_root = SystemPath::new("/");
let mut metadata = ProjectMetadata::discover(src_root, &system).unwrap();
metadata.apply_options(Options {
environment: Some(EnvironmentOptions {
python_version: Some(RangedValue::cli(self.project.config.python_version)),
python: Some(RelativePathBuf::cli(SystemPath::new(".venv"))),
..EnvironmentOptions::default()
}),
..Options::default()
});
let mut db = ProjectDatabase::new(metadata, system).unwrap();
db.project().set_included_paths(
&mut db,
self.project
.check_paths()
.iter()
.map(|path| SystemPathBuf::from(*path))
.collect(),
);
db
}
}
#[track_caller]
fn bench_project(benchmark: &ProjectBenchmark, criterion: &mut Criterion) {
fn check_project(db: &mut ProjectDatabase, project_name: &str, max_diagnostics: usize) {
let result = db.check();
let diagnostics = result.len();
if diagnostics > max_diagnostics {
let details = result
.into_iter()
.map(|diagnostic| diagnostic.concise_message().to_string())
.collect::<Vec<_>>()
.join("\n ");
assert!(
diagnostics <= max_diagnostics,
"{project_name}: Expected <={max_diagnostics} diagnostics but got {diagnostics}:\n {details}",
);
}
}
setup_rayon();
let mut group = criterion.benchmark_group("project");
group.sampling_mode(criterion::SamplingMode::Flat);
group.bench_function(benchmark.project.config.name, |b| {
b.iter_batched_ref(
|| benchmark.setup_iteration(),
|db| check_project(db, benchmark.project.config.name, benchmark.max_diagnostics),
BatchSize::SmallInput,
);
});
}
fn hydra(criterion: &mut Criterion) {
let benchmark = ProjectBenchmark::new(
RealWorldProject {
name: "hydra-zen",
repository: "https://github.com/mit-ll-responsible-ai/hydra-zen",
commit: "dd2b50a9614c6f8c46c5866f283c8f7e7a960aa8",
paths: &["src"],
dependencies: &["pydantic", "beartype", "hydra-core"],
max_dep_date: "2025-06-17",
python_version: PythonVersion::PY313,
},
100,
);
bench_project(&benchmark, criterion);
}
fn attrs(criterion: &mut Criterion) {
let benchmark = ProjectBenchmark::new(
RealWorldProject {
name: "attrs",
repository: "https://github.com/python-attrs/attrs",
commit: "a6ae894aad9bc09edc7cdad8c416898784ceec9b",
paths: &["src"],
dependencies: &[],
max_dep_date: "2025-06-17",
python_version: PythonVersion::PY313,
},
136,
);
bench_project(&benchmark, criterion);
}
fn anyio(criterion: &mut Criterion) {
let benchmark = ProjectBenchmark::new(
RealWorldProject {
name: "anyio",
repository: "https://github.com/agronholm/anyio",
commit: "561d81270a12f7c6bbafb5bc5fad99a2a13f96be",
paths: &["src"],
dependencies: &[],
max_dep_date: "2025-06-17",
python_version: PythonVersion::PY313,
},
150,
);
bench_project(&benchmark, criterion);
}
fn datetype(criterion: &mut Criterion) {
let benchmark = ProjectBenchmark::new(
RealWorldProject {
name: "DateType",
repository: "https://github.com/glyph/DateType",
commit: "57c9c93cf2468069f72945fc04bf27b64100dad8",
paths: &["src"],
dependencies: &[],
max_dep_date: "2025-07-04",
python_version: PythonVersion::PY313,
},
2,
);
bench_project(&benchmark, criterion);
}
criterion_group!(check_file, benchmark_cold, benchmark_incremental);
criterion_group!(
micro,
benchmark_many_string_assignments,
benchmark_many_tuple_assignments,
benchmark_tuple_implicit_instance_attributes,
benchmark_complex_constrained_attributes_1,
benchmark_complex_constrained_attributes_2,
benchmark_complex_constrained_attributes_3,
benchmark_many_enum_members,
);
criterion_group!(project, anyio, attrs, hydra, datetype);
criterion_main!(check_file, micro, project);