type-inference
Purpose
Use this skill when working with Biome's type inference system and module graph. Covers type references, resolution phases, and the architecture designed for IDE performance.
Prerequisites
- Read
crates/biome_js_type_info/CONTRIBUTING.mdfor architecture details - Understand Biome's focus on IDE support and instant updates
- Familiarity with TypeScript type system concepts
Key Concepts
Module Graph Constraint
Critical rule: No module may copy or clone data from another module, not even behind Arc.
Why: Any module can be updated at any time (IDE file changes). Copying data would create stale references that are hard to invalidate.
Solution: Use TypeReference instead of direct type references.
Type Data Structure
Types are stored in TypeData enum with many variants:
// Simplified — see crates/biome_js_type_info/src/type_data.rs for the full enum
enum TypeData {
Unknown, // Inference not implemented
Global, // Global type reference
BigInt, Boolean, Null, Number, // Primitive types
String, Symbol, Undefined,
Function(Box<Function>), // Function with parameters
Object(Box<Object>), // Object with properties
Class(Box<Class>), // Class definition
Interface(Box<Interface>), // Interface definition
Union(Box<Union>), // Union type (A | B)
Intersection(Box<Intersection>), // Intersection type (A & B)
Tuple(Box<Tuple>), // Tuple type
Literal(Box<Literal>), // Literal type ("foo", 42)
Reference(TypeReference), // Reference to another type
TypeofExpression(Box<TypeofExpression>), // typeof an expression
// ... plus Conditional, Generic, TypeOperator, InstanceOf,
// keyword variants (AnyKeyword, NeverKeyword, VoidKeyword, etc.)
}
Type References
Instead of direct type references, use TypeReference:
enum TypeReference {
Qualifier(Box<TypeReferenceQualifier>), // Name-based reference
Resolved(ResolvedTypeId), // Resolved to type ID
Import(Box<TypeImportQualifier>), // Import reference
}
Note: There is no Unknown variant. Unknown types are represented as TypeReference::Resolved(GLOBAL_UNKNOWN_ID). Use TypeReference::unknown() to create one.
Type Resolution Phases
1. Local Inference
What: Derives types from expressions without surrounding context.
Example: For a + b, creates:
TypeData::TypeofExpression(TypeofExpression::Addition {
left: TypeReference::from(TypeReferenceQualifier::from_name("a")),
right: TypeReference::from(TypeReferenceQualifier::from_name("b"))
})
Where: Implemented in local_inference.rs
Output: Types with unresolved TypeReference::Qualifier references
2. Module-Level ("Thin") Inference
What: Resolves references within a single module's scope.
Process:
- Takes results from local inference
- Looks up qualifiers in local scopes
- Converts to
TypeReference::Resolvedif found locally - Converts to
TypeReference::Importif from import statement - Falls back to globals (like
Array,Promise) - Uses
TypeReference::Unknownif nothing found
Where: Implemented in js_module_info/collector.rs
Output: Types with resolved local references, import markers, or unknown
3. Full Inference
What: Resolves import references across module boundaries.
Process:
- Has access to entire module graph
- Resolves
TypeReference::Importby following imports - Converts to
TypeReference::Resolvedafter following imports
Where: Implemented in js_module_info/module_resolver.rs
Limitation: Results cannot be cached (would become stale on file changes)
Working with Type Resolvers
Available Resolvers
// 1. For tests
HardcodedSymbolResolver
// 2. For globals (Array, Promise, etc.)
GlobalsResolver
// 3. For thin inference (single module)
JsModuleInfoCollector
// 4. For full inference (across modules)
ModuleResolver
Using a Resolver
use biome_js_type_info::{TypeResolver, ResolvedTypeData};
fn analyze_type(resolver: &impl TypeResolver, type_ref: TypeReference) {
// Resolve the reference
let resolved_data: ResolvedTypeData = resolver.resolve_type(type_ref);
// Get raw data for pattern matching
match resolved_data.as_raw_data() {
TypeData::String => { /* handle string */ },
TypeData::Number => { /* handle number */ },
TypeData::Function(func) => { /* handle function */ },
_ => { /* handle others */ }
}
// Resolve nested references
if let TypeData::Reference(inner_ref) = resolved_data.as_raw_data() {
let inner_data = resolver.resolve_type(*inner_ref);
// Process inner type
}
}
Type Flattening
What: Converts complex type expressions to concrete types.
Example: After resolving a + b:
- If both are
TypeData::Number→ Flatten toTypeData::Number - Otherwise → Usually flatten to
TypeData::String
Where: Implemented in flattening.rs
Common Workflows
Implement Type-Aware Lint Rule
use biome_analyze::Semantic;
use biome_js_type_info::{TypeResolver, TypeData};
impl Rule for MyTypeRule {
type Query = Semantic<JsCallExpression>;
fn run(ctx: &RuleContext<Self>) -> Self::Signals {
let node = ctx.query();
let model = ctx.model();
// Get type resolver from model
let resolver = model.type_resolver();
// Get type of expression
let expr_type = node.callee().ok()?.infer_type(resolver);
// Check the type
match expr_type.as_raw_data() {
TypeData::Function(_) => { /* valid */ },
TypeData::Unknown => { /* might be valid, can't tell */ },
_ => { return Some(()); /* not callable */ }
}
None
}
}
Navigate Type References
fn is_string_type(resolver: &impl TypeResolver, type_ref: TypeReference) -> bool {
let resolved = resolver.resolve_type(type_ref);
// Follow references
let data = match resolved.as_raw_data() {
TypeData::Reference(ref_to) => resolver.resolve_type(*ref_to),
_other => resolved,
};
// Check the resolved type
matches!(data.as_raw_data(), TypeData::String)
}
Work with Function Types
fn analyze_function(resolver: &impl TypeResolver, type_ref: TypeReference) {
let resolved = resolver.resolve_type(type_ref);
if let TypeData::Function(func_type) = resolved.as_raw_data() {
// Access parameters
for param in func_type.parameters() {
let param_type = resolver.resolve_type(param.type_ref());
// Analyze parameter type
}
// Access return type
let return_type = resolver.resolve_type(func_type.return_type());
}
}
Architecture Principles
Why Type References?
Advantages:
- No stale data: Module updates don't leave old types in memory
- Better performance: Types stored in vectors (data locality)
- Easier debugging: Can inspect all types in vector
- Simpler algorithms: Process vectors instead of traversing graphs
Trade-off: Must explicitly resolve references (not automatic like Arc)
ResolvedTypeId Structure
struct ResolvedTypeId(ResolverId, TypeId)
TypeId(u32): Index into a type vectorResolverId(u32): Identifies which vector to use- Total: 64 bits (compact representation)
ResolvedTypeData
Always work with ResolvedTypeData from resolver, not raw &TypeData:
// Good - tracks resolver context
let resolved_data: ResolvedTypeData = resolver.resolve_type(type_ref);
// Be careful - loses resolver context
let raw_data: &TypeData = resolved_data.as_raw_data();
// Can't resolve nested TypeReferences without ResolverId!
Tips
- Unknown types:
TypeData::Unknownmeans inference not implemented, treat as "could be anything" - Follow references: Always follow
TypeData::Referenceto get actual type - Resolver context: Keep
ResolvedTypeDatawhen possible, don't extract rawTypeDataearly - Performance: Type vectors are fast - iterate directly instead of recursive traversal
- IDE focus: All design decisions prioritize instant IDE updates over CLI performance
- No caching: Full inference results can't be cached (would become stale)
- Globals: Currently hardcoded, eventually should use TypeScript's
.d.tsfiles
Common Patterns
// Pattern 1: Resolve and flatten
let type_ref = expr.infer_type(resolver);
let flattened = type_ref.flatten(resolver);
// Pattern 2: Check if type matches
fn is_string_type(resolver: &impl TypeResolver, type_ref: TypeReference) -> bool {
let resolved = resolver.resolve_type(type_ref);
matches!(resolved.as_raw_data(), TypeData::String)
}
// Pattern 3: Handle unknown gracefully
match resolved.as_raw_data() {
TypeData::Unknown | TypeData::UnknownKeyword => {
// Can't verify, assume valid
return None;
}
TypeData::String => { /* handle */ }
_ => { /* handle */ }
}
References
- Architecture guide:
crates/biome_js_type_info/CONTRIBUTING.md - Module graph:
crates/biome_module_graph/ - Type resolver trait:
crates/biome_js_type_info/src/resolver.rs - Flattening:
crates/biome_js_type_info/src/flattening.rs
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