LuisaCompute AST Usage Markers

Quick reference for how manual FunctionBuilder AST tracks variable read/write usage and how builtin CallOp calls propagate usage to their arguments.

Usage Enum

include/luisa/ast/usage.h

enum struct Usage : uint32_t {
    NONE = 0u,
    READ = 0x01u,
    WRITE = 0x02u,
    READ_WRITE = READ | WRITE
};

Flags accumulate via OR over a variable's lifetime.

Two-Layer Marker Design

1. Per-expression cache

include/luisa/ast/expression.h

class Expression {
protected:
    mutable Usage _usage{Usage::NONE};
    virtual void _mark(Usage usage) const noexcept = 0;
public:
    void mark(Usage usage) const noexcept;
    [[nodiscard]] auto usage() const noexcept { return _usage; }
};

src/ast/expression.cpp

void Expression::mark(Usage usage) const noexcept {
    if (auto a = to_underlying(_usage), u = a | to_underlying(usage); a != u) {
        _usage = static_cast<Usage>(u);
        _mark(usage);
    }
}

Propagation is idempotent: it only forwards when new bits are added.

2. FunctionBuilder storage

include/luisa/ast/function_builder.h

luisa::vector<Usage> _variable_usages;

void mark_variable_usage(uint32_t uid, Usage usage) noexcept;
[[nodiscard]] auto variable_usage(uint uid) const noexcept { return _variable_usages[uid]; }

src/ast/function_builder.cpp

void FunctionBuilder::mark_variable_usage(uint32_t uid, Usage usage) noexcept {
    auto old_usage = to_underlying(_variable_usages[uid]);
    auto u = static_cast<Usage>(old_usage | to_underlying(usage));
    _variable_usages[uid] = u;
}

uint32_t FunctionBuilder::_next_variable_uid() noexcept {
    auto uid = static_cast<uint32_t>(_variable_usages.size());
    _variable_usages.emplace_back(Usage::NONE);
    return uid;
}

RefExpr Forwarding

src/ast/expression.cpp

void RefExpr::_mark(Usage usage) const noexcept {
    if (auto fb = detail::FunctionBuilder::current(); fb == builder()) {
        fb->mark_variable_usage(_variable.uid(), usage);
    }
}

Only marks when the current builder owns the expression, preventing stale marking across function boundaries.

Manual API Example

auto &cur = *FunctionBuilder::current();
auto ref = cur.reference(Type::of<float4>());
cur.mark_variable_usage(ref->variable().uid(), Usage::READ_WRITE);

Builtin CallOp Usage Marking

Builtin detection

include/luisa/ast/op.h

[[nodiscard]] constexpr auto is_builtin_operation(CallOp op) noexcept {
    return op != CallOp::CUSTOM && op != CallOp::EXTERNAL;
}

include/luisa/ast/expression.h

[[nodiscard]] auto is_builtin() const noexcept { return is_builtin_operation(_op); }

CallExpr::_mark rules

src/ast/expression.cpp

void CallExpr::_mark() const noexcept {
    if (is_builtin()) {
        switch (_op) {
            case CallOp::BUFFER_VOLATILE_WRITE:
            case CallOp::BUFFER_WRITE:
            case CallOp::BINDLESS_BUFFER_WRITE:
            case CallOp::BYTE_BUFFER_VOLATILE_WRITE:
            case CallOp::BYTE_BUFFER_WRITE:
            case CallOp::TEXTURE_WRITE:
            case CallOp::RAY_TRACING_SET_INSTANCE_TRANSFORM:
            case CallOp::RAY_TRACING_SET_INSTANCE_VISIBILITY:
            case CallOp::RAY_TRACING_SET_INSTANCE_OPACITY:
            case CallOp::RAY_TRACING_SET_INSTANCE_USER_ID:
            case CallOp::RAY_TRACING_SET_INSTANCE_MOTION_MATRIX:
            case CallOp::RAY_TRACING_SET_INSTANCE_MOTION_SRT:
            case CallOp::RAY_QUERY_COMMIT_TRIANGLE:
            case CallOp::RAY_QUERY_COMMIT_PROCEDURAL:
            case CallOp::RAY_QUERY_TERMINATE:
            case CallOp::RAY_QUERY_PROCEED:
            case CallOp::GRADIENT_MARKER:
            case CallOp::ACCUMULATE_GRADIENT:
            case CallOp::ATOMIC_EXCHANGE:
            case CallOp::ATOMIC_COMPARE_EXCHANGE:
            case CallOp::ATOMIC_FETCH_ADD:
            case CallOp::ATOMIC_FETCH_SUB:
            case CallOp::ATOMIC_FETCH_AND:
            case CallOp::ATOMIC_FETCH_OR:
            case CallOp::ATOMIC_FETCH_XOR:
            case CallOp::ATOMIC_FETCH_MIN:
            case CallOp::ATOMIC_FETCH_MAX:
            case CallOp::INDIRECT_SET_DISPATCH_KERNEL:
            case CallOp::INDIRECT_SET_DISPATCH_COUNT:
            case CallOp::COOPERATIVE_OUTER_PRODUCT_ACCUMULATE:
            case CallOp::COOPERATIVE_VECTOR_ACCUMULATE:
            case CallOp::COOPERATIVE_VECTOR_STORE:
            case CallOp::COOPERATIVE_VECTOR_WORKGROUP_STORE:
                _arguments[0]->mark(Usage::WRITE);
                for (size_t i = 1; i < _arguments.size(); i++) {
                    _arguments[i]->mark(Usage::READ);
                }
                break;
            default:
                for (auto arg : _arguments) {
                    arg->mark(Usage::READ);
                }
        }
    } else if (is_external()) {
        auto f = external();
        for (size_t i = 0; i < _arguments.size(); i++) {
            _arguments[i]->mark(f->argument_usages()[i]);
        }
    } else {
        // custom callable
        auto args = custom().arguments();
        for (size_t i = 0; i < args.size(); i++) {
            auto arg = args[i];
            _arguments[i]->mark(
                arg.is_reference() || arg.is_resource() ?
                    custom().variable_usage(arg.uid()) :
                    Usage::READ);
        }
    }
}

Rule summary

• Default builtin: every argument marked READ.
• Write-style builtins (list above): argument 0 marked WRITE; remaining arguments marked READ.
• Atomic ops mark their target reference (argument 0) as WRITE; AtomicRefNode::operate() builds the CallExpr with the target as _arguments[0] (src/ast/atomic_ref_node.cpp).

Files of Record

Purpose	Path
Usage enum	include/luisa/ast/usage.h
Expression base & CallExpr	include/luisa/ast/expression.h
Expression::mark, RefExpr::_mark, CallExpr::_mark	src/ast/expression.cpp
FunctionBuilder declaration & _variable_usages	include/luisa/ast/function_builder.h
FunctionBuilder::mark_variable_usage, _next_variable_uid, call()	src/ast/function_builder.cpp
CallOp enum, is_builtin_operation, is_atomic_operation	include/luisa/ast/op.h
check_builtin_call_valid	src/ast/op.cpp
Function::variable_usage exposure	src/ast/function.cpp
Atomic op construction	src/ast/atomic_ref_node.cpp
Manual AST skill doc	.agents/skills/ast/SKILL.md

Common Modifications

• Add a new write-style builtin op: extend the switch in src/ast/expression.cpp CallExpr::_mark() so argument 0 is WRITE.
• Query usage after building: call Function::variable_usage(uid) or FunctionBuilder::variable_usage(uid).
• Custom callable reference/resource args: explicitly mark the reference variable READ_WRITE via mark_variable_usage() so callers propagate usage correctly.

---

Appendix: Full AST C++ Structure

File Inventory

Headers (include/luisa/ast/)

File	Main Class(es)	Description
usage.h	Usage (enum)	NONE, READ, WRITE, READ_WRITE flags
attribute.h	Attribute	Key-value pair struct for type/variable metadata
variable.h	Variable	Typed variable with Tag (LOCAL, SHARED, REFERENCE, BUFFER, TEXTURE, BINDLESS_ARRAY, ACCEL, and builtins like THREAD_ID, BLOCK_ID, DISPATCH_ID, etc.)
type.h	Type	Central type system: scalar types (BOOL, INT8..FLOAT64, FLOAT8), VECTOR, MATRIX, ARRAY, STRUCTURE, BUFFER, TEXTURE, BINDLESS_ARRAY, ACCEL, COOPERATIVE_VECTOR, COOPERATIVE_VECTOR_REF, COOPERATIVE_MATRIX_REF, CUSTOM. Factory methods: of<T>(), array(), vector(), matrix(), buffer(), texture(), structure(), custom(), from(description)
type_registry.h	TypeDesc<T>, macros LUISA_STRUCT_REFLECT	Compile-time type description generation; C++20 aggregate member counting via member_reflect.inl.h
member_reflect.inl.h	count_member<T>(), member_reflect<T>()	Compile-time struct reflection: counts aggregate members (up to 126) and builds struct<align,member1,member2,...> description strings
constant_data.h	ConstantData, ConstantDecoder	Constant data storage with type + raw bytes; ConstantDecoder virtual dispatch for decoding vectors, matrices, structs, arrays
expression.h	Expression (base), UnaryExpr, BinaryExpr, MemberExpr, AccessExpr, LiteralExpr, RefExpr, ConstantExpr, CallExpr, CastExpr, TypeIDExpr, StringIDExpr, FuncRefExpr, CpuCustomOpExpr, GpuCustomOpExpr	Full expression tree with visitor pattern; _usage cache, _mark() virtual, traverse_subexpressions() helper
op.h	UnaryOp, BinaryOp, CallOp, CallOpSet, TypePromotion	Operation enums (CallOp has 300+ entries)
statement.h	Statement (base), BreakStmt, ContinueStmt, ReturnStmt, ScopeStmt, IfStmt, LoopStmt, ExprStmt, SwitchStmt, SwitchCaseStmt, SwitchDefaultStmt, AssignStmt, ForStmt, CommentStmt, RayQueryStmt, SuspendStmt, AutoDiffStmt, PrintStmt, DebugBreakStmt	Full statement tree with visitor pattern; traverse_expressions() template helper
function.h	Function	Public function handle wrapping FunctionBuilder*. Provides access to variables, arguments, bindings, callables, block size, hash, usage queries
function_builder.h	FunctionBuilder	Central AST construction API. RAII scope guards, thread-local function stack. Creates expressions/literals/variables/statements. mark_variable_usage(), hash(), duplicate(), sort_bindings(), _internalize()
external_function.h	ExternalFunction	Named external function with typed argument list and per-argument Usage
atomic_ref_node.h	AtomicRefNode	Helper for building atomic operations: chains access paths and emits CallExpr
callable_library.h	CallableLibrary	Serialization/deserialization of callable function graphs to/from binary blobs
ast2json.h	to_json()	Convert Type or Function to JSON string for debugging
interface.h	—	Convenience include aggregating type/variable/expression/statement/function headers

Sources (src/ast/)

File	Key Functions
type.cpp	TypeRegistry singleton, TypeImpl, _decode() recursive parser for type descriptions, Type::from(), Type::array(), Type::vector(), Type::matrix(), Type::buffer(), Type::texture(), Type::structure(), Type::custom(), type query predicates
variable.cpp	Variable::hash()
expression.cpp	Expression::mark(), Expression::hash(), all expression _mark()/_compute_hash() overrides, CallExpr::_mark() (builtin write-style vs read-style dispatch), CallExpr::custom()/external()
statement.cpp	All Statement::_compute_hash() overrides, PrintStmt/DebugBreakStmt constructors, default StmtVisitor methods
function.cpp	Function methods delegating to FunctionBuilder, binding hash functions
function_builder.cpp	FunctionBuilder::push/pop/current, break_/continue_/return_/suspend_/ray_query_/autodiff_/if_/loop_/switch_/case_/default_/for_/assign, mark_variable_usage, _internalize, _ref, _builtin, local/shared/argument/buffer/texture/bindless_array/accel, literal/unary/binary/member/swizzle/access/cast/string_id/type_id/func_ref/call, _compute_hash, sort_bindings, _duplicate_if_necessary, duplicate, set_block_size, set_name
op.cpp	CallOpSet::Iterator, promote_types(), check_builtin_call_valid()
constant_data.cpp	ConstantDecoder vector/matrix/struct/array decoding, ConstantData::create() with deduplication
external_function.cpp	ExternalFunction constructor, _compute_hash()
atomic_ref_node.cpp	AtomicRefNode construction, access() chaining, operate() builds CallExpr
callable_library.cpp	Full serialization/deserialization of FunctionBuilder graph
function_duplicator.cpp	FunctionDuplicator deep-copies FunctionBuilder graph with variable remapping; _duplicate_if_necessary() for leaked variables; deduplicate_custom_callables()
ast2json.cpp	JSON value type, AST2JSON visitor converts full AST to JSON
lc_ast_pch.h	Precompiled header

Class Hierarchy Overview

Expression (abstract)
├── UnaryExpr
├── BinaryExpr
├── MemberExpr
├── AccessExpr
├── LiteralExpr
├── RefExpr
├── ConstantExpr
├── CallExpr
├── CastExpr
├── TypeIDExpr
├── StringIDExpr
├── FuncRefExpr
├── CpuCustomOpExpr
└── GpuCustomOpExpr

Statement (abstract)
├── BreakStmt
├── ContinueStmt
├── ReturnStmt
├── ScopeStmt
├── IfStmt
├── LoopStmt
├── ExprStmt
├── SwitchStmt
├── SwitchCaseStmt
├── SwitchDefaultStmt
├── AssignStmt
├── ForStmt
├── CommentStmt
├── RayQueryStmt
├── SuspendStmt
├── AutoDiffStmt
├── PrintStmt
└── DebugBreakStmt

Key Design Patterns

1. Ownership: FunctionBuilder owns all Expression and Statement objects via unique_ptr vectors. All raw pointers are non-owning views.

2. Builder stack: Thread-local _function_stack() enables Expression constructors to automatically capture their owning builder. FunctionStackGuard pushes/pops on definition.

3. Expression internalization (_internalize()): When a callable references a variable from an outer scope, the builder clones/captures the expression chain into the current function. Lvalue locals become reference arguments; resources become new resource arguments; builtins become new builtins; statically-evaluable expressions are recursively cloned.

4. Usage propagation: Two-phase: (a) Expression::_usage bitfield caches the aggregate usage at each expression node; (b) RefExpr::_mark() writes through to FunctionBuilder::_variable_usages[uid] for final variable-level query.

5. CallOp semantics: CallOpSet (bitset) tracks which builtins a function directly/propagatedly uses.

6. Serialization: CallableLibrary provides a custom binary serialization format for distributing callable function graphs.

7. Duplication: FunctionDuplicator creates a deep copy of a FunctionBuilder graph, remapping variable UIDs and hoisting leaked references.

8. AtomicRefNode: Chains buffer/array/structure access paths into a flat argument list for atomic CallExpr construction.

Visitor Helpers

• traverse_subexpressions(expr, enter, exit) — walks all expression nodes recursively.
• traverse_expressions<recurse_subexpr>(stmt, visit, enter_stmt, exit_stmt) — walks all expressions nested in a statement tree.
• ExprVisitor — abstract visitor with virtual methods for each expression type.
• StmtVisitor — abstract visitor with virtual methods for each statement type.

Type System Details

• Type::from(description) parses string descriptions like "array<struct<16,int,float>,10>" into interned Type objects.
• TypeRegistry (singleton) manages type pool and deduplication via unordered_set.
• TypeImpl extends Type with concrete storage for hash, tag, size, alignment, dimension, members, member_attributes.
• TypeDesc<T> maps C++ types to their string descriptions at compile time.
• struct_member_tuple<T> decomposes structs into std::tuple of member types with offset validation.

Variable Tags

LOCAL | SHARED | REFERENCE | BUFFER | TEXTURE |
BINDLESS_ARRAY | ACCEL | THREAD_ID | BLOCK_ID |
DISPATCH_ID | DISPATCH_SIZE | KERNEL_ID |
WARP_LANE_COUNT | WARP_LANE_ID |
RASTER_OBJECT_ID | RASTER_BARYCENTRICS

---

How to Add a New CallOp

Overview

Adding a new CallOp requires changes across the AST layer, validation, each backend codegen, and optionally the DSL. Below is the complete checklist.

Step 1: Add the enum value

File: include/luisa/ast/op.h

Append to the CallOp enum in the appropriate category section.

enum struct CallOp : uint32_t {
    // ... existing ops ...
    MY_NEW_OP,
    // ...
};

⚠️ DO NOT reorder existing values — enum integer values are embedded in serialized function hashes and are assumed by call_op_count. Append your new op in the appropriate category section before CLOCK (the last enumerator). If you must add after CLOCK, update call_op_count and LUISA_MAGIC_ENUM_RANGE accordingly.

Also update:

• call_op_count (line ~522): static constexpr size_t call_op_count = to_underlying(CallOp::CLOCK) + 1u; — This defines the size of the CallOpSet bitset. If your new op is added BEFORE CLOCK, call_op_count already covers it. If added AFTER CLOCK, increment this value.

• LUISA_MAGIC_ENUM_RANGE (line ~664): LUISA_MAGIC_ENUM_RANGE(luisa::compute::CallOp, CUSTOM, CLOCK) — Enables to_string/from_string for the range [CUSTOM, CLOCK]. If your new op is after CLOCK, extend the range to include it.

Step 2: Update usage propagation

File: src/ast/expression.cpp — CallExpr::_mark()

Read-only (default):

No change needed — the default case marks all args Usage::READ.

Write-style (arg[0] = WRITE, rest = READ):

Add to the existing switch:

case CallOp::MY_NEW_OP:
    _arguments[0]->mark(Usage::WRITE);
    for (size_t i = 1; i < _arguments.size(); i++) {
        _arguments[i]->mark(Usage::READ);
    }
    break;

Custom usage:

Implement arbitrary logic in the switch.

Step 3: Add validation (optional but recommended)

File: src/ast/op.cpp — check_builtin_call_valid()

Add a case to validate argument types and counts at AST construction time:

case CallOp::MY_NEW_OP: {
    LUISA_ASSERT(args.size() == 2 &&
                 args[0]->type()->is_buffer() &&
                 args[1]->type()->is_uint32(),
                 "MY_NEW_OP: expected (buffer, uint32)");
    break;
}

Step 4: Add helper functions for category detection (optional)

File: include/luisa/ast/op.h

If your op belongs to a new category, add a constexpr helper:

[[nodiscard]] constexpr auto is_my_category_operation(CallOp op) noexcept {
    auto v = to_underlying(op);
    return v >= to_underlying(CallOp::MY_CATEGORY_START) &&
           v <= to_underlying(CallOp::MY_CATEGORY_END);
}

Step 5: Update each backend codegen

Each backend has a switch on CallOp that emits native code or IR. Add your case to all of them:

Backend	Codegen File(s)	Nature
CUDA	src/backends/cuda/cuda_codegen_ast.cpp	Direct AST→CUDA C++ string emission
Metal	src/backends/metal/metal_codegen_ast.cpp	Direct AST→Metal Shading Language string emission
HLSL/DX12	src/backends/common/hlsl/codegen_utils/function_codegen.cpp (main CallOp dispatch), src/backends/common/hlsl/hlsl_codegen.cpp (AST visitor), src/backends/dx/ (DXIL compilation)	AST→HLSL string, compiled to DXIL; no own CallOp switch in dx/
SPIR-V (LLVM)	src/backends/common/spirv_llvm/llvm_state_visitor.cpp	AST→LLVM IR → SPIR-V binary via spirv64 target machine
LLVM/CPU	src/backends/common/c_codegen/codegen_visitor.cpp	AST→LLVM IR for CPU JIT backend (src/backends/cpu/)
Vulkan	src/backends/vk/ (device setup) + src/backends/common/spirv_llvm/ (codegen)	Uses common SPIR-V LLVM codegen; no own CallOp switch
XIR (intermediate)	src/xir/translators/ast2xir.cpp	AST→XIR IR; backends using XIR (CUDA XIR, Metal XIR, HIP, Fallback) handle CallOp in their own XIR visitors
Fallback	src/backends/fallback/ + src/xir/translators/ast2xir.cpp	Uses XIR as input; no direct AST CallOp switch
Hip/AMD	src/backends/hip/ + src/xir/translators/ast2xir.cpp	Uses XIR as input; no direct AST CallOp switch
Toy C	src/backends/toy_c/	Simple C output; no direct AST CallOp switch
Remote	src/backends/remote/	Networked backend proxy; no direct AST CallOp switch
Validation	src/backends/validation/	AST validation layer wrapping another backend; no own CallOp switch

Example CUDA addition:

case CallOp::MY_NEW_OP: {
    _scratch << "my_new_op(";
    for (auto i = 0u; i < args.size(); i++) {
        if (i) _scratch << ", ";
        emit(args[i]); // use the backend's expression emitter
    }
    _scratch << ")";
    break;
}

Step 6: (Optional) Add DSL helper

If the op should be exposed via the high-level DSL, add a helper in src/dsl/:

// src/dsl/something.cpp
[[nodiscard]] auto my_new_op(Expr<float> x) noexcept {
    return detail::FunctionBuilder::current()->call(...);
}

Step 7: (Optional) Update XIR passes

If your op needs special handling in the XIR optimization pipeline, add it to src/xir/passes/.

Full Checklist

#	What	File(s)
1	Add enum value	include/luisa/ast/op.h
2	Update call_op_count / LUISA_MAGIC_ENUM_RANGE if needed	include/luisa/ast/op.h
3	Add usage marking in CallExpr::_mark()	src/ast/expression.cpp
4	Add argument validation in check_builtin_call_valid()	src/ast/op.cpp
5	Add codegen for each backend	See table above
6	(Optional) Add DSL helper	src/dsl/
7	(Optional) Add category helper	include/luisa/ast/op.h

---

How to Add a New Expression

Step 1: Add the expression class

File: include/luisa/ast/expression.h

1. Add a new Tag enum value to Expression::Tag (e.g., MY_NEW_EXPR).
2. Forward-declare the class (e.g., class MyNewExpr;).
3. Add a virtual void visit(const MyNewExpr *) = 0; to ExprVisitor.
4. Implement the class inheriting Expression:

class LUISA_AST_API MyNewExpr final : public Expression {
    friend class CallableLibrary;

private:
    // your data members
    MyNewExpr() noexcept = default;

protected:
    void _mark(Usage) const noexcept override { /* propagate usage if needed */ }
    [[nodiscard]] uint64_t _compute_hash() const noexcept override;

public:
    MyNewExpr(/* params */) noexcept
        : Expression{Tag::MY_NEW_EXPR, type} /*, init members */ {}
    // accessors
    LUISA_EXPRESSION_COMMON()
};

Step 2: Add hash computation

File: src/ast/expression.cpp

Implement _compute_hash():

uint64_t MyNewExpr::_compute_hash() const noexcept {
    return hash_combine({/* member hashes */});
}

Step 3: Add to traverse_subexpressions

File: include/luisa/ast/expression.h (the free function at the bottom)

Add a case for Expression::Tag::MY_NEW_EXPR so the traversal helper works correctly.

Step 4: Add creation method to FunctionBuilder

File: include/luisa/ast/function_builder.h (declaration) and src/ast/function_builder.cpp (definition)

// in function_builder.h:
[[nodiscard]] const MyNewExpr *my_new_expr(/* params */) noexcept;

// in function_builder.cpp:
const MyNewExpr *FunctionBuilder::my_new_expr(/* params */) noexcept {
    return _create_expression<MyNewExpr>(/* params */);
}

Step 5: Add serialization support (optional)

File: src/ast/callable_library.cpp

Add ser_value and deser_ptr specializations for the new expression type, plus integrate into the Expression base ser_value/deser_value dispatch.

Step 6: Add codegen in each backend

Each backend that processes AST expressions directly (CUDA, Metal, HLSL, SPIR-V LLVM, LLVM/CPU) needs a case Expression::Tag::MY_NEW_EXPR in its visitor switch.

Step 7: Add JSON export (optional)

File: src/ast/ast2json.cpp

Add a conversion method in AST2JSON and wire it into _convert_expr().

---

How to Add a New Statement

Step 1: Add the statement class

File: include/luisa/ast/statement.h

1. Add a new Tag enum value to Statement::Tag.
2. Forward-declare (e.g., class MyNewStmt;).
3. Add virtual void visit(const MyNewStmt *) = 0; to StmtVisitor.
4. Implement the class inheriting Statement:

class LUISA_AST_API MyNewStmt final : public Statement {
    friend class CallableLibrary;

private:
    // data members
    MyNewStmt() noexcept = default;

private:
    [[nodiscard]] uint64_t _compute_hash() const noexcept override;

public:
    MyNewStmt(/* params */) noexcept
        : Statement{Tag::MY_NEW_STMT} /*, init */ {
        // mark expression usages here
    }
    // accessors
    LUISA_STATEMENT_COMMON()
};

Step 2: Add hash computation

File: src/ast/statement.cpp

uint64_t MyNewStmt::_compute_hash() const noexcept {
    return hash_combine({/* member hashes */});
}

Step 3: Add to traverse_expressions

File: include/luisa/ast/statement.h — add a case in the traverse_expressions template function.

Step 4: Add creation method to FunctionBuilder

File: include/luisa/ast/function_builder.h / src/ast/function_builder.cpp

// declaration
[[nodiscard]] MyNewStmt *my_new_stmt_(/* params */) noexcept;

// definition — use _create_and_append_statement<MyNewStmt>(...)
MyNewStmt *FunctionBuilder::my_new_stmt_(/* params */) noexcept {
    return _create_and_append_statement<MyNewStmt>(/* params */);
}

Step 5: Add to AST->XIR translation (if applicable)

File: src/xir/translators/ast2xir.cpp — add a case for the new statement tag.

Step 6: Add JSON export (optional)

File: src/ast/ast2json.cpp — add a conversion method in _convert_stmt().

---

Backend Codegen Locations Reference

Directory Structure

src/backends/
├── CMakeLists.txt
├── xmake.lua
├── common/
│   ├── c_codegen/          # LLVM CPU codegen (AST→LLVM IR)
│   │   ├── codegen_visitor.cpp/h   — main visitor dispatching on Expression/Statement tags
│   │   ├── codegen_utils.cpp/h     — helper utilities
│   │   ├── builtin/                — builtin function implementations
│   │   └── lc_ccodegen_pch.h
│   ├── hlsl/               # HLSL codegen (AST→HLSL string)
│   │   ├── hlsl_codegen.cpp/h      — top-level HLSL codegen
│   │   ├── codegen_stack_data.cpp/h— per-function state
│   │   ├── codegen_utils/          — detailed sub-emitters
│   │   │   ├── function_codegen.cpp— main CallOp dispatch (huge switch)
│   │   │   ├── resource.cpp        — buffer/texture/bindless ops
│   │   │   ├── type_system.cpp     — HLSL type mapping
│   │   │   ├── cbuffer.cpp         — constant buffer layout
│   │   │   ├── constant.cpp        — constant emission
│   │   │   ├── entry_points.cpp    — kernel entry point generation
│   │   │   ├── property.cpp        — shader properties
│   │   │   └── variable.cpp        — variable declarations
│   │   └── hlsl_codegen_util.txt
│   └── spirv_llvm/         # SPIR-V via LLVM (AST→LLVM IR→SPIR-V)
│       ├── llvm_state_visitor.cpp  — main AST visitor
│       ├── llvm_codegen_result.h
│       ├── llvm_codegen_stack_data.cpp/h
│       └── llvm_codegen_utility.cpp/h
├── cuda/                  # CUDA backend
│   ├── cuda_codegen_ast.cpp/h      — AST→CUDA C++ string codegen
│   ├── cuda_codegen_xir.cpp/h      — XIR→CUDA codegen (alternative path)
│   └── llvm_codegen/               — LLVM-based CUDA codegen path
├── metal/                 # Metal (Apple GPU) backend
│   ├── metal_codegen_ast.cpp/h     — AST→MSL string codegen
│   └── metal_codegen_ir.cpp/h      — XIR→MSL codegen
├── dx/                    # DirectX 12 backend (uses common HLSL codegen; no own AST switch)
├── vk/                    # Vulkan backend (uses common SPIR-V LLVM codegen; no own AST switch)
├── cpu/                   # CPU LLVM JIT backend (uses c_codegen)
├── hip/                   # AMD HIP backend
│   └── llvm_codegen/           — own LLVM codegen (input: XIR, not direct AST)
├── fallback/              # Fallback CPU reference implementation (uses XIR)
│   └── fallback_codegen.cpp    — XIR-based LLVM codegen
├── remote/                # Networked remote backend
├── toy_c/                 # Simple C output for debugging
└── validation/            # AST validation layer (wraps another backend)

Where to Add Codegen for Each Tag Type

For CallOp (the most common change):

Look for the giant switch on CallOp in each of these files:

File	What it does
src/backends/cuda/cuda_codegen_ast.cpp	Emits CUDA C++ function call strings like lc_buffer_read(...)
src/backends/metal/metal_codegen_ast.cpp	Emits Metal Shading Language strings
src/backends/common/hlsl/codegen_utils/function_codegen.cpp	Emits HLSL strings (main HLSL dispatch; used by DX12)
src/backends/common/spirv_llvm/llvm_state_visitor.cpp	Generates LLVM IR that gets translated to SPIR-V (used by Vulkan)
src/backends/common/c_codegen/codegen_visitor.cpp	Generates LLVM IR for the CPU JIT backend
src/xir/translators/ast2xir.cpp	Translates AST → XIR IR; backends using XIR (CUDA XIR path, Metal XIR path, HIP, Fallback) handle CallOp through their own XIR visitors

For Expression::Tag:

Each direct-AST codegen visitor has a switch on Expression::Tag:

File	Notes
src/backends/cuda/cuda_codegen_ast.cpp	Full AST visitor with switch on Expression::Tag
src/backends/metal/metal_codegen_ast.cpp	Full AST visitor with switch on Expression::Tag
src/backends/common/hlsl/hlsl_codegen.cpp	Full AST visitor with switch on Expression::Tag (used by DX12)
src/backends/common/spirv_llvm/llvm_state_visitor.cpp	Full AST visitor with switch on Expression::Tag (used by Vulkan)
src/backends/common/c_codegen/codegen_visitor.cpp	Full AST visitor with switch on Expression::Tag (used by CPU)
src/xir/translators/ast2xir.cpp	AST→XIR translator; has its own switch

For Statement::Tag:

Same files as Expression::Tag — each visitor also has a switch on Statement::Tag:

File	Notes
src/backends/cuda/cuda_codegen_ast.cpp	Full AST visitor with switch on Statement::Tag
src/backends/metal/metal_codegen_ast.cpp	Full AST visitor with switch on Statement::Tag
src/backends/common/hlsl/hlsl_codegen.cpp	Full AST visitor with switch on Statement::Tag (used by DX12)
src/backends/common/spirv_llvm/llvm_state_visitor.cpp	Full AST visitor with switch on Statement::Tag (used by Vulkan)
src/backends/common/c_codegen/codegen_visitor.cpp	Full AST visitor with switch on Statement::Tag (used by CPU)
src/xir/translators/ast2xir.cpp	AST→XIR translator; has its own switch