| /* |
| * Licensed to the Apache Software Foundation (ASF) under one |
| * or more contributor license agreements. See the NOTICE file |
| * distributed with this work for additional information |
| * regarding copyright ownership. The ASF licenses this file |
| * to you under the Apache License, Version 2.0 (the |
| * "License"); you may not use this file except in compliance |
| * with the License. You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, |
| * software distributed under the License is distributed on an |
| * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| * KIND, either express or implied. See the License for the |
| * specific language governing permissions and limitations |
| * under the License. |
| */ |
| |
| /*! |
| * \file stmt_simplify.cc |
| * \brief Statement simplifier based on analyzer |
| */ |
| |
| #include "../../tirx/transform/stmt_simplify.h" |
| |
| #include <tvm/arith/analyzer.h> |
| #include <tvm/ffi/cast.h> |
| #include <tvm/ffi/function.h> |
| #include <tvm/ffi/reflection/registry.h> |
| #include <tvm/tirx/analysis.h> |
| #include <tvm/tirx/builtin.h> |
| #include <tvm/tirx/expr.h> |
| #include <tvm/tirx/op.h> |
| #include <tvm/tirx/transform.h> |
| |
| #include "../../arith/ir_mutator_with_analyzer.h" |
| |
| namespace tvm { |
| namespace arith { |
| |
| using namespace tirx; |
| |
| struct StmtSimplifyConfigNode : public ffi::Object { |
| bool transitively_prove_inequalities; |
| bool convert_boolean_to_and_of_ors; |
| bool apply_constraints_to_boolean_branches; |
| |
| static void RegisterReflection() { |
| namespace refl = tvm::ffi::reflection; |
| refl::ObjectDef<StmtSimplifyConfigNode>() |
| .def_ro("transitively_prove_inequalities", |
| &StmtSimplifyConfigNode::transitively_prove_inequalities, |
| "If true, simplify conditionals with transitive combinations of scoped constraints", |
| refl::DefaultValue(false)) |
| .def_ro("convert_boolean_to_and_of_ors", |
| &StmtSimplifyConfigNode::convert_boolean_to_and_of_ors, |
| "If true, simplify conditionals into an AND of ORs", refl::DefaultValue(false)) |
| .def_ro("apply_constraints_to_boolean_branches", |
| &StmtSimplifyConfigNode::apply_constraints_to_boolean_branches, |
| "If true, simplify each branch of AND/OR under constraints provided by the other " |
| "branch", |
| refl::DefaultValue(false)); |
| } |
| TVM_FFI_DECLARE_OBJECT_INFO_FINAL("tirx.transform.StmtSimplifyConfig", StmtSimplifyConfigNode, |
| ffi::Object); |
| |
| RewriteSimplifier::Extension GetEnabledExtensions() const { |
| RewriteSimplifier::Extension flags = RewriteSimplifier::kNone; |
| if (transitively_prove_inequalities) { |
| flags = |
| RewriteSimplifier::Extension(flags | RewriteSimplifier::kTransitivelyProveInequalities); |
| } |
| if (convert_boolean_to_and_of_ors) { |
| flags = RewriteSimplifier::Extension(flags | RewriteSimplifier::kConvertBooleanToAndOfOrs); |
| } |
| if (apply_constraints_to_boolean_branches) { |
| flags = RewriteSimplifier::Extension(flags | |
| RewriteSimplifier::kApplyConstraintsToBooleanBranches); |
| } |
| return flags; |
| } |
| }; |
| |
| class StmtSimplifyConfig : public ffi::ObjectRef { |
| public: |
| TVM_FFI_DEFINE_OBJECT_REF_METHODS_NOTNULLABLE(StmtSimplifyConfig, ffi::ObjectRef, |
| StmtSimplifyConfigNode); |
| }; |
| |
| static StmtSimplifyConfig MakeDefaultStmtSimplifyConfig() { |
| return tvm::transform::PassConfigWithDefaults<StmtSimplifyConfig>(); |
| } |
| |
| TVM_FFI_STATIC_INIT_BLOCK() { StmtSimplifyConfigNode::RegisterReflection(); } |
| |
| TVM_REGISTER_PASS_CONFIG_OPTION("tirx.StmtSimplify", StmtSimplifyConfig); |
| |
| class StmtSimplifier : public IRMutatorWithAnalyzer { |
| public: |
| static PrimFunc Apply(PrimFunc func, const Analyzer& analyzer, |
| ffi::Optional<StmtSimplifyConfig> config_opt = std::nullopt) { |
| auto config = config_opt.value_or(MakeDefaultStmtSimplifyConfig()); |
| analyzer->rewrite_simplify.SetEnabledExtensions(config->GetEnabledExtensions()); |
| |
| StmtSimplifier simplifier(analyzer, config); |
| simplifier.MarkBufferParamShapes(func); |
| func.CopyOnWrite()->body = simplifier(func->body); |
| return func; |
| } |
| |
| private: |
| explicit StmtSimplifier(const Analyzer& analyzer, StmtSimplifyConfig config) |
| : IRMutatorWithAnalyzer(analyzer), config_(config) {} |
| |
| using Parent = IRMutatorWithAnalyzer; |
| using Parent::VisitExpr_; |
| using Parent::VisitStmt; |
| using Parent::VisitStmt_; |
| |
| // Do not simplify buffer definition fields (shape, strides, elem_offset). |
| // |
| // The simplifier's VisitExpr override calls analyzer_->Simplify() directly, |
| // bypassing the normal ExprMutator dispatch. This means BufferLoad expressions |
| // inside values (e.g., BufferStore value) skip VisitExpr_(BufferLoadNode*) and |
| // thus skip VisitBufferUse. If VisitBufferDef remaps buffers at DeclBuffer sites, |
| // the BufferLoad use sites won't pick up the remap, causing DeclBuffer/BufferLoad |
| // buffer identity divergence and well-formedness violations. |
| // |
| // Instead, we keep buffer definitions unchanged and rely on used_in_buffer_def_ |
| // to prevent inlining LetStmt vars that appear in buffer definitions. |
| BufferVar VisitBufferDef(const BufferVar& buffer, bool alloc_data) override { return buffer; } |
| |
| Expr VisitExpr(const Expr& expr) final { |
| if (auto prim_expr = expr.as<PrimExpr>()) { |
| return analyzer_->Simplify(prim_expr.value()); |
| } |
| return Parent::VisitExpr(expr); |
| } |
| |
| Stmt Simplify(Stmt stmt) { return operator()(std::move(stmt)); } |
| |
| Stmt VisitStmt_(const ForNode* op) final { |
| analyzer_->Bind(op->loop_var, Range::FromMinExtent(op->min, op->extent)); |
| With<ConstraintContext> ctx1(analyzer_, op->loop_var >= op->min); |
| With<ConstraintContext> ctx2(analyzer_, |
| static_cast<PrimExpr>(op->loop_var) < op->min + op->extent); |
| return Parent::VisitStmt_(op); |
| } |
| |
| Stmt VisitStmt_(const BindNode* op) override { |
| auto prim_value = op->value.as<PrimExpr>(); |
| if (!prim_value) { |
| return Parent::VisitStmt_(op); |
| } |
| PrimExpr value = this->VisitPrimExpr(prim_value.value()); |
| // Bind in analyzer for constraint proving and simplification of |
| // subsequent expressions. Don't remove the Bind statement -- |
| // with flat Bind there's no body to inspect for usage patterns, |
| // so we always keep the Bind. |
| if (SideEffect(value) <= CallEffectKind::kPure) { |
| analyzer_->Bind(op->var, value); |
| // Record the binding so we can substitute it into assert conditions |
| // (see VisitStmt_(const AssertStmtNode*)). Under SSA each var is |
| // bound exactly once, so the map grows monotonically without key |
| // conflicts. No scope-based cleanup is needed because vars bound |
| // in inner scopes are only referenced within those scopes; stale |
| // entries are harmless and never consulted again. |
| non_inlined_bindings_.Set(op->var, value); |
| } |
| |
| if (value.same_as(op->value)) { |
| return ffi::GetRef<Stmt>(op); |
| } else { |
| auto n = this->CopyOnWrite(op); |
| n->value = std::move(value); |
| return Stmt(n); |
| } |
| } |
| |
| Stmt VisitStmt_(const IfThenElseNode* op) override { |
| if (ffi::Optional<bool> cond = ProveCondition(op->condition)) { |
| if (cond.value()) { |
| return this->VisitStmt(op->then_case); |
| } else if (op->else_case) { |
| return this->VisitStmt(op->else_case.value()); |
| } else { |
| return Evaluate(0); |
| } |
| } else { |
| return Parent::VisitStmt_(op); |
| } |
| } |
| |
| Expr VisitExpr_(const CallNode* op) override { |
| if (op->op.same_as(builtin::if_then_else())) { |
| if (ffi::Optional<bool> cond = ProveCondition(op->args[0].as_or_throw<PrimExpr>())) { |
| if (cond.value()) { |
| return this->VisitExpr(op->args[1]); |
| } else { |
| return this->VisitExpr(op->args[2]); |
| } |
| } |
| } |
| return Parent::VisitExpr_(op); |
| } |
| |
| Expr VisitExpr_(const BufferLoadNode* op) override { return Parent::VisitExpr_(op); } |
| |
| // eliminate useless stores |
| Stmt VisitStmt_(const BufferStoreNode* op) override { |
| BufferStore store = Parent::VisitStmt_(op).as_or_throw<BufferStore>(); |
| if (const BufferLoadNode* load = store->value.as<BufferLoadNode>()) { |
| if (load->buffer.same_as(store->buffer) && ArrayDeepEqual(load->indices, store->indices) && |
| tirx::ExprDeepEqual()(load->buffer->elem_offset, store->buffer->elem_offset) && |
| ArrayDeepEqual(load->buffer->shape, store->buffer->shape) && |
| ArrayDeepEqual(load->buffer->strides, store->buffer->strides)) { |
| return Evaluate(0); |
| } |
| } |
| return store; |
| } |
| |
| private: |
| bool ArrayDeepEqual(const ffi::Array<PrimExpr>& lhs, const ffi::Array<PrimExpr>& rhs) { |
| if (lhs.size() != rhs.size()) { |
| return false; |
| } |
| for (size_t i = 0; i < lhs.size(); i++) { |
| if (!tirx::ExprDeepEqual()(lhs[i], rhs[i])) { |
| return false; |
| } |
| } |
| return true; |
| } |
| |
| /* \brief Internal utility for checking conditionals |
| * |
| * Substitutes any known Bind values and then simplifies with the analyzer. |
| */ |
| ffi::Optional<bool> ProveCondition(PrimExpr condition) const { |
| condition = Substitute(condition, non_inlined_bindings_); |
| condition = analyzer_->Simplify(condition); |
| if (const int64_t* as_int = as_const_int(condition)) { |
| return *as_int != 0; |
| } else { |
| return std::nullopt; |
| } |
| } |
| |
| StmtSimplifyConfig config_; |
| |
| // Pure Bind values kept for substitution into assert conditions. |
| // Grows monotonically under SSA — no scope-based cleanup required. |
| ffi::Map<Var, PrimExpr> non_inlined_bindings_; |
| }; |
| |
| } // namespace arith |
| |
| namespace tirx { |
| |
| PrimFunc StmtSimplify(PrimFunc func, const arith::Analyzer& analyzer) { |
| return arith::StmtSimplifier::Apply(std::move(func), analyzer); |
| } |
| |
| namespace transform { |
| |
| Pass StmtSimplify() { |
| auto pass_func = [](PrimFunc f, IRModule m, PassContext ctx) { |
| arith::Analyzer analyzer; |
| auto cfg = ctx->GetConfig<arith::StmtSimplifyConfig>("tirx.StmtSimplify"); |
| |
| return arith::StmtSimplifier::Apply(f, analyzer, cfg); |
| }; |
| return CreatePrimFuncPass(pass_func, 0, "tirx.StmtSimplify", {}); |
| } |
| |
| TVM_FFI_STATIC_INIT_BLOCK() { |
| namespace refl = tvm::ffi::reflection; |
| refl::GlobalDef().def("tirx.transform.StmtSimplify", StmtSimplify); |
| } |
| |
| } // namespace transform |
| } // namespace tirx |
| } // namespace tvm |