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[Relay] Fix PE (#3482)
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MarisaKirisame authored and tqchen committed Jul 4, 2019
1 parent 287078c commit b3f3ab5
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Showing 9 changed files with 101 additions and 67 deletions.
2 changes: 1 addition & 1 deletion include/tvm/relay/module.h
Original file line number Diff line number Diff line change
Expand Up @@ -55,7 +55,7 @@ struct Module;
* The functional style allows users to construct custom
* environments easily, for example each thread can store
* a Module while auto-tuning.
* */
*/

class ModuleNode : public RelayNode {
public:
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26 changes: 20 additions & 6 deletions src/relay/ir/expr_functor.cc
Original file line number Diff line number Diff line change
Expand Up @@ -6,9 +6,9 @@
* 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
Expand All @@ -18,14 +18,15 @@
*/

/*!
* Copyright (c) 2018 by Contributors
* Copyright (c) 2019 by Contributors
* \file src/tvm/relay/expr_mutator.cc
* \brief A wrapper around ExprFunctor which functionally updates the AST.
*
* ExprMutator uses memoization and self return in order to amortize
* the cost of using functional updates.
*/
#include <tvm/relay/expr_functor.h>
#include <tvm/relay/pattern_functor.h>
#include "type_functor.h"

namespace tvm {
Expand Down Expand Up @@ -353,7 +354,7 @@ TVM_REGISTER_API("relay._analysis.post_order_visit")
});

// Implement bind.
class ExprBinder : public ExprMutator {
class ExprBinder : public ExprMutator, PatternMutator {
public:
explicit ExprBinder(const tvm::Map<Var, Expr>& args_map)
: args_map_(args_map) {
Expand Down Expand Up @@ -383,13 +384,26 @@ class ExprBinder : public ExprMutator {
}
}

Pattern VisitPattern(const Pattern& p) final {
return PatternMutator::VisitPattern(p);
}

Clause VisitClause(const Clause& c) final {
Pattern pat = VisitPattern(c->lhs);
return ClauseNode::make(pat, VisitExpr(c->rhs));
}

Var VisitVar(const Var& v) final {
return Downcast<Var>(VisitExpr(v));
}

private:
const tvm::Map<Var, Expr>& args_map_;
};

Expr Bind(const Expr& expr, const tvm::Map<Var, Expr>& args_map) {
if (const FunctionNode* func = expr.as<FunctionNode>()) {
Expr new_body = ExprBinder(args_map).Mutate(func->body);
Expr new_body = ExprBinder(args_map).VisitExpr(func->body);
Array<Var> new_params;
for (Var param : func->params) {
if (!args_map.count(param)) {
Expand All @@ -406,7 +420,7 @@ Expr Bind(const Expr& expr, const tvm::Map<Var, Expr>& args_map) {
func->type_params,
func->attrs);
} else {
return ExprBinder(args_map).Mutate(expr);
return ExprBinder(args_map).VisitExpr(expr);
}
}

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6 changes: 5 additions & 1 deletion src/relay/ir/type_functor.cc
Original file line number Diff line number Diff line change
Expand Up @@ -92,6 +92,10 @@ void TypeVisitor::VisitType_(const TypeDataNode* op) {
}
}

Type TypeMutator::VisitType(const Type& t) {
return t.defined() ? TypeFunctor<Type(const Type&)>::VisitType(t) : t;
}

// Type Mutator.
Array<Type> TypeMutator::MutateArray(Array<Type> arr) {
// The array will do copy on write
Expand Down Expand Up @@ -221,7 +225,7 @@ class TypeBinder : public TypeMutator {
};

Type Bind(const Type& type, const tvm::Map<TypeVar, Type>& args_map) {
return type.defined() ? TypeBinder(args_map).VisitType(type) : type;
return TypeBinder(args_map).VisitType(type);
}

} // namespace relay
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1 change: 1 addition & 0 deletions src/relay/ir/type_functor.h
Original file line number Diff line number Diff line change
Expand Up @@ -139,6 +139,7 @@ class TypeVisitor : public TypeFunctor<void(const Type& n)> {
// Mutator that transform a type to another one.
class TypeMutator : public TypeFunctor<Type(const Type& n)> {
public:
Type VisitType(const Type& t) override;
Type VisitType_(const TypeVarNode* op) override;
Type VisitType_(const TensorTypeNode* op) override;
Type VisitType_(const IncompleteTypeNode* op) override;
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2 changes: 1 addition & 1 deletion src/relay/pass/let_list.h
Original file line number Diff line number Diff line change
Expand Up @@ -48,7 +48,7 @@ class LetList {
public:
~LetList() {
if (lets_.size() > 0 && !used_) {
std::cout << "Warning: letlist not used" << std::endl;
LOG(WARNING) << "letlist not used";
}
}
/*!
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116 changes: 60 additions & 56 deletions src/relay/pass/partial_eval.cc
Original file line number Diff line number Diff line change
Expand Up @@ -64,7 +64,7 @@
* 3: The generated code reuses bindings (although they are not shadowed),
* so we have to deduplicate them.
*
* 4: In the generated code, multiple VarNode might have same Id.
* 4: In the generated code, as it call TypeSubst, multiple VarNode might have same Id.
* While it is permitted, most pass use NodeHash for Var,
* and having multiple VarNode for same Id break them.
* Thus we remap them to a single Id for now.
Expand Down Expand Up @@ -216,9 +216,9 @@ Static MkSRef() {
}

using Func = std::function<PStatic(const std::vector<PStatic>&,
const Attrs&,
const Array<Type>&,
LetList*)>;
const Attrs&,
const Array<Type>&,
LetList*)>;

struct SFuncNode : StaticNode {
Func func;
Expand Down Expand Up @@ -256,6 +256,7 @@ class Environment {

void Insert(const Var& v, const PStatic& ps) {
CHECK(ps.defined());
CHECK_EQ(env_.back().locals.count(v), 0);
env_.back().locals[v] = ps;
}

Expand Down Expand Up @@ -287,12 +288,17 @@ class Environment {

/*!
* \brief As our store require rollback, we implement it as a frame.
* every time we need to copy the store, a new frame is insert.
* every time we roll back, a frame is popped.
*
* Every time we need to copy the store, a new frame is insert.
* Every time we roll back, a frame is popped.
*/
struct StoreFrame {
std::unordered_map<const SRefNode*, PStatic> store;
/*! \brief on unknown effect, history_valid is set to true to signal above frame is outdated */
/*!
* \brief On unknown effect, history_valid is set to true to signal above frame is outdated.
*
* It only outdate the frame above it, but not the current frame.
*/
bool history_valid = true;
explicit StoreFrame(const std::unordered_map<const SRefNode*, PStatic>& store) : store(store) { }
StoreFrame() = default;
Expand All @@ -310,26 +316,29 @@ class Store {
}

void Insert(const SRefNode* r, const PStatic& ps) {
CHECK(r);
store_.back().store[r] = ps;
}

// return null if not found
PStatic Lookup(const SRefNode* r) {
auto rit = store_.rbegin();
while (rit != store_.rend()) {
if (!rit->history_valid) {
return PStatic();
}
if (rit->store.find(r) != rit->store.end()) {
return rit->store.find(r)->second;
}
if (!rit->history_valid) {
return PStatic();
}
++rit;
}
return PStatic();
}

void Invalidate() {
store_.back().history_valid = false;
StoreFrame sf;
sf.history_valid = false;
store_.push_back(sf);
}

private:
Expand All @@ -341,6 +350,10 @@ class Store {
store_->store_.push_back(StoreFrame());
}
~StoreFrameContext() {
// push one history valid frame off.
while (!store_->store_.back().history_valid) {
store_->store_.pop_back();
}
store_->store_.pop_back();
}
};
Expand Down Expand Up @@ -442,13 +455,7 @@ Function AsFunc(const Expr& e) {
class PartialEvaluator : public ExprFunctor<PStatic(const Expr& e, LetList* ll)>,
public PatternFunctor<MatchStatus(const Pattern&, const PStatic&)> {
public:
PartialEvaluator(const tvm::Array<Var>& free_vars,
const Module& mod) :
mod_(mod) {
for (const Var& v : free_vars) {
env_.Insert(v, NoStatic(v));
}
}
PartialEvaluator(const Module& mod) : mod_(mod) { }

PStatic VisitExpr(const Expr& e, LetList* ll) final {
PStatic ret = ExprFunctor<PStatic(const Expr&, LetList*)>::VisitExpr(e, ll);
Expand Down Expand Up @@ -484,23 +491,23 @@ class PartialEvaluator : public ExprFunctor<PStatic(const Expr& e, LetList* ll)>
return env_.Lookup(GetRef<Var>(op));
}

PStatic VisitExpr_(const GlobalVarNode* op, LetList* ll) final {
GlobalVar gv = GetRef<GlobalVar>(op);
PStatic VisitGlobalVar(const GlobalVar& gv) {
CHECK(mod_.defined());
if (gv_map_.count(gv) == 0) {
if (mod_.defined()) {
Function func = mod_->Lookup(gv);
InitializeFuncId(func);
Func f = VisitFuncStatic(func, gv);
gv_map_.insert({gv, HasStatic(MkSFunc(f), gv)});
func = AsFunc(PostProcess(VisitFuncDynamic(func, f)));
mod_->Update(gv, func);
} else {
gv_map_.insert({gv, NoStatic(gv)});
}
Function func = mod_->Lookup(gv);
InitializeFuncId(func);
Func f = VisitFuncStatic(func, gv);
gv_map_.insert({gv, HasStatic(MkSFunc(f), gv)});
func = AsFunc(PostProcess(VisitFuncDynamic(func, f)));
mod_->Update(gv, func);
}
return gv_map_.at(gv);
}

PStatic VisitExpr_(const GlobalVarNode* op, LetList* ll) final {
return VisitGlobalVar(GetRef<GlobalVar>(op));
}

PStatic VisitExpr_(const LetNode* op, LetList* ll) final {
env_.Insert(op->var, VisitExpr(op->value, ll));
return VisitExpr(op->body, ll);
Expand Down Expand Up @@ -629,7 +636,7 @@ class PartialEvaluator : public ExprFunctor<PStatic(const Expr& e, LetList* ll)>
subst.Set(func->type_params[i], type_args[i]);
}
for (size_t i = type_args.size(); i < func->type_params.size(); ++i) {
subst.Set(func->type_params[i], Type());
subst.Set(func->type_params[i], IncompleteTypeNode::make(kType));
}
std::vector<Time> args_time;
for (const auto& v : pv) {
Expand Down Expand Up @@ -672,22 +679,22 @@ class PartialEvaluator : public ExprFunctor<PStatic(const Expr& e, LetList* ll)>
};
}


Expr VisitFuncDynamic(const Function& func, const Func& f) {
return store_.Extend<Expr>([&]() {
store_.Invalidate();
return FunctionNode::make(func->params, LetList::With([&](LetList* ll) {
std::vector<PStatic> pv;
for (const auto& v : func->params) {
pv.push_back(NoStatic(v));
}
tvm::Array<Type> type_args;
for (const auto& tp : func->type_params) {
type_args.push_back(tp);
}
return f(pv, Attrs(), type_args, ll)->dynamic;
}), func->ret_type, func->type_params, func->attrs);
});
store_.Invalidate();
return FunctionNode::make(func->params,
LetList::With([&](LetList* ll) {
std::vector<PStatic> pv;
for (const auto& v : func->params) {
pv.push_back(NoStatic(v));
}
tvm::Array<Type> type_args;
for (const auto& tp : func->type_params) {
type_args.push_back(tp);
}
return f(pv, Attrs(), type_args, ll)->dynamic;
}), func->ret_type, func->type_params, func->attrs);
});
}

PStatic VisitFunc(const Function& func, LetList* ll) {
Expand Down Expand Up @@ -1012,17 +1019,14 @@ Expr PostProcess(const Expr& e) {

Module PartialEval(const Module& m) {
CHECK(m->entry_func.defined());
auto func = m->Lookup(m->entry_func);
Expr ret =
TransformF([&](const Expr& e) {
return LetList::With([&](LetList* ll) {
relay::partial_eval::PartialEvaluator pe(FreeVars(e), m);
pe.InitializeFuncId(e);
return relay::partial_eval::PostProcess(pe.VisitExpr(e, ll)->dynamic);
});
}, func);
CHECK(ret->is_type<FunctionNode>());
m->Update(m->entry_func, Downcast<Function>(ret));
relay::partial_eval::PartialEvaluator pe(m);
std::vector<GlobalVar> gvs;
for (const auto& p : m->functions) {
gvs.push_back(p.first);
}
for (const auto& gv : gvs) {
pe.VisitGlobalVar(gv);
}
return m;
}

Expand Down
1 change: 1 addition & 0 deletions src/relay/pass/type_infer.cc
Original file line number Diff line number Diff line change
Expand Up @@ -172,6 +172,7 @@ class TypeInferencer : private ExprFunctor<Type(const Expr&)>,
return it->second.checked_type;
}
Type ret = this->VisitExpr(expr);
CHECK(ret.defined());
KindCheck(ret, mod_);
ResolvedTypeInfo& rti = type_map_[expr];
rti.checked_type = ret;
Expand Down
10 changes: 10 additions & 0 deletions src/relay/pass/util.cc
Original file line number Diff line number Diff line change
Expand Up @@ -425,6 +425,16 @@ Expr TypeSubst(const Expr& expr, const tvm::Map<TypeVar, Type>& subst_map) {
Var VisitVar(const Var& v) final {
return Downcast<Var>(VisitExpr(v));
}

Pattern VisitPattern(const Pattern& p) final {
return PatternMutator::VisitPattern(p);
}

Clause VisitClause(const Clause& c) final {
Pattern pat = VisitPattern(c->lhs);
return ClauseNode::make(pat, VisitExpr(c->rhs));
}

private:
const tvm::Map<TypeVar, Type>& subst_map_;
};
Expand Down
4 changes: 2 additions & 2 deletions tests/python/relay/test_pass_partial_eval.py
Original file line number Diff line number Diff line change
Expand Up @@ -307,10 +307,10 @@ def test_double():


if __name__ == '__main__':
test_empty_ad()
test_ref()
test_tuple()
test_empty_ad()
test_const_inline()
test_ref()
test_ad()
test_if_ref()
test_function_invalidate()
Expand Down

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