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module.cc
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module.cc
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/*
* 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 module.cc
* \brief The global module in Relay.
*/
#include <tvm/relay/module.h>
#include <tvm/relay/analysis.h>
#include <tvm/relay/transform.h>
#include <sstream>
#include <fstream>
#include <unordered_set>
namespace tvm {
namespace relay {
using tvm::IRPrinter;
using namespace runtime;
Module ModuleNode::make(tvm::Map<GlobalVar, Function> global_funcs,
tvm::Map<GlobalTypeVar, TypeData> global_type_defs,
std::unordered_set<std::string> imports
) {
auto n = make_object<ModuleNode>();
n->functions = std::move(global_funcs);
n->type_definitions = std::move(global_type_defs);
n->global_type_var_map_ = {};
n->global_var_map_ = {};
n->constructor_tag_map_ = {};
n->import_set_ = imports;
for (const auto& kv : n->functions) {
// set global var map
CHECK(n->global_var_map_.count(kv.first->name_hint) == 0)
<< "Duplicate global function name " << kv.first->name_hint;
n->global_var_map_.Set(kv.first->name_hint, kv.first);
}
for (const auto& kv : n->type_definitions) {
// set global typevar map
CHECK(n->global_type_var_map_.count(kv.first->var->name_hint) == 0)
<< "Duplicate global type definition name " << kv.first->var->name_hint;
n->global_type_var_map_.Set(kv.first->var->name_hint, kv.first);
n->RegisterConstructors(kv.first, kv.second);
}
return Module(n);
}
bool ModuleNode::ContainGlobalVar(const std::string& name) const {
return global_var_map_.find(name) != global_var_map_.end();
}
bool ModuleNode::ContainGlobalTypeVar(const std::string& name) const {
return global_type_var_map_.find(name) != global_type_var_map_.end();
}
GlobalVar ModuleNode::GetGlobalVar(const std::string& name) const {
auto it = global_var_map_.find(name);
CHECK(it != global_var_map_.end())
<< "Cannot find global var " << name << " in the Module";
return (*it).second;
}
tvm::Array<GlobalVar> ModuleNode::GetGlobalVars() const {
std::vector<GlobalVar> global_vars;
for (const auto& pair : global_var_map_) {
global_vars.push_back(pair.second);
}
return tvm::Array<GlobalVar>(global_vars);
}
GlobalTypeVar ModuleNode::GetGlobalTypeVar(const std::string& name) const {
CHECK(global_type_var_map_.defined());
auto it = global_type_var_map_.find(name);
CHECK(it != global_type_var_map_.end())
<< "Cannot find global type var " << name << " in the Module";
return (*it).second;
}
tvm::Array<GlobalTypeVar> ModuleNode::GetGlobalTypeVars() const {
std::vector<GlobalTypeVar> global_type_vars;
for (const auto& pair : global_type_var_map_) {
global_type_vars.push_back(pair.second);
}
return tvm::Array<GlobalTypeVar>(global_type_vars);
}
template<typename T>
tvm::Array<T> concat(const tvm::Array<T>& l, const tvm::Array<T>& r) {
tvm::Array<T> ret(l);
for (const T& t : r) {
ret.push_back(t);
}
return ret;
}
void ModuleNode::Add(const GlobalVar& var,
const Function& f,
bool update) {
Function func = Downcast<Function>(DeDup(f));
// Type check the item before we add it to the module.
auto mod = GetRef<Module>(this);
auto fv = FreeVars(func);
auto ftv = FreeTypeVars(func, mod);
if (fv.size() != 0) {
LOG(WARNING)
<< "There are free variables: "
<< fv
<< " in function: "
<< AsText(func, false)
<< std::endl;
}
if (ftv.size() != 0) {
LOG(WARNING)
<< "There are free type variables: "
<< ftv
<< " in function: "
<< AsText(func, false)
<< std::endl;
}
func =
FunctionNode::make(concat(func->params, fv),
func->body,
func->ret_type,
concat(func->type_params, ftv),
func->attrs);
// Type check the item before we add it to the module.
Function checked_func = InferType(func, mod, var);
auto type = checked_func->checked_type();
CHECK(type.as<IncompleteTypeNode>() == nullptr);
if (functions.find(var) != functions.end()) {
CHECK(update)
<< "Already have definition for " << var->name_hint;
auto old_type = functions[var].as<FunctionNode>()->checked_type();
CHECK(AlphaEqual(type, old_type))
<< "Module#update changes type, not possible in this mode.";
}
var->checked_type_ = type;
AddUnchecked(var, checked_func);
}
void ModuleNode::AddUnchecked(const GlobalVar& var,
const Function& func) {
auto mod = GetRef<Module>(this);
this->functions.Set(var, func);
auto it = global_var_map_.find(var->name_hint);
if (it != global_var_map_.end()) {
CHECK_EQ((*it).second, var);
} else {
CHECK(global_var_map_.count(var->name_hint) == 0)
<< "Duplicate global function name " << var->name_hint;
}
global_var_map_.Set(var->name_hint, var);
}
void ModuleNode::RegisterConstructors(const GlobalTypeVar& var, const TypeData& type) {
// We hash the global type var name to use as a globally unique prefix for tags.
// The hash will be used as the most significant byte of the tag, with the index of
// the constructor in the less significant bytes
size_t hash = std::hash<std::string>()(var->var->name_hint);
int32_t prefix = static_cast<int32_t>(hash & 0xff) << 24;
for (size_t i = 0; i < type->constructors.size(); ++i) {
type->constructors[i]->tag = prefix | static_cast<int32_t>(i);
constructor_tag_map_[type->constructors[i]->tag] = type->constructors[i];
}
}
void ModuleNode::AddDef(const GlobalTypeVar& var, const TypeData& type, bool update) {
AddDefUnchecked(var, type, update);
// need to kind check at the end because the check can look up
// a definition potentially
CHECK(KindCheck(type, GetRef<Module>(this)) == Kind::kTypeData)
<< "Invalid or malformed typedata given to module: " << type;
}
void ModuleNode::AddDefUnchecked(const GlobalTypeVar& var, const TypeData& type, bool update) {
this->type_definitions.Set(var, type);
if (!update) {
// set global type var map
CHECK(global_type_var_map_.count(var->var->name_hint) == 0)
<< "Duplicate global type definition name " << var->var->name_hint;
}
global_type_var_map_.Set(var->var->name_hint, var);
RegisterConstructors(var, type);
}
void ModuleNode::Update(const GlobalVar& var, const Function& func) {
this->Add(var, func, true);
}
void ModuleNode::UpdateDef(const GlobalTypeVar& var, const TypeData& type) {
this->AddDef(var, type, true);
}
void ModuleNode::Remove(const GlobalVar& var) {
auto functions_node = this->functions.CopyOnWrite();
functions_node->data.erase(var);
auto gvar_node = global_var_map_.CopyOnWrite();
gvar_node->data.erase(var->name_hint);
}
Function ModuleNode::Lookup(const GlobalVar& var) const {
auto it = functions.find(var);
CHECK(it != functions.end())
<< "There is no definition of " << var->name_hint;
return (*it).second;
}
Function ModuleNode::Lookup(const std::string& name) const {
GlobalVar id = this->GetGlobalVar(name);
return this->Lookup(id);
}
TypeData ModuleNode::LookupDef(const GlobalTypeVar& var) const {
auto it = type_definitions.find(var);
CHECK(it != type_definitions.end())
<< "There is no definition of " << var->var->name_hint;
return (*it).second;
}
TypeData ModuleNode::LookupDef(const std::string& name) const {
GlobalTypeVar id = this->GetGlobalTypeVar(name);
return this->LookupDef(id);
}
Constructor ModuleNode::LookupTag(const int32_t tag) {
auto it = constructor_tag_map_.find(tag);
CHECK(it != constructor_tag_map_.end())
<< "There is no constructor with the tag " << tag;
return (*it).second;
}
void ModuleNode::Update(const Module& mod) {
// add functions and type defs. we add them unchecked first, so all definitions
// can reference each other, independent of the order in which they were defined.
for (auto pair : mod->functions) {
this->AddUnchecked(pair.first, pair.second);
}
for (auto pair : mod->type_definitions) {
this->AddDefUnchecked(pair.first, pair.second);
}
for (auto pair : mod->functions) {
this->Update(pair.first, pair.second);
}
for (auto pair : mod->type_definitions) {
this->UpdateDef(pair.first, pair.second);
}
}
Module ModuleNode::FromExpr(
const Expr& expr,
const tvm::Map<GlobalVar, Function>& global_funcs,
const tvm::Map<GlobalTypeVar, TypeData>& type_definitions) {
auto mod = ModuleNode::make(global_funcs, type_definitions);
auto func_node = expr.as<FunctionNode>();
Function func;
if (func_node) {
func = GetRef<Function>(func_node);
} else {
func = FunctionNode::make(FreeVars(expr), expr, Type(), FreeTypeVars(expr, mod), {});
}
auto main_gv = GlobalVarNode::make("main");
mod->Add(main_gv, func);
return mod;
}
void ModuleNode::Import(const std::string& path) {
if (this->import_set_.count(path) == 0) {
this->import_set_.insert(path);
DLOG(INFO) << "Importing: " << path;
std::fstream src_file(path, std::fstream::in);
std::string file_contents {
std::istreambuf_iterator<char>(src_file),
std::istreambuf_iterator<char>() };
auto mod_to_import = FromText(file_contents, path);
Update(mod_to_import);
}
}
void ModuleNode::ImportFromStd(const std::string& path) {
auto* f = tvm::runtime::Registry::Get("tvm.relay.std_path");
CHECK(f != nullptr) << "The Relay std_path is not set, please register tvm.relay.std_path.";
std::string std_path = (*f)();
return this->Import(std_path + "/" + path);
}
std::unordered_set<std::string> ModuleNode::Imports() const {
return this->import_set_;
}
Module FromText(const std::string& source, const std::string& source_name) {
auto* f = tvm::runtime::Registry::Get("relay.fromtext");
CHECK(f != nullptr) << "The Relay std_path is not set, please register tvm.relay.std_path.";
Module mod = (*f)(source, source_name);
return mod;
}
TVM_REGISTER_NODE_TYPE(ModuleNode);
TVM_REGISTER_API("relay._make.Module")
.set_body_typed<Module(tvm::Map<GlobalVar, Function>, tvm::Map<GlobalTypeVar, TypeData>)>(
[](tvm::Map<GlobalVar, Function> funcs, tvm::Map<GlobalTypeVar, TypeData> types) {
return ModuleNode::make(funcs, types, {});
});
TVM_REGISTER_API("relay._module.Module_Add")
.set_body([](TVMArgs args, TVMRetValue* ret) {
Module mod = args[0];
GlobalVar var = args[1];
ObjectRef val = args[2];
bool update = args[3];
CHECK(val->IsInstance<ExprNode>());
if (val->IsInstance<FunctionNode>()) {
mod->Add(var, Downcast<Function>(val), update);
} else if (val->IsInstance<GlobalVarNode>()) {
GlobalVar gv = Downcast<GlobalVar>(val);
auto mod_copy = Module(make_object<ModuleNode>(*mod.operator->()));
mod_copy = transform::EtaExpand(
/* expand_constructor */ false, /* expand_global_var */ true)(mod_copy);
auto func = mod_copy->Lookup(gv->name_hint);
mod->Add(var, Downcast<Function>(func), update);
} else {
auto func = FunctionNode::make({}, Downcast<Expr>(val), Type(nullptr), {});
mod->Add(var, func, update);
}
*ret = mod;
});
TVM_REGISTER_API("relay._module.Module_AddDef")
.set_body_method<Module>(&ModuleNode::AddDef);
TVM_REGISTER_API("relay._module.Module_GetGlobalVar")
.set_body_method<Module>(&ModuleNode::GetGlobalVar);
TVM_REGISTER_API("relay._module.Module_GetGlobalVars")
.set_body_method<Module>(&ModuleNode::GetGlobalVars);
TVM_REGISTER_API("relay._module.Module_GetGlobalTypeVars")
.set_body_method<Module>(&ModuleNode::GetGlobalTypeVars);
TVM_REGISTER_API("relay._module.Module_ContainGlobalVar")
.set_body_method<Module>(&ModuleNode::ContainGlobalVar);
TVM_REGISTER_API("relay._module.Module_GetGlobalTypeVar")
.set_body_method<Module>(&ModuleNode::GetGlobalTypeVar);
TVM_REGISTER_API("relay._module.Module_Lookup")
.set_body_typed<Function(Module, GlobalVar)>([](Module mod, GlobalVar var) {
return mod->Lookup(var);
});
TVM_REGISTER_API("relay._module.Module_Lookup_str")
.set_body_typed<Function(Module, std::string)>([](Module mod, std::string var) {
return mod->Lookup(var);
});
TVM_REGISTER_API("relay._module.Module_LookupDef")
.set_body_typed<TypeData(Module, GlobalTypeVar)>([](Module mod, GlobalTypeVar var) {
return mod->LookupDef(var);
});
TVM_REGISTER_API("relay._module.Module_LookupDef_str")
.set_body_typed<TypeData(Module, std::string)>([](Module mod, std::string var) {
return mod->LookupDef(var);
});
TVM_REGISTER_API("relay._module.Module_LookupTag")
.set_body_typed<Constructor(Module, int32_t)>([](Module mod, int32_t tag) {
return mod->LookupTag(tag);
});
TVM_REGISTER_API("relay._module.Module_FromExpr")
.set_body_typed<
Module(Expr,
tvm::Map<GlobalVar, Function>,
tvm::Map<GlobalTypeVar, TypeData>)>([](Expr e,
tvm::Map<GlobalVar, Function> funcs,
tvm::Map<GlobalTypeVar, TypeData> type_defs) {
return ModuleNode::FromExpr(e, funcs, type_defs);
});
TVM_REGISTER_API("relay._module.Module_Update")
.set_body_typed<void(Module, Module)>([](Module mod, Module from) {
mod->Update(from);
});
TVM_REGISTER_API("relay._module.Module_Import")
.set_body_typed<void(Module, std::string)>([](Module mod, std::string path) {
mod->Import(path);
});
TVM_REGISTER_API("relay._module.Module_ImportFromStd")
.set_body_typed<void(Module, std::string)>([](Module mod, std::string path) {
mod->ImportFromStd(path);
});;
TVM_STATIC_IR_FUNCTOR(IRPrinter, vtable)
.set_dispatch<ModuleNode>([](const ObjectRef& ref, IRPrinter* p) {
auto* node = static_cast<const ModuleNode*>(ref.get());
p->stream << "ModuleNode( " << node->functions << ")";
});
} // namespace relay
} // namespace tvm