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[Relay] parser/pretty printer roundtripping #3536
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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. | ||
*/ | ||
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/*! | ||
* Copyright (c) 2019 by Contributors | ||
* \file json.h | ||
* \brief A representation of JSON | ||
*/ | ||
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#ifndef TVM_JSON_H_ | ||
#define TVM_JSON_H_ | ||
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#include <dmlc/memory_io.h> | ||
#include <tvm/common/base64.h> | ||
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#include <map> | ||
#include <unordered_map> | ||
#include <vector> | ||
#include <utility> | ||
#include <string> | ||
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namespace tvm { | ||
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// use map so attributes are ordered. | ||
using AttrMap = std::map<std::string, std::string>; | ||
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using runtime::Object; | ||
using runtime::ObjectCell; | ||
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inline std::string Type2String(const Type& t) { | ||
return runtime::TVMType2String(Type2TVMType(t)); | ||
} | ||
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// indexer to index all the ndoes | ||
class NodeIndexer : public AttrVisitor { | ||
public: | ||
std::unordered_map<Node*, size_t> node_index{{nullptr, 0}}; | ||
std::vector<Node*> node_list{nullptr}; | ||
std::unordered_map<DLTensor*, size_t> tensor_index; | ||
std::vector<DLTensor*> tensor_list; | ||
std::unordered_map<ObjectCell*, size_t> vm_obj_index; | ||
std::vector<ObjectCell*> vm_obj_list; | ||
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void Visit(const char* key, double* value) final {} | ||
void Visit(const char* key, int64_t* value) final {} | ||
void Visit(const char* key, uint64_t* value) final {} | ||
void Visit(const char* key, int* value) final {} | ||
void Visit(const char* key, bool* value) final {} | ||
void Visit(const char* key, std::string* value) final {} | ||
void Visit(const char* key, void** value) final {} | ||
void Visit(const char* key, Type* value) final {} | ||
void Visit(const char* key, NodeRef* value) final { | ||
MakeIndex(value->node_.get()); | ||
} | ||
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void Visit(const char* key, runtime::NDArray* value) final { | ||
DLTensor* ptr = const_cast<DLTensor*>((*value).operator->()); | ||
if (tensor_index.count(ptr)) return; | ||
CHECK_EQ(tensor_index.size(), tensor_list.size()); | ||
tensor_index[ptr] = tensor_list.size(); | ||
tensor_list.push_back(ptr); | ||
} | ||
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void Visit(const char* key, Object* value) final { | ||
ObjectCell* ptr = value->ptr_.get(); | ||
if (vm_obj_index.count(ptr)) return; | ||
CHECK_EQ(vm_obj_index.size(), vm_obj_list.size()); | ||
vm_obj_index[ptr] = vm_obj_list.size(); | ||
vm_obj_list.push_back(ptr); | ||
} | ||
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// make index of all the children of node | ||
void MakeIndex(Node* node) { | ||
if (node == nullptr) return; | ||
if (node_index.count(node)) return; | ||
CHECK_EQ(node_index.size(), node_list.size()); | ||
node_index[node] = node_list.size(); | ||
node_list.push_back(node); | ||
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if (node->is_type<ArrayNode>()) { | ||
ArrayNode* n = static_cast<ArrayNode*>(node); | ||
for (const auto& sp : n->data) { | ||
MakeIndex(sp.get()); | ||
} | ||
} else if (node->is_type<MapNode>()) { | ||
MapNode* n = static_cast<MapNode*>(node); | ||
for (const auto& kv : n->data) { | ||
MakeIndex(kv.first.get()); | ||
MakeIndex(kv.second.get()); | ||
} | ||
} else if (node->is_type<StrMapNode>()) { | ||
StrMapNode* n = static_cast<StrMapNode*>(node); | ||
for (const auto& kv : n->data) { | ||
MakeIndex(kv.second.get()); | ||
} | ||
} else { | ||
node->VisitAttrs(this); | ||
} | ||
} | ||
}; | ||
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// A Node structure for JSON node. | ||
struct JSONNode { | ||
// The type key of the data | ||
std::string type_key; | ||
// The global key for global object | ||
std::string global_key; | ||
// the attributes | ||
AttrMap attrs; | ||
// container keys | ||
std::vector<std::string> keys; | ||
// container data | ||
std::vector<size_t> data; | ||
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void Save(dmlc::JSONWriter *writer) const { | ||
writer->BeginObject(); | ||
writer->WriteObjectKeyValue("type_key", type_key); | ||
if (global_key.size() != 0) { | ||
writer->WriteObjectKeyValue("global_key", global_key); | ||
} | ||
if (attrs.size() != 0) { | ||
writer->WriteObjectKeyValue("attrs", attrs); | ||
} | ||
if (keys.size() != 0) { | ||
writer->WriteObjectKeyValue("keys", keys); | ||
} | ||
if (data.size() != 0) { | ||
writer->WriteObjectKeyValue("data", data); | ||
} | ||
writer->EndObject(); | ||
} | ||
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void Load(dmlc::JSONReader *reader) { | ||
attrs.clear(); | ||
data.clear(); | ||
global_key.clear(); | ||
type_key.clear(); | ||
dmlc::JSONObjectReadHelper helper; | ||
helper.DeclareOptionalField("type_key", &type_key); | ||
helper.DeclareOptionalField("global_key", &global_key); | ||
helper.DeclareOptionalField("attrs", &attrs); | ||
helper.DeclareOptionalField("keys", &keys); | ||
helper.DeclareOptionalField("data", &data); | ||
helper.ReadAllFields(reader); | ||
} | ||
}; | ||
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class JSONAttrGetter : public AttrVisitor { | ||
public: | ||
const std::unordered_map<Node*, size_t>* node_index_; | ||
const std::unordered_map<DLTensor*, size_t>* tensor_index_; | ||
const std::unordered_map<ObjectCell*, size_t>* vm_obj_index_; | ||
JSONNode* node_; | ||
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void Visit(const char* key, double* value) final { | ||
node_->attrs[key] = std::to_string(*value); | ||
} | ||
void Visit(const char* key, int64_t* value) final { | ||
node_->attrs[key] = std::to_string(*value); | ||
} | ||
void Visit(const char* key, uint64_t* value) final { | ||
node_->attrs[key] = std::to_string(*value); | ||
} | ||
void Visit(const char* key, int* value) final { | ||
node_->attrs[key] = std::to_string(*value); | ||
} | ||
void Visit(const char* key, bool* value) final { | ||
node_->attrs[key] = std::to_string(*value); | ||
} | ||
void Visit(const char* key, std::string* value) final { | ||
node_->attrs[key] = *value; | ||
} | ||
void Visit(const char* key, void** value) final { | ||
LOG(FATAL) << "not allowed to serialize a pointer"; | ||
} | ||
void Visit(const char* key, Type* value) final { | ||
node_->attrs[key] = Type2String(*value); | ||
} | ||
void Visit(const char* key, NodeRef* value) final { | ||
node_->attrs[key] = std::to_string( | ||
node_index_->at(value->node_.get())); | ||
} | ||
void Visit(const char* key, runtime::NDArray* value) final { | ||
node_->attrs[key] = std::to_string( | ||
tensor_index_->at(const_cast<DLTensor*>((*value).operator->()))); | ||
} | ||
void Visit(const char* key, Object* value) final { | ||
node_->attrs[key] = std::to_string( | ||
vm_obj_index_->at(value->ptr_.get())); | ||
} | ||
// Get the node | ||
void Get(Node* node) { | ||
if (node == nullptr) { | ||
node_->type_key.clear(); | ||
return; | ||
} | ||
node_->type_key = node->type_key(); | ||
// sepcially handle global object | ||
auto* f = dmlc::Registry<NodeFactoryReg>::Find(node_->type_key); | ||
CHECK(f != nullptr) | ||
<< "Node type \'" << node_->type_key << "\' is not registered in TVM"; | ||
if (f->fglobal_key != nullptr) { | ||
node_->global_key = f->fglobal_key(node); | ||
return; | ||
} | ||
node_->attrs.clear(); | ||
node_->data.clear(); | ||
if (node->is_type<ArrayNode>()) { | ||
ArrayNode* n = static_cast<ArrayNode*>(node); | ||
for (size_t i = 0; i < n->data.size(); ++i) { | ||
node_->data.push_back( | ||
node_index_->at(n->data[i].get())); | ||
} | ||
} else if (node->is_type<MapNode>()) { | ||
MapNode* n = static_cast<MapNode*>(node); | ||
for (const auto& kv : n->data) { | ||
node_->data.push_back( | ||
node_index_->at(kv.first.get())); | ||
node_->data.push_back( | ||
node_index_->at(kv.second.get())); | ||
} | ||
} else if (node->is_type<StrMapNode>()) { | ||
StrMapNode* n = static_cast<StrMapNode*>(node); | ||
for (const auto& kv : n->data) { | ||
node_->keys.push_back(kv.first); | ||
node_->data.push_back( | ||
node_index_->at(kv.second.get())); | ||
} | ||
} else { | ||
// do not need to recover content of global singleton object | ||
// they are registered via the environment | ||
auto* f = dmlc::Registry<NodeFactoryReg>::Find(node->type_key()); | ||
if (f != nullptr && f->fglobal_key != nullptr) return; | ||
// recursively index normal object. | ||
node->VisitAttrs(this); | ||
} | ||
} | ||
}; | ||
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// json graph structure to store node | ||
struct JSONGraph { | ||
// the root of the graph | ||
size_t root; | ||
// the nodes of the graph | ||
std::vector<JSONNode> nodes; | ||
// base64 b64ndarrays of arrays | ||
std::vector<std::string> b64ndarrays; | ||
// global attributes | ||
AttrMap attrs; | ||
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void Save(dmlc::JSONWriter *writer) const { | ||
writer->BeginObject(); | ||
writer->WriteObjectKeyValue("root", root); | ||
writer->WriteObjectKeyValue("nodes", nodes); | ||
writer->WriteObjectKeyValue("b64ndarrays", b64ndarrays); | ||
if (attrs.size() != 0) { | ||
writer->WriteObjectKeyValue("attrs", attrs); | ||
} | ||
writer->EndObject(); | ||
} | ||
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void Load(dmlc::JSONReader *reader) { | ||
attrs.clear(); | ||
dmlc::JSONObjectReadHelper helper; | ||
helper.DeclareField("root", &root); | ||
helper.DeclareField("nodes", &nodes); | ||
helper.DeclareOptionalField("b64ndarrays", &b64ndarrays); | ||
helper.DeclareOptionalField("attrs", &attrs); | ||
helper.ReadAllFields(reader); | ||
} | ||
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static JSONGraph Create(const NodeRef& root) { | ||
JSONGraph g; | ||
NodeIndexer indexer; | ||
indexer.MakeIndex(root.node_.get()); | ||
JSONAttrGetter getter; | ||
getter.node_index_ = &indexer.node_index; | ||
getter.tensor_index_ = &indexer.tensor_index; | ||
for (Node* n : indexer.node_list) { | ||
JSONNode jnode; | ||
getter.node_ = &jnode; | ||
getter.Get(n); | ||
g.nodes.emplace_back(std::move(jnode)); | ||
} | ||
g.attrs["tvm_version"] = TVM_VERSION; | ||
g.root = indexer.node_index.at(root.node_.get()); | ||
// serialize tensor | ||
for (DLTensor* tensor : indexer.tensor_list) { | ||
std::string blob; | ||
dmlc::MemoryStringStream mstrm(&blob); | ||
common::Base64OutStream b64strm(&mstrm); | ||
runtime::SaveDLTensor(&b64strm, tensor); | ||
b64strm.Finish(); | ||
g.b64ndarrays.emplace_back(std::move(blob)); | ||
} | ||
return g; | ||
} | ||
}; | ||
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} // namespace tvm | ||
#endif // TVM_JSON_H_ |
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let us keep the base64 and json in the src. The main reason is that we do not want to expose these APIs as public API, but rather internal ones. Likely keeping these files in the original location won't affect anything in the parser. As we only use them via save/load json