Commit 5d407324 by Tianqi Chen

[PASS] Add save/load json (#1)

parent 65246a71
......@@ -31,6 +31,8 @@ struct NodeEntry {
* Usually are additional parameters like axis,
*/
struct NodeAttrs {
/*! \brief name of the node */
std::string name;
/*! \brief The dictionary representation of attributes */
std::unordered_map<std::string, std::string> dict;
/*!
......@@ -46,13 +48,11 @@ struct NodeAttrs {
*/
class Node {
public:
/*! \brief name of the node */
std::string name;
/*!
* \brief The operator this node uses.
* For place holder variable, op == nullptr.
*/
const Op *op;
const Op *op{nullptr};
/*! \brief inputs to this node */
std::vector<NodeEntry> inputs;
/*!
......
/*!
* Copyright (c) 2016 by Contributors
* \file saveload_json.cc
* \brief Passes that defines save and load graph to/from JSON file.
*/
#include <nnvm/pass.h>
#include <dmlc/json.h>
#include <algorithm>
namespace dmlc {
namespace json {
// overload handler for shared ptr
template<>
struct Handler<std::shared_ptr<const any> > {
inline static void Write(JSONWriter *writer, const std::shared_ptr<const any> &data) {
writer->Write(*data);
}
inline static void Read(JSONReader *reader, std::shared_ptr<const any> *data) {
any v;
reader->Read(&v);
*data = std::make_shared<any>(std::move(v));
}
};
} // namespace json
} // namespace dmlc
namespace nnvm {
namespace pass {
// auxiliary node structure for serialization.
struct JSONNode {
// the node entry structure in serialized format
typedef std::pair<uint32_t, uint32_t> Entry;
// pointer to the graph node
std::shared_ptr<Node> node;
// inputs
std::vector<Entry> inputs;
// control flow dependencies
std::vector<uint32_t> control_deps;
// function to save JSON node.
void Save(dmlc::JSONWriter *writer) const {
writer->BeginObject();
if (node->op != nullptr) {
writer->WriteObjectKeyValue("op", node->op->name);
writer->WriteObjectKeyValue("attr", node->attrs.dict);
} else {
std::string json_null = "null";
writer->WriteObjectKeyValue("op", json_null);
}
writer->WriteObjectKeyValue("name", node->attrs.name);
writer->WriteObjectKeyValue("inputs", inputs);
writer->WriteObjectKeyValue("control_deps", control_deps);
writer->EndObject();
}
void Load(dmlc::JSONReader *reader) {
node = std::move(Node::Create());
control_deps.clear();
dmlc::JSONObjectReadHelper helper;
std::string op_type_str;
helper.DeclareField("op", &op_type_str);
helper.DeclareField("name", &(node->attrs.name));
helper.DeclareField("inputs", &inputs);
helper.DeclareOptionalField("attr", &(node->attrs.dict));
helper.DeclareOptionalField("control_deps", &control_deps);
// backward compatible code with mxnet graph.
int backward_source_id;
std::unordered_map<std::string, std::string> param;
helper.DeclareOptionalField("param", &param);
helper.DeclareOptionalField("backward_source_id", &backward_source_id);
node->attrs.dict.insert(param.begin(), param.end());
helper.ReadAllFields(reader);
if (op_type_str != "null") {
try {
node->op = Op::Get(op_type_str);
} catch (const dmlc::Error &err) {
std::ostringstream os;
os << "Failed loading Op " << node->attrs.name
<< " of type " << op_type_str << ": " << err.what();
throw dmlc::Error(os.str());
}
} else {
node->op = nullptr;
}
}
};
// graph structure to help read/save JSON.
struct JSONGraph {
std::vector<JSONNode> nodes;
std::vector<uint32_t> arg_nodes;
std::vector<JSONNode::Entry> heads;
std::unordered_map<std::string, std::shared_ptr<const any> > attrs;
void Save(dmlc::JSONWriter *writer) const {
writer->BeginObject();
writer->WriteObjectKeyValue("nodes", nodes);
writer->WriteObjectKeyValue("arg_nodes", arg_nodes);
writer->WriteObjectKeyValue("heads", heads);
if (attrs.size() != 0) {
writer->WriteObjectKeyValue("attrs", attrs);
}
writer->EndObject();
}
void Load(dmlc::JSONReader *reader) {
attrs.clear();
dmlc::JSONObjectReadHelper helper;
helper.DeclareField("nodes", &nodes);
helper.DeclareField("arg_nodes", &arg_nodes);
helper.DeclareField("heads", &heads);
helper.DeclareOptionalField("attrs", &attrs);
helper.ReadAllFields(reader);
}
};
// Load a graph from JSON file.
Graph LoadJSON(const Graph& src) {
CHECK_NE(src.attrs.count("json"), 0)
<< "Load JSON require json to be presented.";
const std::string &json_str =
nnvm::get<std::string>(*src.attrs.at("json"));
std::istringstream is(json_str);
dmlc::JSONReader reader(&is);
JSONGraph jgraph;
// load in json graph.
jgraph.Load(&reader);
// connects the nodes
for (JSONNode &n : jgraph.nodes) {
n.node->inputs.reserve(n.inputs.size());
for (const JSONNode::Entry &e : n.inputs) {
n.node->inputs.emplace_back(
NodeEntry{jgraph.nodes[e.first].node, e.second});
}
n.node->control_deps.reserve(n.control_deps.size());
for (uint32_t nid : n.control_deps) {
n.node->control_deps.push_back(jgraph.nodes[nid].node);
}
}
// consistent check
for (uint32_t nid : jgraph.arg_nodes) {
CHECK(jgraph.nodes[nid].node->is_variable());
}
// return the graph
Graph ret;
ret.attrs = std::move(jgraph.attrs);
ret.outputs.reserve(jgraph.heads.size());
for (const JSONNode::Entry &e : jgraph.heads) {
ret.outputs.emplace_back(
NodeEntry{jgraph.nodes[e.first].node, e.second});
}
return ret;
}
// save a graph to json
Graph SaveJSON(const Graph& src) {
JSONGraph jgraph;
std::unordered_map<Node*, uint32_t> node2index;
src.DFSVisit([&node2index, &jgraph](const std::shared_ptr<Node>& n) {
uint32_t nid = static_cast<uint32_t>(jgraph.nodes.size());
node2index[n.get()] = nid;
if (n->is_variable()) {
jgraph.arg_nodes.push_back(nid);
}
JSONNode jnode;
jnode.node = n;
jnode.inputs.reserve(n->inputs.size());
for (const NodeEntry& e : n->inputs) {
jnode.inputs.emplace_back(
std::make_pair(node2index.at(e.node.get()), e.index));
}
for (const std::shared_ptr<Node>& c : n->control_deps) {
jnode.control_deps.push_back(node2index.at(c.get()));
}
jgraph.nodes.emplace_back(std::move(jnode));
});
std::ostringstream os;
dmlc::JSONWriter writer(&os);
jgraph.Save(&writer);
Graph ret;
ret.attrs["json"] = std::make_shared<any>(os.str());
return ret;
}
// register pass
NNVM_REGISTER_PASS(LoadJSON)
.describe("Return a new Graph, loaded from src.attrs[\"json\"]")
.set_body(LoadJSON)
.set_change_graph(true)
.depend_graph_attr("json");
NNVM_REGISTER_PASS(SaveJSON)
.describe("Return a new empty Graph. Save graph to ret.attrs[\"json\"]")
.set_body(SaveJSON)
.set_change_graph(true)
.provide_graph_attr("json");
} // namespace pass
} // namespace nnvm
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