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Merge pull request PaddlePaddle#21 from Superjom/feature/add_storage
feature/add storage
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cmake_minimum_required(VERSION 3.8) | ||
project(VisualDL) | ||
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set(CMAKE_CXX_STANDARD 11) | ||
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include_directories(${CMAKE_CURRENT_SOURCE_DIR}) | ||
include_directories(thirdparty/local/include) | ||
link_directories(thirdparty/local/lib) | ||
add_subdirectory(thirdparty/pybind11-2.2.1) | ||
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set(SOURCE_FILES | ||
visualdl/backend/storage/storage.cc visualdl/backend/storage/storage.h | ||
visualdl/backend/storage/storage.pb.h | ||
visualdl/backend/storage/storage.pb.cc | ||
) | ||
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add_library(storage visualdl/backend/storage/storage.cc | ||
visualdl/backend/storage/storage.pb.cc) | ||
add_executable(VisualDL ${SOURCE_FILES}) |
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#include <fstream> | ||
#include <glog/logging.h> | ||
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#include "visualdl/backend/storage/storage.h" | ||
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namespace visualdl { | ||
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storage::Tablet *Storage::Add(const std::string &tag) { | ||
return &proto_.mutable_tablets()->at(tag); | ||
} | ||
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const storage::Tablet *Storage::Find(const std::string &tag) const { | ||
auto it = proto_.tablets().find(tag); | ||
if (it != proto_.tablets().end()) { | ||
return &it->second; | ||
} | ||
return nullptr; | ||
} | ||
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void Storage::Save(const std::string &path) const { | ||
std::ofstream file(path, file.binary | file.out); | ||
CHECK(file.is_open()) << "can't open path " << path; | ||
auto str = Serialize(); | ||
file.write(str.c_str(), str.size()); | ||
} | ||
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void Storage::Load(const std::string &path) { | ||
std::ifstream file(path, file.binary); | ||
CHECK(file.is_open()) << "can't open path " << path; | ||
size_t size = file.tellg(); | ||
std::string buffer(size, ' '); | ||
file.seekg(0); | ||
file.read(&buffer[0], size); | ||
DeSerialize(buffer); | ||
} | ||
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std::string Storage::Serialize() const { | ||
return proto_.SerializeAsString(); | ||
} | ||
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void Storage::DeSerialize(const std::string &data) { | ||
proto_.ParseFromString(data); | ||
} | ||
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} // namespace visualdl |
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#ifndef VISUALDL_STORAGE_H | ||
#define VISUALDL_STORAGE_H | ||
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#include <string> | ||
#include <time.h> | ||
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#include "visualdl/backend/storage/storage.pb.h" | ||
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namespace visualdl { | ||
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class Storage final { | ||
public: | ||
/* | ||
* There should be only one Storage instance in memory. | ||
*/ | ||
Storage &Global() { | ||
static Storage *instance = new Storage(); | ||
return *instance; | ||
} | ||
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/* | ||
* Add a new tablet named `tag`, the newly added instance will be returned. | ||
*/ | ||
storage::Tablet *Add(const std::string &tag); | ||
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/* | ||
* Search the tablet named `tag`, if not exist, return nullptr. | ||
*/ | ||
const storage::Tablet *Find(const std::string &tag) const; | ||
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/* | ||
* Serialize this object to string and save it to a file. | ||
*/ | ||
void Save(const std::string &path) const; | ||
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/* | ||
* Load the Protobuf message from a file. | ||
*/ | ||
void Load(const std::string &path); | ||
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protected: | ||
/* | ||
* Serialize the Storage instance to string. | ||
*/ | ||
std::string Serialize() const; | ||
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/* | ||
* De-serialize from a string and update this Storage instance. | ||
*/ | ||
void DeSerialize(const std::string &data); | ||
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Storage() { | ||
// set time stamp | ||
time_t time0; | ||
time(&time0); | ||
proto_.set_timestamp(time0); | ||
} | ||
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private: | ||
storage::Storage proto_; | ||
}; | ||
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} // namespace visualdl | ||
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#endif //VISUALDL_STORAGE_H |
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syntax = "proto3"; | ||
package storage; | ||
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enum DataType { | ||
// single entry | ||
kInt32 = 0; | ||
kInt64 = 1; | ||
kFloat = 2; | ||
kDouble = 3; | ||
kString = 4; | ||
kBool = 5; | ||
// entrys | ||
kInt64s = 6; | ||
kFloats = 7; | ||
kDoubles = 8; | ||
kStrings = 9; | ||
kInt32s = 10; | ||
kBools = 11; | ||
} | ||
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// A data array, which type is `type`. | ||
message Entry { | ||
// if all the entries in a record share the same data type, ignore this field | ||
// and store type to `dtype` in `Record`. | ||
DataType dtype = 1; | ||
// single element | ||
int32 i32 = 2; | ||
int64 i64 = 3; | ||
string s = 4; | ||
float f = 5; | ||
double d = 6; | ||
bool b = 7; | ||
// array | ||
repeated int64 i64s = 8; | ||
repeated float fs = 9; | ||
repeated double ds = 10; | ||
repeated int32 i32s = 11; | ||
repeated bool bs = 12; | ||
} | ||
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message Record { | ||
Entry data = 1; | ||
int64 timestamp = 2; | ||
// store the count of writing operations to the tablet. | ||
int64 id = 3; | ||
DataType dtype = 4; | ||
// shape or some other meta infomation for this record, if all the records | ||
// share the same meta, just store one copy of meta in `Storage`, or create | ||
// a unique copy for each `Record`. | ||
Entry meta = 5; | ||
} | ||
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/* | ||
A Tablet stores the records of a component which type is `component` and indidates as `tag`. | ||
The records will be saved in a file which name contains `tag`. During the running period, | ||
`num_records` will be accumulated, and `num_samples` indicates the size of sample set the | ||
reservoir sampling algorithm will collect. | ||
*/ | ||
message Tablet { | ||
// the kinds of the components that supported | ||
enum Type { | ||
kScalar = 0; | ||
kHistogram = 1; | ||
kGraph = 2; | ||
} | ||
// type of the component, different component should have different storage format. | ||
Type component = 1; | ||
// records the total count of records, each Write operation should increate this value. | ||
int64 num_records = 2; | ||
// indicate the number of instances to sample, this should be a constant value. | ||
int32 num_samples = 3; | ||
repeated Record records = 4; | ||
// store a meta infomation if all the records share. | ||
Entry meta = 5; | ||
// the unique identification for this `Tablet`. | ||
string tag = 6; | ||
} | ||
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/* | ||
The Storage stores all the records. | ||
*/ | ||
message Storage { | ||
// tags to Tablet, should be thread safe if fix the keys after initialization. | ||
map<string, Tablet> tablets = 1; | ||
string dir = 2; | ||
int64 timestamp = 3; | ||
} |