Implement training observer. (#5088)

This commit is contained in:
Jiaming Yuan
2019-12-05 11:12:20 +08:00
committed by GitHub
parent f0ca53d9ec
commit f5e13dcb9b
3 changed files with 127 additions and 10 deletions

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@@ -63,6 +63,9 @@ target_compile_definitions(objxgboost
-DDMLC_LOG_CUSTOMIZE=1 # enable custom logging
$<$<NOT:$<CXX_COMPILER_ID:MSVC>>:_MWAITXINTRIN_H_INCLUDED>
${XGBOOST_DEFINITIONS})
if (USE_DEBUG_OUTPUT)
target_compile_definitions(objxgboost PRIVATE -DXGBOOST_USE_DEBUG_OUTPUT=1)
endif (USE_DEBUG_OUTPUT)
if (XGBOOST_MM_PREFETCH_PRESENT)
target_compile_definitions(objxgboost

101
src/common/observer.h Normal file
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@@ -0,0 +1,101 @@
/*!
* Copyright 2019 XGBoost contributors
* \file observer.h
*/
#ifndef XGBOOST_COMMON_OBSERVER_H_
#define XGBOOST_COMMON_OBSERVER_H_
#include <iostream>
#include <string>
#include <vector>
#include "xgboost/host_device_vector.h"
#include "xgboost/parameter.h"
#include "xgboost/json.h"
#include "xgboost/base.h"
#include "xgboost/tree_model.h"
namespace xgboost {
/*\brief An observer for logging internal data structures.
*
* This class is designed to be `diff` tool friendly, which means it uses plain
* `std::cout` for printing to avoid the time information emitted by `LOG(DEBUG)` or
* similiar facilities.
*/
class TrainingObserver {
#if defined(XGBOOST_USE_DEBUG_OUTPUT)
bool constexpr static observe_ {true};
#else
bool constexpr static observe_ {false};
#endif // defined(XGBOOST_USE_DEBUG_OUTPUT)
public:
void Update(int32_t iter) const {
if (XGBOOST_EXPECT(!observe_, true)) { return; }
std::cout << "Iter: " << iter << std::endl;
}
/*\brief Observe tree. */
void Observe(RegTree const& tree) {
if (XGBOOST_EXPECT(!observe_, true)) { return; }
std::cout << "Tree:" << std::endl;
Json j_tree {Object()};
tree.SaveModel(&j_tree);
std::string str;
Json::Dump(j_tree, &str, true);
std::cout << str << std::endl;
}
/*\brief Observe tree. */
void Observe(RegTree const* p_tree) {
if (XGBOOST_EXPECT(!observe_, true)) { return; }
auto const& tree = *p_tree;
this->Observe(tree);
}
/*\brief Observe data hosted by `std::vector'. */
template <typename T>
void Observe(std::vector<T> const& h_vec, std::string name) const {
if (XGBOOST_EXPECT(!observe_, true)) { return; }
std::cout << "Procedure: " << name << std::endl;
for (size_t i = 0; i < h_vec.size(); ++i) {
std::cout << h_vec[i] << ", ";
if (i % 8 == 0) {
std::cout << '\n';
}
}
std::cout << std::endl;
}
/*\brief Observe data hosted by `HostDeviceVector'. */
template <typename T>
void Observe(HostDeviceVector<T> const& vec, std::string name) const {
if (XGBOOST_EXPECT(!observe_, true)) { return; }
auto const& h_vec = vec.HostVector();
this->Observe(h_vec, name);
}
/*\brief Observe objects with `XGBoostParamer' type. */
template <typename Parameter,
typename std::enable_if<
std::is_base_of<XGBoostParameter<Parameter>, Parameter>::value>::type* = nullptr>
void Observe(const Parameter &p, std::string name) const {
if (XGBOOST_EXPECT(!observe_, true)) { return; }
Json obj {toJson(p)};
std::cout << "Parameter: " << name << ":\n" << obj << std::endl;
}
/*\brief Observe parameters provided by users. */
void Observe(Args const& args) const {
if (XGBOOST_EXPECT(!observe_, true)) { return; }
for (auto kv : args) {
std::cout << kv.first << ": " << kv.second << "\n";
}
std::cout << std::endl;
}
/*\brief Get a global instance. */
static TrainingObserver& Instance() {
static TrainingObserver observer;
return observer;
}
};
} // namespace xgboost
#endif // XGBOOST_COMMON_OBSERVER_H_