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9.38M
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stringclasses 11
values | total_lines
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340k
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float64 2.18
149k
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int64 7
2.22M
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float64 0
1
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stringlengths 6
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int64 94
47.3k
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int64 0
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stringclasses 11
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bool 2
classes | near_duplicates_redpajama
bool 2
classes | exact_duplicates_githubcode
bool 2
classes | exact_duplicates_stackv2
bool 1
class | exact_duplicates_stackv1
bool 2
classes | near_duplicates_githubcode
bool 2
classes | near_duplicates_stackv1
bool 2
classes | near_duplicates_stackv2
bool 1
class |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,537,600
|
rect_table.hpp
|
FiYHer_csgo_cheats/csgo_cheats/rect_table.hpp
|
#pragma once
#include "recv_prop.hpp"
//接收数据表结构
typedef struct recv_table_struct
{
recv_prop_struct* props;
int propCount;
void* decoder;
char* netTableName;
bool isInitialized;
bool isInMainList;
}recv_table_struct;
| 230
|
C++
|
.h
| 12
| 17.083333
| 32
| 0.800948
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,601
|
head.hpp
|
FiYHer_csgo_cheats/csgo_cheats/head.hpp
|
#pragma once
#include "node.hpp"
//武器皮肤数据存放辅助头结构
template <typename Key, typename Value>
struct head_struct
{
node_struct<Key, Value>* memory;//内容
int allocationCount;//申请了的大小
int growSize;//增长大小
int startElement;//开始元素
int nextAvailable;//下一个
int _unknown;//未知
int lastElement;//上一个元素
};
| 336
|
C++
|
.h
| 14
| 19.642857
| 39
| 0.776596
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,602
|
paint_kit.hpp
|
FiYHer_csgo_cheats/csgo_cheats/paint_kit.hpp
|
#pragma once
#include "self_string.hpp"
//ÎäÆ÷Ƥ·ô
typedef struct paint_kit_struct
{
int id;//Ƥ·ôid
self_string_struct name;//Ƥ·ôÃû³Æ
self_string_struct description;//ÃèÊö
self_string_struct itemName;//
}paint_kit_struct;
| 228
|
C++
|
.h
| 10
| 21.4
| 38
| 0.761468
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,603
|
user_cmd.hpp
|
FiYHer_csgo_cheats/csgo_cheats/user_cmd.hpp
|
#pragma once
#include "self_vector.hpp"
//玩家命令结构
typedef struct user_cmd_struct
{
enum
{
IN_ATTACK = 1 << 0,//左键
IN_JUMP = 1 << 1,//跳跃
IN_DUCK = 1 << 2,//下蹲
IN_FORWARD = 1 << 3,//前进
IN_BACK = 1 << 4,//后退
IN_USE = 1 << 5,
IN_MOVELEFT = 1 << 9,//左移动
IN_MOVERIGHT = 1 << 10,//右移动
IN_ATTACK2 = 1 << 11,//右键
IN_SCORE = 1 << 16,//开镜
IN_BULLRUSH = 1 << 22//狂奔
};
int pad;
int command_number;
int tick_count;
self_vector_struct view_angles;
self_vector_struct aim_direction;
float forward_move;
float side_move;
float up_move;
int buttons;
char impulse;
int weapon_select;
int weapon_sub_type;
int random_seed;
short mouse_dx;
short mouse_dy;
bool has_been_predicted;
}user_cmd_struct;
| 749
|
C++
|
.h
| 36
| 17.833333
| 34
| 0.659357
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,604
|
ray.hpp
|
FiYHer_csgo_cheats/csgo_cheats/ray.hpp
|
#pragma once
#include "self_vector.hpp"
typedef struct ray_struct
{
ray_struct(const self_vector_struct& src, const self_vector_struct& dest) :
start(src),
delta(dest - src)
{
is_swept = delta.x || delta.y || delta.z;
}
self_vector_struct start{ };
float pad{ };
self_vector_struct delta{ };
std::byte pad2[40]{ };
bool is_ray{ true };
bool is_swept{ };
}ray_struct;
| 385
|
C++
|
.h
| 17
| 20.588235
| 76
| 0.683924
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,606
|
net_vars.h
|
FiYHer_csgo_cheats/csgo_cheats/net_vars.h
|
#pragma once
#include <unordered_map>
#include "rect_table.hpp"
#include "fnv.hpp"
//网络变量辅助类
class net_vars_class
{
public:
//初始化
net_vars_class() noexcept;
//恢复
void restore() noexcept;
//重载索引
uint16_t operator[](const uint32_t hash) noexcept;
private:
//获取偏移数据
void walk_table(bool unload, const char* networkName, recv_table_struct* recvTable, const std::size_t offset = 0) noexcept;
//偏移列表
std::unordered_map<uint32_t, uint16_t> offsets;
};
extern net_vars_class g_net_vars;
#define NETVAR_OFFSET(funcname, class_name, var_name, offset, type) \
std::add_lvalue_reference_t<type> funcname() noexcept \
{ \
auto hash{ fnv_struct::hash(class_name "->" var_name) }; \
return *reinterpret_cast<std::add_pointer_t<type>>(this + g_net_vars[hash] + offset); \
}
#define NETVAR(funcname, class_name, var_name, type) \
NETVAR_OFFSET(funcname, class_name, var_name, 0, type)
| 925
|
C++
|
.h
| 29
| 28.965517
| 125
| 0.725058
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,608
|
entity.h
|
FiYHer_csgo_cheats/csgo_cheats/entity.h
|
#pragma once
#include "help_func.hpp"
#include "client_class.hpp"
#include "net_vars.h"
#include "move_type.hpp"
#include <string>
//实例类
class entity_class
{
public:
//判断该实例是否是处于休眠状态
constexpr bool is_dormant() noexcept
{
return call_virtual_method<bool>(this + 8, 9);
}
//获取该实例的客户数据类
constexpr client_class_struct* get_client_class() noexcept
{
return call_virtual_method<client_class_struct*>(this + 8, 2);
}
//判断玩家是否死亡
constexpr bool is_alive() noexcept
{
return call_virtual_method<bool>(this, 155) && get_health() > 0;
}
//根据句柄获取实例
constexpr auto get_entity_from_handle(int handle) noexcept
{
return call_virtual_method<entity_class*, int>(this, 4, handle);
}
//设置模型索引
constexpr void set_model_index(int index) noexcept
{
call_virtual_method<void, int>(this, 75, index);
}
//更新数据
constexpr void pre_data_update(int updateType) noexcept
{
call_virtual_method<void, int>(this + 8, 6, updateType);
}
//获取当前的武器
constexpr entity_class* get_active_weapon() noexcept
{
return call_virtual_method<entity_class*>(this, 267);
}
//获取武器的不正确率
constexpr float get_inaccuracy() noexcept
{
return call_virtual_method<float>(this, 482);
}
//获取自瞄punch
auto get_aim_punch() noexcept
{
self_vector_struct vec;
call_virtual_method<void>(this, 345, std::ref(vec));
return vec;
}
//是否是狙击枪
constexpr bool is_sniper_rifle() noexcept
{
switch (get_client_class()->classId)
{
case classId_enum::Ssg08:
case classId_enum::Awp:
case classId_enum::Scar20:
case classId_enum::G3sg1:
return true;
default: return false;
}
}
//判断是否是敌人
bool is_enemy() noexcept;
//判断玩家是否在视线中
bool is_visiable(const self_vector_struct& position) noexcept;
//获取人物视线方位
self_vector_struct get_eye_position() noexcept;
//获取骨骼的位置
self_vector_struct get_bone_position(int bone = 8) noexcept;
//初始化人物骨骼
constexpr bool setup_bones(matrix3x4_class* out, int max_bones, int bone_mask, float current_time) noexcept;
public:
NETVAR(get_origin, "CBaseEntity", "m_vecOrigin", self_vector_struct)//玩家的地图位置
NETVAR(get_health, "CBasePlayer", "m_iHealth", int)//获取玩家血量
NETVAR_OFFSET(get_index, "CBaseEntity", "m_bIsAutoaimTarget", 4, int)//获取索引
NETVAR(get_weapons, "CBaseCombatCharacter", "m_hMyWeapons", int[48])//武器信息
NETVAR(get_item_definition_index, "CBaseAttributableItem", "m_iItemDefinitionIndex", short)//获取武器定义索引
NETVAR(get_item_id_high, "CBaseAttributableItem", "m_iItemIDHigh", int)//
NETVAR(get_account_id, "CBaseAttributableItem", "m_iAccountID", int)//
NETVAR(get_fallback_paint_kit, "CBaseAttributableItem", "m_nFallbackPaintKit", unsigned)//
NETVAR(get_view_model, "CBasePlayer", "m_hViewModel[0]", int)//
NETVAR(get_weapon, "CBaseViewModel", "m_hWeapon", int)//
NETVAR(get_entity_quality, "CBaseAttributableItem", "m_iEntityQuality", int)//
NETVAR(get_fallback_seed, "CBaseAttributableItem", "m_nFallbackSeed", unsigned)//
NETVAR(get_fallback_stat_trak, "CBaseAttributableItem", "m_nFallbackStatTrak", unsigned)//
NETVAR(get_fallback_wear, "CBaseAttributableItem", "m_flFallbackWear", float)//
NETVAR(get_tick_base, "CBasePlayer", "m_nTickBase", int)//
NETVAR(get_is_scoped, "CCSPlayer", "m_bIsScoped", bool)//判断玩家是否处于开镜状态
NETVAR(get_next_attack, "CBaseCombatCharacter", "m_flNextAttack", float)//下一次攻击的时间
NETVAR(get_flags, "CBasePlayer", "m_fFlags", int)//人物状态标识
NETVAR_OFFSET(get_move_type, "CBaseEntity", "m_nRenderMode", 1, move_type_enum)//获取人物移动类型
NETVAR(get_model_index, "CBaseEntity", "m_nModelIndex", unsigned)//
NETVAR(get_weapon_world_model, "CBaseCombatWeapon", "m_hWeaponWorldModel", int)//
NETVAR(is_gun_game_immunity, "CCSPlayer", "m_bGunGameImmunity", bool)//枪战免疫
NETVAR(is_clip, "CBaseCombatWeapon", "m_iClip1", int)//不是枪械
NETVAR(get_next_primary_attack, "CBaseCombatWeapon", "m_flNextPrimaryAttack", float)//下一次主要攻击
};
| 4,022
|
C++
|
.h
| 106
| 33.801887
| 109
| 0.746688
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,609
|
input_system.hpp
|
FiYHer_csgo_cheats/csgo_cheats/input_system.hpp
|
#pragma once
#include "help_func.hpp"
class input_system_class
{
public:
//启用游戏输入
constexpr void enable_input(bool enable) noexcept
{
call_virtual_method<void, bool>(this, 11, enable);
}
//重置输入状态
constexpr void reset_input_state() noexcept
{
call_virtual_method<void>(this, 39);
}
};
| 311
|
C++
|
.h
| 16
| 16.75
| 52
| 0.746429
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,610
|
config.hpp
|
FiYHer_csgo_cheats/csgo_cheats/config.hpp
|
#pragma once
#include <windows.h>
#include <vadefs.h>
#include <Psapi.h>
#include "engine.hpp"
#include "entity_list.hpp"
#include "glow_object_manager.hpp"
#include "client.hpp"
#include "game_ui.hpp"
#include "weapen_item_schema.hpp"
#include "localize.hpp"
#include "weapen_kit.hpp"
#include "cvar.hpp"
#include "user_cmd.hpp"
#include "global_vars.h"
#include "engine_sight_trace.hpp"
#include "model_info.hpp"
#include "input_system.hpp"
//客户模式类
class client_mode_class;
//游戏作弊控制结构
typedef struct cheat_control_struct
{
bool show_imgui = true;//显示imgui菜单
int language_english = 0;//选择英文
bool show_glow = false;//辉光显示控制
bool glow_enable = false;//开启辉光
bool glow_enemy = false;//辉光敌人
bool glow_friend = false;//辉光队友
bool show_skin = false;//显示换肤窗口
bool skin_enable = false;//开启换肤
std::vector<weapen_kit_struct> skin_vector;//武器皮肤列表
int weapon_skin_id = 0;//武器皮肤ID
std::unordered_map<int,const char*> weapon_map;//通过ID查找枪械
int weapon_id = 0;//当前武器ID
std::vector<weapen_kit_struct> knife_vector;//小刀模型列表
int knife_index = 0;//小刀索引
bool aim_show = false;//显示自瞄窗口
bool aim_enable = false;//开启自瞄
int aim_bone = 8;//自瞄部位
bool aim_auto_shot = false;//自动开枪
bool aim_auto_scope = false;//自动开镜
bool aim_aimlock = false;//一直锁定敌人
float aim_fov = 255.0f;//允许自瞄的范围
float aim_max_aim_inaccuracy = 1.0f;//自瞄的最大不正确率
float aim_max_shot_inaccuracy = 1.0f;//射击的最大不正确率
float aim_offset = 0.0f;//自瞄偏移
bool show_report = false;//显示句柄窗口
bool report_enable = false;//开启举报
int report_mode = 1;//举报模式
int report_interval = 5;//举报间隔
std::vector<player_info_struct> report_players;//游戏房间玩家信息列表
uint64_t report_player_xuid;//举报玩家xuid
bool report_text_abuse = false;//骂人
bool report_grief = false;//骚扰
bool report_wall_hack = true;//透视
bool report_aim_bot = true;//自瞄
bool report_speed_hack = false;//加速
bool show_other = false;//其它功能开关
bool other_again_jump = false;//连跳功能
}cheat_control_struct;
//内存相关结构
typedef struct memory_struct
{
uintptr_t present;//present函数地址
uintptr_t reset;//reset函数地址
glow_object_mamager_struct* glow_object_mamager;//辉光对象管理结构指针
std::add_pointer_t<weapen_item_schema_class* __cdecl()> weapen_item_schema;//武器皮肤
uintptr_t hud;//图标地址
int*(__thiscall* find_hud_element)(uintptr_t, const char*);//查找图标元素
int(__thiscall* clear_hud_weapon)(int*, int);//清空武器图标
bool(__thiscall* is_other_enemy)(entity_class*, entity_class*);//判断是否是敌人函数
std::add_pointer_t<bool __stdcall(const char*, const char*)> submit_report;//举报玩家函数地址
memory_struct()
{
present = find_pattern(L"gameoverlayrenderer", "\xFF\x15????\x8B\xF8\x85\xDB", 2);
reset = find_pattern(L"gameoverlayrenderer", "\xC7\x45?????\xFF\x15????\x8B\xF8", 9);
glow_object_mamager = *reinterpret_cast<glow_object_mamager_struct**>(find_pattern(L"client_panorama", "\x0F\x11\x05????\x83\xC8\x01", 3));
weapen_item_schema = relativeToAbsolute<decltype(weapen_item_schema)>(reinterpret_cast<int*>(find_pattern(L"client_panorama", "\xE8????\x0F\xB7\x0F", 1)));
auto temp = reinterpret_cast<std::uintptr_t*>(find_pattern(L"client_panorama", "\xB9????\xE8????\x8B\x5D\x08", 1));
hud = *temp;
find_hud_element = relativeToAbsolute<decltype(find_hud_element)>(reinterpret_cast<int*>(reinterpret_cast<char*>(temp) + 5));
clear_hud_weapon = reinterpret_cast<decltype(clear_hud_weapon)>(find_pattern(L"client_panorama", "\x55\x8B\xEC\x51\x53\x56\x8B\x75\x08\x8B\xD9\x57\x6B\xFE\x2C"));
is_other_enemy = relativeToAbsolute<decltype(is_other_enemy)>(reinterpret_cast<int*>(find_pattern(L"client_panorama", "\xE8????\x02\xC0", 1)));
submit_report = reinterpret_cast<decltype(submit_report)>(find_pattern(L"client_panorama", "\x55\x8B\xEC\x83\xE4\xF8\x83\xEC\x28\x8B\x4D\x08"));
}
//内存模式查找
uintptr_t find_pattern(const wchar_t* module, const char* pattern, size_t offset = 0) noexcept
{
//获取指定模块的相关信息
MODULEINFO moduleInfo;
if (GetModuleInformation(GetCurrentProcess(), GetModuleHandleW(module), &moduleInfo, sizeof(moduleInfo)))
{
//获取开始地址和结束地址
auto start = static_cast<const char*>(moduleInfo.lpBaseOfDll);
const auto end = start + moduleInfo.SizeOfImage;
auto first = start;
auto second = pattern;
while (first < end && *second)
{
if (*first == *second || *second == '?')
{
++first;
++second;
}
else
{
first = ++start;
second = pattern;
}
}
//查找到地址
if (!*second) return reinterpret_cast<uintptr_t>(const_cast<char*>(start) + offset);
}
MessageBoxA(NULL, "findPattern", NULL, MB_OK | MB_ICONWARNING);
exit(-1);
}
}memory_struct;
//游戏辅助配置结构
typedef struct configuration_struct
{
engine_class* engine;//游戏引擎类指针
entity_list_class* entity_list;//实例列表类指针
client_class* client;//客户端类指针
client_mode_class* client_mode;//客户模式类指针
game_ui_class* gmae_ui;//游戏ui类指针
localize_class* localize;//定位类指针
cvar_class* cvar;//数值类指针
engine_trace_class* engine_trace;//引擎视线跟踪类指针
model_info_class* model_info;//模型信息类指针
input_system_class* input_system;//输入系统
cheat_control_struct control;//作弊控制结构
memory_struct memory;//内存相关结构
global_vars_struct* global_vars;//全局内存变量结构指针
configuration_struct()
{
engine = find<engine_class>(L"engine", "VEngineClient014");
entity_list = find<entity_list_class>(L"client_panorama", "VClientEntityList003");
client = find<client_class>(L"client_panorama", "VClient018");
client_mode = **reinterpret_cast<client_mode_class***>((*reinterpret_cast<uintptr_t**>(client))[10] + 5);
gmae_ui = find<game_ui_class>(L"client_panorama", "GameUI011");
localize = find<localize_class>(L"localize", "Localize_001");
cvar = find<cvar_class>(L"vstdlib", "VEngineCvar007");
global_vars = **reinterpret_cast<global_vars_struct***>((*reinterpret_cast<uintptr_t**>(client))[11] + 10);
engine_trace = find<engine_trace_class>(L"engine", "EngineTraceClient004");
model_info = find<model_info_class>(L"engine", "VModelInfoClient004");
input_system = find<input_system_class>(L"inputsystem", "InputSystemVersion001");
}
//查找指定的接口
template <typename T>
auto find(const wchar_t* module, const char* name) noexcept
{
if (HMODULE moduleHandle = GetModuleHandleW(module))
if (const auto createInterface = reinterpret_cast<std::add_pointer_t<T* (const char* name, int* returnCode)>>(GetProcAddress(moduleHandle, "CreateInterface")))
if (T* foundInterface = createInterface(name, nullptr))
return foundInterface;
MessageBoxA(nullptr, "find", NULL, MB_OK | MB_ICONERROR);
std::exit(EXIT_FAILURE);
}
}configuration_struct;
//导出给外部用
extern configuration_struct g_config;
| 6,924
|
C++
|
.h
| 162
| 37.746914
| 164
| 0.725868
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,612
|
other.hpp
|
FiYHer_csgo_cheats/csgo_cheats/other.hpp
|
#pragma once
#include "config.hpp"
//其它一些有用的功能
namespace other_space
{
//开启连跳
void again_jump(user_cmd_struct* cmd) noexcept
{
if (!g_config.control.other_again_jump) return;
//获取自己实例
const auto local_player = g_config.entity_list->get_entity(g_config.engine->get_local_player());
if (!local_player || !local_player->is_alive()) return;
static int last_time_state = local_player->get_flags() & 1;
if (!(local_player->get_flags() & 1)
&& local_player->get_move_type() != move_type_enum::LADDER
&& !last_time_state) cmd->buttons &= ~user_cmd_struct::IN_JUMP;
last_time_state = local_player->get_flags() & 1;
}
}
| 660
|
C++
|
.h
| 19
| 31.105263
| 98
| 0.692683
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,613
|
imgui_gui.hpp
|
FiYHer_csgo_cheats/csgo_cheats/imgui_gui.hpp
|
#pragma once
#include "config.hpp"
#include <windows.h>
#include <string>
#include <filesystem>
#include "imgui/imgui.h"
#include "imgui/imgui_impl_dx9.h"
#include "imgui/imgui_impl_win32.h"
#include "skin.hpp"
class imgui_gui_class
{
public:
imgui_gui_class() noexcept
{
srand((unsigned int)time(0));
//创建imgui上下文
ImGui::CreateContext();
//绑定游戏窗口
ImGui_ImplWin32_Init(FindWindowW(L"Valve001", NULL));
//设置imgui为白色
ImGui::StyleColorsLight();
ImGui::GetStyle().ScrollbarSize = 9.0f;
ImGuiIO& io = ImGui::GetIO();
io.IniFilename = nullptr;//不需要保存imgui配置文件
io.LogFilename = nullptr;//不需要保存imgui信息
io.ConfigFlags |= ImGuiConfigFlags_NoMouseCursorChange;//不需要改变鼠标样式
//设置字体文件
const char* font_path = "c:\\msyh.ttc";
if (std::filesystem::exists(font_path))
io.Fonts->AddFontFromFileTTF(font_path, 20.0f, nullptr, io.Fonts->GetGlyphRangesChineseFull());
else
{
char buffer[2000];
sprintf(buffer, "没有发现字体文件,可能无法正常显示字体\t 文件:%s 函数:%s 源代码行:%d\n", __FILE__, __FUNCTION__, __LINE__);
MessageBoxA(NULL, buffer, "警告信息", NULL);
g_config.control.language_english = 1;
}
}
//渲染界面管理
void render_manager() noexcept
{
ImGui::Begin(u8"csgo assistant", &g_config.control.show_imgui);
ImGui::Text(u8"language");
ImGui::RadioButton(u8"中文显示", &g_config.control.language_english, 0);ImGui::SameLine();
ImGui::RadioButton(u8"english show", &g_config.control.language_english, 1);
std::string tip1 = string_to_utf8("Ins 显示 / 隐藏菜单");
std::string tip2 = string_to_utf8("提示:如果墙体闪烁,请按Ins隐藏当前菜单即可解决!!!");
std::string show_glow = string_to_utf8("人物辉光功能");
std::string show_skin = string_to_utf8("切换皮肤功能");
std::string show_report = string_to_utf8("玩家举报功能");
std::string show_aim = string_to_utf8("人物自瞄功能");
std::string show_other = string_to_utf8("其它有用功能");
if (g_config.control.language_english)
{
tip1 = "Ins show / hide menu";
tip2 = "tip: if the wall is flickering, press Ins to hide the current menu.";
show_glow = "players glow functions";
show_skin = "change skin functions";
show_report = "players report functions";
show_aim = "players aimbot functions";
show_other = "other useful functions";
}
ImGui::Text(tip1.c_str());
ImGui::Text(tip2.c_str());
ImGui::Checkbox(show_glow.c_str(), &g_config.control.show_glow);
ImGui::Checkbox(show_skin.c_str(), &g_config.control.show_skin);
ImGui::Checkbox(show_report.c_str(), &g_config.control.show_report);
ImGui::Checkbox(show_aim.c_str(), &g_config.control.aim_show);
ImGui::Checkbox(show_other.c_str(), &g_config.control.show_other);
ImGui::End();
}
//渲染界面函数
void render() noexcept
{
if (g_config.control.show_imgui)
{
ImGui_ImplDX9_NewFrame();
ImGui_ImplWin32_NewFrame();
ImGui::NewFrame();
render_manager();
render_glow();
render_skin();
render_report();
render_aim();
render_other();
ImGui::EndFrame();
ImGui::Render();
ImGui_ImplDX9_RenderDrawData(ImGui::GetDrawData());
}
}
//人物辉光菜单
void render_glow() noexcept
{
if (!g_config.control.show_glow) return;
ImGui::Begin(u8"glow");
std::string glow_enable = string_to_utf8("开启辉光");
std::string glow_enemy = string_to_utf8("辉光敌人");
std::string glow_friend = string_to_utf8("辉光队友");
if (g_config.control.language_english)
{
glow_enable = "enable glow";
glow_enemy = "glow enemy";
glow_friend = "glow friend";
}
ImGui::Checkbox(glow_enable.c_str(), &g_config.control.glow_enable);
ImGui::Checkbox(glow_enemy.c_str(), &g_config.control.glow_enemy);
ImGui::Checkbox(glow_friend.c_str(), &g_config.control.glow_friend);
ImGui::End();
}
//切换皮肤菜单
void render_skin() noexcept
{
if (!g_config.control.show_skin) return;
ImGui::Begin(u8"skin");
std::string skin_enable = string_to_utf8("开启换肤");
std::string skin_ = string_to_utf8("武器皮肤选择");
std::string knife_ = string_to_utf8("小刀模型选择");
if (g_config.control.language_english)
{
skin_enable = "enable skin";
skin_ = "weapon skin select";
knife_ = "knife model select";
}
ImGui::Checkbox(skin_enable.c_str(), &g_config.control.skin_enable);
static int weapon_kit_index_last = 0;//上一次的武器皮肤
static int weapon_kit_index = rand() % g_config.control.skin_vector.size();//这一次的武器皮肤
ImGui::Combo(skin_.c_str(), &weapon_kit_index, [](void* data, int idx, const char** out_text)
{
//武器皮肤字符串
*out_text = g_config.control.skin_vector[idx].name.c_str();
//更新武器皮肤ID
g_config.control.weapon_skin_id = g_config.control.skin_vector[idx].id;
return true;
}, nullptr, g_config.control.skin_vector.size(), 10);
if (weapon_kit_index_last != weapon_kit_index)
{
skin_space::schedule_hud_update();
weapon_kit_index_last = weapon_kit_index;
}
//小刀选择
static int knife_select_last = 0;
static int knife_select = rand() % g_config.control.knife_vector.size();
ImGui::Combo(knife_.c_str(), &knife_select, [](void* data, int idx, const char** out_text)
{
//小刀模型字符串
*out_text = g_config.control.knife_vector[idx].name.c_str();
//
g_config.control.knife_index = g_config.control.knife_vector[idx].id;
return true;
}, nullptr, g_config.control.knife_vector.size(), 10);
if (knife_select != knife_select_last)
{
skin_space::schedule_hud_update();
knife_select_last = knife_select;
}
ImGui::End();
}
//举报玩家菜单
void render_report() noexcept
{
if (!g_config.control.show_report) return;
ImGui::Begin(u8"report");
std::string report_enable = string_to_utf8("开启举报");
std::string report_all = string_to_utf8("举报全部");
std::string report_per = string_to_utf8("举报一个");
std::string report_abuse = string_to_utf8("举报骂人");
std::string report_grief = string_to_utf8("举报骚扰");
std::string report_wallhack = string_to_utf8("举报透视");
std::string report_aimhack = string_to_utf8("举报自瞄");
std::string report_speedhack = string_to_utf8("举报加速");
std::string report_player_name = string_to_utf8("选择需要举报的玩家名字");
std::string report_time_interval = string_to_utf8("举报时间间隔");
std::string report_clear = string_to_utf8("清空举报列表");
if (g_config.control.language_english)
{
report_enable = "enable report";
report_all = "report all";
report_per = "report per";
report_abuse = "report abuse";
report_grief = "report grief";
report_wallhack = "report wallhack";
report_aimhack = "report aimhack";
report_speedhack = "report speedhack";
report_player_name = "select report player";
report_time_interval = "report interval";
report_clear = "clear report list";
}
ImGui::Checkbox(report_enable.c_str(), &g_config.control.report_enable);
ImGui::RadioButton(report_all.c_str(), &g_config.control.report_mode, 1); ImGui::SameLine();
ImGui::RadioButton(report_per.c_str(), &g_config.control.report_mode, 2); ImGui::Separator();
ImGui::Checkbox(report_abuse.c_str(), &g_config.control.report_text_abuse);
ImGui::Checkbox(report_grief.c_str(), &g_config.control.report_grief);
ImGui::Checkbox(report_wallhack.c_str(), &g_config.control.report_wall_hack);
ImGui::Checkbox(report_aimhack.c_str(), &g_config.control.report_aim_bot);
ImGui::Checkbox(report_speedhack.c_str(), &g_config.control.report_speed_hack);
ImGui::Separator();
if (g_config.control.report_mode == 2 && g_config.control.report_players.size())
{
static int report_player_index = 0;
ImGui::Combo(report_player_name.c_str(), &report_player_index, [](void* data, int idx, const char** out_text)
{
*out_text = g_config.control.report_players[idx].name;
return true;
}, nullptr, g_config.control.report_players.size(), 10);
//获取玩家的XUID
if ((int)g_config.control.report_players.size() > report_player_index)
g_config.control.report_player_xuid = g_config.control.report_players[report_player_index].xuid;
}
ImGui::SliderInt(report_time_interval.c_str(), &g_config.control.report_interval, 5, 50); ImGui::Separator();
if (ImGui::Button(report_clear.c_str())) report_space::clear_report_list();
ImGui::End();
}
//自瞄人物菜单
void render_aim() noexcept
{
if (!g_config.control.aim_show) return;
ImGui::Begin(u8"aimbot");
std::string enable_aim = string_to_utf8("开启自瞄");
std::string aim_head = string_to_utf8("自瞄头部");
std::string aim_sternum = string_to_utf8("自瞄胸部");
std::string aim_recent = string_to_utf8("自瞄最近");
std::string aim_auto_shot = string_to_utf8("自动开枪");
std::string aim_auto_scope = string_to_utf8("自动开镜");
std::string aim_aimlock = string_to_utf8("锁定敌人");
std::string aim_fov = string_to_utf8("自瞄范围");
std::string aim_aim_inaccuracy = string_to_utf8("允许自瞄的最大不正确率");
std::string aim_shot_inaccurac = string_to_utf8("允许射击的最大不正确率");
std::string aim_offset = string_to_utf8("自瞄微调");
if (g_config.control.language_english)
{
enable_aim = "enable aimbot";
aim_head = "aimbot head";
aim_sternum = "aimbot sternum";
aim_recent = "aimbot recent";
aim_auto_shot = "auto shot";
aim_auto_scope = "auto scope";
aim_aimlock = "aimbot lock";
aim_fov = "aimbot fov";
aim_aim_inaccuracy = "aimbot inaccuracy";
aim_shot_inaccurac = "shot inaccurac";
aim_offset = "aimbot offset";
}
ImGui::Checkbox(enable_aim.c_str(), &g_config.control.aim_enable);
ImGui::RadioButton(aim_head.c_str(), &g_config.control.aim_bone, 8); ImGui::SameLine();
ImGui::RadioButton(aim_sternum.c_str(), &g_config.control.aim_bone, 6); ImGui::SameLine();
ImGui::RadioButton(aim_recent.c_str(), &g_config.control.aim_bone, -1);
ImGui::Checkbox(aim_auto_shot.c_str(), &g_config.control.aim_auto_shot);
ImGui::Checkbox(aim_auto_scope.c_str(), &g_config.control.aim_auto_scope);
ImGui::Checkbox(aim_aimlock.c_str(), &g_config.control.aim_aimlock);
ImGui::SliderFloat(aim_fov.c_str(), &g_config.control.aim_fov, 0.0f, 255.0f);
ImGui::SliderFloat(aim_aim_inaccuracy.c_str(), &g_config.control.aim_max_aim_inaccuracy, 0.0f, 1.0f);
ImGui::SliderFloat(aim_shot_inaccurac.c_str(), &g_config.control.aim_max_shot_inaccuracy, 0.0f, 1.0f);
ImGui::SliderFloat(aim_offset.c_str(), &g_config.control.aim_offset, -20.0f, 20.0f);
ImGui::End();
}
//其它功能菜单
void render_other() noexcept
{
if (!g_config.control.show_other) return;
ImGui::Begin(u8"other");
if(!g_config.control.language_english) ImGui::Checkbox(u8"连跳功能", &g_config.control.other_again_jump);
else ImGui::Checkbox(u8"rabbit jump", &g_config.control.other_again_jump);
ImGui::End();
}
//将文本转化为utf8使得imgui能正常显示中文
std::string string_to_utf8(const std::string& str)
{
int nwLen = MultiByteToWideChar(CP_ACP, 0, str.c_str(), -1, NULL, 0);
wchar_t* pwBuf = new wchar_t[nwLen + 1];
memset(pwBuf, 0, nwLen * 2 + 2);
MultiByteToWideChar(CP_ACP, 0, str.c_str(), str.length(), pwBuf, nwLen);
int nLen = WideCharToMultiByte(CP_UTF8, 0, pwBuf, -1, NULL, NULL, NULL, NULL);
char* pBuf = new char[nLen + 1];
memset(pBuf, 0, nLen + 1);
WideCharToMultiByte(CP_UTF8, 0, pwBuf, nwLen, pBuf, nLen, NULL, NULL);
std::string ret = pBuf;
delete[]pwBuf;
delete[]pBuf;
return ret;
}
//将utf8数据转化为字符串
std::string utf8_to_string(const std::string& str)
{
int nwLen = MultiByteToWideChar(CP_UTF8, 0, str.c_str(), -1, NULL, 0);
wchar_t* pwBuf = new wchar_t[nwLen + 1];
memset(pwBuf, 0, nwLen * 2 + 2);
MultiByteToWideChar(CP_UTF8, 0, str.c_str(), str.length(), pwBuf, nwLen);
int nLen = WideCharToMultiByte(CP_ACP, 0, pwBuf, -1, NULL, NULL, NULL, NULL);
char* pBuf = new char[nLen + 1];
memset(pBuf, 0, nLen + 1);
WideCharToMultiByte(CP_ACP, 0, pwBuf, nwLen, pBuf, nLen, NULL, NULL);
std::string ret = pBuf;
delete[]pBuf;
delete[]pwBuf;
return ret;
}
};
extern imgui_gui_class g_imgui;
| 12,020
|
C++
|
.h
| 298
| 35.768456
| 112
| 0.694294
|
FiYHer/csgo_cheats
| 35
| 18
| 4
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,618
|
Source.cpp
|
Jinhu-Wang_TreeSeparation/TreeSeparation/TreeSeparation/Source.cpp
|
/*
* Copyright (C) 2016 by
* Jinhu Wang (jinhu.wang@tudelft.nl)
* Roderik Lindenbergh (r.c.lindenbergh@tudelft.nl) [http://doris.tudelft.nl/~rlindenbergh/]
* Laser and Optical Remote Sensing
* Dept. of Geoscience and Remote Sensing
* TU Delft, https://tudelft.nl
*
* This is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License Version 3
* as published by the Free Software Foundation.
*
* TreeSeparation is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
#include<iostream>
#include"FoxTree.h"
void main()
{
std::vector<Point3D> points;
Point3D tempPt;
//Reading points from ASCII formated file;
FILE* inFile = fopen("test-02.xyz", "r");
if (inFile)
{
while (!feof(inFile))
{
fscanf(inFile, "%lf %lf %lf\n",
&tempPt.x, &tempPt.y, &tempPt.z);
points.push_back(tempPt);
}
fclose(inFile);
}
else
{
std::cout << "There was an error in data loading..." << std::endl;
return;
}
//Parameters
const double radius = 1.0;
const double verticalResolution = 0.7;
const int miniPtsPerCluster = 3;
//Initialization
FoxTree* foxTree = new FoxTree(points, radius, verticalResolution, miniPtsPerCluster);
//Topdown direction
foxTree->separateTrees(1, 1);
//Output separation results
foxTree->outputTrees("test-02-1.0-0.7-3.xyz", foxTree->m_nTrees);
std::cout << "Finished" << std::endl;
if (foxTree) delete foxTree; foxTree = nullptr;
}
| 1,774
|
C++
|
.cpp
| 56
| 29.589286
| 97
| 0.729191
|
Jinhu-Wang/TreeSeparation
| 35
| 10
| 3
|
LGPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,619
|
FoxTree.cpp
|
Jinhu-Wang_TreeSeparation/TreeSeparation/TreeSeparation/FoxTree.cpp
|
/*
* Copyright (C) 2016 by
* Jinhu Wang (jinhu.wang@tudelft.nl)
* Roderik Lindenbergh (r.c.lindenbergh@tudelft.nl) [http://doris.tudelft.nl/~rlindenbergh/]
* Laser and Optical Remote Sensing
* Dept. of Geoscience and Remote Sensing
* TU Delft, https://tudelft.nl
*
* This is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License Version 3
* as published by the Free Software Foundation.
*
* TreeSeparation is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
#include"FoxTree.h"
FoxTree::FoxTree()
: m_Points(nullptr)
, m_nNumPts(0)
, m_nTreeIndex(0)
, m_nVerticalResolution(0.0)
, m_nRadius(0.0)
, m_nMinPtSeeds(5)
//, m_Voxel(nullptr)
{
}
//Default constructor;
FoxTree::FoxTree(std::vector<Point3D> points, double radius, double verticalResolution, int minPtNum)
{
this->m_nVerticalResolution = verticalResolution;
this->m_nRadius = radius;
this->m_nMinPtSeeds = minPtNum;
this->m_nNumPts = points.size();
this->m_Points = new Point3D[points.size()];
for (size_t i = 0; i < points.size(); ++i)
{
this->m_Points[i].x = points.at(i).x;
this->m_Points[i].y = points.at(i).y;
this->m_Points[i].z = points.at(i).z;
this->m_Points[i].ptID = i;
if (points.at(i).x > this->m_nBBX.xMax) this->m_nBBX.xMax = points.at(i).x;
if (points.at(i).y > this->m_nBBX.yMax) this->m_nBBX.yMax = points.at(i).y;
if (points.at(i).z > this->m_nBBX.zMax) this->m_nBBX.zMax = points.at(i).z;
if (points.at(i).x < this->m_nBBX.xMin) this->m_nBBX.xMin = points.at(i).x;
if (points.at(i).y < this->m_nBBX.yMin) this->m_nBBX.yMin = points.at(i).y;
if (points.at(i).z < this->m_nBBX.zMin) this->m_nBBX.zMin = points.at(i).z;
}
}
//Default descructor;
FoxTree::~FoxTree()
{
if (m_Points) delete[] m_Points; m_Points = nullptr;
}
//Initaite the tree points and also the three parameters;
void FoxTree::initialize(std::vector<Point3D> points, double radius, double verticalResolution, int minPtsNum)
{
if (points.empty()) return;
this->m_nRadius = radius;
this->m_nVerticalResolution = verticalResolution;
this->m_nMinPtSeeds = minPtsNum;
this->loadPoints(points);
}
//Load the points to the class;
void FoxTree::loadPoints(std::vector<Point3D> points)
{
this->m_nNumPts = points.size();
this->m_Points = new Point3D[points.size()];
for (size_t i = 0; i < points.size(); ++i)
{
this->m_Points[i].x = points.at(i).x;
this->m_Points[i].y = points.at(i).y;
this->m_Points[i].z = points.at(i).z;
this->m_Points[i].ptID = i;
if (points.at(i).x > this->m_nBBX.xMax) this->m_nBBX.xMax = points.at(i).x;
if (points.at(i).y > this->m_nBBX.yMax) this->m_nBBX.yMax = points.at(i).y;
if (points.at(i).z > this->m_nBBX.zMax) this->m_nBBX.zMax = points.at(i).z;
if (points.at(i).x < this->m_nBBX.xMin) this->m_nBBX.xMin = points.at(i).x;
if (points.at(i).y < this->m_nBBX.yMin) this->m_nBBX.yMin = points.at(i).y;
if (points.at(i).z < this->m_nBBX.zMin) this->m_nBBX.zMin = points.at(i).z;
}
}
//Obtain points within the designated height interval;
std::vector<int> FoxTree::getPts(double lower, double higher)
{
std::vector<int> ptIndices;
ptIndices.clear();
for (int i = 0; i < m_nNumPts; ++i)
{
if (this->m_Points[i].z <= higher && this->m_Points[i].z > lower)
{
ptIndices.push_back(this->m_Points[i].ptID);
}
}
return ptIndices;
}
//Run tree separation;
void FoxTree::separateTrees()
{
this->topDownSeparation(this->m_nRadius, this->m_nVerticalResolution);
}
//Perform tree individualization w.r.t. the given direction;
// 1 == from top downwards;
// -1 == from bottom upwards;
void FoxTree::separateTrees(int ptOrVoxel, int direction)
{
if (ptOrVoxel == 1)
{
if (direction == 1)
{
this->topDownSeparation(this->m_nRadius, this->m_nVerticalResolution);
}
else if (direction == -1)
{
this->bottomUpSeparation(this->m_nRadius, this->m_nVerticalResolution);
}
else
{
std::cout << "Direction should be either 1(topdown) or -1(bottomup)." << std::endl;
return;
}
}
else if(ptOrVoxel == -1)
{
}
}
//Tree individulization from top layer downwards;
void FoxTree::topDownSeparation(double radius, double verticalResolution)
{
bool isTopLayer = true;
int k = 0;
for (float height = this->m_nBBX.zMax; height >= this->m_nBBX.zMin; height -= verticalResolution)
{
clock_t startTime = clock();
std::vector<int> ptIDs = this->getPts(height - verticalResolution, height);
if (ptIDs.empty()) continue;
std::vector<std::vector<int>> currLayerClusters;
currLayerClusters.clear();
std::cout << "Total number of points in this layer: " << ptIDs.size() << std::endl;
if (isTopLayer)
{
currLayerClusters = this->clusterPoints(radius, ptIDs);
this->generateTreeClusters(currLayerClusters);
this->ConcatenateToParsedPts(currLayerClusters);
if(currLayerClusters.size() == 0)
{
isTopLayer = true;
}
else
{
isTopLayer = false;
}
}
else
{
std::vector<int> restPts = ptIDs;
int parsedPts = 0;
std::cout << "Incrementally assign points..." << std::endl;
std::vector<int> pointIndices = ptIDs;
do
{
parsedPts = this->m_nParsedPtIds.size();
restPts = this->assignPtsToTrees(restPts, radius);
} while (parsedPts != this->m_nParsedPtIds.size());
std::cout << "Finished assigning points" << std::endl;
std::vector<std::vector<int>> currLayerClusters;
clock_t t0 = clock();
std::cout << "Clustering " << ptIDs.size() << " points..." << std::endl;
currLayerClusters = this->clusterPoints(radius, restPts);
std::cout << "Time elapsed: " << clock() - t0 << std::endl;
std::cout << "Finished clustering points" << std::endl;
this->generateTreeClusters(currLayerClusters);
this->ConcatenateToParsedPts(currLayerClusters);
}
clock_t endTime = clock();
std::cout << "Processing time for height: [" << height << " <=> " << height + verticalResolution << "] is: " << (endTime - startTime) / 1000 << " seconds." << std::endl;
std::cout << "Height index: " << k++ << std::endl;
std::cout << "=============================================" << std::endl;
}
}
//Perform tree individualization from bottom layer upwards;
void FoxTree::bottomUpSeparation(double radius, double verticalResolution)
{
bool isBottomLayer = true;
int k = 0;
for (float height = this->m_nBBX.zMin; height <= this->m_nBBX.zMax; height += verticalResolution)
{
clock_t startTime = clock();
std::vector<int> ptIDs = this->getPts(height, height + verticalResolution);
if (ptIDs.empty()) return;
std::vector<std::vector<int>> currLayerCluster;
currLayerCluster.clear();
std::cout << "Total number of points in this layer: " << ptIDs.size() << std::endl;
if (isBottomLayer)
{
currLayerCluster = this->clusterPoints(radius, ptIDs);
this->generateTreeClusters(currLayerCluster);
this->ConcatenateToParsedPts(currLayerCluster);
if(currLayerCluster.size() == 0)
{
isBottomLayer = true;
}
else
{
isBottomLayer = false;
}
}
else
{
std::vector<int> restPts = ptIDs;
int parsedPts = 0;
std::cout << "Incrementally assign points..." << std::endl;
do
{
parsedPts = this->m_nParsedPtIds.size();
restPts = this->assignPtsToTrees(restPts, radius);
} while (parsedPts != this->m_nParsedPtIds.size());
std::cout << "Finished assigning points" << std::endl;
std::vector<std::vector<int>> currLayerClusters;
clock_t t0 = clock();
std::cout << "Clustering "<< ptIDs.size()<<" points..." << std::endl;
currLayerClusters = this->clusterPoints(radius, restPts);
std::cout << "Time elapsed: " << clock() - t0 << std::endl;
std::cout << "Finished clustering points" << std::endl;
this->generateTreeClusters(currLayerClusters);
this->ConcatenateToParsedPts(currLayerClusters);
}
clock_t endTime = clock();
std::cout << "Processing time for height: [" << height <<" <=> " <<height + verticalResolution << "] is: " << (endTime - startTime)/1000 <<" seconds." <<std::endl;
std::cout << "Height index: " << k++ << std::endl;
std::cout << "=============================================" << std::endl;
}
}
//Cluster points that are within the distance of the given radius.
std::vector<std::vector<int>> FoxTree::clusterPoints(double radius, std::vector<int> ptIndices)
{
std::vector<std::vector<int>> Clusters;
Clusters.clear();
if (ptIndices.empty()) return Clusters;
PointCloud2<double> kdPts;
kdPts.pts.resize(ptIndices.size());
for (size_t i = 0; i < ptIndices.size(); ++i)
{
kdPts.pts[i].x = this->m_Points[ptIndices.at(i)].x;
kdPts.pts[i].y = this->m_Points[ptIndices.at(i)].y;
kdPts.pts[i].z = this->m_Points[ptIndices.at(i)].z;
}
kdTree* currKDTree = new kdTree(3, kdPts, KDTreeSingleIndexAdaptorParams(10));
currKDTree->buildIndex();
std::vector<std::pair<size_t, double>> pairs;
SearchParams params;
for (size_t i = 0; i < ptIndices.size(); ++i)
{
int ptID = ptIndices.at(i);
if (this->m_Points[ptID].isVisited) continue;
std::vector<int> currCluster; currCluster.clear();
std::stack<int> tempStack;
tempStack.push(ptID);
this->m_Points[ptID].isPushed = true;
while (!tempStack.empty())
{
ptID = tempStack.top();
Point3D currPt = this->m_Points[ptID];
if (!currPt.isVisited)
{
currCluster.push_back(ptID);
this->m_Points[ptID].isVisited = true;
}
tempStack.pop();
double queryPt[3];
queryPt[0] = currPt.x;
queryPt[1] = currPt.y;
queryPt[2] = currPt.z;
const size_t numPairs = currKDTree->radiusSearch(&queryPt[0], radius, pairs, params);
for (size_t j = 0; j < numPairs; ++j)
{
if (!this->m_Points[ptIndices.at(pairs[j].first)].isPushed)
{
tempStack.push(ptIndices.at(pairs[j].first));
this->m_Points[ptIndices.at(pairs[j].first)].isPushed = true;
}
}
}
if (currCluster.size() >= this->m_nMinPtSeeds)
{
Clusters.push_back(currCluster);
}
}
if (currKDTree) delete currKDTree; currKDTree = nullptr;
return Clusters;
}
//Assign tree points based on the clusters and the radius.
std::vector<int> FoxTree::assignPtsToTrees(std::vector<int> newPtIDs, double radius)
{
std::vector<int> restPtIDs;
restPtIDs.clear();
int numParsePts = this->m_nParsedPtIds.size();
PointCloud2<double> kdPtsParsed;
kdPtsParsed.pts.resize(numParsePts);
for (int i = 0; i < numParsePts; ++i)
{
int id = this->m_nParsedPtIds.at(i);
kdPtsParsed.pts[i].x = this->m_Points[id].x;
kdPtsParsed.pts[i].y = this->m_Points[id].y;
kdPtsParsed.pts[i].z = this->m_Points[id].z;
}
kdTree* currKDTree = new kdTree(3, kdPtsParsed, KDTreeSingleIndexAdaptorParams(10));
currKDTree->buildIndex();
std::vector<std::pair<size_t, double>>pairs;
SearchParams params;
for (int i = 0; i < newPtIDs.size(); ++i)
{
int id = newPtIDs.at(i);
double queryPt[3];
queryPt[0] = this->m_Points[id].x;
queryPt[1] = this->m_Points[id].y;
queryPt[2] = this->m_Points[id].z;
std::vector<size_t> retIndex(1);
std::vector<double> distSquare(1);
currKDTree->knnSearch(&queryPt[0], 1, &retIndex[0], &distSquare[0]);
double dist = std::sqrt(distSquare[0]);
if (dist < radius)
{
int currIndex = retIndex[0];
int currTreeIndex = this->m_Points[m_nParsedPtIds.at(currIndex)].treeID;
this->m_Points[id].treeID = currTreeIndex;
this->m_nTrees.find(currTreeIndex)->second.ptIDs.push_back(id);
this->m_nParsedPtIds.push_back(id);
}
else
{
restPtIDs.push_back(id);
}
}
if (currKDTree) delete currKDTree; currKDTree = nullptr;
return restPtIDs;
}
//Generate tree clusters based on the point indices;
void FoxTree::generateTreeClusters(std::vector<std::vector<int>> ptClusters)
{
if (ptClusters.empty()) return;
int treeCount = ptClusters.size();
for (size_t i = 0; i < treeCount; ++i)
{
TreeCluster currTree;
currTree.ptIDs = ptClusters.at(i);
currTree.treeID = this->m_nTreeIndex++;
std::pair<int, TreeCluster> tree(currTree.treeID, currTree);
this->m_nTrees.insert(tree);
this->applyTreeIndexToPts(tree);
}
}
//Apply the tree indices from the given point clusters;
void FoxTree::applyTreeIndexToPts(std::pair<int, TreeCluster> treeClusters)
{
int ptNumber = treeClusters.second.ptIDs.size();
for (int i = 0; i < ptNumber; ++i)
{
int ptID = treeClusters.second.ptIDs.at(i);
this->m_Points[ptID].treeID = treeClusters.first;
}
}
//Concatenate the points to the parsed points in the class;
void FoxTree::ConcatenateToParsedPts(std::vector<int> ptIDs)
{
if (ptIDs.empty()) return;
for (size_t i = 0; i < ptIDs.size(); ++i)
{
this->m_nParsedPtIds.push_back(ptIDs.at(i));
}
}
//Concatenate the points of the given clusters to the parsed trees in the class;
void FoxTree::ConcatenateToParsedPts(std::vector<std::vector<int>> clusters)
{
if (clusters.empty()) return;
for (int i = 0; i < clusters.size(); ++i)
{
for (int j = 0; j < clusters.at(i).size(); ++j)
{
this->m_nParsedPtIds.push_back(clusters.at(i).at(j));
}
}
}
//Output points w.r.t. different tree indices;
void FoxTree::outputTrees(std::string filename, std::map<int, TreeCluster> trees)
{
FILE* file = fopen(filename.c_str(), "w");
for (int i = 0; i < trees.size(); ++i)
{
int r, g, b;
r = rand() % 255;
g = rand() % 255;
b = rand() % 255;
for (int j = 0; j < trees.at(i).ptIDs.size(); ++j)
{
int id = trees.at(i).ptIDs.at(j);
Point3D pt = this->m_Points[id];
fprintf(file, "%d %lf %lf %lf %d %d %d\n",
pt.treeID, pt.x, pt.y, pt.z,
r, g, b);
}
}
fclose(file);
}
//Output points w.r.t. different clusters;
void FoxTree::outputClusters(std::string filename, std::vector<std::vector<int>> ptIDs)
{
FILE* file = fopen(filename.c_str(), "w");
for (int i = 0; i < ptIDs.size(); ++i)
{
int r, g, b;
r = rand() % 255;
g = rand() % 255;
b = rand() % 255;
for(int j=0; j<ptIDs.at(i).size(); ++j)
{
int id = ptIDs.at(i).at(j);
Point3D pt = this->m_Points[id];
fprintf(file, "%lf %lf %lf %d %d %d\n",
pt.x, pt.y, pt.z, r, g, b);
}
}
fclose(file);
}
//Output points.
void FoxTree::outputPts(std::string fileName, std::vector<int> ptIDs)
{
FILE *file = fopen(fileName.c_str(), "w");
for (int i = 0; i < ptIDs.size(); ++i)
{
int r, g, b;
r = rand() % 255;
g = rand() % 255;
b = rand() % 255;
Point3D pt = this->m_Points[ptIDs.at(i)];
fprintf(file, "%lf %lf %lf %d %d %d\n",
pt.x, pt.y, pt.z, r, g, b);
}
fclose(file);
}
| 14,746
|
C++
|
.cpp
| 444
| 30.378378
| 171
| 0.672681
|
Jinhu-Wang/TreeSeparation
| 35
| 10
| 3
|
LGPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,621
|
FoxTree.h
|
Jinhu-Wang_TreeSeparation/TreeSeparation/TreeSeparation/FoxTree.h
|
/*
* Copyright (C) 2016 by
* Jinhu Wang (jinhu.wang@tudelft.nl)
* Roderik Lindenbergh (r.c.lindenbergh@tudelft.nl) [http://doris.tudelft.nl/~rlindenbergh/]
* Laser and Optical Remote Sensing
* Dept. of Geoscience and Remote Sensing
* TU Delft, https://tudelft.nl
*
*
* This is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License Version 3
* as published by the Free Software Foundation.
*
* TreeSeparation is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
#pragma once
#include<stack>
#include<vector>
#include<map>
#include<math.h>
#include<time.h>
#include<limits>
#include<iostream>
#include"nanoflann.hpp"
using namespace nanoflann;
typedef KDTreeSingleIndexAdaptor < L2_Simple_Adaptor<double, PointCloud2<double>>,
PointCloud2<double>, 3 > kdTree;
struct Point3D
{
double x;
double y;
double z;
bool isPushed;
bool isVisited;
int ptID;
int treeID;
Point3D()
{
x = y = z = 0.0;
isPushed = isVisited = false;
ptID = treeID = -1;
}
Point3D& operator=(const Point3D* pt)
{
this->x = pt->x;
this->y = pt->y;
this->z = pt->z;
this->isPushed = pt->isPushed;
this->isVisited = pt->isVisited;
this->ptID = pt->ptID;
this->treeID = pt->treeID;
return *this;
}
};
struct TreeCluster
{
std::vector<int> ptIDs;
Point3D centroid;
int r, g, b;
int treeID;
TreeCluster()
{
r = g = b = 0;
treeID = 0;
}
};
struct BBX
{
double xMin;
double yMin;
double zMin;
double xMax;
double yMax;
double zMax;
BBX()
{
xMax = yMax = zMax = -(std::numeric_limits<double>::max)();
xMin = yMin = zMin = (std::numeric_limits<double>::max)();
}
};
class FoxTree
{
public:
FoxTree();
FoxTree(std::vector<Point3D> points, double radius, double verticalResolution, int minPtNum);
~FoxTree();
//----------------------------------- Variables -------------------------------------
public:
//All loaded points in memory;
Point3D* m_Points;
//Individualized trees;
std::map<int, TreeCluster> m_nTrees;
//Vertical resolution;
double m_nVerticalResolution;
//Search radius;
double m_nRadius;
//Minimun point number for tree seeds.
int m_nMinPtSeeds;
//VoxelCell* m_nCell;
//Voxel* m_Voxel;
private:
//Number of loaded tree points;
int m_nNumPts;
//AABB of the inpt tree points;
BBX m_nBBX;
//Index of individualized trees;
int m_nTreeIndex;
//Already parsed tree points;
std::vector<int> m_nParsedPtIds;
//---------------------------------- Operations -------------------------------------
public:
//Initialize the point clouds;
void initialize(std::vector<Point3D> points, double radius, double verticalResolution, int minPtsNum);
//Separate trees;
void separateTrees();
void separateTrees(int PtOrVoxel, int direction);
//Output clusters and points;
void outputClusters(std::string fileName, std::vector < std::vector<int>> ptIDs);
void outputPts(std::string fileName, std::vector<int> ptIDs);
void outputTrees(std::string fileName, std::map<int, TreeCluster> trees);
private:
//Initialized the class with tree points;
void loadPoints(std::vector<Point3D> points);
//Get points between the given heights;
std::vector<int> getPts(double lower, double higher);
//Cluster points with radius.
std::vector<std::vector<int>> clusterPoints(double radius, std::vector<int> ptIndices);
//Top downwards traversal of the tree points;
void topDownSeparation(double radius, double verticalResolution);
//Bottom upwards traversal of the tree points for tree separation;
void bottomUpSeparation(double radius, double verticalResolution);
//Concatenate the obtained points to parsed points;
void ConcatenateToParsedPts(std::vector<int> ptIDs);
void ConcatenateToParsedPts(std::vector<std::vector<int>> ptIDS);
//Assign points to their closest tree and return the rest points;
std::vector<int> assignPtsToTrees(std::vector<int> newPtIDs, double radius);
//Generate tree clusters from the point clusters;
void generateTreeClusters(std::vector<std::vector<int>> ptClusters);
//Apply tree index to every points in the memory;
void applyTreeIndexToPts(std::pair<int, TreeCluster> treeClusters);
};
| 4,492
|
C++
|
.h
| 147
| 28.469388
| 103
| 0.727315
|
Jinhu-Wang/TreeSeparation
| 35
| 10
| 3
|
LGPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,622
|
VpcmProperties.cpp
|
SimulPiscator_vpcm/Source/VpcmProperties.cpp
|
#include "VpcmProperties.h"
#include <sys/errno.h>
namespace
{
bool parseOpt( char* string, char** name, char** value )
{
char* p = string;
if( *p++ != '-' || *p++ != '-' )
return false;
*name = p;
while( *p && *p != '=' )
++p;
if( *p )
{
*p++ = 0;
*value = p;
}
else
*value = 0;
return true;
}
} // namespace
int
VpcmProperties::parse( int argc, char** argv )
{
mode = Playback;
rate = 44100;
channels = 2;
format = Float32;
byteWidth = 4;
raw = false;
bufferFrames = 16384;
eofOnIdle = true;
posixPipe = false;
overflow = Zeros;
int latencyMs = 0;
for( char** arg = argv + 1; arg < argv + argc; ++arg )
{
char* option, *strvalue;
if( !parseOpt( *arg, &option, &strvalue ) )
{
name = *arg;
}
else if( strvalue )
{
int decvalue = 0;
::sscanf( strvalue, "%d", &decvalue );
if( !::strcmp( option, "rate") )
rate = decvalue;
else if( !::strcmp( option, "channels" ) )
channels = decvalue;
else if( !::strcmp( option, "latency-msec" ) )
latencyMs = decvalue;
else if( !::strcmp( option, "buffer-frames" ) )
bufferFrames = decvalue;
else if( !::strcmp( option, "format" ) )
{
if( !::strcmp( strvalue, "s16" )
|| !::strcmp( strvalue, "s16le" )
|| !::strcmp( strvalue, "s16ne" ) )
format = Int16;
else if( !::strcmp( strvalue, "float32" )
|| !::strcmp( strvalue, "float32le" )
|| !::strcmp( strvalue, "float32ne" ) )
format = Float32;
else
return EINVAL;
}
else if( !::strcmp( option, "overflow" ) )
{
if( !::strcmp( strvalue, "zeros" ) )
overflow = Zeros;
else if( !::strcmp( strvalue, "noise" ) )
overflow = Noise;
else if( !::strcmp( strvalue, "discard" ) )
overflow = Discard;
else
return EINVAL;
}
else if( !::strcmp( option, "raw" ) )
raw = decvalue;
else if( !::strcmp( option, "eof-on-idle" ) )
eofOnIdle = decvalue;
else
return EINVAL;
}
else
{
if( !::strcmp( option, "playback" ) )
mode = Playback;
else if( !::strcmp( option, "record" ) )
mode = Record;
else if( !::strcmp( option, "raw" ) )
raw = true;
else if( !::strcmp( option, "eof-on-idle" ) )
eofOnIdle = true;
else if( !::strcmp( option, "no-eof-on-idle" ) )
eofOnIdle = false;
else if( !::strcmp( option, "posix-pipe" ) )
posixPipe = true;
else
return EINVAL;
}
}
if( !name || !*name )
return EINVAL;
if( rate < 1 )
return EINVAL;
if( channels < 1 )
return EINVAL;
switch( format )
{
case Float32:
byteWidth = 4;
break;
case Int16:
byteWidth = 2;
break;
default:
return EDEVERR;
}
if( bufferFrames < 2 )
return EINVAL;
latencyFrames = ( latencyMs * rate + 1 ) / 1000;
if( latencyFrames < 0 )
return EINVAL;
if( posixPipe )
eofOnIdle = true;
return 0;
}
int
VpcmProperties::print( char* buf, int len, const char* sep ) const
{
if( !sep )
sep = " --";
int pos = 0;
const char* pMode = "?";
switch( mode )
{
case Playback:
pMode = "playback";
break;
case Record:
pMode = "record";
break;
}
const char* pFormat = "?";
switch( format )
{
case Int16:
pFormat = "s16le";
break;
case Float32:
pFormat = "float32le";
break;
}
const char* pOverflow = "?";
switch( overflow )
{
case Zeros:
pOverflow = "zeros";
break;
case Noise:
pOverflow = "noise";
break;
case Discard:
pOverflow = "discard";
break;
}
pos += ::snprintf( buf + pos, len - pos,
"%s%s"
"%srate=%d"
"%schannels=%d"
"%sbuffer-frames=%d"
"%slatency-msec=%d"
"%sformat=%s"
"%soverflow=%s"
,
sep, pMode,
sep, rate,
sep, channels,
sep, bufferFrames,
sep, rate ? ( latencyFrames * 1000 ) / rate : 0,
sep, pFormat,
sep, pOverflow
);
if( raw )
pos += ::snprintf( buf + pos, len - pos, "%s%s", sep, "raw" );
if( posixPipe )
pos += ::snprintf( buf + pos, len - pos, "%s%s", sep, "posix-pipe" );
else if( !eofOnIdle )
pos += ::snprintf( buf + pos, len - pos, "%s%s", sep, "no-eof-on-idle" );
return pos;
}
| 4,459
|
C++
|
.cpp
| 194
| 17.618557
| 77
| 0.52937
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,623
|
VpcmAudioEngine.cpp
|
SimulPiscator_vpcm/Source/VpcmAudioEngine.cpp
|
#include "VpcmAudioEngine.h"
#include "VpcmAudioDevice.h"
#include "FloatEmu.h"
#include <IOKit/audio/IOAudioLevelControl.h>
#include <IOKit/audio/IOAudioToggleControl.h>
#include <IOKit/audio/IOAudioDefines.h>
#include <IOKit/IOTimerEventSource.h>
#include <sys/fcntl.h>
#include <sys/uio.h>
#include <sys/systm.h>
#include <sys/kauth.h>
#define INT64_1E9 1000000000LL
#ifndef FIONWRITE
# define FIONWRITE _IOR('f', 119, int)
#endif
#ifndef FIONSPACE
# define FIONSPACE _IOR('f', 118, int)
#endif
#define EOF 0x00010000
#define CLOSING 0x00020000
#define TERMINATING 0x00040000
bool
VpcmAudioEngine::Buffer::init( int bufferBytes )
{
int flags = kIOMemoryPhysicallyContiguous | kIOMemoryThreadSafe;
pDesc = IOBufferMemoryDescriptor::withOptions( flags, bufferBytes, 4 );
if( !pDesc )
return false;
begin.v = pDesc->getBytesNoCopy();
if( !begin.v )
return false;
end.c = begin.c + bufferBytes;
::bzero( begin.c, bufferBytes );
return true;
}
void
VpcmAudioEngine::Buffer::free()
{
if( pDesc )
{
pDesc->release();
pDesc = 0;
}
begin.c = 0;
end.c = 0;
}
namespace {
IOAudioControl*
createVolumeControl( int idx, int usage, int initialValue )
{
return IOAudioLevelControl::createVolumeControl(
initialValue, -15, 0, -((15*6)<<16), 0,
kIOAudioControlChannelIDAll, kIOAudioControlChannelNameAll,
idx, usage
);
}
IOAudioControl*
createMuteControl( int idx, int usage, int initialValue )
{
return IOAudioToggleControl::createMuteControl(
initialValue,
kIOAudioControlChannelIDAll, kIOAudioControlChannelNameAll,
idx, usage
);
}
} // namespace
const VpcmAudioEngine::ControlDef
VpcmAudioEngine::sAudioControls[] =
{
{ &createVolumeControl, kIOAudioControlUsageInput, 0, &VpcmAudioEngine::mGain },
{ &createVolumeControl, kIOAudioControlUsageOutput, 0, &VpcmAudioEngine::mVolume },
{ &createMuteControl, kIOAudioControlUsageInput, 0, &VpcmAudioEngine::mMuteInput },
{ &createMuteControl, kIOAudioControlUsageOutput, 0, &VpcmAudioEngine::mMuteOutput },
};
IOReturn
VpcmAudioEngine::onControlChanged( IOAudioControl* pControl, SInt32, SInt32 newValue )
{
this->*sAudioControls[pControl->getControlID()].pValue = newValue;
return kIOReturnSuccess;
}
namespace
{
IOAudioStreamFormat sFormats[] =
{
{
0,
kIOAudioStreamSampleFormatLinearPCM,
kIOAudioStreamNumericRepresentationSignedInt,
16, 16, 0, kIOAudioStreamByteOrderLittleEndian,
TRUE, VpcmProperties::Int16
},
{
0,
kIOAudioStreamSampleFormatLinearPCM,
kIOAudioStreamNumericRepresentationIEEE754Float,
32, 32, 0, kIOAudioStreamByteOrderLittleEndian,
TRUE, VpcmProperties::Float32
},
};
} // namespace
OSDefineMetaClassAndStructors( VpcmAudioEngine, IOAudioEngine )
bool
VpcmAudioEngine::init( const VpcmProperties* pProperties )
{
::bzero( &mDevIOSel, sizeof(mDevIOSel) );
mDevIOPtr.c = 0;
mDevIOBytesAvail = -1;
mIOState = 0;
mWritePosition = 0;
mNextTime.t = 0;
mBufferDuration.t = 0;
mpTimer = 0;
mProperties = *pProperties;
const char* p = mProperties.name;
if( p )
{
size_t size = ::strlen(p) + 1;
mProperties.name = new char[size];
::memcpy( mProperties.name, p, size );
}
return IOAudioEngine::init( 0 );
}
void
VpcmAudioEngine::free()
{
mBuffer.free();
delete[] mProperties.name;
mProperties.name = 0;
IOAudioEngine::free();
}
bool
VpcmAudioEngine::initHardware( IOService* pProvider )
{
if( !IOAudioEngine::initHardware( pProvider ) )
return false;
int err = DevfsDeviceNode::devCreate( ENGINE_NODE_NAME );
if( err )
return false;
if( mProperties.name )
IOAudioEngine::setDescription( mProperties.name );
if( mProperties.rate < 1 )
return false;
::nanoseconds_to_absolutetime(
( mProperties.bufferFrames * INT64_1E9 ) / mProperties.rate,
&mBufferDuration.t
);
int bufferBytes = mProperties.bufferFrames * mProperties.channels * mProperties.byteWidth;
if( !mBuffer.init( bufferBytes ) )
return false;
IOTimerEventSource::Action action = OSMemberFunctionCast(
IOTimerEventSource::Action, this,
&VpcmAudioEngine::onBufferTimer
);
mpTimer = IOTimerEventSource::timerEventSource( this, action );
if (!mpTimer)
return false;
if( !workLoop )
return false;
workLoop->addEventSource( mpTimer );
IOAudioStreamFormat* pFormat = sFormats, *formatsEnd = sFormats + sizeof(sFormats)/sizeof(*sFormats);
while( pFormat->fDriverTag != mProperties.format && pFormat < formatsEnd )
++pFormat;
if( pFormat == formatsEnd )
return false;
IOAudioSampleRate rate = { mProperties.rate, 0 };
IOAudioStreamDirection d[] = { kIOAudioStreamDirectionOutput, kIOAudioStreamDirectionInput };
for( int i = 0; i < sizeof(d)/sizeof(*d); ++i )
{
bool create = false;
switch( d[i] )
{
case kIOAudioStreamDirectionInput:
create = ( mProperties.mode & VpcmProperties::Record );
break;
case kIOAudioStreamDirectionOutput:
create = ( mProperties.mode & VpcmProperties::Playback );
break;
}
if( create )
{
IOAudioStream* pStream = new IOAudioStream;
if( !pStream || !pStream->initWithAudioEngine( this, d[i], 1 ) )
return false;
pFormat->fNumChannels = mProperties.channels;
pStream->addAvailableFormat( pFormat, &rate, &rate );
pStream->setFormat( pFormat );
pStream->setSampleBuffer( mBuffer.begin.c, mBuffer.bytes() );
addAudioStream( pStream );
pStream->release();
}
}
setSampleRate( &rate );
setNumSampleFramesPerBuffer( mProperties.bufferFrames );
setSampleLatency( mProperties.latencyFrames );
setMixClipOverhead( 20 );
for( int i = 0; i < sizeof(sAudioControls)/sizeof(*sAudioControls); ++i )
{
const ControlDef* pDef = sAudioControls + i;
IOAudioControl* pControl = pDef->create( i, pDef->usage, pDef->initialValue );
if( !pControl )
return false;
IOAudioControl::IntValueChangeHandler onChange =
OSMemberFunctionCast
(
IOAudioControl::IntValueChangeHandler,
this, &VpcmAudioEngine::onControlChanged
);
pControl->setValueChangeHandler( onChange, this );
addDefaultAudioControl( pControl );
pControl->release();
};
return true;
}
bool
VpcmAudioEngine::terminate( IOOptionBits options )
{
if( mIOState & FMASK )
{
const int timeout = 5000, sleep = 5; // ms
int time = 0;
while( time < timeout && !__sync_bool_compare_and_swap( &mIOState, CLOSING, TERMINATING ) )
{
mIOState |= EOF;
::selwakeup( &mDevIOSel );
mDevIOWait.Wakeup();
::IOSleep( sleep );
time += sleep;
}
if( time > timeout )
return false;
}
if( devDestroy() != 0 )
return false;
return IOAudioEngine::terminate( options );
}
void
VpcmAudioEngine::stopEngineAtPosition( IOAudioEnginePosition* endingPosition )
{
if( mProperties.eofOnIdle && mIOState && this->numActiveUserClients == 0 )
{
mIOState |= EOF;
::selwakeup( &mDevIOSel );
mDevIOWait.Wakeup();
}
IOAudioEngine::stopEngineAtPosition( endingPosition );
}
IOReturn
VpcmAudioEngine::performAudioEngineStart()
{
Time now;
clock_get_uptime( &now.t );
this->takeTimeStamp( false, &now.a );
mNextTime.t = now.t + mBufferDuration.t;
mpTimer->wakeAtTime( mNextTime.a );
mDevIOBytesAvail = -1;
mWritePosition = 0;
return kIOReturnSuccess;
}
IOReturn
VpcmAudioEngine::performAudioEngineStop()
{
mpTimer->cancelTimeout();
return kIOReturnSuccess;
}
IOReturn
VpcmAudioEngine::stopAudioEngine()
{
mDevIOBytesAvail = -1;
return IOAudioEngine::stopAudioEngine();
}
void
VpcmAudioEngine::onBufferTimer( IOTimerEventSource* )
{
Time now;
clock_get_uptime( &now.t );
while( mNextTime.t <= now.t )
mNextTime.t += mBufferDuration.t;
takeTimeStamp( true, &now.a );
mpTimer->wakeAtTime( mNextTime.a );
}
UInt32
VpcmAudioEngine::getCurrentSampleFrame()
{
return mWritePosition;
}
void
VpcmAudioEngine::resetClipPosition( IOAudioStream*, UInt32 )
{
mDevIOBytesAvail = -1;
}
IOReturn
VpcmAudioEngine::eraseOutputSamples( const void* mixBuf, void*, UInt32 firstSampleFrame, UInt32 numSampleFrames, const IOAudioStreamFormat* streamFormat, IOAudioStream* audioStream )
{ // We want the mix buffer to be erased but not the sample buffer.
return IOAudioEngine::eraseOutputSamples( mixBuf, 0, firstSampleFrame, numSampleFrames, streamFormat, audioStream );
}
IOReturn
VpcmAudioEngine::clipOutputSamples( const void* inpSrc, void*, UInt32 inFrameOffset, UInt32 inFrameCount, const IOAudioStreamFormat*, IOAudioStream* )
{
int channels = mProperties.channels,
valueOffset = channels * inFrameOffset,
valueCount = channels * inFrameCount,
bytesPerValue = mProperties.byteWidth;
DataPtr src = { const_cast<void*>( inpSrc ) }, dest = mBuffer.begin;
src.f += valueOffset;
dest.c += valueOffset * bytesPerValue;
if( mMuteOutput )
::bzero( dest.c, valueCount * bytesPerValue );
else
{
if( !mProperties.raw )
{
FloatEmu::Scale( src.f, valueCount, mVolume );
FloatEmu::Clip( src.f, valueCount );
}
switch( mProperties.format )
{
case VpcmProperties::Int16:
FloatEmu::FloatToInt16Copy( dest.s, src.f, valueCount );
break;
case VpcmProperties::Float32:
::memcpy( dest.c, src.c, valueCount * bytesPerValue );
break;
}
}
if( mDevIOBytesAvail < 0 )
{
mDevIOPtr = dest;
mDevIOBytesAvail = 0;
}
if( __sync_add_and_fetch( &mDevIOBytesAvail, valueCount * bytesPerValue ) > 0 )
::selwakeup( &mDevIOSel );
mDevIOWait.Wakeup();
mWritePosition = ( inFrameOffset + inFrameCount ) % numSampleFramesPerBuffer;
return kIOReturnSuccess;
}
IOReturn
VpcmAudioEngine::convertInputSamples( const void*, void* inpDest, UInt32 inFrameOffset, UInt32 inFrameCount, const IOAudioStreamFormat*, IOAudioStream* )
{
int channels = mProperties.channels,
valueOffset = channels * inFrameOffset,
valueCount = channels * inFrameCount,
bytesPerValue = mProperties.byteWidth;
DataPtr src = mBuffer.begin, dest = { inpDest };
src.c += valueOffset * bytesPerValue;
if( mMuteInput )
::bzero( dest.f, valueCount * sizeof(float) );
else
{
int invalid = 0;
if( mDevIOBytesAvail < 0 )
invalid = valueCount;
else
{
int valid = ( mBuffer.bytes() - mDevIOBytesAvail ) / bytesPerValue;
invalid = max( 0, valueCount - valid );
}
::bzero( dest.f, invalid * sizeof(float) );
dest.f += invalid;
src.c += invalid * bytesPerValue;
valueCount -= invalid;
switch( mProperties.format )
{
case VpcmProperties::Int16:
FloatEmu::Int16ToFloatCopy( dest.f, src.s, valueCount );
break;
case VpcmProperties::Float32:
::memcpy( dest.c, src.c, valueCount * bytesPerValue );
break;
}
if( !mProperties.raw )
{
FloatEmu::Scale( dest.f, valueCount, mGain );
FloatEmu::Clip( dest.f, valueCount );
}
}
if( mDevIOBytesAvail < 0 )
{
src.c += valueCount * bytesPerValue;
if( src.c >= mBuffer.end.c )
src = mBuffer.begin;
mDevIOPtr = src;
mDevIOBytesAvail = mBuffer.bytes();
}
if( __sync_add_and_fetch( &mDevIOBytesAvail, valueCount * bytesPerValue ) > 0 )
::selwakeup( &mDevIOSel );
mDevIOWait.Wakeup();
return kIOReturnSuccess;
}
#if TARGET_OS_OSX && TARGET_CPU_ARM64
bool VpcmAudioEngine::driverDesiresHiResSampleIntervals() {
return false;
}
#endif
int
VpcmAudioEngine::getIOFlags() const
{
return mIOState & FMASK;
}
int
VpcmAudioEngine::devOpen( int flags )
{
int err = 0;
if( mProperties.mode == VpcmProperties::Playback && (flags & FWRITE) )
err = ENOTSUP;
else if( mProperties.mode == VpcmProperties::Record && (flags & FREAD) )
err = ENOTSUP;
else if( (flags & FREAD) && (flags & FWRITE) )
err = ENOTSUP;
else if( !__sync_bool_compare_and_swap( &mIOState, 0, flags ) )
err = EACCES;
else
err = workLoop->runAction(
OSMemberFunctionCast( IOWorkLoop::Action, this, &VpcmAudioEngine::onDevOpen ),
this
);
return err;
}
int
VpcmAudioEngine::onDevOpen()
{
mDevIOBytesAvail = -1;
::memset( mBuffer.begin.c, 0, mBuffer.bytes() );
return 0;
}
int
VpcmAudioEngine::devClose()
{
mIOState = CLOSING;
::selthreadclear( &mDevIOSel );
return workLoop->runAction(
OSMemberFunctionCast( IOWorkLoop::Action, this, &VpcmAudioEngine::onDevClose ),
this
);
}
int
VpcmAudioEngine::onDevClose()
{
mIOState &= ~CLOSING;
return 0;
}
int
VpcmAudioEngine::devIoctl( u_long cmd, caddr_t data )
{
int err = 0, arg = *(int*)data;
int64_t result = 0;
switch( cmd )
{
case FIONBIO:
if( arg )
__sync_or_and_fetch( &mIOState, FNONBLOCK );
else
__sync_and_and_fetch( &mIOState, ~FNONBLOCK );
result = arg;
break;
case FIONREAD:
result = mDevIOBytesAvail < 0 ? 0 : min( mDevIOBytesAvail, mBuffer.bytes() );
break;
case FIONWRITE:
result = mDevIOBytesAvail < 0 ? 0 : mBuffer.bytes() - min( mDevIOBytesAvail, mBuffer.bytes() );
break;
case FIONSPACE:
result = mDevIOBytesAvail < 0 ? 0 : min( mDevIOBytesAvail, mBuffer.bytes() );
break;
default:
err = ENOTTY;
}
if( !err )
*(int*)data = (int)result;
return err;
}
int
VpcmAudioEngine::devSelect( int, void* wql, struct proc* p )
{
if( mDevIOBytesAvail > 0 )
return 1;
::selrecord( p, &mDevIOSel, wql );
return 0;
}
int
VpcmAudioEngine::devRead( struct uio* uio )
{
return devReadWrite( uio );
}
int
VpcmAudioEngine::devWrite( struct uio* uio )
{
return devReadWrite( uio );
}
int
VpcmAudioEngine::devReadWrite( struct uio* uio )
{
user_ssize_t resid = ::uio_resid( uio );
int rw = ::uio_rw( uio );
if( resid < 1 )
return 0;
while( mDevIOBytesAvail < 1 )
{
if( mProperties.posixPipe && numActiveUserClients < 1 )
return EPIPE;
if( mIOState & EOF )
return rw == UIO_READ ? 0 : EPIPE;
if( mIOState & FNONBLOCK )
return EWOULDBLOCK;
if( mIOState & TERMINATING )
return EDEVERR;
int err = mDevIOWait.Sleep();
if( err )
return err;
}
if( mDevIOBytesAvail > mBuffer.bytes() && mProperties.overflow == VpcmProperties::Discard )
mDevIOBytesAvail = mBuffer.bytes();
int avail = mDevIOBytesAvail,
transferred = 0,
err = 0;
if( avail > mBuffer.bytes() )
{
uint32_t fill[256] = { 0 };
while( avail > mBuffer.bytes() && resid > 0 && !err )
{
if( rw == UIO_READ && mProperties.overflow == VpcmProperties::Noise )
for( size_t i = 0; i < sizeof(fill)/sizeof(*fill); ++i )
fill[i] = ::random();
int64_t bytes = min( avail - mBuffer.bytes(), sizeof(fill) );
err = ::uiomove( reinterpret_cast<char*>( fill ), (int)bytes, uio );
user_ssize_t newResid = ::uio_resid( uio );
int bytesTransferred = int( resid - newResid );
avail -= bytesTransferred;
transferred += bytesTransferred;
resid = newResid;
}
}
while( avail > 0 && resid > 0 && !err )
{
int64_t bytes = min( avail, mBuffer.end.c - mDevIOPtr.c );
err = ::uiomove( mDevIOPtr.c, (int)bytes, uio );
user_ssize_t newResid = ::uio_resid( uio );
int bytesTransferred = int( resid - newResid );
DataPtr p = { mDevIOPtr.c + bytesTransferred };
if( p.c > mBuffer.end.c )
return EDEVERR;
if( p.c == mBuffer.end.c )
p = mBuffer.begin;
mDevIOPtr = p;
avail -= bytesTransferred;
transferred += bytesTransferred;
resid = newResid;
}
__sync_sub_and_fetch( &mDevIOBytesAvail, transferred );
return err;
}
| 15,686
|
C++
|
.cpp
| 550
| 24.770909
| 182
| 0.696264
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,624
|
FloatEmu.cpp
|
SimulPiscator_vpcm/Source/FloatEmu.cpp
|
#include "FloatEmu.h"
namespace FloatEmu
{
const unsigned int expShift = 23,
expMask = 0xff << expShift,
expBias = 127,
signMask = 1 << 31,
mantMask = ~( expMask | signMask ),
implicitBit = 1 << expShift;
template<class T> T min( T a, T b ) { return a < b ? a : b; }
template<class T> T max( T a, T b ) { return a > b ? a : b; }
// This function uses fast integer operations in order to scale unit-range floating-point values
// by factors of 2^(k/2) for negative integer k.
// This corresponds to 16 steps between -96 and 0 dB, and is sufficient for a simple volume control.
void
Scale( float* ioData, unsigned int inCount, signed char k )
{
const int kHalf = -k >> 1, kOdd = k & 1;
union { float* f; unsigned int* i; } p = { ioData };
while( p.f < ioData + inCount )
{
int exp = ( *p.i & ~signMask ) >> expShift;
if( exp ) // if( fabs(*p.f) > 1.1754942e-38 )
{
int expAdd = -kHalf;
if( kOdd )
{
unsigned int mant = *p.i & mantMask;
mant |= implicitBit;
// assert( fabs(256/181-sqrt(2)) < 2e-4 );
mant = ( mant * 181 + (1<<7) ) >> 8; // mant = round( mant / sqrt(2) );
if( !( mant & implicitBit ) )
{
mant <<= 1;
--expAdd;
}
mant &= mantMask;
*p.i = ( *p.i & ~mantMask ) | mant;
}
if( expAdd )
{
exp += expAdd;
*p.i &= ~expMask;
*p.i |= exp << expShift;
}
}
++p.f;
}
}
void
Clip( float* ioData, unsigned int inCount )
{
const unsigned int signMask = 1 << 31;
const union { float f; unsigned int i; } floatOne = { 1.0f };
union { float* f; unsigned int* i; } p = { ioData };
while( p.f < ioData + inCount )
{
if( ( *p.i & ~signMask ) > floatOne.i ) // if( fabs(*p.f) > 1 || isnan(*p.f) )
*p.i = ( *p.i & signMask ) | floatOne.i; // *p.f = sign(*p.f);
++p.f;
}
}
void
FloatToInt16Copy( short* outData, const float* inData, unsigned int inCount )
{
union { const float* f; const unsigned int* i; } p = { inData };
short* q = outData;
while( p.f < inData + inCount )
{
unsigned int exp = ( *p.i >> expShift ) & 0xff;
if( exp ) // if( fabs(*p.f) > 1.1754942e-38 )
{
unsigned int mant = 0;
if( exp >= expBias )
mant = implicitBit;
else
{
mant = ( *p.i & mantMask ) | implicitBit;
mant >>= expBias - exp;
}
mant >>= 7;
mant += 1; // round to nearest integer
mant >>= 1;
if( *p.i & signMask )
*q = -min<int>( mant, 0x8000 );
else
*q = min<int>( mant, 0x7fff );
}
else
*q = 0;
++p.f;
++q;
}
}
void
Int16ToFloatCopy( float* outData, const short* inData, unsigned int inCount )
{
union { float* f; unsigned int* i; } q = { outData };
const short* p = inData;
while( p < inData + inCount )
{
unsigned int sign = *p < 0 ? signMask : 0;
unsigned int i = sign ? -*p : *p;
if( i )
{
int exp = expBias;
i <<= 8;
while( !( i & implicitBit ) )
{
i <<= 1;
--exp;
}
i &= ~implicitBit;
i |= exp << expShift;
i |= sign;
}
*q.i++ = i;
++p;
}
}
} // namespace
| 3,344
|
C++
|
.cpp
| 121
| 21.652893
| 100
| 0.507007
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,625
|
VpcmAudioDevice.cpp
|
SimulPiscator_vpcm/Source/VpcmAudioDevice.cpp
|
#include "VpcmAudioDevice.h"
#include "VpcmAudioEngine.h"
#include <IOKit/audio/IOAudioControl.h>
#include <IOKit/audio/IOAudioLevelControl.h>
#include <IOKit/audio/IOAudioToggleControl.h>
#include <IOKit/audio/IOAudioDefines.h>
#include <IOKit/IOLib.h>
#include <IOKit/IOWorkLoop.h>
#include <IOKit/IOCommandGate.h>
#include <sys/fcntl.h>
#include <sys/proc.h>
#include <sys/systm.h>
#include <sys/uio.h>
#include <sys/conf.h>
#include <miscfs/devfs/devfs.h>
namespace {
const int cCommandBufferSize = 2048;
bool isws( char c )
{
for( const char* p = " \t\n"; *p; ++p )
if( c == *p ) return true;
return false;
}
char**
buildArgv( char* pCmdline, int* pArgc )
{
int argc = 0;
bool withinArg = false,
withinDoubleQuotes = false,
withinSingleQuotes = false;
char* p = pCmdline, *q = p;
while( *p )
{
if( !isws( *p ) && !withinArg )
withinArg = true;
if( isws( *p ) && !withinDoubleQuotes && !withinSingleQuotes )
{
if( withinArg )
{
withinArg = false;
*q++ = 0;
++argc;
}
++p;
}
else switch( *p )
{
case '"':
if( withinSingleQuotes )
*q++ = *p++;
else
{
withinDoubleQuotes = !withinDoubleQuotes;
++p;
}
break;
case '\'':
if( withinDoubleQuotes )
*q++ = *p++;
else
{
withinSingleQuotes = !withinSingleQuotes;
++p;
}
break;
case '\\':
if( !withinSingleQuotes && *(p+1) )
++p;
/* fall through */
default:
*q++ = *p++;
}
}
if( withinArg )
{
*q++ = 0;
++argc;
}
p = pCmdline;
char** argv = new char*[argc],
**pArg = argv;
while( pArg < argv + argc )
{
*pArg++ = p;
while( *p )
++p;
++p;
}
*pArgc = argc;
return argv;
}
} // namespace
OSDefineMetaClassAndStructors( VpcmAudioDevice, IOAudioDevice )
bool
VpcmAudioDevice::init( OSDictionary *properties )
{
if( !IOAudioDevice::init( properties ) )
return false;
if( DevfsDeviceNode::devCreate( CONTROL_NODE_NAME, CONTROL_NODE_PERMISSIONS, UID_ROOT, GID_STAFF ) )
return false;
mpOutputBuffer = 0;
return true;
}
void
VpcmAudioDevice::free()
{
delete[] mpOutputBuffer;
IOAudioDevice::free();
}
bool
VpcmAudioDevice::initHardware( IOService *provider )
{
if (!IOAudioDevice::initHardware(provider))
return false;
setDeviceName( DEVICE_GUI_NAME );
setDeviceShortName( DEVICE_SHORT_GUI_NAME );
setManufacturerName( MANUFACTURER_NAME );
setDeviceTransportType( kIOAudioDeviceTransportTypeVirtual );
setDeviceCanBeDefault( kIOAudioDeviceCanBeDefaultInput | kIOAudioDeviceCanBeDefaultOutput );
return true;
}
int
VpcmAudioDevice::devOpen( int flags )
{
Synchronization::Lock lock( mMutex );
int result = 0;
if( mIOFlags )
result = EACCES;
else if( (flags & FNONBLOCK) )
result = ENOTSUP;
if( result == 0 )
{
mIOFlags = flags;
if( !mpOutputBuffer )
{
mpOutputBuffer = new char[cCommandBufferSize];
*mpOutputBuffer = 0;
}
if( !( flags & FWRITE ) && !*mpOutputBuffer )
printInfo( 0, 0 );
}
return result;
}
int
VpcmAudioDevice::devClose()
{
Synchronization::Lock lock( mMutex );
mIOFlags = 0;
return 0;
}
int
VpcmAudioDevice::devRead( struct uio* uio )
{
Synchronization::Lock lock( mMutex );
int error = 0;
int count = min( (int)uio_resid( uio ), (int)::strlen( mpOutputBuffer ) );
if( count > 0 )
error = ::uiomove( mpOutputBuffer, count, uio );
if( !error )
*mpOutputBuffer = 0;
return error;
}
int
VpcmAudioDevice::devWrite( struct uio* uio )
{
Synchronization::Lock lock( mMutex );
int error = 0;
char* buf = 0;
int count = min( (int)uio_resid( uio ), cCommandBufferSize - 1 );
if( count > 0 )
buf = new char[count+1];
if( buf )
{
buf[count] = 0;
error = ::uiomove( buf, count, uio );
if( !error )
{
int argc = 0;
char** argv = buildArgv( buf, &argc );
error = workLoop->runAction(
OSMemberFunctionCast( IOWorkLoop::Action, this, &VpcmAudioDevice::executeCommand ),
this, &argc, argv
);
delete[] argv;
}
delete[] buf;
}
return error;
}
int
VpcmAudioDevice::executeCommand( int* pArgc, char** argv )
{
if( *pArgc < 1 )
return 0;
int result = ENOTSUP;
if( !strcmp( *argv, "info" ) )
result = printInfo( *pArgc, argv );
else if( !strcmp( *argv, "create" ) )
result = createEngine( *pArgc, argv );
else if( !strcmp( *argv, "delete" ) )
result = deleteEngine( *pArgc, argv );
else if( !strcmp( *argv, "name" ) )
result = nameEngine( *pArgc, argv );
else if( !strcmp( *argv, "describe" ) )
result = describeEngine( *pArgc, argv );
return result;
}
int
VpcmAudioDevice::printInfo( int, char** )
{
char* buf = mpOutputBuffer;
int len = cCommandBufferSize;
int pos = 0;
pos += snprintf( buf + pos, len - pos, "%s, built %s %s\n", DEVICE_GUI_NAME, __DATE__, __TIME__ );
int count = audioEngines->getCount();
if( count == 0 )
pos += snprintf( buf + pos, len - pos, "No device pairs.\n" );
else
pos += snprintf( buf + pos, len - pos, "Number of device pairs: %d\n", count );
int i = 0, hidden = 0;
OSObject* pObject = 0;
while( ( pObject = audioEngines->getObject( i++ ) ) )
{
VpcmAudioEngine* pEngine = OSDynamicCast( VpcmAudioEngine, pObject );
if( pEngine )
{
if( pEngine->devAccess( S_IREAD ) == 0 )
pos += printEngineStatus( pEngine, buf + pos, len - pos );
else
++hidden;
}
}
if( hidden > 0 )
pos += ::snprintf( buf + pos, len - pos, "Some device pairs hidden due to insufficient permissions.\n" );
return 0;
}
int
VpcmAudioDevice::createEngine( int argc, char** argv )
{
if( argc < 2 )
return EINVAL;
VpcmProperties prop = { 0 };
int err = prop.parse( argc, argv );
if( err )
return err;
if( findEngine( prop.name ) >= 0 )
return EEXIST;
VpcmAudioEngine* pEngine = new VpcmAudioEngine;
if( !pEngine )
return ENOMEM;
if( !pEngine->init( &prop ) )
return EDEVERR;
if( activateAudioEngine( pEngine ) != 0 )
return EDEVERR;
pEngine->release();
return 0;
}
int
VpcmAudioDevice::deleteEngine( int argc, char** argv )
{
if( argc < 2 )
return EINVAL;
int idx = findEngine( argv[1] );
if( idx < 0 )
return ENOENT;
VpcmAudioEngine* pEngine = OSDynamicCast( VpcmAudioEngine, audioEngines->getObject( idx ) );
if( !pEngine )
return ENOENT;
int err = pEngine->devAccess( S_IWRITE );
if( !err )
{
pEngine->stopAudioEngine();
pEngine->terminate( kIOServiceRequired );
pEngine->detach( this );
audioEngines->removeObject( idx );
}
return err;
}
int
VpcmAudioDevice::nameEngine( int argc, char** argv )
{
if( argc < 2 )
return EINVAL;
int idx = findEngine( argv[1] );
if( idx < 0 )
return ENOENT;
VpcmAudioEngine* pEngine = OSDynamicCast( VpcmAudioEngine, audioEngines->getObject( idx ) );
if( !pEngine )
return ENOENT;
int err = pEngine->devAccess( S_IREAD );
if( err )
return err;
int pos = 0;
pos += ::snprintf( mpOutputBuffer + pos, cCommandBufferSize - pos, "/dev/%s\n", pEngine->devName() );
return 0;
}
int
VpcmAudioDevice::describeEngine( int argc, char** argv )
{
if( argc < 2 )
return EINVAL;
int idx = findEngine( argv[1] );
if( idx < 0 )
return ENOENT;
VpcmAudioEngine* pEngine = OSDynamicCast( VpcmAudioEngine, audioEngines->getObject( idx ) );
if( !pEngine )
return ENOENT;
int err = pEngine->devAccess( S_IREAD );
if( err )
return err;
int pos = 0;
pos += ::snprintf( mpOutputBuffer + pos, cCommandBufferSize - pos, "%s", pEngine->getProperties()->name );
pos += pEngine->getProperties()->print( mpOutputBuffer + pos, cCommandBufferSize - pos );
pos += ::snprintf( mpOutputBuffer + pos, cCommandBufferSize - pos, "\n" );
return 0;
}
int
VpcmAudioDevice::findEngine( const char* inName ) const
{
int i = -1;
VpcmAudioEngine* pEngine = 0;
OSObject* pObject = 0;
while( !pEngine && ( pObject = audioEngines->getObject( ++i ) ) )
{
pEngine = OSDynamicCast( VpcmAudioEngine, pObject );
if( pEngine && ::strcmp( pEngine->getProperties()->name, inName )
&& ::strcmp( pEngine->devName(), inName ) )
pEngine = 0;
}
return pEngine ? i : -1;
}
int
VpcmAudioDevice::printEngineStatus( VpcmAudioEngine* pEngine, char* buf, int len )
{
int pos = 0;
OSObject* p = pEngine->outputStreams->getObject( 0 );
if( !p )
p = pEngine->inputStreams->getObject( 0 );
IOAudioStream* pStream = OSDynamicCast( IOAudioStream, p );
if( !pStream )
return 0;
const char* dir = "?";
switch( pEngine->getProperties()->mode )
{
case VpcmProperties::Playback:
dir = "->";
break;
case VpcmProperties::Record:
dir = "<-";
break;
}
pos += ::snprintf( buf + pos, len - pos, "\"%s\" %s /dev/%s\n", pEngine->getProperties()->name, dir, pEngine->devName() );
uint32_t numClients = pStream->numClients;
const char* state = "closed";
if( pEngine->getIOFlags() & FREAD )
state = "open for reading";
else if( pEngine->getIOFlags() & FWRITE )
state = "open for writing";
pos += ::snprintf( buf + pos, len - pos,
" CoreAudio clients: %d\n"
" Device node state: %s\n",
numClients,
state
);
pos += ::snprintf( buf + pos, len - pos, " Configuration:" );
pos += pEngine->getProperties()->print( buf + pos, len - pos, "\n\t--" );
pos += ::snprintf( buf + pos, len - pos, "\n" );
return pos;
}
| 9,638
|
C++
|
.cpp
| 369
| 22.227642
| 124
| 0.631402
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,626
|
Synchronization.cpp
|
SimulPiscator_vpcm/Source/Synchronization.cpp
|
#include "Synchronization.h"
#include <sys/systm.h>
namespace Synchronization
{
// Mutex
lck_grp_attr_t* Mutex::sLockGrpAttr = 0;
lck_grp_t* Mutex::sLockGrp = 0;
int Mutex::sInstances = 0;
Mutex::Mutex()
: mMtxAttr( 0 ),
mMtx( 0 ),
mValid( false )
{
if( sInstances++ == 0 )
{
sLockGrpAttr = ::lck_grp_attr_alloc_init();
if( sLockGrpAttr )
{
::lck_grp_attr_setstat( sLockGrpAttr );
sLockGrp = ::lck_grp_alloc_init( __FUNCTION__, sLockGrpAttr );
}
}
mMtxAttr = ::lck_attr_alloc_init();
mMtx = ::lck_mtx_alloc_init( sLockGrp, mMtxAttr );
mValid = true;
}
Mutex::~Mutex()
{
mValid = false;
::wakeup( this );
if( mMtx )
::lck_mtx_free( mMtx, sLockGrp );
if( mMtxAttr )
::lck_attr_free( mMtxAttr );
if( --sInstances == 0 )
{
if( sLockGrp )
::lck_grp_free( sLockGrp );
if( sLockGrpAttr )
::lck_grp_attr_free( sLockGrpAttr );
}
}
int
Mutex::Sleep( int timeoutMs )
{
if( !mValid )
return EDEVERR;
struct timespec t = { 0, 0 };
if( timeoutMs > 0 )
{
t.tv_sec = timeoutMs / 1000;
t.tv_nsec = ( timeoutMs % 1000 ) * 1000 * 1000 + 1;
}
::lck_mtx_lock( mMtx );
return ::msleep( this, mMtx, PCATCH | PDROP, __FUNCTION__, &t );
}
void
Mutex::Wakeup()
{
if( mValid )
::wakeup( this );
}
// Lock
Lock::Lock()
: mpMutex( 0 )
{
}
Lock::Lock( Mutex& m )
: mpMutex( &m )
{
if( m.mValid )
::lck_mtx_lock( mpMutex->mMtx );
}
Lock::Lock( const Lock& other )
: mpMutex( other.mpMutex )
{
other.mpMutex = 0;
}
Lock&
Lock::operator=( const Lock& other )
{
mpMutex = other.mpMutex;
other.mpMutex = 0;
return *this;
}
Lock::~Lock()
{
if( mpMutex && mpMutex->mValid )
::lck_mtx_unlock( mpMutex->mMtx );
}
} // namespace
| 1,739
|
C++
|
.cpp
| 91
| 16.461538
| 68
| 0.617359
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,627
|
DevfsDeviceNode.cpp
|
SimulPiscator_vpcm/Source/DevfsDeviceNode.cpp
|
#include "DevfsDeviceNode.h"
#include <sys/systm.h>
#include <sys/conf.h>
#include <sys/kauth.h>
#include <sys/stat.h>
#include <miscfs/devfs/devfs.h>
extern "C" int seltrue( dev_t, int, void*, struct proc* );
struct cdevsw DevfsDeviceNode::sCdevsw = NO_CDEVICE;
int DevfsDeviceNode::sMajor = -1;
int DevfsDeviceNode::sInstanceCount = 0;
DevfsDeviceNode* DevfsDeviceNode::sInstances[] = { 0 };
void
DevfsDeviceNode::classInit()
{
sCdevsw.d_open = open;
sCdevsw.d_close = close;
sCdevsw.d_read = read;
sCdevsw.d_write = write;
sCdevsw.d_ioctl = ioctl;
sCdevsw.d_select = select;
sCdevsw.d_type = D_TTY;
sMajor = ::cdevsw_isfree( -1 );
sMajor = ::cdevsw_add( sMajor, &sCdevsw );
}
void
DevfsDeviceNode::classFree()
{
::cdevsw_remove( sMajor, &sCdevsw );
sMajor = -1;
}
DevfsDeviceNode::DevfsDeviceNode()
: mpName( 0 ),
mDev( 0 ),
mNode( 0 )
{
if( sInstanceCount++ == 0 )
classInit();
}
DevfsDeviceNode::~DevfsDeviceNode()
{
devDestroy();
if( --sInstanceCount == 0 )
classFree();
}
int
DevfsDeviceNode::devCreate( const char* pNamePattern, int mode, int uid, int gid )
{
if( !pNamePattern )
return EINVAL;
if( uid < 0 )
mUid = ::kauth_getuid();
else
mUid = uid;
if( gid < 0 )
gid = ::kauth_getgid();
else
mGid = gid;
mMode = mode;
int minor = 0;
while( sInstances[minor] && minor < sMaxInstances )
++minor;
if( minor >= sMaxInstances )
return ENOMEM;
mDev = ::makedev( sMajor, minor );
sInstances[minor] = this;
size_t size = ::strlen(pNamePattern) + 4;
mpName = new char[size];
if( !mpName )
return ENOMEM;
int r = ::snprintf( mpName, size, pNamePattern, minor );
if( r < 0 || r >= size )
return EINVAL;
mNode = ::devfs_make_node( mDev, DEVFS_CHAR, mUid, mGid, mMode, mpName );
if( !mNode )
return EDEVERR;
return 0;
}
int
DevfsDeviceNode::devDestroy()
{
if( mNode )
::devfs_remove( mNode );
mNode = 0;
int minor = ::minor(mDev);
if( mDev != 0 && minor < sMaxInstances && sInstances[minor] == this )
sInstances[minor] = 0;
delete[] mpName;
mpName = 0;
return 0;
}
int
DevfsDeviceNode::devAccess( mode_t reqMode ) const
{
kauth_cred_t cred = ::kauth_cred_get();
if( ::kauth_cred_issuser( cred ) )
return 0;
mode_t mode = (mMode & S_IRWXO) << 6;
if( ::groupmember( mGid, cred ) )
mode |= (mMode & S_IRWXG) << 3;
if( ::kauth_cred_getuid( cred ) == mUid )
mode |= (mMode & S_IRWXU);
if( (reqMode & mode) == reqMode )
return 0;
return EACCES;
}
DevfsDeviceNode*
DevfsDeviceNode::getInstance( dev_t dev )
{
if( ::major( dev ) != sMajor )
return 0;
if( ::minor( dev ) < sMaxInstances )
return sInstances[::minor( dev )];
return 0;
}
int
DevfsDeviceNode::open( dev_t dev, int flags, int, struct proc* )
{
DevfsDeviceNode* p = getInstance( dev );
return p ? p->devOpen( flags ) : ENXIO;
}
int
DevfsDeviceNode::close( dev_t dev, int, int, struct proc* )
{
DevfsDeviceNode* p = getInstance( dev );
return p ? p->devClose() : ENXIO;
}
int
DevfsDeviceNode::read( dev_t dev, struct uio *uio, int /*ioflag*/ )
{
DevfsDeviceNode* p = getInstance( dev );
return p ? p->devRead( uio ) : ENXIO;
}
int
DevfsDeviceNode::write( dev_t dev, struct uio *uio, int /*ioflag*/ )
{
DevfsDeviceNode* p = getInstance( dev );
return p ? p->devWrite( uio ) : ENXIO;
}
int
DevfsDeviceNode::ioctl( dev_t dev, u_long cmd, caddr_t pData, int /*flag*/, struct proc* )
{
DevfsDeviceNode* p = getInstance( dev );
return p ? p->devIoctl( cmd, pData ) : ENXIO;
}
int
DevfsDeviceNode::select( dev_t dev, int rw, void* wql, struct proc* proc )
{
DevfsDeviceNode* p = getInstance( dev );
return p ? p->devSelect( rw, wql, proc ) : ENXIO;
}
int
DevfsDeviceNode::devRead( struct uio* )
{
return ENOTSUP;
}
int
DevfsDeviceNode::devWrite( struct uio* )
{
return ENOTSUP;
}
int
DevfsDeviceNode::devIoctl( u_long, caddr_t )
{
return ENOTTY;
}
int
DevfsDeviceNode::devSelect( int, void*, struct proc* )
{
return 1;
}
| 4,009
|
C++
|
.cpp
| 170
| 21.135294
| 90
| 0.668679
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,628
|
VpcmProperties.h
|
SimulPiscator_vpcm/Source/VpcmProperties.h
|
#ifndef VPCM_PROPERTIES_H
#define VPCM_PROPERTIES_H
#include <IOKit/audio/IOAudioEngine.h>
struct VpcmProperties
{
int parse( int, char** );
int print( char*, int, const char* = 0 ) const;
enum
{
None = 0,
Playback = 1, Record = 2,
Int16 = 0, Float32 = 1,
Zeros = 0, Discard = 1, Noise = 2,
};
char* name;
int mode, overflow, format, byteWidth;
bool raw, eofOnIdle, posixPipe;
int bufferFrames, latencyFrames, channels, rate;
};
#endif // VPCM_PROPERTIES_H
| 495
|
C++
|
.h
| 20
| 21.85
| 50
| 0.679406
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,629
|
DevfsDeviceNode.h
|
SimulPiscator_vpcm/Source/DevfsDeviceNode.h
|
#ifndef DEVFS_DEVICE_NODE_H
#define DEVFS_DEVICE_NODE_H
#include <sys/types.h>
#ifndef UID_ROOT
# define UID_ROOT 0
#endif
#ifndef GID_STAFF
# define GID_STAFF 20
#endif
#define MAX_INSTANCES 32
class DevfsDeviceNode
{
public:
DevfsDeviceNode();
virtual ~DevfsDeviceNode();
// If the name argument contains a single printf format specifier for an int, it
// will be replaced with the device's minor number, e.g.
// "myname%d" -> "myname5" for a device with minor number 5.
int devCreate( const char* name, int mode = 0600, int gid = -1, int uid = -1 );
int devDestroy();
const char* devName() const { return mpName; }
int devMajor() const { return ::major( mDev ); }
int devMinor() const { return ::minor( mDev ); }
int devAccess( mode_t mode ) const;
protected:
virtual int devOpen( int flags ) = 0;
virtual int devClose() = 0;
virtual int devRead( struct uio* );
virtual int devWrite( struct uio* );
virtual int devIoctl( u_long cmd, caddr_t data );
virtual int devSelect( int rw, void*, struct proc* );
private:
char* mpName;
void* mNode; dev_t mDev;
uid_t mUid; gid_t mGid; mode_t mMode;
private:
static void classInit();
static void classFree();
static int open( dev_t, int, int, struct proc* );
static int close( dev_t, int, int, struct proc* );
static int read( dev_t, struct uio*, int );
static int write( dev_t, struct uio*, int );
static int ioctl( dev_t, u_long, caddr_t, int, struct proc* );
static int select( dev_t, int, void*, struct proc* );
static DevfsDeviceNode* getInstance( dev_t );
private:
static struct cdevsw sCdevsw;
static int sMajor;
static int sInstanceCount;
static const int sMaxInstances = MAX_INSTANCES;
static DevfsDeviceNode* sInstances[sMaxInstances];
};
#endif // DEVFS_DEVICE_NODE_H
| 1,808
|
C++
|
.h
| 53
| 31.471698
| 82
| 0.713134
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,630
|
FloatEmu.h
|
SimulPiscator_vpcm/Source/FloatEmu.h
|
#ifndef FLOAT_EMU_H
#define FLOAT_EMU_H
namespace FloatEmu
{
// This function uses integer operations in order to scale unit-range floating-point values
// by factors of 2^(k/2) for negative integer k.
// This corresponds to 16 steps between -96 and 0 dB, and is sufficient for a simple volume control.
void Scale( float*, unsigned int count, signed char k );
// This function uses integer operations for clipping float values to the -1 .. 1 range.
void Clip( float*, unsigned int count );
void FloatToInt16Copy( short*, const float*, unsigned int count );
void Int16ToFloatCopy( float*, const short*, unsigned int count );
} // namespace
#endif // FLOAT_EMU_H
| 665
|
C++
|
.h
| 14
| 46.214286
| 100
| 0.763524
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,631
|
Synchronization.h
|
SimulPiscator_vpcm/Source/Synchronization.h
|
#ifndef SYNCHRONIZATION_H
#define SYNCHRONIZATION_H
#include <IOKit/IOLib.h>
namespace Synchronization
{
class Mutex;
class Lock
{
public:
Lock();
Lock( Mutex& );
Lock( const Lock& );
Lock& operator=( const Lock& );
~Lock();
private:
mutable Mutex* mpMutex;
};
class Mutex
{
public:
Mutex();
~Mutex();
int Sleep( int timeoutMs = -1 );
void Wakeup();
private:
int mValid;
lck_attr_t* mMtxAttr;
lck_mtx_t* mMtx;
static lck_grp_attr_t* sLockGrpAttr;
static lck_grp_t* sLockGrp;
static int sInstances;
friend class Lock;
};
} // namespace
#endif // SYNCHRONIZATION_H
| 605
|
C++
|
.h
| 35
| 15.085714
| 38
| 0.715302
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,632
|
VpcmAudioEngine.h
|
SimulPiscator_vpcm/Source/VpcmAudioEngine.h
|
#ifndef VPCM_AUDIO_ENGINE_H
#define VPCM_AUDIO_ENGINE_H
#include <IOKit/audio/IOAudioEngine.h>
#include "DevfsDeviceNode.h"
#include "Synchronization.h"
#include "VpcmProperties.h"
extern "C" struct selinfo { char data[128]; }; // no actual declaration available, size guessed
class VpcmAudioEngine : public IOAudioEngine, public DevfsDeviceNode
{
OSDeclareDefaultStructors( VpcmAudioEngine )
public:
const VpcmProperties* getProperties() const { return &mProperties; }
int getIOFlags() const;
// IOAudioEngine
virtual bool init( const VpcmProperties* );
virtual void free();
virtual bool initHardware( IOService* );
virtual bool terminate( IOOptionBits );
virtual IOReturn performAudioEngineStart();
virtual IOReturn performAudioEngineStop();
virtual UInt32 getCurrentSampleFrame();
virtual IOReturn stopAudioEngine();
virtual void stopEngineAtPosition( IOAudioEnginePosition* );
virtual void resetClipPosition( IOAudioStream*, UInt32 );
virtual IOReturn eraseOutputSamples( const void*, void*, UInt32, UInt32, const IOAudioStreamFormat*, IOAudioStream* );
virtual IOReturn clipOutputSamples( const void*, void*, UInt32, UInt32, const IOAudioStreamFormat*, IOAudioStream* );
virtual IOReturn convertInputSamples( const void*, void*, UInt32, UInt32, const IOAudioStreamFormat*, IOAudioStream* );
#if TARGET_OS_OSX && TARGET_CPU_ARM64
virtual bool driverDesiresHiResSampleIntervals( void );
#endif
private:
void onBufferTimer( IOTimerEventSource* );
IOReturn onControlChanged( IOAudioControl*, SInt32, SInt32 );
int onDevOpen();
int onDevClose();
private:
int mGain, mVolume, mMuteInput, mMuteOutput;
static const struct ControlDef
{ IOAudioControl* (*create)( int, int, int );
int usage;
int initialValue;
int VpcmAudioEngine::* pValue;
} sAudioControls[];
union Time { AbsoluteTime a; uint64_t t; int64_t s; };
Time mNextTime, mBufferDuration;
IOTimerEventSource* mpTimer;
int mWritePosition;
// DevfsDeviceNode
protected:
virtual int devOpen( int );
virtual int devClose();
virtual int devRead( struct uio* );
virtual int devWrite( struct uio* );
virtual int devIoctl( u_long, caddr_t );
virtual int devSelect( int, void*, struct proc* );
private:
int devReadWrite( struct uio* );
VpcmProperties mProperties;
union DataPtr { void* v; char* c; short* s; float* f; };
struct Buffer
{
IOBufferMemoryDescriptor* pDesc;
DataPtr begin, end;
Buffer() : pDesc( 0 ) { begin.c = 0; end.c = 0; }
bool init( int );
void free();
int bytes() { return int( end.c - begin.c ); }
} mBuffer;
DataPtr mDevIOPtr;
int mDevIOBytesAvail;
struct selinfo mDevIOSel;
Synchronization::Mutex mDevIOWait;
int mIOState;
};
#endif // AUDIO_ENGINE_H
| 2,889
|
C++
|
.h
| 75
| 33.933333
| 123
| 0.726554
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,633
|
VpcmAudioDevice.h
|
SimulPiscator_vpcm/Source/VpcmAudioDevice.h
|
#ifndef VPCM_AUDIO_DEVICE_H
#define VPCM_AUDIO_DEVICE_H
#include <IOKit/audio/IOAudioDevice.h>
#include "DevfsDeviceNode.h"
#include "Synchronization.h"
#include "VpcmAudioEngine.h"
#define DEVICE_GUI_NAME "vpcm Virtual Audio Device"
#define DEVICE_SHORT_GUI_NAME "vpcm"
#define MANUFACTURER_NAME "vpcm"
#define CONTROL_NODE_NAME "vpcmctl"
#define ENGINE_NODE_NAME "vpcm%d"
#define CONTROL_NODE_PERMISSIONS 0660
#define VpcmAudioDevice org_vpcm_driver_VpcmAudioDevice
class VpcmAudioDevice : public IOAudioDevice, public DevfsDeviceNode
{
public:
OSDeclareDefaultStructors( VpcmAudioDevice )
protected:
virtual bool init( OSDictionary* );
virtual void free();
virtual bool initHardware( IOService* );
protected:
virtual int devOpen( int );
virtual int devClose();
virtual int devRead( struct uio* );
virtual int devWrite( struct uio* );
private:
int executeCommand( int*, char** );
int printInfo( int, char** );
int createEngine( int, char** );
int deleteEngine( int, char** );
int nameEngine( int, char** );
int describeEngine( int, char** );
int findEngine( const char* ) const;
static int printEngineStatus( VpcmAudioEngine*, char*, int );
private:
int mIOFlags;
Synchronization::Mutex mMutex;
char* mpOutputBuffer;
};
#endif // VPCM_AUDIO_DEVICE_H
| 1,302
|
C++
|
.h
| 41
| 29.536585
| 68
| 0.767014
|
SimulPiscator/vpcm
| 35
| 3
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,639
|
single-model-spectrum-channel.cc
|
sunshaozong111_NS3-with-LEO/src/spectrum/model/single-model-spectrum-channel.cc
|
/* -*- Mode:C++; c-file-style:"gnu"; indent-tabs-mode:nil; -*- */
/*
* Copyright (c) 2009 CTTC
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License version 2 as
* published by the Free Software Foundation;
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
*
* Author: Nicola Baldo <nbaldo@cttc.es>
*/
#include <ns3/object.h>
#include <ns3/simulator.h>
#include <ns3/log.h>
#include <ns3/packet.h>
#include <ns3/packet-burst.h>
#include <ns3/net-device.h>
#include <ns3/node.h>
#include <ns3/double.h>
#include <ns3/mobility-model.h>
#include <ns3/spectrum-phy.h>
#include <ns3/spectrum-propagation-loss-model.h>
#include <ns3/propagation-loss-model.h>
#include <ns3/propagation-delay-model.h>
#include <ns3/antenna-model.h>
#include <ns3/angles.h>
#include "single-model-spectrum-channel.h"
namespace ns3 {
NS_LOG_COMPONENT_DEFINE ("SingleModelSpectrumChannel");
NS_OBJECT_ENSURE_REGISTERED (SingleModelSpectrumChannel);
SingleModelSpectrumChannel::SingleModelSpectrumChannel ()
{
NS_LOG_FUNCTION (this);
}
void
SingleModelSpectrumChannel::DoDispose ()
{
NS_LOG_FUNCTION (this);
m_phyList.clear ();
m_spectrumModel = 0;
SpectrumChannel::DoDispose ();
}
TypeId
SingleModelSpectrumChannel::GetTypeId (void)
{
NS_LOG_FUNCTION_NOARGS ();
static TypeId tid = TypeId ("ns3::SingleModelSpectrumChannel")
.SetParent<SpectrumChannel> ()
.SetGroupName ("Spectrum")
.AddConstructor<SingleModelSpectrumChannel> ()
;
return tid;
}
void
SingleModelSpectrumChannel::AddRx (Ptr<SpectrumPhy> phy)
{
NS_LOG_FUNCTION (this << phy);
m_phyList.push_back (phy);
}
void
SingleModelSpectrumChannel::StartTx (Ptr<SpectrumSignalParameters> txParams)
{
NS_LOG_FUNCTION (this << txParams->psd << txParams->duration << txParams->txPhy);
NS_ASSERT_MSG (txParams->psd, "NULL txPsd");
NS_ASSERT_MSG (txParams->txPhy, "NULL txPhy");
Ptr<SpectrumSignalParameters> txParamsTrace = txParams->Copy (); // copy it since traced value cannot be const (because of potential underlying DynamicCasts)
m_txSigParamsTrace (txParamsTrace);
// just a sanity check routine. We might want to remove it to save some computational load -- one "if" statement ;-)
if (m_spectrumModel == 0)
{
// first pak, record SpectrumModel
m_spectrumModel = txParams->psd->GetSpectrumModel ();
}
else
{
// all attached SpectrumPhy instances must use the same SpectrumModel
NS_ASSERT (*(txParams->psd->GetSpectrumModel ()) == *m_spectrumModel);
}
Ptr<MobilityModel> senderMobility = txParams->txPhy->GetMobility ();
for (PhyList::const_iterator rxPhyIterator = m_phyList.begin ();
rxPhyIterator != m_phyList.end ();
++rxPhyIterator)
{
if ((*rxPhyIterator) != txParams->txPhy)
{
Time delay = MicroSeconds (0);
Ptr<MobilityModel> receiverMobility = (*rxPhyIterator)->GetMobility ();
NS_LOG_LOGIC ("copying signal parameters " << txParams);
Ptr<SpectrumSignalParameters> rxParams = txParams->Copy ();
if (senderMobility && receiverMobility)
{
double pathLossDb = 0;
if (rxParams->txAntenna != 0)
{
Angles txAngles (receiverMobility->GetPosition (), senderMobility->GetPosition ());
double txAntennaGain = rxParams->txAntenna->GetGainDb (txAngles);
NS_LOG_LOGIC ("txAntennaGain = " << txAntennaGain << " dB");
pathLossDb -= txAntennaGain;
}
Ptr<AntennaModel> rxAntenna = (*rxPhyIterator)->GetRxAntenna ();
if (rxAntenna != 0)
{
Angles rxAngles (senderMobility->GetPosition (), receiverMobility->GetPosition ());
double rxAntennaGain = rxAntenna->GetGainDb (rxAngles);
NS_LOG_LOGIC ("rxAntennaGain = " << rxAntennaGain << " dB");
pathLossDb -= rxAntennaGain;
}
if (m_propagationLoss)
{
double propagationGainDb = m_propagationLoss->CalcRxPower (0, senderMobility, receiverMobility);
NS_LOG_LOGIC ("propagationGainDb = " << propagationGainDb << " dB");
pathLossDb -= propagationGainDb;
}
NS_LOG_LOGIC ("total pathLoss = " << pathLossDb << " dB");
m_pathLossTrace (txParams->txPhy, *rxPhyIterator, pathLossDb);
if ( pathLossDb > m_maxLossDb)
{
// beyond range
continue;
}
double pathGainLinear = std::pow (10.0, (-pathLossDb) / 10.0);
*(rxParams->psd) *= pathGainLinear;
if (m_spectrumPropagationLoss)
{
rxParams->psd = m_spectrumPropagationLoss->CalcRxPowerSpectralDensity (rxParams->psd, senderMobility, receiverMobility);
}
if (m_propagationDelay)
{
delay = m_propagationDelay->GetDelay (senderMobility, receiverMobility);
}
}
Ptr<NetDevice> netDev = (*rxPhyIterator)->GetDevice ();
if (netDev)
{
// the receiver has a NetDevice, so we expect that it is attached to a Node
uint32_t dstNode = netDev->GetNode ()->GetId ();
Simulator::ScheduleWithContext (dstNode, delay, &SingleModelSpectrumChannel::StartRx, this, rxParams, *rxPhyIterator);
}
else
{
// the receiver is not attached to a NetDevice, so we cannot assume that it is attached to a node
Simulator::Schedule (delay, &SingleModelSpectrumChannel::StartRx, this,
rxParams, *rxPhyIterator);
}
}
}
}
void
SingleModelSpectrumChannel::StartRx (Ptr<SpectrumSignalParameters> params, Ptr<SpectrumPhy> receiver)
{
NS_LOG_FUNCTION (this << params);
receiver->StartRx (params);
}
std::size_t
SingleModelSpectrumChannel::GetNDevices (void) const
{
NS_LOG_FUNCTION (this);
return m_phyList.size ();
}
Ptr<NetDevice>
SingleModelSpectrumChannel::GetDevice (std::size_t i) const
{
NS_LOG_FUNCTION (this << i);
return m_phyList.at (i)->GetDevice ()->GetObject<NetDevice> ();
}
} // namespace ns3
| 6,871
|
C++
|
.cc
| 174
| 32.028736
| 159
| 0.644111
|
sunshaozong111/NS3-with-LEO
| 34
| 7
| 1
|
GPL-2.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| true
| false
| true
| true
| true
| false
|
1,537,659
|
geo_x2.cc
|
sunshaozong111_NS3-with-LEO/scratch/geo_x2.cc
|
/* -*- Mode: C++; c-file-style: "gnu"; indent-tabs-mode:nil; -*- */
/*
* Copyright (c) 2013 Centre Tecnologic de Telecomunicacions de Catalunya (CTTC)
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License version 2 as
* published by the Free Software Foundation;
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
*
* Author: Manuel Requena <manuel.requena@cttc.es>
*/
#include "ns3/core-module.h"
#include "ns3/network-module.h"
#include "ns3/internet-module.h"
#include "ns3/mobility-module.h"
#include "ns3/lte-module.h"
#include "ns3/applications-module.h"
#include "ns3/point-to-point-module.h"
#include "ns3/config-store-module.h"
#include "ns3/satellite-module.h"
using namespace ns3;
NS_LOG_COMPONENT_DEFINE ("LenaX2HandoverMeasures");
void
NotifyConnectionEstablishedUe (std::string context,
uint64_t imsi,
uint16_t cellid,
uint16_t rnti)
{
std::cout << context
<< " UE IMSI " << imsi
<< ": connected to CellId " << cellid
<< " with RNTI " << rnti
<< std::endl;
}
void
NotifyHandoverStartUe (std::string context,
uint64_t imsi,
uint16_t cellid,
uint16_t rnti,
uint16_t targetCellId)
{
std::cout << context
<< " UE IMSI " << imsi
<< ": previously connected to CellId " << cellid
<< " with RNTI " << rnti
<< ", doing handover to CellId " << targetCellId
<< std::endl;
}
void
NotifyHandoverEndOkUe (std::string context,
uint64_t imsi,
uint16_t cellid,
uint16_t rnti)
{
std::cout << context
<< " UE IMSI " << imsi
<< ": successful handover to CellId " << cellid
<< " with RNTI " << rnti
<< std::endl;
}
void
NotifyConnectionEstablishedEnb (std::string context,
uint64_t imsi,
uint16_t cellid,
uint16_t rnti)
{
std::cout << context
<< " eNB CellId " << cellid
<< ": successful connection of UE with IMSI " << imsi
<< " RNTI " << rnti
<< std::endl;
}
void
NotifyHandoverStartEnb (std::string context,
uint64_t imsi,
uint16_t cellid,
uint16_t rnti,
uint16_t targetCellId)
{
std::cout << context
<< " eNB CellId " << cellid
<< ": start handover of UE with IMSI " << imsi
<< " RNTI " << rnti
<< " to CellId " << targetCellId
<< std::endl;
}
void
NotifyHandoverEndOkEnb (std::string context,
uint64_t imsi,
uint16_t cellid,
uint16_t rnti)
{
std::cout << context
<< " eNB CellId " << cellid
<< ": completed handover of UE with IMSI " << imsi
<< " RNTI " << rnti
<< std::endl;
}
/**
* Sample simulation script for an automatic X2-based handover based on the RSRQ measures.
* It instantiates two eNodeB, attaches one UE to the 'source' eNB.
* The UE moves between both eNBs, it reports measures to the serving eNB and
* the 'source' (serving) eNB triggers the handover of the UE towards
* the 'target' eNB when it considers it is a better eNB.
*/
int
main (int argc, char *argv[])
{
// LogLevel logLevel = (LogLevel)(LOG_PREFIX_ALL | LOG_LEVEL_ALL);
// LogComponentEnable ("LteHelper", logLevel);
// LogComponentEnable ("EpcHelper", logLevel);
// LogComponentEnable ("EpcEnbApplication", logLevel);
// LogComponentEnable ("EpcX2", logLevel);
// LogComponentEnable ("EpcSgwPgwApplication", logLevel);
// LogComponentEnable ("LteEnbRrc", logLevel);
// LogComponentEnable ("LteEnbNetDevice", logLevel);
// LogComponentEnable ("LteUeRrc", logLevel);
// LogComponentEnable ("LteUeNetDevice", logLevel);
// LogComponentEnable ("A2A4RsrqHandoverAlgorithm", logLevel);
// LogComponentEnable ("A3RsrpHandoverAlgorithm", logLevel);
uint16_t numberOfUes = 1;
uint16_t numberOfEnbs = 2;
uint16_t numBearersPerUe = 1;
double distance = 500.0; // m
//double yForUe = 500.0; // m
double speed = 200; // m/s
double simTime = (double)(numberOfEnbs + 1) * distance / speed; // 1500 m / 20 m/s = 75 secs
double enbTxPowerDbm = 46.0;
// change some default attributes so that they are reasonable for
// this scenario, but do this before processing command line
// arguments, so that the user is allowed to override these settings
Config::SetDefault ("ns3::UdpClient::Interval", TimeValue (MilliSeconds (10)));
Config::SetDefault ("ns3::UdpClient::MaxPackets", UintegerValue (1000000));
Config::SetDefault ("ns3::LteHelper::UseIdealRrc", BooleanValue (true));
// Command line arguments
CommandLine cmd;
cmd.AddValue ("simTime", "Total duration of the simulation (in seconds)", simTime);
cmd.AddValue ("speed", "Speed of the UE (default = 20 m/s)", speed);
cmd.AddValue ("enbTxPowerDbm", "TX power [dBm] used by HeNBs (default = 46.0)", enbTxPowerDbm);
cmd.Parse (argc, argv);
Ptr<LteHelper> lteHelper = CreateObject<LteHelper> ();
Ptr<PointToPointEpcHelper> epcHelper = CreateObject<PointToPointEpcHelper> ();
lteHelper->SetEpcHelper (epcHelper);
lteHelper->SetSchedulerType ("ns3::RrFfMacScheduler");
lteHelper->SetHandoverAlgorithmType ("ns3::A2A4RsrqHandoverAlgorithm");
lteHelper->SetHandoverAlgorithmAttribute ("ServingCellThreshold",
UintegerValue (30));
lteHelper->SetHandoverAlgorithmAttribute ("NeighbourCellOffset",
UintegerValue (1));
// lteHelper->SetHandoverAlgorithmType ("ns3::A3RsrpHandoverAlgorithm");
// lteHelper->SetHandoverAlgorithmAttribute ("Hysteresis",
// DoubleValue (3.0));
// lteHelper->SetHandoverAlgorithmAttribute ("TimeToTrigger",
// TimeValue (MilliSeconds (256)));
Ptr<Node> pgw = epcHelper->GetPgwNode ();
// Create a single RemoteHost
NodeContainer remoteHostContainer;
remoteHostContainer.Create (1);
Ptr<Node> remoteHost = remoteHostContainer.Get (0);
InternetStackHelper internet;
internet.Install (remoteHostContainer);
// Create the Internet
PointToPointHelper p2ph;
p2ph.SetDeviceAttribute ("DataRate", DataRateValue (DataRate ("100Gb/s")));
p2ph.SetDeviceAttribute ("Mtu", UintegerValue (1500));
p2ph.SetChannelAttribute ("Delay", TimeValue (Seconds (0.010)));
NetDeviceContainer internetDevices = p2ph.Install (pgw, remoteHost);
Ipv4AddressHelper ipv4h;
ipv4h.SetBase ("1.0.0.0", "255.0.0.0");
Ipv4InterfaceContainer internetIpIfaces = ipv4h.Assign (internetDevices);
Ipv4Address remoteHostAddr = internetIpIfaces.GetAddress (1);
// Routing of the Internet Host (towards the LTE network)
Ipv4StaticRoutingHelper ipv4RoutingHelper;
Ptr<Ipv4StaticRouting> remoteHostStaticRouting = ipv4RoutingHelper.GetStaticRouting (remoteHost->GetObject<Ipv4> ());
// interface 0 is localhost, 1 is the p2p device
remoteHostStaticRouting->AddNetworkRouteTo (Ipv4Address ("7.0.0.0"), Ipv4Mask ("255.0.0.0"), 1);
/*
* Network topology:
*
* | + --------------------------------------------------------->
* | UE
* |
* | d d d
* y | |-------------------x-------------------x-------------------
* | | eNodeB eNodeB
* | d |
* | |
* | | d = distance
* o (0, 0, 0) y = yForUe
*/
//GEO
SatHelper::PreDefinedScenario_t satScenario = SatHelper::SIMPLE;
std::string scenario = "Simple";
// Create simulation helper //example-tutorial simple-GEO
auto simulationHelper = CreateObject<SimulationHelper> ("example-tutorial");
// Enable creation traces
Config::SetDefault ("ns3::SatHelper::ScenarioCreationTraceEnabled", BooleanValue (true));
// Enable packet traces (to file PacketTrace.log).
Config::SetDefault ("ns3::SatHelper::PacketTraceEnabled", BooleanValue (true));
/*****************************************************************************
'To Select super frame configuration, Option 2'
-- Start -- */
/// Set simulation output details
Config::SetDefault ("ns3::SatEnvVariables::SimulationTag", StringValue (scenario));
Config::SetDefault ("ns3::SatEnvVariables::EnableSimulationOutputOverwrite", BooleanValue (true));
simulationHelper->SetOutputTag (scenario);
simulationHelper->SetSimulationTime (Seconds (simTime));
Ptr<SatHelper> helper = simulationHelper->CreateSatScenario (satScenario);
Singleton<SatEnvVariables>::Get ()->DoInitialize ();
Singleton<SatEnvVariables>::Get ()->SetOutputVariables ("sat-mobility", "GEO", true);
//double frequency = 17.9 * std::pow (10.0, 9); // reference frequency
// now do same with Cartesian coordinates used by SatMobilityModel SetPosition
// and SatPositionAllocator GetNext
// Config::SetDefault ("ns3::SatMobilityModel::AsGeoCoordinates", BooleanValue (false));
// Config::SetDefault ("ns3::SatPositionAllocator::AsGeoCoordinates", BooleanValue (false));
Config::SetDefault ("ns3::SatMobilityModel::AsGeoCoordinates", BooleanValue (false));
Config::SetDefault ("ns3::SatPositionAllocator::AsGeoCoordinates", BooleanValue (false));
NodeContainer ueNodes;
NodeContainer enbNodes;
enbNodes.Create (numberOfEnbs);
ueNodes.Create (numberOfUes);
//GEO
double latitude = 10.0;
double longitude = 10.0;
Ptr<SatListPositionAllocator> enbPositionAlloc = CreateObject<SatListPositionAllocator> ();
for (uint16_t i = 0; i < numberOfEnbs; i++)
{
//地面LTE
// Vector enbPosition (distance * (i + 1), distance, 0);
// enbPositionAlloc->Add (enbPosition);
//GEO
enbPositionAlloc->Add (GeoCoordinate (latitude, longitude+ i *2, 0));
}
// Config::Connect ("/NodeList/*/$ns3::SatMobilityModel/SatCourseChange",
// MakeCallback (&SatCourseChange));
MobilityHelper enbMobility;
enbMobility.SetMobilityModel ("ns3::SatConstantPositionMobilityModel");
enbMobility.SetPositionAllocator (enbPositionAlloc);
enbMobility.Install (enbNodes);
for ( uint32_t i = 0; i < enbNodes.GetN (); i++ )
{
Ptr<SatMobilityModel> model = enbNodes.Get (i)->GetObject<SatMobilityModel> ();
GeoCoordinate pos = model->GetGeoPosition ();
// check that position is in limit
std::cout <<" pos.GetLatitude () "<< pos.GetLatitude ()<<std::endl;
std::cout <<" pos.GetLongitude() "<< pos.GetLongitude ()<<std::endl;
std::cout <<" pos.GetAltitude () "<< pos.GetAltitude ()<<std::endl;
}
// // Install Mobility Model in eNB
// Ptr<ListPositionAllocator> enbPositionAlloc = CreateObject<ListPositionAllocator> ();
// for (uint16_t i = 0; i < numberOfEnbs; i++)
// {
// Vector enbPosition (distance * (i + 1), distance, 0);
// enbPositionAlloc->Add (enbPosition);
// }
// Install Mobility Model in UE
MobilityHelper ueMobility;
ueMobility.SetMobilityModel ("ns3::ConstantVelocityMobilityModel");
Ptr<SatListPositionAllocator> uePositionAlloc = CreateObject<SatListPositionAllocator> ();
uePositionAlloc->Add (GeoCoordinate (latitude, longitude, 0));
ueMobility.SetPositionAllocator (uePositionAlloc);
ueMobility.Install (ueNodes);
//ueNodes.Get (0)->GetObject<MobilityModel> ()->SetPosition (Vector (0, yForUe, 0));
ueNodes.Get (0)->GetObject<ConstantVelocityMobilityModel> ()->SetVelocity (Vector (speed, 0, 0));
//create satellite netDevice
// Ptr<SatSimpleNetDevice> dev0 = CreateObject<SatSimpleNetDevice> ();
// Ptr<SatSimpleNetDevice> dev1 = CreateObject<SatSimpleNetDevice> ();
// dev0->SetAddress (Mac16Address ("00:01"));
// dev1->SetAddress (Mac16Address ("00:02"));
// //satellite channel
// Ptr<SatChannel> channel = CreateObject<SatChannel> ();
// Ptr<PropagationDelayModel> Delay;
// // Signal propagates at the speed of light
// Delay = CreateObject<ConstantSpeedPropagationDelayModel> ();
// DynamicCast<ConstantSpeedPropagationDelayModel> (Delay)->SetSpeed (SatConstVariables::SPEED_OF_LIGHT);
// channel->SetPropagationDelayModel (Delay);
// Ptr<SatFreeSpaceLoss> Fsl = CreateObject<SatFreeSpaceLoss> ();
// channel->SetFreeSpaceLoss (Fsl);
// //channel attach netDevice
// dev0->SetChannel (channel);
// dev1->SetChannel (channel);
//netDevice add to a node
//n0->AddDevice (dev0);
//n1->AddDevice (dev1);
// Install LTE Devices in eNB and UEs
Config::SetDefault ("ns3::LteEnbPhy::TxPower", DoubleValue (enbTxPowerDbm));
NetDeviceContainer enbLteDevs = lteHelper->InstallEnbDevice (enbNodes);
NetDeviceContainer ueLteDevs = lteHelper->InstallUeDevice (ueNodes);
// Install the IP stack on the UEs
internet.Install (ueNodes);
Ipv4InterfaceContainer ueIpIfaces;
ueIpIfaces = epcHelper->AssignUeIpv4Address (NetDeviceContainer (ueLteDevs));
// Attach all UEs to the first eNodeB
for (uint16_t i = 0; i < numberOfUes; i++)
{
lteHelper->Attach (ueLteDevs.Get (i), enbLteDevs.Get (0));
}
NS_LOG_LOGIC ("setting up applications");
// Install and start applications on UEs and remote host
uint16_t dlPort = 10000;
uint16_t ulPort = 20000;
// randomize a bit start times to avoid simulation artifacts
// (e.g., buffer overflows due to packet transmissions happening
// exactly at the same time)
Ptr<UniformRandomVariable> startTimeSeconds = CreateObject<UniformRandomVariable> ();
startTimeSeconds->SetAttribute ("Min", DoubleValue (0));
startTimeSeconds->SetAttribute ("Max", DoubleValue (0.010));
for (uint32_t u = 0; u < numberOfUes; ++u)
{
Ptr<Node> ue = ueNodes.Get (u);
// Set the default gateway for the UE
Ptr<Ipv4StaticRouting> ueStaticRouting = ipv4RoutingHelper.GetStaticRouting (ue->GetObject<Ipv4> ());
ueStaticRouting->SetDefaultRoute (epcHelper->GetUeDefaultGatewayAddress (), 1);
std::cout <<"445"<<std::endl;
for (uint32_t b = 0; b < numBearersPerUe; ++b)
{
++dlPort;
++ulPort;
ApplicationContainer clientApps;
ApplicationContainer serverApps;
NS_LOG_LOGIC ("installing UDP DL app for UE " << u);
UdpClientHelper dlClientHelper (ueIpIfaces.GetAddress (u), dlPort);
clientApps.Add (dlClientHelper.Install (remoteHost));
PacketSinkHelper dlPacketSinkHelper ("ns3::UdpSocketFactory",
InetSocketAddress (Ipv4Address::GetAny (), dlPort));
serverApps.Add (dlPacketSinkHelper.Install (ue));
NS_LOG_LOGIC ("installing UDP UL app for UE " << u);
UdpClientHelper ulClientHelper (remoteHostAddr, ulPort);
clientApps.Add (ulClientHelper.Install (ue));
PacketSinkHelper ulPacketSinkHelper ("ns3::UdpSocketFactory",
InetSocketAddress (Ipv4Address::GetAny (), ulPort));
serverApps.Add (ulPacketSinkHelper.Install (remoteHost));
Ptr<EpcTft> tft = Create<EpcTft> ();
EpcTft::PacketFilter dlpf;
dlpf.localPortStart = dlPort;
dlpf.localPortEnd = dlPort;
tft->Add (dlpf);
EpcTft::PacketFilter ulpf;
ulpf.remotePortStart = ulPort;
ulpf.remotePortEnd = ulPort;
tft->Add (ulpf);
EpsBearer bearer (EpsBearer::NGBR_VIDEO_TCP_DEFAULT);
lteHelper->ActivateDedicatedEpsBearer (ueLteDevs.Get (u), bearer, tft);
Time startTime = Seconds (startTimeSeconds->GetValue ());
serverApps.Start (startTime);
clientApps.Start (startTime);
} // end for b
}
// Add X2 interface
lteHelper->AddX2Interface (enbNodes);
// X2-based Handover
lteHelper->HandoverRequest (Seconds (0.100), ueLteDevs.Get (0), enbLteDevs.Get (0), enbLteDevs.Get (1));
// Uncomment to enable PCAP tracing
p2ph.EnablePcapAll("geo-x2-handover-measures");
lteHelper->EnablePhyTraces ();
lteHelper->EnableMacTraces ();
lteHelper->EnableRlcTraces ();
lteHelper->EnablePdcpTraces ();
Ptr<RadioBearerStatsCalculator> rlcStats = lteHelper->GetRlcStats ();
rlcStats->SetAttribute ("EpochDuration", TimeValue (Seconds (1.0)));
Ptr<RadioBearerStatsCalculator> pdcpStats = lteHelper->GetPdcpStats ();
pdcpStats->SetAttribute ("EpochDuration", TimeValue (Seconds (1.0)));
std::cout <<"666"<<std::endl;
// connect custom trace sinks for RRC connection establishment and handover notification
Config::Connect ("/NodeList/*/DeviceList/*/LteEnbRrc/ConnectionEstablished",
MakeCallback (&NotifyConnectionEstablishedEnb));
Config::Connect ("/NodeList/*/DeviceList/*/LteUeRrc/ConnectionEstablished",
MakeCallback (&NotifyConnectionEstablishedUe));
Config::Connect ("/NodeList/*/DeviceList/*/LteEnbRrc/HandoverStart",
MakeCallback (&NotifyHandoverStartEnb));
Config::Connect ("/NodeList/*/DeviceList/*/LteUeRrc/HandoverStart",
MakeCallback (&NotifyHandoverStartUe));
Config::Connect ("/NodeList/*/DeviceList/*/LteEnbRrc/HandoverEndOk",
MakeCallback (&NotifyHandoverEndOkEnb));
Config::Connect ("/NodeList/*/DeviceList/*/LteUeRrc/HandoverEndOk",
MakeCallback (&NotifyHandoverEndOkUe));
Simulator::Stop (Seconds (simTime));
Simulator::Run ();
// GtkConfigStore config;
// config.ConfigureAttributes ();
Simulator::Destroy ();
return 0;
}
| 18,473
|
C++
|
.cc
| 391
| 40.86445
| 119
| 0.655387
|
sunshaozong111/NS3-with-LEO
| 34
| 7
| 1
|
GPL-2.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,660
|
sat-list-position-ext-fading-example.cc
|
sunshaozong111_NS3-with-LEO/scratch/sat-list-position-ext-fading-example.cc
|
/* -*- Mode: C++; c-file-style: "gnu"; indent-tabs-mode:nil; -*- */
/*
* Copyright (c) 2014 Magister Solutions
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License version 2 as
* published by the Free Software Foundation;
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
*
* Author: Sami Rantanen <sami.rantanen@magister.fi>
*
*/
#include "ns3/core-module.h"
#include "ns3/network-module.h"
#include "ns3/internet-module.h"
#include "ns3/satellite-module.h"
#include "ns3/applications-module.h"
#include "ns3/config-store-module.h"
#include "ns3/traffic-module.h"
using namespace ns3;
/**
* \file sat-list-position-ext-fading-example.cc
* \ingroup satellite
*
* \brief List position external fading example demonstrates how to set user defined (list)
* positions with external fading. The example is useful when new list positions and
* external fading trace sources are taken into use.
*
* The default values for list position (UT positions) and external fading trace are
* set before command line parsing, in order to replace them without re-compiling the example.
*
* Some parameter can be set as command line arguments.
* To see help for user arguments:
* execute command -> ./waf --run "sat-ext-fading-example --PrintHelp"
*
* Example sends packets from GW connected user to every UT users and
* from every UT users to GW connected user.
*
* Information of the created UTs and link budget info for every received packet
* are printed as log info.
*
*/
NS_LOG_COMPONENT_DEFINE ("sat-list-position-ext-fading-example");
// callback called when packet is received by phy RX carrier
static void LinkBudgetTraceCb ( std::string context, Ptr<SatSignalParameters> params, Mac48Address ownAdd, Mac48Address destAdd,
double ifPower, double cSinr)
{
// print only unicast message to prevent printing control messages like TBTP messages
if ( !destAdd.IsBroadcast () )
{
NS_LOG_INFO ( Simulator::Now () << " "
<< params->m_channelType << " "
<< ownAdd << " "
<< destAdd << " "
<< params->m_beamId << " "
<< SatUtils::LinearToDb (params->m_sinr) << " "
<< SatUtils::LinearToDb (cSinr) );
}
}
int
main (int argc, char *argv[])
{
uint32_t utCount = 4;
uint32_t usersPerUt = 1;
uint32_t beamId = 1;
bool checkBeam = false;
std::string extUtPositions = "utpositions/BeamId-1_256_UT_Positions.txt";
Config::SetDefault ("ns3::SatHelper::ScenarioCreationTraceEnabled", BooleanValue (true));
/// Set simulation output details
auto simulationHelper = CreateObject<SimulationHelper> ("example-list-position-external-fading");
Config::SetDefault ("ns3::SatEnvVariables::EnableSimulationOutputOverwrite", BooleanValue (true));
// read command line parameters can be given by user
CommandLine cmd;
cmd.AddValue ("beamId", "The beam ID to be used.", beamId);
cmd.AddValue ("checkBeam", "Check that given beam is the best according in the configured positions.", checkBeam);
cmd.AddValue ("utCount", "Number of the UTs.", utCount);
cmd.AddValue ("usersPerUt", "Users per UT.", usersPerUt);
cmd.AddValue ("externalUtPositionFile", "UT position input file (in data/)", extUtPositions);
simulationHelper->AddDefaultUiArguments (cmd);
cmd.Parse (argc, argv);
// Set default values for some attributes for position setting and external fading trace
// This done before command line parsing in order to override them if needed
simulationHelper->SetUserCountPerUt (usersPerUt);
simulationHelper->SetUtCountPerBeam (utCount);
simulationHelper->SetBeamSet ({beamId});
simulationHelper->SetSimulationTime (Seconds (1.1));
// Enable default fading traces
simulationHelper->EnableExternalFadingInputTrace ();
// Enable UT positions from input file
simulationHelper->EnableUtListPositionsFromInputFile (extUtPositions, checkBeam);
// enable info logs
LogComponentEnable ("sat-list-position-ext-fading-example", LOG_LEVEL_INFO);
// Creating the reference system. Note, currently the satellite module supports
// only one reference system, which is named as "Scenario72". The string is utilized
// in mapping the scenario to the needed reference system configuration files. Arbitrary
// scenario name results in fatal error.
Ptr<SatHelper> helper = simulationHelper->CreateSatScenario ();
// set callback traces where we want results out
Config::Connect ("/NodeList/*/DeviceList/*/SatPhy/PhyRx/RxCarrierList/*/LinkBudgetTrace",
MakeCallback (&LinkBudgetTraceCb));
Config::Connect ("/NodeList/*/DeviceList/*/UserPhy/*/PhyRx/RxCarrierList/*/LinkBudgetTrace",
MakeCallback (&LinkBudgetTraceCb));
Config::Connect ("/NodeList/*/DeviceList/*/FeederPhy/*/PhyRx/RxCarrierList/*/LinkBudgetTrace",
MakeCallback (&LinkBudgetTraceCb));
// Install CBR traffic model
Config::SetDefault ("ns3::CbrApplication::Interval", StringValue ("0.1s"));
Config::SetDefault ("ns3::CbrApplication::PacketSize", UintegerValue (512));
simulationHelper->InstallTrafficModel (
SimulationHelper::CBR,
SimulationHelper::UDP,
SimulationHelper::FWD_LINK,
Seconds (0.1), Seconds (0.25));
simulationHelper->InstallTrafficModel (
SimulationHelper::CBR,
SimulationHelper::UDP,
SimulationHelper::RTN_LINK,
Seconds (0.1), Seconds (0.25));
NS_LOG_INFO ("--- List Position External Fading Example ---");
NS_LOG_INFO ("UT info (Beam ID, UT ID, Latitude, Longitude, Altitude + addresses");
// print UT info
NS_LOG_INFO (helper->GetBeamHelper ()->GetUtInfo ());
NS_LOG_INFO ("Link results (Time, Channel type, Own address, Dest. address, Beam ID, SINR, Composite SINR) :");
// results are printed out in callback (PacketTraceCb)
simulationHelper->RunSimulation ();
return 0;
}
| 6,753
|
C++
|
.cc
| 134
| 44.231343
| 129
| 0.68966
|
sunshaozong111/NS3-with-LEO
| 34
| 7
| 1
|
GPL-2.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,661
|
sat-environmental-variables-example.cc
|
sunshaozong111_NS3-with-LEO/scratch/sat-environmental-variables-example.cc
|
/* -*- Mode: C++; c-file-style: "gnu"; indent-tabs-mode:nil; -*- */
/*
* Copyright (c) 2014 Magister Solutions
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License version 2 as
* published by the Free Software Foundation;
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
*
* Author: Frans Laakso <frans.laakso@magister.fi>
*
*/
#include "ns3/core-module.h"
#include "ns3/satellite-module.h"
using namespace ns3;
/**
* \file sat-environmental-variables-example.cc
* \ingroup satellite
*
* \brief Example for environmental variables class.
* Demonstrates various functions for locating directories
* used by the satellite module.
*
*/
NS_LOG_COMPONENT_DEFINE ("sat-environmental-variables-example");
int
main (int argc, char *argv[])
{
LogComponentEnable ("sat-environmental-variables-example", LOG_LEVEL_INFO);
LogComponentEnable ("SatEnvVariables", LOG_LEVEL_INFO);
/// Set simulation output details
auto simulationHelper = CreateObject<SimulationHelper> ("exampleCampaign");
simulationHelper->SetOutputTag ("exampleTag");
Config::SetDefault ("ns3::SatEnvVariables::EnableSimulationOutputOverwrite", BooleanValue (true));
CommandLine cmd;
simulationHelper->AddDefaultUiArguments (cmd);
cmd.Parse (argc, argv);
/// Create default environmental variables
Ptr<SatEnvVariables> envVariables = CreateObject<SatEnvVariables> ();
/// Run simulation
Simulator::Schedule (MilliSeconds (0), &SatEnvVariables::GetCurrentWorkingDirectory, envVariables);
Simulator::Schedule (MilliSeconds (1), &SatEnvVariables::GetPathToExecutable, envVariables);
Simulator::Schedule (MilliSeconds (2), &SatEnvVariables::GetDataPath, envVariables);
Simulator::Schedule (MilliSeconds (3), &SatEnvVariables::GetOutputPath, envVariables);
Simulator::Schedule (MilliSeconds (4), &SatEnvVariables::LocateDataDirectory, envVariables);
Simulator::Schedule (MilliSeconds (5), &SatEnvVariables::LocateDirectory, envVariables, "contrib/satellite/data");
Simulator::Schedule (MilliSeconds (6), &SatEnvVariables::IsValidDirectory, envVariables, "contrib/satellite/data/notfound");
Simulator::Schedule (MilliSeconds (7), &SatEnvVariables::GetCurrentDateAndTime, envVariables);
simulationHelper->SetSimulationTime (Seconds (1));
simulationHelper->RunSimulation ();
return 0;
}
| 2,867
|
C++
|
.cc
| 60
| 44.216667
| 127
| 0.759066
|
sunshaozong111/NS3-with-LEO
| 34
| 7
| 1
|
GPL-2.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,662
|
sat-training-example.cc
|
sunshaozong111_NS3-with-LEO/scratch/sat-training-example.cc
|
/* -*- Mode:C++; c-file-style:"gnu"; indent-tabs-mode:nil; -*- */
/*
* Copyright (c) 2014 Magister Solutions
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License version 2 as
* published by the Free Software Foundation;
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
*
* Author: Sami Rantanen <sami.rantanen@magister.fi>
*
*/
#include "ns3/applications-module.h"
#include "ns3/core-module.h"
#include "ns3/network-module.h"
#include "ns3/internet-module.h"
#include "ns3/satellite-module.h"
#include "ns3/traffic-module.h"
#include "ns3/config-store-module.h"
using namespace ns3;
/**
* \file sat-training-example.cc
* \ingroup satellite
*
* \brief Simulation script to be utilized in SNS3 training. The script illustrates
* the simulation script process starting from command line arguments to running the
* actual simulation.
*
* int main (int argc, char *argv[])
* {
* // Set default attribute values
* // Parse command-line arguments
* // Configure the topology; nodes, channels, devices, mobility
* // Add (Internet) stack to nodes
* // Configure IP addressing and routing
* // Add and configure applications
* // Configure tracing
* // Run simulation
* }
*
* execute command -> ./waf --run "sat-training-example --PrintHelp"
*/
NS_LOG_COMPONENT_DEFINE ("sat-training-example");
int
main (int argc, char *argv[])
{
// Enabling logging in this program
LogComponentEnable ("sat-training-example", LOG_LEVEL_INFO);
NS_LOG_INFO ("--- sat-training-example ---");
/**
* --------------------------------------
* Initialize simulation script variables
* --------------------------------------
*/
uint32_t endUsersPerUt (1);
uint32_t utsPerBeam (1);
double simDuration (10.0); // in seconds
// All the co-channel beams enabled for user link
// frequency color 1
std::set<uint32_t> coChannelBeams = {1, 3, 5, 7, 9, 22, 24, 26, 28, 30, 44, 46, 48, 50, 59, 61};
/**
* Create simulation helper
*/
std::string simulationName = "example-training";
auto simulationHelper = CreateObject<SimulationHelper> (simulationName);
// Find the input xml file in case example is run from other than ns-3 root directory
Singleton<SatEnvVariables> satEnvVariables;
std::string pathToFile = satEnvVariables.Get ()->LocateFile ("contrib/satellite/examples/training-input-attributes.xml");
/**
* ----------------------------------------------------------------
* Read the command line arguments. Note, that this allows the user
* to change also the ns3 attributes from command line.
* ----------------------------------------------------------------
*/
CommandLine cmd;
cmd.AddValue ("utsPerBeam", "Number of UTs per spot-beam", utsPerBeam);
cmd.AddValue ("simDurationInSeconds", "Simulation duration in seconds", simDuration);
simulationHelper->AddDefaultUiArguments (cmd, pathToFile);
cmd.Parse (argc, argv);
/**
* ---------------------------------------------------
* Read the default attributes from XML attribute file
* ---------------------------------------------------
*/
NS_LOG_INFO ("Reading the XML input: training-input-attributes.xml");
Config::SetDefault ("ns3::ConfigStore::Filename", StringValue (pathToFile));
Config::SetDefault ("ns3::ConfigStore::Mode", StringValue ("Load"));
Config::SetDefault ("ns3::ConfigStore::FileFormat", StringValue ("Xml"));
ConfigStore inputConfig;
inputConfig.ConfigureDefaults ();
/**
* -----------------------------------------------
* Overwrite some attribute values for this script
* -----------------------------------------------
*/
// Enable RBDC for BE
Config::SetDefault ("ns3::SatLowerLayerServiceConf::DaService3_ConstantAssignmentProvided", BooleanValue (false));
Config::SetDefault ("ns3::SatLowerLayerServiceConf::DaService3_RbdcAllowed", BooleanValue (true));
Config::SetDefault ("ns3::SatLowerLayerServiceConf::DaService3_MinimumServiceRate", UintegerValue (40));
Config::SetDefault ("ns3::SatLowerLayerServiceConf::DaService3_VolumeAllowed", BooleanValue (false));
Config::SetDefault ("ns3::SatBeamScheduler::ControlSlotsEnabled", BooleanValue (true));
Config::SetDefault ("ns3::SatBeamScheduler::ControlSlotInterval", TimeValue (Seconds (1)));
// Tune the superframe configuration
Config::SetDefault ("ns3::SatSuperframeConf0::FrameCount", UintegerValue (3));
Config::SetDefault ("ns3::SatSuperframeConf0::Frame0_AllocatedBandwidthHz", DoubleValue (5e+06));
Config::SetDefault ("ns3::SatSuperframeConf0::Frame1_AllocatedBandwidthHz", DoubleValue (10e+06));
Config::SetDefault ("ns3::SatSuperframeConf0::Frame2_AllocatedBandwidthHz", DoubleValue (10e+06));
// Enable traces
Config::SetDefault ("ns3::SatChannel::EnableRxPowerOutputTrace", BooleanValue (true));
Config::SetDefault ("ns3::SatChannel::EnableFadingOutputTrace", BooleanValue (true));
Config::SetDefault ("ns3::SatPhyRxCarrier::EnableCompositeSinrOutputTrace", BooleanValue (true));
Config::SetDefault ("ns3::SatPhyRxCarrierConf::EnableIntfOutputTrace", BooleanValue (true));
Singleton<SatFadingOutputTraceContainer>::Get ()->EnableFigureOutput (false);
Singleton<SatInterferenceOutputTraceContainer>::Get ()->EnableFigureOutput (false);
Singleton<SatRxPowerOutputTraceContainer>::Get ()->EnableFigureOutput (false);
Singleton<SatCompositeSinrOutputTraceContainer>::Get ()->EnableFigureOutput (false);
// Enable creation traces
Config::SetDefault ("ns3::SatHelper::ScenarioCreationTraceEnabled", BooleanValue (true));
// Enable packet traces
Config::SetDefault ("ns3::SatHelper::PacketTraceEnabled", BooleanValue (true));
/**
* --------------------------------------------------------------------
* Create satellite system by the usage of satellite helper structures:
* - simulationHelper->CreateSatScenario (SatHelper::SIMPLE)
* --------------------------------------------------------------------
*/
NS_LOG_INFO ("Creating the satellite scenario");
// Each beam will have 'utsPerBeam' user terminals and 'endUsersPerUt'
// end users per UT. Note, that this allows also different configurations
// per spot-beam.
simulationHelper->SetUserCountPerUt (endUsersPerUt);
simulationHelper->SetUtCountPerBeam (utsPerBeam);
simulationHelper->SetBeamSet (coChannelBeams);
simulationHelper->SetSimulationTime (simDuration);
simulationHelper->CreateSatScenario ();
/**
* --------------------------------------------------------
* Configure end user applications.
* In the training example, the users are configured on-off
* application in return link. In addition, e.g. HTTP, NRTV
* and CBR traffic models are supported.
*/
NS_LOG_INFO ("Configuring the on-off application!");
uint32_t packetSize (1280); // in bytes
DataRate dataRate (128000); // in bps
// The application start time is varied to avoid the situation
// in the beginning that all applications start at the same time.
Time appStartTime (MilliSeconds (100));
Config::SetDefault ("ns3::OnOffApplication::PacketSize", UintegerValue (packetSize));
Config::SetDefault ("ns3::OnOffApplication::DataRate", DataRateValue (dataRate));
Config::SetDefault ("ns3::OnOffApplication::OnTime", StringValue ("ns3::ExponentialRandomVariable[Mean=1.0|Bound=0.0]"));
Config::SetDefault ("ns3::OnOffApplication::OffTime", StringValue ("ns3::ExponentialRandomVariable[Mean=1.0|Bound=0.0]"));
simulationHelper->InstallTrafficModel (
SimulationHelper::ONOFF,
SimulationHelper::UDP,
SimulationHelper::RTN_LINK,
appStartTime, Seconds (simDuration + 1), MilliSeconds (25));
/**
* -----------------
* Set-up statistics
* -----------------
*/
NS_LOG_INFO ("Setting up statistics");
// SatStatsHelperContainer is the interface for satellite related
// statistics configuration.
Ptr<SatStatsHelperContainer> s = simulationHelper->GetStatisticsContainer ();
// Delay
s->AddGlobalRtnAppDelay (SatStatsHelper::OUTPUT_CDF_FILE);
s->AddGlobalRtnAppDelay (SatStatsHelper::OUTPUT_CDF_PLOT);
s->AddAverageUtUserRtnAppDelay (SatStatsHelper::OUTPUT_SCALAR_FILE);
s->AddAverageBeamRtnAppDelay (SatStatsHelper::OUTPUT_SCALAR_FILE);
// Composite SINR
s->AddGlobalRtnCompositeSinr (SatStatsHelper::OUTPUT_CDF_FILE);
s->AddGlobalRtnCompositeSinr (SatStatsHelper::OUTPUT_CDF_PLOT);
// Throughput
s->AddAverageUtUserRtnAppThroughput (SatStatsHelper::OUTPUT_CDF_FILE);
s->AddAverageUtUserRtnAppThroughput (SatStatsHelper::OUTPUT_CDF_PLOT);
s->AddPerUtUserRtnAppThroughput (SatStatsHelper::OUTPUT_SCALAR_FILE);
s->AddPerBeamRtnAppThroughput (SatStatsHelper::OUTPUT_SCALAR_FILE);
s->AddPerGwRtnAppThroughput (SatStatsHelper::OUTPUT_SCALAR_FILE);
/**
* --------------------------------
* Store attributes into XML output
* --------------------------------
*/
NS_LOG_INFO ("Storing the used attributes to XML file: training-output-attributes-ut-" << utsPerBeam << ".xml");
// std::stringstream filename;
// filename << "training-output-attributes-ut" << utsPerBeam << ".xml";
// Config::SetDefault ("ns3::ConfigStore::Filename", StringValue (filename.str ()));
// Config::SetDefault ("ns3::ConfigStore::FileFormat", StringValue ("Xml"));
// Config::SetDefault ("ns3::ConfigStore::Mode", StringValue ("Save"));
// ConfigStore outputConfig;
// outputConfig.ConfigureDefaults ();
/**
* --------------
* Run simulation
* --------------
*/
NS_LOG_INFO ("Running network simulator 3");
simulationHelper->RunSimulation ();
return 0;
}
| 10,334
|
C++
|
.cc
| 210
| 44.847619
| 125
| 0.676166
|
sunshaozong111/NS3-with-LEO
| 34
| 7
| 1
|
GPL-2.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,663
|
sat-tutorial-example.cc
|
sunshaozong111_NS3-with-LEO/scratch/sat-tutorial-example.cc
|
/* -*- Mode:C++; c-file-style:"gnu"; indent-tabs-mode:nil; -*- */
/*
* Copyright (c) 2014 Magister Solutions
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License version 2 as
* published by the Free Software Foundation;
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
*
* Author: Jani Puttonen <jani.puttonen@magister.fi>
*
*/
#include "ns3/core-module.h"
#include "ns3/config-store-module.h"
#include "ns3/network-module.h"
#include "ns3/internet-module.h"
#include "ns3/satellite-module.h"
#include "ns3/applications-module.h"
#include "ns3/traffic-module.h"
using namespace ns3;
/**
* \file sat-tutorial-example.cc
* \ingroup satellite
*
* \brief Tutorial example application guides how to build up different scenarios of satellite network.
* It also guides how to configure the satellite network e.g. modifying attributes.
* Interval, packet size and test scenario can be given
* in command line as user argument.
* To see help for user arguments:
* execute command -> ./waf --run "sat-tutorial-example --PrintHelp"
*/
NS_LOG_COMPONENT_DEFINE ("sat-tutorial-example");
int
main (int argc, char *argv[])
{
SatHelper::PreDefinedScenario_t satScenario = SatHelper::SIMPLE;
std::string scenario = "Simple";
// Create simulation helper
auto simulationHelper = CreateObject<SimulationHelper> ("example-tutorial");
// Enable creation traces
Config::SetDefault ("ns3::SatHelper::ScenarioCreationTraceEnabled", BooleanValue (true));
// Enable packet traces (to file PacketTrace.log).
Config::SetDefault ("ns3::SatHelper::PacketTraceEnabled", BooleanValue (true));
/*****************************************************************************
'To Select super frame configuration, Option 2'
-- Start -- */
/// Set simulation output details
Config::SetDefault ("ns3::SatEnvVariables::SimulationTag", StringValue (scenario));
Config::SetDefault ("ns3::SatEnvVariables::EnableSimulationOutputOverwrite", BooleanValue (true));
// std::string inputFileNameWithPath = Singleton<SatEnvVariables>::Get ()->LocateDirectory ("contrib/satellite/examples") + "/sat-tutorial-input.xml";
//
// Config::SetDefault ("ns3::ConfigStore::Filename", StringValue (inputFileNameWithPath));
// Config::SetDefault ("ns3::ConfigStore::Mode", StringValue ("Load"));
// Config::SetDefault ("ns3::ConfigStore::FileFormat", StringValue ("Xml"));
// ConfigStore inputConfig;
// inputConfig.ConfigureDefaults ();
/**
-- End --
'To Select super frame configuration, Option 2'
******************************************************************************/
/******************************************************************************
Read command line arguments
-- Start -- */
CommandLine cmd;
cmd.AddValue ("scenario", "Scenario to be created", scenario);
simulationHelper->AddDefaultUiArguments (cmd);
cmd.Parse (argc, argv);
/**
-- End --
Read command line arguments
******************************************************************************/
/*****************************************************************************
Create helper and simulation scenario
-- Start -- */
// select simulation scenario to use
if ( scenario == "larger")
{
satScenario = SatHelper::LARGER;
}
else if ( scenario == "full")
{
satScenario = SatHelper::FULL;
}
simulationHelper->SetOutputTag (scenario);
simulationHelper->SetSimulationTime (Seconds (11));
// enable info logs
LogComponentEnable ("CbrApplication", LOG_LEVEL_INFO);
LogComponentEnable ("PacketSink", LOG_LEVEL_INFO);
LogComponentEnable ("sat-tutorial-example", LOG_LEVEL_INFO);
// remove next line from comments to run real time simulation
//GlobalValue::Bind ("SimulatorImplementationType", StringValue ("ns3::RealtimeSimulatorImpl"));
/*****************************************************************************
'To Select super frame configuration, Option 1'
-- Start -- */
// Config::SetDefault ("ns3::SatConf::SuperFrameConfForSeq0", EnumValue (SatSuperframeConf::CONFIG_TYPE_2));
// Config::SetDefault ("ns3::SatConf::SuperFrameConfForSeq0", StringValue ("Configuration_2"));
/**
-- End --
'To Select super frame configuration, Option 1'
******************************************************************************/
Ptr<SatHelper> helper = simulationHelper->CreateSatScenario (satScenario);
/**
-- End --
Create helper and simulation scenario
******************************************************************************/
/*****************************************************************************
Manually creating an installing application (users) to satellite network.
Note that you may simply call SimulationHelper::Install TrafficModel when
using all nodes.
-- Start --
*/
// for getting UT users
NodeContainer utUsers;
// in full scenario get given beam UTs and use first UT's users
// other scenarios get all UT users.
if ( scenario == "full")
{
NodeContainer uts = helper->GetBeamHelper ()->GetUtNodes (1);
utUsers = helper->GetUserHelper ()->GetUtUsers (uts.Get (0));
}
else
{
utUsers = helper->GetUtUsers ();
}
// get GW users
NodeContainer gwUsers = helper->GetGwUsers ();
uint16_t port = 9;
// create and install applications on GW user
PacketSinkHelper sinkHelper ("ns3::UdpSocketFactory", InetSocketAddress (helper->GetUserAddress (gwUsers.Get (0)), port));
CbrHelper cbrHelper ("ns3::UdpSocketFactory", InetSocketAddress (helper->GetUserAddress (utUsers.Get (0)), port));
// install sink to receive packets from UT
ApplicationContainer gwSink = sinkHelper.Install (gwUsers.Get (0));
gwSink.Start (Seconds (1.0));
gwSink.Stop (Seconds (10.0));
// install CBR to send packets to UT
ApplicationContainer gwCbr = cbrHelper.Install (gwUsers.Get (0));
gwCbr.Start (Seconds (1.0));
gwCbr.Stop (Seconds (2.1));
// create applications on UT user
sinkHelper.SetAttribute ("Local", AddressValue (Address (InetSocketAddress (helper->GetUserAddress (utUsers.Get (0)), port))));
cbrHelper.SetAttribute ("Remote", AddressValue (Address (InetSocketAddress (helper->GetUserAddress (gwUsers.Get (0)), port))));
// install sink to receive packets from GW
ApplicationContainer utSink = sinkHelper.Install (utUsers.Get (0));
utSink.Start (Seconds (1.0));
utSink.Stop (Seconds (10.0));
// install CBR to send packets to GW
ApplicationContainer utCbr = cbrHelper.Install (utUsers.Get (0));
utCbr.Start (Seconds (7.0));
utCbr.Stop (Seconds (9.1));
/**
-- End --
Creating and installing application (users) to satellite network
******************************************************************************/
NS_LOG_INFO ("--- Tutorial-example ---");
NS_LOG_INFO (" Scenario used: " << scenario);
NS_LOG_INFO (" ");
/*****************************************************************************
Store set attribute values to XML output file
-- Start -- */
// Config::SetDefault ("ns3::ConfigStore::Filename", StringValue ("sat-tutorial-output.xml"));
// Config::SetDefault ("ns3::ConfigStore::FileFormat", StringValue ("Xml"));
// Config::SetDefault ("ns3::ConfigStore::Mode", StringValue ("Save"));
// ConfigStore outputConfig;
// outputConfig.ConfigureDefaults ();
/**
-- End --
Store set attribute values to XML output file
*****************************************************************************/
/*****************************************************************************
Run, stop and destroy simulation
-- Start -- */
simulationHelper->RunSimulation ();
/**
-- End --
Run, stop and destroy simulation
******************************************************************************/
return 0;
}
| 8,994
|
C++
|
.cc
| 186
| 43.83871
| 152
| 0.577928
|
sunshaozong111/NS3-with-LEO
| 34
| 7
| 1
|
GPL-2.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,664
|
sat-loo-example.cc
|
sunshaozong111_NS3-with-LEO/scratch/sat-loo-example.cc
|
/* -*- Mode:C++; c-file-style:"gnu"; indent-tabs-mode:nil; -*- */
/*
* Copyright (c) 2014 Magister Solutions
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License version 2 as
* published by the Free Software Foundation;
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
*
* Author: Frans Laakso <frans.laakso@magister.fi>
*
*/
#include "ns3/core-module.h"
#include "ns3/satellite-module.h"
using namespace ns3;
/**
* \file sat-loo-example.cc
* \ingroup satellite
*
* \brief Example for Loo's model fader class. Demonstrates the functionality
* of the Loo's model fader used by the Markov-fading. The example creates
* three faders with different parameters, switches the faders in time and
* outputs the fading values.
*/
NS_LOG_COMPONENT_DEFINE ("sat-loo-example");
int
main (int argc, char *argv[])
{
/// Enable info logs
LogComponentEnable ("sat-loo-example", LOG_LEVEL_INFO);
LogComponentEnable ("SatLooModel", LOG_LEVEL_INFO);
/// Set simulation output details
Config::SetDefault ("ns3::SatEnvVariables::SimulationCampaignName", StringValue ("example-loo"));
Config::SetDefault ("ns3::SatEnvVariables::SimulationTag", StringValue (""));
Config::SetDefault ("ns3::SatEnvVariables::EnableSimulationOutputOverwrite", BooleanValue (true));
/// Load default configuration
Ptr<SatLooConf> looConf = CreateObject<SatLooConf> ();
/// Create faders
Ptr<SatLooModel> looFaderLineOfSight = CreateObject<SatLooModel> (looConf,3,0,0);
Ptr<SatLooModel> looFaderLightShadowing = CreateObject<SatLooModel> (looConf,3,0,1);
Ptr<SatLooModel> looFaderHeavyShadowing = CreateObject<SatLooModel> (looConf,3,0,2);
/// Run simulation
for (uint32_t i = 0; i < 1000; i++)
{
Simulator::Schedule (Time (300000 + i * 500000), &SatLooModel::GetChannelGainDb, looFaderLineOfSight);
Simulator::Schedule (Time (500000 + i * 500000), &SatLooModel::GetChannelGainDb, looFaderLightShadowing);
Simulator::Schedule (Time (700000 + i * 500000), &SatLooModel::GetChannelGainDb, looFaderHeavyShadowing);
}
Simulator::Run ();
Simulator::Destroy ();
return 0;
}
| 2,672
|
C++
|
.cc
| 60
| 40.7
| 112
| 0.727413
|
sunshaozong111/NS3-with-LEO
| 34
| 7
| 1
|
GPL-2.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,665
|
sat-markov-fading-trace-example.cc
|
sunshaozong111_NS3-with-LEO/scratch/sat-markov-fading-trace-example.cc
|
/* -*- Mode:C++; c-file-style:"gnu"; indent-tabs-mode:nil; -*- */
/*
* Copyright (c) 2014 Magister Solutions
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License version 2 as
* published by the Free Software Foundation;
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
*
* Author: Frans Laakso <frans.laakso@magister.fi>
*
*/
#include <fstream>
#include <vector>
#include "ns3/core-module.h"
#include "ns3/satellite-module.h"
#include "ns3/gnuplot.h"
NS_LOG_COMPONENT_DEFINE ("sat-markov-trace-example");
namespace ns3 {
/**
* \file sat-markov-fading-trace-example.cc
* \ingroup satellite
*
* \brief Example for Markov fading calculations. Can be used to produce simple fading traces.
*
* This example can be run as it is, without any argument, i.e.:
*
* ./waf --run="contrib/satellite/examples/markov-trace-example"
*
* Gnuplot file (markov_fading_trace.plt) will be generated as output. This
* file can be converted to a PNG file, for example by this command:
*
* gnuplot markov_fading_trace.plt
*
* which will produce `markov_fading_trace.png` file in the same directory.
*/
class SatMarkovFadingExamplePlot : public Object
{
public:
SatMarkovFadingExamplePlot ();
static TypeId GetTypeId ();
void Run ();
private:
Gnuplot2dDataset GetGnuplotDataset (std::string title);
Gnuplot GetGnuplot (std::string outputName, std::string title);
void FadingTraceCb (std::string context, double time, SatEnums::ChannelType_t chType, double fadingValue);
double GetElevation ();
double GetVelocity ();
double m_elevation;
double m_velocity;
std::vector <std::pair<double,double> > m_fadingValues;
};
NS_OBJECT_ENSURE_REGISTERED (SatMarkovFadingExamplePlot);
TypeId
SatMarkovFadingExamplePlot::GetTypeId ()
{
static TypeId tid = TypeId ("ns3::SatMarkovFadingExamplePlot")
.SetParent<Object> ()
.AddConstructor<SatMarkovFadingExamplePlot> ();
return tid;
}
SatMarkovFadingExamplePlot::SatMarkovFadingExamplePlot ()
{
m_elevation = 45;
m_velocity = 0;
}
void
SatMarkovFadingExamplePlot::FadingTraceCb (std::string context, double time, SatEnums::ChannelType_t chType, double fadingValue)
{
std::cout << time << " " << chType << " " << 10 * log10 (fadingValue) << std::endl;
m_fadingValues.push_back (std::make_pair (time,10 * log10 (fadingValue)));
}
double
SatMarkovFadingExamplePlot::GetElevation ()
{
return m_elevation;
}
double
SatMarkovFadingExamplePlot::GetVelocity ()
{
return m_velocity;
}
Gnuplot2dDataset
SatMarkovFadingExamplePlot::GetGnuplotDataset (std::string title)
{
Gnuplot2dDataset ret;
ret.SetTitle (title);
ret.SetStyle (Gnuplot2dDataset::LINES);
for (uint32_t i = 0; i < m_fadingValues.size (); i++)
{
ret.Add (m_fadingValues[i].first, m_fadingValues[i].second);
}
return ret;
}
Gnuplot
SatMarkovFadingExamplePlot::GetGnuplot (std::string outputName, std::string title)
{
Gnuplot ret (outputName + ".png");
ret.SetTitle (title);
ret.SetTerminal ("png");
ret.SetLegend ("Time (s)", "Fading (dB)");
ret.AppendExtra ("set key top right");
ret.AppendExtra ("set grid xtics mxtics ytics");
return ret;
}
void
SatMarkovFadingExamplePlot::Run ()
{
/// Set simulation output details
Config::SetDefault ("ns3::SatEnvVariables::SimulationCampaignName", StringValue ("example-markov-fading-trace"));
Config::SetDefault ("ns3::SatEnvVariables::SimulationTag", StringValue (""));
Config::SetDefault ("ns3::SatEnvVariables::EnableSimulationOutputOverwrite", BooleanValue (true));
/// Create default Markov & Loo configurations
Ptr<SatMarkovConf> markovConf = CreateObject<SatMarkovConf> ();
SatBaseFading::ElevationCallback elevationCb = MakeCallback (&SatMarkovFadingExamplePlot::GetElevation,this);
SatBaseFading::VelocityCallback velocityCb = MakeCallback (&SatMarkovFadingExamplePlot::GetVelocity,this);
/// Create fading container based on default configuration
Ptr<SatMarkovContainer> markovContainer = CreateObject<SatMarkovContainer> (markovConf,elevationCb,velocityCb);
markovContainer->TraceConnect ("FadingTrace","The trace for fading values",MakeCallback (&SatMarkovFadingExamplePlot::FadingTraceCb,this));
Address macAddress;
/// Run simulation
for (uint32_t i = 0; i < 100000; i++)
{
Simulator::Schedule (MilliSeconds (1 * i), &SatMarkovContainer::DoGetFading, markovContainer, macAddress, SatEnums::FORWARD_USER_CH);
}
Simulator::Schedule (MilliSeconds (0), &SatMarkovContainer::LockToSetAndState, markovContainer, 0,0);
Simulator::Schedule (MilliSeconds (20000), &SatMarkovContainer::LockToSetAndState, markovContainer, 0,1);
Simulator::Schedule (MilliSeconds (40000), &SatMarkovContainer::LockToSetAndState, markovContainer, 0,2);
Simulator::Schedule (MilliSeconds (60000), &SatMarkovContainer::LockToSetAndState, markovContainer, 0,0);
Simulator::Schedule (MilliSeconds (80000), &SatMarkovContainer::LockToSetAndState, markovContainer, 0,1);
Simulator::Run ();
Gnuplot2dDataset dataset = GetGnuplotDataset ("Markov Fading Trace");
Gnuplot plot = GetGnuplot ("markov_fading_trace",
"Markov Fading Trace");
plot.AddDataset (dataset);
std::string plotFileName = "markov_fading_trace.plt";
std::ofstream plotFile (plotFileName.c_str ());
plot.GenerateOutput (plotFile);
plotFile.close ();
std::cout << "Output file written: " << plotFileName << std::endl;
int result = system ("gnuplot markov_fading_trace.plt");
if (result < 0)
{
std::cout << "Unable to open shell process for Gnuplot file conversion, conversion not done!" << std::endl;
}
else
{
std::cout << "Output file converted to: markov_fading_trace.png" << std::endl;
}
Simulator::Destroy ();
}
}
int
main (int argc, char *argv[])
{
ns3::Ptr<ns3::SatMarkovFadingExamplePlot> stub;
stub = ns3::CreateObject<ns3::SatMarkovFadingExamplePlot> ();
ns3::Config::RegisterRootNamespaceObject (stub);
stub->Run ();
return 0;
}
| 6,674
|
C++
|
.cc
| 169
| 35.52071
| 142
| 0.728671
|
sunshaozong111/NS3-with-LEO
| 34
| 7
| 1
|
GPL-2.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,688
|
dataset.h
|
eloquentarduino_EloquentMicroML/examples/OvOExmple/dataset.h
|
// 3 class digits dataset
#pragma once
#define FEATURES_DIM 64
#define NUM_CLASSES 3
#define TRAIN_SAMPLES 210
#define TEST_SAMPLES 90
float X_train[TRAIN_SAMPLES][FEATURES_DIM] = {
{ 0.0 , 0.0 , 0.0 , 0.0 , 11.0 , 15.0 , 4.0 , 0.0 , 0.0 , 0.0 , 0.0 , 3.0 , 16.0 , 16.0 , 12.0 , 0.0 , 0.0 , 0.0 , 0.0 , 8.0 , 14.0 , 16.0 , 12.0 , 0.0 , 0.0 , 0.0 , 0.0 , 5.0 , 10.0 , 16.0 , 6.0 , 0.0 , 0.0 , 1.0 , 7.0 , 11.0 , 16.0 , 13.0 , 0.0 , 0.0 , 0.0 , 9.0 , 16.0 , 16.0 , 14.0 , 1.0 , 0.0 , 0.0 , 0.0 , 3.0 , 8.0 , 14.0 , 16.0 , 9.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 1.0 , 11.0 , 16.0 , 12.0 , 0.0 },
{ 0.0 , 0.0 , 6.0 , 16.0 , 16.0 , 8.0 , 0.0 , 0.0 , 0.0 , 2.0 , 16.0 , 8.0 , 9.0 , 16.0 , 3.0 , 0.0 , 0.0 , 8.0 , 16.0 , 1.0 , 0.0 , 9.0 , 9.0 , 0.0 , 0.0 , 9.0 , 12.0 , 0.0 , 0.0 , 8.0 , 12.0 , 0.0 , 0.0 , 10.0 , 12.0 , 0.0 , 0.0 , 8.0 , 10.0 , 0.0 , 0.0 , 8.0 , 13.0 , 0.0 , 0.0 , 9.0 , 8.0 , 0.0 , 0.0 , 2.0 , 16.0 , 8.0 , 6.0 , 15.0 , 3.0 , 0.0 , 0.0 , 0.0 , 8.0 , 16.0 , 15.0 , 8.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 4.0 , 11.0 , 15.0 , 8.0 , 0.0 , 0.0 , 0.0 , 0.0 , 13.0 , 16.0 , 11.0 , 13.0 , 7.0 , 0.0 , 0.0 , 3.0 , 16.0 , 12.0 , 0.0 , 4.0 , 8.0 , 0.0 , 0.0 , 6.0 , 16.0 , 5.0 , 0.0 , 4.0 , 8.0 , 0.0 , 0.0 , 7.0 , 9.0 , 0.0 , 0.0 , 9.0 , 7.0 , 0.0 , 0.0 , 4.0 , 10.0 , 0.0 , 2.0 , 15.0 , 2.0 , 0.0 , 0.0 , 1.0 , 16.0 , 12.0 , 14.0 , 10.0 , 0.0 , 0.0 , 0.0 , 0.0 , 4.0 , 14.0 , 14.0 , 1.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 5.0 , 15.0 , 14.0 , 3.0 , 0.0 , 0.0 , 0.0 , 0.0 , 13.0 , 15.0 , 9.0 , 15.0 , 2.0 , 0.0 , 0.0 , 4.0 , 16.0 , 12.0 , 0.0 , 10.0 , 6.0 , 0.0 , 0.0 , 8.0 , 16.0 , 9.0 , 0.0 , 8.0 , 10.0 , 0.0 , 0.0 , 7.0 , 15.0 , 5.0 , 0.0 , 12.0 , 11.0 , 0.0 , 0.0 , 7.0 , 13.0 , 0.0 , 5.0 , 16.0 , 6.0 , 0.0 , 0.0 , 0.0 , 16.0 , 12.0 , 15.0 , 13.0 , 1.0 , 0.0 , 0.0 , 0.0 , 6.0 , 16.0 , 12.0 , 2.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 12.0 , 9.0 , 12.0 , 1.0 , 0.0 , 0.0 , 0.0 , 0.0 , 14.0 , 16.0 , 16.0 , 8.0 , 0.0 , 0.0 , 0.0 , 3.0 , 16.0 , 9.0 , 3.0 , 15.0 , 2.0 , 0.0 , 0.0 , 4.0 , 16.0 , 1.0 , 0.0 , 16.0 , 5.0 , 0.0 , 0.0 , 5.0 , 12.0 , 0.0 , 0.0 , 16.0 , 5.0 , 0.0 , 0.0 , 3.0 , 14.0 , 1.0 , 4.0 , 16.0 , 4.0 , 0.0 , 0.0 , 0.0 , 15.0 , 12.0 , 14.0 , 14.0 , 0.0 , 0.0 , 0.0 , 0.0 , 7.0 , 12.0 , 12.0 , 2.0 , 0.0 , 0.0 },
{ 0.0 , 2.0 , 15.0 , 16.0 , 12.0 , 0.0 , 0.0 , 0.0 , 0.0 , 8.0 , 11.0 , 8.0 , 16.0 , 0.0 , 0.0 , 0.0 , 0.0 , 3.0 , 1.0 , 7.0 , 13.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 10.0 , 8.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 15.0 , 5.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 7.0 , 15.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 14.0 , 11.0 , 6.0 , 5.0 , 2.0 , 0.0 , 0.0 , 1.0 , 16.0 , 16.0 , 16.0 , 16.0 , 9.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 0.0 , 12.0 , 11.0 , 1.0 , 0.0 , 0.0 , 0.0 , 0.0 , 1.0 , 16.0 , 16.0 , 7.0 , 0.0 , 0.0 , 0.0 , 1.0 , 14.0 , 16.0 , 16.0 , 7.0 , 0.0 , 0.0 , 1.0 , 14.0 , 16.0 , 14.0 , 16.0 , 8.0 , 0.0 , 0.0 , 5.0 , 12.0 , 3.0 , 8.0 , 16.0 , 7.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 8.0 , 16.0 , 4.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 8.0 , 16.0 , 1.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 11.0 , 12.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 4.0 , 13.0 , 13.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 10.0 , 16.0 , 16.0 , 1.0 , 0.0 , 0.0 , 0.0 , 3.0 , 14.0 , 16.0 , 13.0 , 0.0 , 0.0 , 0.0 , 0.0 , 8.0 , 16.0 , 16.0 , 5.0 , 0.0 , 0.0 , 0.0 , 3.0 , 15.0 , 16.0 , 16.0 , 4.0 , 0.0 , 0.0 , 0.0 , 4.0 , 16.0 , 16.0 , 16.0 , 6.0 , 0.0 , 0.0 , 0.0 , 2.0 , 8.0 , 15.0 , 16.0 , 9.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 4.0 , 14.0 , 12.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 3.0 , 12.0 , 10.0 , 1.0 , 0.0 , 0.0 , 0.0 , 1.0 , 16.0 , 16.0 , 16.0 , 10.0 , 0.0 , 0.0 , 0.0 , 5.0 , 16.0 , 13.0 , 6.0 , 16.0 , 1.0 , 0.0 , 0.0 , 5.0 , 16.0 , 7.0 , 0.0 , 13.0 , 3.0 , 0.0 , 0.0 , 5.0 , 16.0 , 4.0 , 0.0 , 13.0 , 7.0 , 0.0 , 0.0 , 1.0 , 16.0 , 8.0 , 0.0 , 14.0 , 7.0 , 0.0 , 0.0 , 0.0 , 13.0 , 14.0 , 13.0 , 16.0 , 3.0 , 0.0 , 0.0 , 0.0 , 2.0 , 13.0 , 15.0 , 6.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 3.0 , 11.0 , 16.0 , 10.0 , 0.0 , 0.0 , 0.0 , 0.0 , 10.0 , 16.0 , 10.0 , 14.0 , 6.0 , 0.0 , 0.0 , 0.0 , 15.0 , 7.0 , 0.0 , 11.0 , 8.0 , 0.0 , 0.0 , 3.0 , 16.0 , 2.0 , 0.0 , 8.0 , 8.0 , 0.0 , 0.0 , 4.0 , 12.0 , 0.0 , 0.0 , 9.0 , 8.0 , 0.0 , 0.0 , 6.0 , 15.0 , 1.0 , 0.0 , 12.0 , 8.0 , 0.0 , 0.0 , 3.0 , 15.0 , 10.0 , 8.0 , 15.0 , 4.0 , 0.0 , 0.0 , 0.0 , 5.0 , 12.0 , 14.0 , 9.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 0.0 , 14.0 , 16.0 , 7.0 , 0.0 , 0.0 , 0.0 , 0.0 , 5.0 , 16.0 , 16.0 , 8.0 , 0.0 , 0.0 , 0.0 , 1.0 , 12.0 , 16.0 , 16.0 , 8.0 , 0.0 , 0.0 , 5.0 , 14.0 , 16.0 , 16.0 , 16.0 , 5.0 , 0.0 , 0.0 , 1.0 , 4.0 , 7.0 , 16.0 , 16.0 , 8.0 , 0.0 , 0.0 , 0.0 , 0.0 , 2.0 , 16.0 , 16.0 , 7.0 , 0.0 , 0.0 , 0.0 , 0.0 , 2.0 , 16.0 , 16.0 , 3.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 16.0 , 16.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 4.0 , 14.0 , 14.0 , 4.0 , 0.0 , 0.0 , 0.0 , 1.0 , 15.0 , 16.0 , 16.0 , 2.0 , 0.0 , 0.0 , 2.0 , 13.0 , 16.0 , 16.0 , 16.0 , 0.0 , 0.0 , 0.0 , 8.0 , 16.0 , 16.0 , 16.0 , 16.0 , 0.0 , 0.0 , 0.0 , 2.0 , 7.0 , 8.0 , 16.0 , 16.0 , 1.0 , 0.0 , 0.0 , 0.0 , 0.0 , 4.0 , 16.0 , 16.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 4.0 , 16.0 , 16.0 , 2.0 , 0.0 , 0.0 , 0.0 , 0.0 , 4.0 , 16.0 , 15.0 , 4.0 , 0.0 },
{ 0.0 , 0.0 , 1.0 , 15.0 , 13.0 , 1.0 , 0.0 , 0.0 , 0.0 , 0.0 , 7.0 , 16.0 , 14.0 , 8.0 , 0.0 , 0.0 , 0.0 , 8.0 , 12.0 , 9.0 , 2.0 , 13.0 , 2.0 , 0.0 , 0.0 , 7.0 , 9.0 , 1.0 , 0.0 , 6.0 , 6.0 , 0.0 , 0.0 , 5.0 , 9.0 , 0.0 , 0.0 , 3.0 , 9.0 , 0.0 , 0.0 , 0.0 , 15.0 , 2.0 , 0.0 , 8.0 , 12.0 , 0.0 , 0.0 , 0.0 , 9.0 , 15.0 , 13.0 , 16.0 , 6.0 , 0.0 , 0.0 , 0.0 , 0.0 , 13.0 , 14.0 , 8.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 3.0 , 12.0 , 9.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 12.0 , 12.0 , 11.0 , 13.0 , 0.0 , 0.0 , 0.0 , 2.0 , 15.0 , 2.0 , 0.0 , 12.0 , 5.0 , 0.0 , 0.0 , 4.0 , 8.0 , 0.0 , 0.0 , 6.0 , 8.0 , 0.0 , 0.0 , 8.0 , 7.0 , 0.0 , 0.0 , 4.0 , 8.0 , 0.0 , 0.0 , 7.0 , 7.0 , 0.0 , 0.0 , 9.0 , 7.0 , 0.0 , 0.0 , 3.0 , 13.0 , 4.0 , 7.0 , 16.0 , 2.0 , 0.0 , 0.0 , 0.0 , 6.0 , 16.0 , 15.0 , 5.0 , 0.0 , 0.0 },
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};
float X_test[TEST_SAMPLES][FEATURES_DIM] = {
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{ 0.0 , 0.0 , 0.0 , 8.0 , 15.0 , 8.0 , 0.0 , 0.0 , 0.0 , 0.0 , 3.0 , 16.0 , 12.0 , 16.0 , 4.0 , 0.0 , 0.0 , 0.0 , 2.0 , 10.0 , 1.0 , 16.0 , 4.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 8.0 , 14.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 9.0 , 15.0 , 3.0 , 0.0 , 0.0 , 0.0 , 3.0 , 16.0 , 14.0 , 4.0 , 0.0 , 0.0 , 0.0 , 0.0 , 4.0 , 15.0 , 14.0 , 7.0 , 1.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 9.0 , 12.0 , 14.0 , 4.0 , 0.0 },
};
int y_train[TRAIN_SAMPLES] = { 2 , 0 , 0 , 0 , 0 , 2 , 1 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 2 , 1 , 0 , 2 , 2 , 0 , 0 , 0 , 0 , 1 , 2 , 2 , 0 , 2 , 1 , 1 , 2 , 2 , 0 , 2 , 2 , 1 , 1 , 0 , 2 , 1 , 2 , 2 , 0 , 0 , 2 , 1 , 0 , 0 , 2 , 2 , 1 , 2 , 1 , 0 , 0 , 0 , 2 , 2 , 1 , 2 , 2 , 0 , 2 , 1 , 2 , 0 , 0 , 2 , 1 , 1 , 0 , 2 , 2 , 0 , 1 , 0 , 1 , 0 , 0 , 0 , 2 , 2 , 1 , 2 , 1 , 0 , 1 , 2 , 1 , 2 , 1 , 2 , 0 , 2 , 0 , 1 , 2 , 2 , 1 , 1 , 2 , 0 , 0 , 0 , 0 , 1 , 2 , 1 , 2 , 1 , 1 , 2 , 2 , 1 , 2 , 0 , 0 , 0 , 1 , 1 , 0 , 2 , 2 , 1 , 0 , 1 , 1 , 2 , 0 , 0 , 1 , 2 , 1 , 2 , 1 , 1 , 2 , 0 , 1 , 2 , 0 , 0 , 1 , 2 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 2 , 2 , 1 , 2 , 1 , 0 , 1 , 0 , 1 , 2 , 1 , 0 , 2 , 0 , 0 , 2 , 1 , 2 , 0 , 0 , 1 , 1 , 2 , 0 , 2 , 2 , 1 , 1 , 0 , 1 , 1 , 0 , 2 , 1 , 1 , 2 , 1 , 2 , 2 , 2 , 0 , 0 , 1 , 1 , 2 , 1 , 1 , 2 , 2 , 1 , 2 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 2 };
int y_test[TEST_SAMPLES] = { 0 , 2 , 2 , 0 , 1 , 2 , 0 , 2 , 0 , 2 , 2 , 2 , 1 , 1 , 1 , 0 , 0 , 2 , 0 , 2 , 2 , 2 , 2 , 2 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 2 , 0 , 2 , 1 , 1 , 2 , 1 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 1 , 1 , 2 , 1 , 0 , 2 , 0 , 1 , 0 , 0 , 0 , 2 , 2 , 2 , 2 , 1 , 1 , 0 , 1 , 0 , 2 , 1 , 2 , 0 , 1 , 2 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 2 , 2 , 2 , 0 , 0 , 2 };
| 164,521
|
C++
|
.h
| 312
| 518.61859
| 1,292
| 0.268761
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,690
|
GaussianNB.h
|
eloquentarduino_EloquentMicroML/examples/GaussianNBClassificationExample/GaussianNB.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Port {
class GaussianNB {
public:
/**
* Predict class for features vector
*/
int predict(float *x) {
float votes[3] = { 0.0f };
float theta[4] = { 0 };
float sigma[4] = { 0 };
theta[0] = 5.006; theta[1] = 3.428; theta[2] = 1.462; theta[3] = 0.246;
sigma[0] = 0.121794955027; sigma[1] = 0.140846955027; sigma[2] = 0.029586955027; sigma[3] = 0.010914955027;
votes[0] = 0.333333333333 - gauss(x, theta, sigma);
theta[0] = 5.936; theta[1] = 2.77; theta[2] = 4.26; theta[3] = 1.326;
sigma[0] = 0.261134955027; sigma[1] = 0.096530955027; sigma[2] = 0.216430955027; sigma[3] = 0.038354955027;
votes[1] = 0.333333333333 - gauss(x, theta, sigma);
theta[0] = 6.588; theta[1] = 2.974; theta[2] = 5.552; theta[3] = 2.026;
sigma[0] = 0.396286955027; sigma[1] = 0.101954955027; sigma[2] = 0.298526955027; sigma[3] = 0.073954955027;
votes[2] = 0.333333333333 - gauss(x, theta, sigma);
// return argmax of votes
uint8_t classIdx = 0;
float maxVotes = votes[0];
for (uint8_t i = 1; i < 3; i++) {
if (votes[i] > maxVotes) {
classIdx = i;
maxVotes = votes[i];
}
}
return classIdx;
}
protected:
/**
* Compute gaussian value
*/
float gauss(float *x, float *theta, float *sigma) {
float gauss = 0.0f;
for (uint16_t i = 0; i < 4; i++) {
gauss += log(sigma[i]);
gauss += pow(x[i] - theta[i], 2) / sigma[i];
}
return gauss;
}
};
}
}
}
| 2,197
|
C++
|
.h
| 49
| 26.938776
| 127
| 0.404384
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,691
|
IrisTestSet.h
|
eloquentarduino_EloquentMicroML/examples/GaussianNBClassificationExample/IrisTestSet.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Test {
/**
* A tailor made test set
*/
class TestSet {
public:
TestSet() :
_x{
{ 6.2 , 2.8 , 4.8 , 1.8 },
{ 6.1 , 2.8 , 4.0 , 1.3 },
{ 6.4 , 2.9 , 4.3 , 1.3 },
{ 6.7 , 3.0 , 5.2 , 2.3 },
{ 7.7 , 2.6 , 6.9 , 2.3 },
{ 5.9 , 3.0 , 4.2 , 1.5 },
{ 6.1 , 3.0 , 4.9 , 1.8 },
{ 5.8 , 2.8 , 5.1 , 2.4 },
{ 5.7 , 2.9 , 4.2 , 1.3 },
{ 5.8 , 2.7 , 3.9 , 1.2 },
{ 5.8 , 2.7 , 4.1 , 1.0 },
{ 5.1 , 3.5 , 1.4 , 0.3 },
{ 4.4 , 3.2 , 1.3 , 0.2 },
{ 5.0 , 2.0 , 3.5 , 1.0 },
{ 5.0 , 3.4 , 1.6 , 0.4 },
{ 5.8 , 2.7 , 5.1 , 1.9 },
{ 4.7 , 3.2 , 1.6 , 0.2 },
{ 6.9 , 3.1 , 5.1 , 2.3 },
{ 6.7 , 3.1 , 4.7 , 1.5 },
{ 7.0 , 3.2 , 4.7 , 1.4 },
{ 6.0 , 2.2 , 5.0 , 1.5 },
{ 5.4 , 3.9 , 1.7 , 0.4 },
{ 5.5 , 3.5 , 1.3 , 0.2 },
{ 5.1 , 3.8 , 1.6 , 0.2 },
{ 6.1 , 2.9 , 4.7 , 1.4 },
{ 6.5 , 3.2 , 5.1 , 2.0 },
{ 7.2 , 3.6 , 6.1 , 2.5 },
{ 6.3 , 2.7 , 4.9 , 1.8 },
{ 4.6 , 3.4 , 1.4 , 0.3 },
{ 7.6 , 3.0 , 6.6 , 2.1 },
{ 6.1 , 2.8 , 4.7 , 1.2 },
{ 5.6 , 3.0 , 4.5 , 1.5 },
{ 5.8 , 4.0 , 1.2 , 0.2 },
{ 5.2 , 4.1 , 1.5 , 0.1 },
{ 5.9 , 3.2 , 4.8 , 1.8 },
{ 6.7 , 3.3 , 5.7 , 2.5 },
{ 6.8 , 3.0 , 5.5 , 2.1 },
{ 5.0 , 3.5 , 1.3 , 0.3 },
{ 4.9 , 3.0 , 1.4 , 0.2 },
{ 6.4 , 3.1 , 5.5 , 1.8 },
{ 6.4 , 2.8 , 5.6 , 2.2 },
{ 6.7 , 3.1 , 4.4 , 1.4 },
{ 5.5 , 2.3 , 4.0 , 1.3 },
{ 5.7 , 3.8 , 1.7 , 0.3 },
{ 6.1 , 2.6 , 5.6 , 1.4 },
{ 5.7 , 2.8 , 4.1 , 1.3 },
{ 5.5 , 4.2 , 1.4 , 0.2 },
{ 7.2 , 3.0 , 5.8 , 1.6 },
{ 5.6 , 2.5 , 3.9 , 1.1 },
{ 5.1 , 2.5 , 3.0 , 1.1 },
{ 6.9 , 3.1 , 4.9 , 1.5 },
{ 6.6 , 3.0 , 4.4 , 1.4 },
{ 5.1 , 3.8 , 1.5 , 0.3 },
{ 5.5 , 2.6 , 4.4 , 1.2 },
{ 4.8 , 3.4 , 1.9 , 0.2 },
{ 6.5 , 2.8 , 4.6 , 1.5 },
{ 6.0 , 3.4 , 4.5 , 1.6 },
{ 6.0 , 2.7 , 5.1 , 1.6 },
{ 6.3 , 2.8 , 5.1 , 1.5 },
{ 6.9 , 3.2 , 5.7 , 2.3 },
{ 4.9 , 3.6 , 1.4 , 0.1 },
{ 4.9 , 2.5 , 4.5 , 1.7 },
{ 4.4 , 3.0 , 1.3 , 0.2 },
{ 6.3 , 3.3 , 4.7 , 1.6 },
{ 7.7 , 3.0 , 6.1 , 2.3 },
{ 5.8 , 2.7 , 5.1 , 1.9 },
{ 5.1 , 3.5 , 1.4 , 0.2 },
{ 6.3 , 2.3 , 4.4 , 1.3 },
{ 6.6 , 2.9 , 4.6 , 1.3 },
{ 4.8 , 3.0 , 1.4 , 0.3 },
{ 5.4 , 3.4 , 1.7 , 0.2 },
{ 4.8 , 3.0 , 1.4 , 0.1 },
{ 5.1 , 3.7 , 1.5 , 0.4 },
{ 6.0 , 2.9 , 4.5 , 1.5 },
{ 6.2 , 3.4 , 5.4 , 2.3 },
{ 5.0 , 3.6 , 1.4 , 0.2 },
{ 6.0 , 2.2 , 4.0 , 1.0 },
{ 6.5 , 3.0 , 5.2 , 2.0 },
{ 6.4 , 2.8 , 5.6 , 2.1 },
{ 5.0 , 3.5 , 1.6 , 0.6 },
{ 5.7 , 2.5 , 5.0 , 2.0 },
{ 5.7 , 2.6 , 3.5 , 1.0 },
{ 6.4 , 3.2 , 5.3 , 2.3 },
{ 4.8 , 3.4 , 1.6 , 0.2 },
{ 4.5 , 2.3 , 1.3 , 0.3 },
{ 5.0 , 3.0 , 1.6 , 0.2 },
{ 6.5 , 3.0 , 5.8 , 2.2 },
{ 6.8 , 3.2 , 5.9 , 2.3 },
{ 6.3 , 2.5 , 5.0 , 1.9 },
{ 5.6 , 2.8 , 4.9 , 2.0 },
{ 5.3 , 3.7 , 1.5 , 0.2 },
{ 5.9 , 3.0 , 5.1 , 1.8 },
{ 6.3 , 2.9 , 5.6 , 1.8 },
{ 5.2 , 3.4 , 1.4 , 0.2 },
{ 6.8 , 2.8 , 4.8 , 1.4 },
{ 5.5 , 2.4 , 3.8 , 1.1 },
{ 6.7 , 3.0 , 5.0 , 1.7 },
{ 6.3 , 3.3 , 6.0 , 2.5 },
{ 7.7 , 2.8 , 6.7 , 2.0 },
{ 4.7 , 3.2 , 1.3 , 0.2 },
{ 4.6 , 3.6 , 1.0 , 0.2 },
{ 6.0 , 3.0 , 4.8 , 1.8 },
{ 7.9 , 3.8 , 6.4 , 2.0 },
{ 5.4 , 3.0 , 4.5 , 1.5 },
{ 5.6 , 2.9 , 3.6 , 1.3 },
{ 7.4 , 2.8 , 6.1 , 1.9 },
{ 5.4 , 3.7 , 1.5 , 0.2 },
{ 6.2 , 2.2 , 4.5 , 1.5 },
{ 5.4 , 3.4 , 1.5 , 0.4 },
{ 4.6 , 3.2 , 1.4 , 0.2 },
{ 6.5 , 3.0 , 5.5 , 1.8 },
{ 5.2 , 2.7 , 3.9 , 1.4 },
{ 4.8 , 3.1 , 1.6 , 0.2 },
{ 4.9 , 2.4 , 3.3 , 1.0 },
{ 6.7 , 2.5 , 5.8 , 1.8 },
{ 6.4 , 2.7 , 5.3 , 1.9 },
{ 5.5 , 2.5 , 4.0 , 1.3 },
{ 5.2 , 3.5 , 1.5 , 0.2 },
{ 4.3 , 3.0 , 1.1 , 0.1 },
{ 6.1 , 3.0 , 4.6 , 1.4 },
{ 5.7 , 3.0 , 4.2 , 1.2 },
{ 6.3 , 2.5 , 4.9 , 1.5 },
{ 5.6 , 3.0 , 4.1 , 1.3 },
{ 7.7 , 3.8 , 6.7 , 2.2 },
{ 5.0 , 3.3 , 1.4 , 0.2 },
{ 5.0 , 3.4 , 1.5 , 0.2 },
{ 7.1 , 3.0 , 5.9 , 2.1 },
{ 6.2 , 2.9 , 4.3 , 1.3 },
{ 5.1 , 3.4 , 1.5 , 0.2 },
{ 5.1 , 3.8 , 1.9 , 0.4 },
{ 4.9 , 3.1 , 1.5 , 0.2 },
{ 6.4 , 3.2 , 4.5 , 1.5 },
{ 4.9 , 3.1 , 1.5 , 0.1 },
{ 4.6 , 3.1 , 1.5 , 0.2 },
{ 5.7 , 4.4 , 1.5 , 0.4 },
{ 5.6 , 2.7 , 4.2 , 1.3 },
{ 6.7 , 3.3 , 5.7 , 2.1 },
{ 5.5 , 2.4 , 3.7 , 1.0 },
{ 5.0 , 2.3 , 3.3 , 1.0 },
{ 5.7 , 2.8 , 4.5 , 1.3 },
{ 6.3 , 3.4 , 5.6 , 2.4 },
{ 5.0 , 3.2 , 1.2 , 0.2 },
{ 5.4 , 3.9 , 1.3 , 0.4 },
{ 4.4 , 2.9 , 1.4 , 0.2 },
{ 6.7 , 3.1 , 5.6 , 2.4 },
{ 5.8 , 2.6 , 4.0 , 1.2 },
{ 5.1 , 3.3 , 1.7 , 0.5 },
{ 6.9 , 3.1 , 5.4 , 2.1 },
{ 7.2 , 3.2 , 6.0 , 1.8 },
{ 7.3 , 2.9 , 6.3 , 1.8 },
},
_y{ 2 , 1 , 1 , 2 , 2 , 1 , 2 , 2 , 1 , 1 , 1 , 0 , 0 , 1 , 0 , 2 , 0 , 2 , 1 , 1 , 2 , 0 , 0 , 0 , 1 , 2 , 2 , 2 , 0 , 2 , 1 , 1 , 0 , 0 , 1 , 2 , 2 , 0 , 0 , 2 , 2 , 1 , 1 , 0 , 2 , 1 , 0 , 2 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 1 , 2 , 2 , 0 , 2 , 0 , 1 , 2 , 2 , 0 , 1 , 1 , 0 , 0 , 0 , 0 , 1 , 2 , 0 , 1 , 2 , 2 , 0 , 2 , 1 , 2 , 0 , 0 , 0 , 2 , 2 , 2 , 2 , 0 , 2 , 2 , 0 , 1 , 1 , 1 , 2 , 2 , 0 , 0 , 2 , 2 , 1 , 1 , 2 , 0 , 1 , 0 , 0 , 2 , 1 , 0 , 1 , 2 , 2 , 1 , 0 , 0 , 1 , 1 , 1 , 1 , 2 , 0 , 0 , 2 , 1 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 2 , 1 , 1 , 1 , 2 , 0 , 0 , 0 , 2 , 1 , 0 , 2 , 2 , 2 },
_tp(0),
_tn(0),
_fp(0),
_fn(0)
{}
template<class Classifier>
void test(Classifier clf) {
for (uint16_t i = 0; i < 150; i++) {
int predicted = clf.predict(_x[i]);
int actual = _y[i];
if (predicted > 0 && predicted == actual) _tp++;
else if (predicted > 0 && predicted != actual) _fp++;
else if (predicted <= 0 && predicted == actual) _tn++;
else _fn++;
}
}
String dump() {
return String("Support:\t")
+ support()
+ "\nTP:\t"
+ _tp
+ "\nTN:\t"
+ _tn
+ "\nFP:\t"
+ _fp
+ "\nFN:\t"
+ _fn
+ "\nAccuracy:\t"
+ accuracy()
+ "\nPrecision:\t"
+ precision()
+ "\nRecall:\t"
+ recall()
+ "\nSpecificity:\t"
+ specificity()
;
}
float accuracy() {
return (1.0f * _tp + _tn) / support();
}
float precision() {
return (1.0f * _tp) / (_tp + _fp);
}
float recall() {
return (1.0f * _tp) / (_tp + _fn);
}
float specificity() {
return (1.0f * _tn) / (_tn + _fp);
}
uint16_t support() {
return _tp + _tn + _fp + _fn;
}
protected:
float _x[150][4];
int _y[150];
uint16_t _tp, _fp, _tn, _fn;
};
}
}
}
| 13,631
|
C++
|
.h
| 223
| 32.340807
| 931
| 0.147772
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,692
|
DigitsTrain.h
|
eloquentarduino_EloquentMicroML/examples/OnboardSEFRExample/DigitsTrain.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Train {
/**
* A tailor made training set
*/
class TrainSet {
public:
TrainSet() :
_x{
{ 0.0 , 0.0 , 0.0 , 0.0 , 0.164675087238 , 0.209586474666 , 0.044911387429 , 0.0 , 0.0 , 0.0 , 0.0 , 0.029940924952 , 0.239527399619 , 0.239527399619 , 0.029940924952 , 0.0 , 0.0 , 0.0 , 0.0 , 0.164675087238 , 0.239527399619 , 0.209586474666 , 0.0 , 0.0 , 0.0 , 0.0 , 0.044911387429 , 0.239527399619 , 0.239527399619 , 0.224556937143 , 0.0 , 0.0 , 0.0 , 0.014970462476 , 0.19461601219 , 0.239527399619 , 0.239527399619 , 0.19461601219 , 0.0 , 0.0 , 0.0 , 0.089822774857 , 0.239527399619 , 0.134734162286 , 0.224556937143 , 0.19461601219 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.179645549714 , 0.239527399619 , 0.014970462476 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.134734162286 , 0.209586474666 , 0.014970462476 , 0.0 },
{ 0.0 , 0.0 , 0.090240359461 , 0.234624934597 , 0.162432647029 , 0.018048071892 , 0.0 , 0.0 , 0.0 , 0.0 , 0.234624934597 , 0.270721078382 , 0.180480718921 , 0.270721078382 , 0.090240359461 , 0.0 , 0.0 , 0.054144215676 , 0.270721078382 , 0.036096143784 , 0.0 , 0.198528790813 , 0.144384575137 , 0.0 , 0.0 , 0.072192287568 , 0.216576862705 , 0.0 , 0.0 , 0.144384575137 , 0.144384575137 , 0.0 , 0.0 , 0.090240359461 , 0.144384575137 , 0.0 , 0.0 , 0.162432647029 , 0.144384575137 , 0.0 , 0.0 , 0.072192287568 , 0.198528790813 , 0.0 , 0.018048071892 , 0.216576862705 , 0.126336503245 , 0.0 , 0.0 , 0.036096143784 , 0.25267300649 , 0.090240359461 , 0.180480718921 , 0.216576862705 , 0.0 , 0.0 , 0.0 , 0.0 , 0.108288431353 , 0.234624934597 , 0.180480718921 , 0.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.02752148805 , 0.206411160375 , 0.178889672325 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.178889672325 , 0.2201719044 , 0.2201719044 , 0.123846696225 , 0.0 , 0.0 , 0.0 , 0.068803720125 , 0.2201719044 , 0.123846696225 , 0.08256446415 , 0.2201719044 , 0.0550429761 , 0.0 , 0.0 , 0.068803720125 , 0.2201719044 , 0.041282232075 , 0.013760744025 , 0.19265041635 , 0.096325208175 , 0.0 , 0.0 , 0.08256446415 , 0.2201719044 , 0.0550429761 , 0.0 , 0.2201719044 , 0.1100859522 , 0.0 , 0.0 , 0.041282232075 , 0.2201719044 , 0.1651289283 , 0.08256446415 , 0.2201719044 , 0.1651289283 , 0.0 , 0.0 , 0.0 , 0.19265041635 , 0.2201719044 , 0.2201719044 , 0.2201719044 , 0.0550429761 , 0.0 , 0.0 , 0.0 , 0.02752148805 , 0.178889672325 , 0.206411160375 , 0.1100859522 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 0.0 , 0.189503567803 , 0.233235160373 , 0.08746318514 , 0.0 , 0.0 , 0.0 , 0.04373159257 , 0.160349172756 , 0.233235160373 , 0.233235160373 , 0.072885987616 , 0.0 , 0.0 , 0.072885987616 , 0.233235160373 , 0.233235160373 , 0.233235160373 , 0.233235160373 , 0.058308790093 , 0.0 , 0.0 , 0.058308790093 , 0.145771975233 , 0.13119477771 , 0.233235160373 , 0.233235160373 , 0.058308790093 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.189503567803 , 0.233235160373 , 0.058308790093 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.174926370279 , 0.233235160373 , 0.058308790093 , 0.0 , 0.0 , 0.0 , 0.0 , 0.029154395047 , 0.233235160373 , 0.233235160373 , 0.102040382663 , 0.0 , 0.0 , 0.0 , 0.0 , 0.014577197523 , 0.174926370279 , 0.204080765326 , 0.072885987616 , 0.0 },
{ 0.0 , 0.0 , 0.043815467838 , 0.175261871351 , 0.146051559459 , 0.014605155946 , 0.0 , 0.0 , 0.0 , 0.014605155946 , 0.233682495135 , 0.233682495135 , 0.233682495135 , 0.146051559459 , 0.0 , 0.0 , 0.0 , 0.07302577973 , 0.233682495135 , 0.189867027297 , 0.087630935676 , 0.233682495135 , 0.014605155946 , 0.0 , 0.0 , 0.07302577973 , 0.233682495135 , 0.102236091621 , 0.0 , 0.189867027297 , 0.043815467838 , 0.0 , 0.0 , 0.07302577973 , 0.233682495135 , 0.058420623784 , 0.0 , 0.189867027297 , 0.102236091621 , 0.0 , 0.0 , 0.014605155946 , 0.233682495135 , 0.116841247567 , 0.0 , 0.204472183243 , 0.102236091621 , 0.0 , 0.0 , 0.0 , 0.189867027297 , 0.204472183243 , 0.189867027297 , 0.233682495135 , 0.043815467838 , 0.0 , 0.0 , 0.0 , 0.029210311892 , 0.189867027297 , 0.219077339189 , 0.087630935676 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 0.079255328119 , 0.253617049979 , 0.12680852499 , 0.0 , 0.0 , 0.0 , 0.0 , 0.063404262495 , 0.253617049979 , 0.253617049979 , 0.12680852499 , 0.0 , 0.0 , 0.0 , 0.031702131247 , 0.237765984356 , 0.253617049979 , 0.253617049979 , 0.12680852499 , 0.0 , 0.0 , 0.0 , 0.063404262495 , 0.12680852499 , 0.190212787484 , 0.253617049979 , 0.079255328119 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.095106393742 , 0.253617049979 , 0.174361721861 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.095106393742 , 0.253617049979 , 0.190212787484 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.095106393742 , 0.253617049979 , 0.237765984356 , 0.015851065624 , 0.0 , 0.0 , 0.0 , 0.0 , 0.063404262495 , 0.237765984356 , 0.174361721861 , 0.031702131247 , 0.0 },
{ 0.0 , 0.0 , 0.066927448141 , 0.217514206458 , 0.133854896282 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.217514206458 , 0.267709792564 , 0.250977930529 , 0.117123034247 , 0.0 , 0.0 , 0.0 , 0.050195586106 , 0.267709792564 , 0.150586758317 , 0.100391172212 , 0.250977930529 , 0.100391172212 , 0.0 , 0.0 , 0.133854896282 , 0.234246068494 , 0.0 , 0.0 , 0.066927448141 , 0.133854896282 , 0.0 , 0.0 , 0.133854896282 , 0.200782344423 , 0.0 , 0.0 , 0.066927448141 , 0.133854896282 , 0.0 , 0.0 , 0.066927448141 , 0.200782344423 , 0.0 , 0.0 , 0.184050482388 , 0.100391172212 , 0.0 , 0.0 , 0.0 , 0.234246068494 , 0.167318620353 , 0.200782344423 , 0.234246068494 , 0.016731862035 , 0.0 , 0.0 , 0.0 , 0.117123034247 , 0.250977930529 , 0.184050482388 , 0.033463724071 , 0.0 , 0.0 },
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{ 0.0 , 0.0 , 0.061640672839 , 0.215742354938 , 0.138691513889 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.200332186728 , 0.246562691357 , 0.246562691357 , 0.154101682098 , 0.0 , 0.0 , 0.0 , 0.061640672839 , 0.246562691357 , 0.061640672839 , 0.077050841049 , 0.246562691357 , 0.092461009259 , 0.0 , 0.0 , 0.123281345679 , 0.215742354938 , 0.0 , 0.01541016821 , 0.231152523148 , 0.077050841049 , 0.0 , 0.0 , 0.092461009259 , 0.246562691357 , 0.0 , 0.0 , 0.200332186728 , 0.061640672839 , 0.0 , 0.0 , 0.061640672839 , 0.231152523148 , 0.01541016821 , 0.107871177469 , 0.246562691357 , 0.01541016821 , 0.0 , 0.0 , 0.03082033642 , 0.231152523148 , 0.215742354938 , 0.246562691357 , 0.107871177469 , 0.0 , 0.0 , 0.0 , 0.0 , 0.061640672839 , 0.200332186728 , 0.138691513889 , 0.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.102356247334 , 0.175467852573 , 0.13160088943 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.175467852573 , 0.233957136765 , 0.233957136765 , 0.014622321048 , 0.0 , 0.0 , 0.0 , 0.0 , 0.160845531526 , 0.233957136765 , 0.233957136765 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.175467852573 , 0.233957136765 , 0.233957136765 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.190090173621 , 0.233957136765 , 0.233957136765 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.190090173621 , 0.233957136765 , 0.233957136765 , 0.0 , 0.0 , 0.0 , 0.0 , 0.014622321048 , 0.204712494669 , 0.233957136765 , 0.233957136765 , 0.014622321048 , 0.0 , 0.0 , 0.0 , 0.0 , 0.058489284191 , 0.175467852573 , 0.175467852573 , 0.13160088943 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 0.0 , 0.196405406354 , 0.224463321547 , 0.098202703177 , 0.0 , 0.0 , 0.0 , 0.0 , 0.070144787983 , 0.224463321547 , 0.224463321547 , 0.112231660774 , 0.0 , 0.0 , 0.0 , 0.014028957597 , 0.16834749116 , 0.224463321547 , 0.224463321547 , 0.112231660774 , 0.0 , 0.0 , 0.070144787983 , 0.196405406354 , 0.224463321547 , 0.224463321547 , 0.224463321547 , 0.070144787983 , 0.0 , 0.0 , 0.014028957597 , 0.056115830387 , 0.098202703177 , 0.224463321547 , 0.224463321547 , 0.112231660774 , 0.0 , 0.0 , 0.0 , 0.0 , 0.028057915193 , 0.224463321547 , 0.224463321547 , 0.098202703177 , 0.0 , 0.0 , 0.0 , 0.0 , 0.028057915193 , 0.224463321547 , 0.224463321547 , 0.04208687279 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.224463321547 , 0.224463321547 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.014514109129 , 0.188683418677 , 0.14514109129 , 0.0 , 0.0 , 0.0 , 0.0 , 0.101598763903 , 0.232225746064 , 0.232225746064 , 0.232225746064 , 0.101598763903 , 0.0 , 0.0 , 0.0 , 0.116112873032 , 0.232225746064 , 0.188683418677 , 0.14514109129 , 0.217711636935 , 0.0 , 0.0 , 0.0 , 0.116112873032 , 0.232225746064 , 0.029028218258 , 0.029028218258 , 0.217711636935 , 0.043542327387 , 0.0 , 0.0 , 0.072570545645 , 0.217711636935 , 0.029028218258 , 0.0 , 0.174169309548 , 0.101598763903 , 0.0 , 0.0 , 0.014514109129 , 0.217711636935 , 0.087084654774 , 0.029028218258 , 0.232225746064 , 0.043542327387 , 0.0 , 0.0 , 0.0 , 0.159655200419 , 0.217711636935 , 0.188683418677 , 0.232225746064 , 0.0 , 0.0 , 0.0 , 0.0 , 0.014514109129 , 0.217711636935 , 0.203197527806 , 0.116112873032 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 0.204603157218 , 0.102301578609 , 0.0 , 0.0 , 0.0 , 0.0 , 0.01461451123 , 0.131530601069 , 0.233832179678 , 0.233832179678 , 0.04384353369 , 0.0 , 0.0 , 0.0 , 0.058458044919 , 0.233832179678 , 0.116916089839 , 0.160759623529 , 0.160759623529 , 0.0 , 0.0 , 0.0 , 0.04384353369 , 0.233832179678 , 0.102301578609 , 0.058458044919 , 0.233832179678 , 0.058458044919 , 0.0 , 0.0 , 0.116916089839 , 0.233832179678 , 0.058458044919 , 0.0 , 0.233832179678 , 0.116916089839 , 0.0 , 0.0 , 0.073072556149 , 0.233832179678 , 0.146145112299 , 0.0 , 0.189988645988 , 0.160759623529 , 0.0 , 0.0 , 0.0 , 0.189988645988 , 0.233832179678 , 0.233832179678 , 0.233832179678 , 0.131530601069 , 0.0 , 0.0 , 0.0 , 0.02922902246 , 0.146145112299 , 0.189988645988 , 0.087687067379 , 0.0 , 0.0 },
},
_y{ 1 , 0 , 0 , 1 , 0 , 1 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 0 , 1 , 0 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 0 , 0 }
{}
template<class Classifier>
void fit(Classifier *clf) {
clf->fit(_x, _y, 70);
}
protected:
float _x[70][64];
int _y[70];
};
}
}
}
| 64,289
|
C++
|
.h
| 95
| 648.842105
| 994
| 0.531515
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,693
|
IrisTrain.h
|
eloquentarduino_EloquentMicroML/examples/OnboardSEFRExample/IrisTrain.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Train {
/**
* A tailor made training set
*/
class TrainSet {
public:
TrainSet() :
_x{
{ 0.707795250293 , 0.318507862632 , 0.601625962749 , 0.188745400078 },
{ 0.786991002941 , 0.557451960416 , 0.262330334314 , 0.032791291789 },
{ 0.769454444683 , 0.3560162356 , 0.505313366658 , 0.160781525755 },
{ 0.788927524557 , 0.289273425671 , 0.525951683038 , 0.13148792076 },
{ 0.757281033453 , 0.354212096293 , 0.525211039331 , 0.158784732821 },
{ 0.800030247462 , 0.539150818942 , 0.26087942852 , 0.034783923803 },
{ 0.817337896536 , 0.514620157078 , 0.257310078539 , 0.030271773946 },
{ 0.736598948602 , 0.338110992801 , 0.567543452202 , 0.1449047112 },
{ 0.764349812349 , 0.355818016093 , 0.513959356579 , 0.158141340486 },
{ 0.776114000116 , 0.549747416749 , 0.307211791713 , 0.032338083338 },
{ 0.767857255278 , 0.349026025126 , 0.511904836852 , 0.162878811726 },
{ 0.811208646353 , 0.559454238864 , 0.167836271659 , 0.027972711943 },
{ 0.724602334863 , 0.376235827717 , 0.543451751147 , 0.195085244002 },
{ 0.775300208596 , 0.2830461079 , 0.541479510765 , 0.159982582726 },
{ 0.762629940405 , 0.341868593975 , 0.525951683038 , 0.157785504911 },
{ 0.732603914541 , 0.360297007151 , 0.552455410965 , 0.168138603337 },
{ 0.723371184771 , 0.341957287346 , 0.578696947817 , 0.157826440314 },
{ 0.740885763364 , 0.331739894044 , 0.552899823406 , 0.187985939958 },
{ 0.72232961803 , 0.354828584296 , 0.570260224761 , 0.164741842709 },
{ 0.79096499646 , 0.569494797451 , 0.221470199009 , 0.031638599858 },
{ 0.784174986282 , 0.566348601204 , 0.246869903089 , 0.058087036021 },
{ 0.800333007811 , 0.560233105468 , 0.208086582031 , 0.048019980469 },
{ 0.788894791013 , 0.552226353709 , 0.252446333124 , 0.094667374922 },
{ 0.766938971955 , 0.571444724202 , 0.285722362101 , 0.060152076232 },
{ 0.756764973013 , 0.352287142609 , 0.534954549888 , 0.130476719485 },
{ 0.693334094194 , 0.385185607886 , 0.577778411829 , 0.192592803943 },
{ 0.805333075381 , 0.54831188111 , 0.222751701701 , 0.034269492569 },
{ 0.808465844224 , 0.522134191061 , 0.269488614741 , 0.033686076843 },
{ 0.828132873387 , 0.507020126563 , 0.236609392396 , 0.033801341771 },
{ 0.794289441035 , 0.573653485192 , 0.191217828397 , 0.058836254892 },
{ 0.785232210919 , 0.576905297818 , 0.224352060262 , 0.016025147162 },
{ 0.780109355696 , 0.576602567254 , 0.237424586516 , 0.050876697111 },
{ 0.806419649012 , 0.542782456066 , 0.2326210526 , 0.031016140347 },
{ 0.706318918233 , 0.378385134768 , 0.567577702152 , 0.189192567384 },
{ 0.729924427872 , 0.391030943503 , 0.534408956121 , 0.169446742185 },
{ 0.758175396576 , 0.326598632371 , 0.536554896038 , 0.174963553056 },
{ 0.779648832449 , 0.580914816335 , 0.229308480132 , 0.045861696026 },
{ 0.735442835436 , 0.354588509942 , 0.551582126577 , 0.170727801083 },
{ 0.782580542281 , 0.383617912883 , 0.460341495459 , 0.168791881668 },
{ 0.764442378201 , 0.271253747104 , 0.554837209985 , 0.184945736662 },
{ 0.777290926661 , 0.579157945355 , 0.243855976992 , 0.030481997124 },
{ 0.754573405879 , 0.34913097884 , 0.52932761308 , 0.1689343446 },
{ 0.745497566353 , 0.372748783177 , 0.524177976342 , 0.174725992114 },
{ 0.795240638101 , 0.541440434452 , 0.270720217226 , 0.033840027153 },
{ 0.78667473765 , 0.358834090858 , 0.48304589154 , 0.138013111868 },
{ 0.767011029307 , 0.350633613397 , 0.514993119677 , 0.153402205861 },
{ 0.733509487319 , 0.354529585537 , 0.550132115489 , 0.18337737183 },
{ 0.747141936983 , 0.339609971356 , 0.54337595417 , 0.176597185105 },
{ 0.765218548536 , 0.333913548452 , 0.528696451715 , 0.153043709707 },
{ 0.734460466367 , 0.373672868853 , 0.54118139627 , 0.167508527417 },
{ 0.732396177267 , 0.385471672246 , 0.539660341144 , 0.154188668898 },
{ 0.698579600742 , 0.378890630911 , 0.568335946366 , 0.213125979887 },
{ 0.816094266747 , 0.533600097488 , 0.219717687201 , 0.031388241029 },
{ 0.785918578702 , 0.570176223764 , 0.231152523148 , 0.061640672839 },
{ 0.826474506134 , 0.49588470368 , 0.264471841963 , 0.033058980245 },
{ 0.823072177557 , 0.514420110973 , 0.240062718454 , 0.017147337032 },
{ 0.806828202995 , 0.537885468663 , 0.240632972823 , 0.042464642263 },
{ 0.763018527597 , 0.335265716671 , 0.531800791962 , 0.150291528163 },
{ 0.818031190035 , 0.517529936553 , 0.250417711235 , 0.016694514082 },
{ 0.822250281336 , 0.5177131401 , 0.228402855927 , 0.060907428247 },
{ 0.826997544026 , 0.52627116438 , 0.19547214677 , 0.030072637965 },
{ 0.741433066224 , 0.294219470724 , 0.576670162618 , 0.176531682434 },
{ 0.739234616273 , 0.375882008274 , 0.526234811584 , 0.187941004137 },
{ 0.769868794743 , 0.354139645582 , 0.50811340453 , 0.153973758949 },
{ 0.795947821237 , 0.553702832165 , 0.242244989072 , 0.03460642701 },
{ 0.730814120023 , 0.347436220995 , 0.563086289198 , 0.167727830825 },
{ 0.860938573268 , 0.440035270781 , 0.248715587833 , 0.057395904885 },
{ 0.797782057841 , 0.542491799332 , 0.255290258509 , 0.063822564627 },
{ 0.715249355053 , 0.405307967863 , 0.53643701629 , 0.190733161347 },
{ 0.767416984553 , 0.347735821126 , 0.515608286497 , 0.155881574987 },
},
_y{ 1 , 0 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 1 }
{}
template<class Classifier>
void fit(Classifier *clf) {
clf->fit(_x, _y, 70);
}
protected:
float _x[70][4];
int _y[70];
};
}
}
}
| 8,830
|
C++
|
.h
| 95
| 65.063158
| 450
| 0.442002
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,694
|
BreastCancerTrain.h
|
eloquentarduino_EloquentMicroML/examples/OnboardSEFRExample/BreastCancerTrain.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Train {
/**
* A tailor made training set
*/
class TrainSet {
public:
TrainSet() :
_x{
{ 0.010697105051 , 0.011857671316 , 0.070960337291 , 0.535319479079 , 6.8970795e-05 , 0.000103389875 , 8.979467e-05 , 5.140977e-05 , 0.000132503508 , 4.3206224e-05 , 0.000221502361 , 0.000454743021 , 0.001447723517 , 0.023231220704 , 2.775411e-06 , 1.9020023e-05 , 1.7667134e-05 , 6.01306e-06 , 1.1293968e-05 , 2.531361e-06 , 0.013402882399 , 0.018078306491 , 0.088004081856 , 0.836270890881 , 9.5895932e-05 , 0.000384910091 , 0.000349761513 , 0.000123616887 , 0.000283178168 , 8.1770183e-05 },
{ 0.01420006255 , 0.023834258834 , 0.095577344086 , 0.567784039497 , 0.000139051382 , 0.000211034776 , 0.000203060894 , 0.000102163988 , 0.000256693438 , 8.0710971e-05 , 0.00033457532 , 0.001094497129 , 0.002628103884 , 0.026565040093 , 6.260043e-06 , 3.8252784e-05 , 3.8809863e-05 , 1.3391751e-05 , 2.3408257e-05 , 4.09508e-06 , 0.016919920685 , 0.033566763243 , 0.116003587908 , 0.80754663409 , 0.000186020819 , 0.000589957983 , 0.00058875644 , 0.000225016376 , 0.000478214414 , 0.0001170959 },
{ 0.012711538284 , 0.019313008202 , 0.083630981269 , 0.535813127221 , 0.000110240839 , 0.000152519916 , 8.6838999e-05 , 5.5491289e-05 , 0.000203607134 , 6.9083641e-05 , 0.000541005295 , 0.001276716865 , 0.003575178091 , 0.047248722899 , 8.163756e-06 , 2.8084062e-05 , 2.3068058e-05 , 1.3425461e-05 , 1.3777787e-05 , 5.017859e-06 , 0.015817566967 , 0.026090640941 , 0.102545305192 , 0.831673948982 , 0.000153354371 , 0.000341385003 , 0.00024829686 , 0.000144268079 , 0.000296324408 , 0.000106717583 },
{ 0.010902163268 , 0.014103998386 , 0.075297152671 , 0.638660894634 , 5.5392316e-05 , 0.000139788823 , 0.000117438535 , 6.3581735e-05 , 0.000136319694 , 4.435935e-05 , 0.000543402035 , 0.002029155897 , 0.006295615408 , 0.066084056951 , 1.785179e-06 , 4.7185837e-05 , 5.0558285e-05 , 2.3260223e-05 , 2.5500939e-05 , 7.302231e-06 , 0.011920153474 , 0.017027165793 , 0.086273248189 , 0.757521203609 , 5.8975187e-05 , 0.000221967362 , 0.000206953428 , 0.000100490988 , 0.000180622173 , 5.8178993e-05 },
{ 0.011036931482 , 0.014234608763 , 0.072590570858 , 0.573274308453 , 6.3360162e-05 , 8.8084471e-05 , 8.8875649e-05 , 3.9677571e-05 , 0.000125006106 , 3.7290851e-05 , 0.000304273828 , 0.000606371917 , 0.001983219229 , 0.029794440482 , 3.808203e-06 , 1.6476279e-05 , 2.4361686e-05 , 7.878813e-06 , 1.8388293e-05 , 1.757074e-06 , 0.013192891216 , 0.019133318495 , 0.088018539596 , 0.810298016203 , 0.000103050919 , 0.000252847265 , 0.000356623431 , 0.000119533792 , 0.000320624837 , 5.6918656e-05 },
{ 0.009751147532 , 0.009202155312 , 0.064676512049 , 0.562586313381 , 5.7461186e-05 , 8.8152465e-05 , 0.000103210537 , 5.2755538e-05 , 9.9707444e-05 , 3.162718e-05 , 0.000328820197 , 0.000346806228 , 0.002244593906 , 0.037415126938 , 3.290816e-06 , 2.0882618e-05 , 2.9039074e-05 , 8.862303e-06 , 1.2694792e-05 , 1.848274e-06 , 0.011931430921 , 0.011147156321 , 0.078741169884 , 0.819305532591 , 8.778647e-05 , 0.000266130514 , 0.000384033129 , 0.000124333667 , 0.000198630614 , 4.8023748e-05 },
{ 0.016957464646 , 0.033063184493 , 0.111346274708 , 0.574695445677 , 0.000190016522 , 0.000188622757 , 0.000161676649 , 8.7791659e-05 , 0.000293464799 , 0.000106390669 , 0.000366405127 , 0.002211439225 , 0.002821598227 , 0.026280198634 , 1.2488127e-05 , 2.7317779e-05 , 4.0186868e-05 , 1.6059261e-05 , 2.1014867e-05 , 4.707826e-06 , 0.019884369503 , 0.05472847494 , 0.135071238943 , 0.795994230875 , 0.000295632877 , 0.00041781954 , 0.000623012605 , 0.000220524472 , 0.000459013016 , 0.000148761101 },
{ 0.01250420285 , 0.023684026582 , 0.083186488425 , 0.566559067245 , 9.7952456e-05 , 0.000137167837 , 0.000140951778 , 6.3329402e-05 , 0.000198054877 , 6.086124e-05 , 0.000318194983 , 0.000888365993 , 0.002475900963 , 0.02799255865 , 4.821944e-06 , 3.6463425e-05 , 4.0771957e-05 , 9.373852e-06 , 1.5969948e-05 , 4.700686e-06 , 0.015015363258 , 0.031931296549 , 0.106724317312 , 0.811139211028 , 0.000144305725 , 0.000565613082 , 0.000604226473 , 0.000147229679 , 0.000362742281 , 0.000115324182 },
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{ 0.016324654525 , 0.029132789774 , 0.110899010337 , 0.551921988799 , 0.000203700812 , 0.000405829196 , 0.000345076322 , 0.000150381231 , 0.000371235795 , 0.000139288471 , 0.000708449981 , 0.001652478164 , 0.004924556466 , 0.03892472353 , 1.3022557e-05 , 0.000106610572 , 8.0922828e-05 , 2.668838e-05 , 8.5239855e-05 , 1.3162646e-05 , 0.021313537563 , 0.037881203582 , 0.141332626347 , 0.811515444293 , 0.000299904774 , 0.001238357987 , 0.000981909386 , 0.00036809094 , 0.000948888413 , 0.000247299933 },
{ 0.016996127423 , 0.024026758798 , 0.107755186987 , 0.683236496113 , 0.000117172842 , 4.9123113e-05 , 3.3418326e-05 , 3.8127153e-05 , 0.000191353177 , 7.6476051e-05 , 0.000239876273 , 0.00305486803 , 0.00152612963 , 0.018470081682 , 5.67668e-06 , 6.390179e-06 , 1.7517881e-05 , 1.5183033e-05 , 3.4840105e-05 , 2.317891e-06 , 0.017348311184 , 0.029753005873 , 0.110168297941 , 0.712063389133 , 0.000126538321 , 6.0249511e-05 , 6.3040893e-05 , 6.5388785e-05 , 0.00025918116 , 8.0467467e-05 },
{ 0.01436502592 , 0.027715507474 , 0.096808284634 , 0.548660981985 , 0.000136732911 , 0.000276232762 , 0.000262052198 , 9.8491506e-05 , 0.000234036939 , 9.5032832e-05 , 0.000343100459 , 0.00184347323 , 0.002350745413 , 0.027600218341 , 8.24202e-06 , 8.3204167e-05 , 8.9268375e-05 , 1.6509404e-05 , 2.0625226e-05 , 1.1621145e-05 , 0.017397130107 , 0.046899619137 , 0.112579837972 , 0.820166889229 , 0.000213630763 , 0.001219759023 , 0.001273944915 , 0.000254788983 , 0.000503352353 , 0.00023922495 },
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{ 0.014872464628 , 0.024585319585 , 0.095816597539 , 0.618491672069 , 9.6489111e-05 , 8.4868964e-05 , 5.2378858e-05 , 3.7307947e-05 , 0.000199438758 , 6.3039846e-05 , 0.000257759987 , 0.001491656386 , 0.001912804013 , 0.022270110117 , 4.911552e-06 , 1.5236283e-05 , 2.3096971e-05 , 1.3053371e-05 , 1.8091708e-05 , 2.156452e-06 , 0.016702582588 , 0.035080935838 , 0.109145589189 , 0.770413512374 , 0.000128108257 , 0.000188634448 , 0.000251586095 , 0.000141338026 , 0.000316522209 , 7.625859e-05 },
{ 0.013055345358 , 0.019278572398 , 0.087223675676 , 0.577372200762 , 9.4378148e-05 , 0.000167266016 , 0.00012759854 , 7.8645472e-05 , 0.000201650465 , 6.1999459e-05 , 0.000227886515 , 0.000880385155 , 0.001889353821 , 0.01884876679 , 3.986447e-06 , 2.7355336e-05 , 2.4006434e-05 , 1.2106191e-05 , 1.3019528e-05 , 3.322935e-06 , 0.015777447546 , 0.029737175539 , 0.109600430169 , 0.803109688063 , 0.000136552824 , 0.000594833054 , 0.000495977764 , 0.000241855198 , 0.000381810649 , 0.000114167115 },
{ 0.007102607044 , 0.007733651526 , 0.04605282072 , 0.47126938988 , 3.1646209e-05 , 3.4304652e-05 , 3.6822117e-05 , 2.897434e-05 , 5.93786e-05 , 1.7716238e-05 , 0.000232177377 , 0.000378291027 , 0.001444353408 , 0.031548867489 , 1.58701e-06 , 4.225984e-06 , 5.756603e-06 , 3.484171e-06 , 3.635219e-06 , 6.6696e-07 , 0.009791259332 , 0.011946209107 , 0.063104448218 , 0.877756021749 , 4.702624e-05 , 8.7272109e-05 , 0.000105901348 , 6.7434487e-05 , 9.4723805e-05 , 2.5261919e-05 },
},
_y{ 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 }
{}
template<class Classifier>
void fit(Classifier *clf) {
clf->fit(_x, _y, 35);
}
protected:
float _x[35][30];
int _y[35];
};
}
}
}
| 21,442
|
C++
|
.h
| 60
| 332.466667
| 597
| 0.603461
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,695
|
DigitsTest.h
|
eloquentarduino_EloquentMicroML/examples/OnboardSEFRExample/DigitsTest.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Test {
/**
* A tailor made test set
*/
class TestSet {
public:
TestSet() :
_x{
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{ 0.0 , 0.0 , 0.123705034923 , 0.176721478461 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.159049330615 , 0.282754365537 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.106032887077 , 0.282754365537 , 0.08836073923 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.159049330615 , 0.282754365537 , 0.159049330615 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.106032887077 , 0.247410069845 , 0.017672147846 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.035344295692 , 0.282754365537 , 0.070688591384 , 0.0 , 0.0 , 0.0 , 0.0 , 0.017672147846 , 0.070688591384 , 0.247410069845 , 0.212065774153 , 0.070688591384 , 0.017672147846 , 0.0 , 0.0 , 0.123705034923 , 0.282754365537 , 0.282754365537 , 0.282754365537 , 0.282754365537 , 0.08836073923 },
{ 0.0 , 0.0 , 0.049820416604 , 0.232495277488 , 0.166068055348 , 0.016606805535 , 0.0 , 0.0 , 0.0 , 0.03321361107 , 0.232495277488 , 0.199281666418 , 0.249102083022 , 0.232495277488 , 0.016606805535 , 0.0 , 0.0 , 0.099640833209 , 0.215888471953 , 0.0 , 0.049820416604 , 0.232495277488 , 0.132854444279 , 0.0 , 0.0 , 0.083034027674 , 0.199281666418 , 0.0 , 0.0 , 0.182674860883 , 0.132854444279 , 0.0 , 0.0 , 0.066427222139 , 0.232495277488 , 0.0 , 0.0 , 0.199281666418 , 0.116247638744 , 0.0 , 0.0 , 0.016606805535 , 0.232495277488 , 0.066427222139 , 0.049820416604 , 0.265708888557 , 0.049820416604 , 0.0 , 0.0 , 0.0 , 0.132854444279 , 0.199281666418 , 0.199281666418 , 0.199281666418 , 0.0 , 0.0 , 0.0 , 0.0 , 0.03321361107 , 0.249102083022 , 0.166068055348 , 0.049820416604 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.064965546943 , 0.178655254094 , 0.243620801037 , 0.129931093886 , 0.0 , 0.0 , 0.0 , 0.0 , 0.211138027566 , 0.259862187773 , 0.178655254094 , 0.211138027566 , 0.113689707151 , 0.0 , 0.0 , 0.048724160207 , 0.259862187773 , 0.19489664083 , 0.0 , 0.064965546943 , 0.129931093886 , 0.0 , 0.0 , 0.097448320415 , 0.259862187773 , 0.081206933679 , 0.0 , 0.064965546943 , 0.129931093886 , 0.0 , 0.0 , 0.113689707151 , 0.146172480622 , 0.0 , 0.0 , 0.146172480622 , 0.113689707151 , 0.0 , 0.0 , 0.064965546943 , 0.162413867358 , 0.0 , 0.032482773472 , 0.243620801037 , 0.032482773472 , 0.0 , 0.0 , 0.016241386736 , 0.259862187773 , 0.19489664083 , 0.227379414301 , 0.162413867358 , 0.0 , 0.0 , 0.0 , 0.0 , 0.064965546943 , 0.227379414301 , 0.227379414301 , 0.016241386736 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.083194790705 , 0.216306455833 , 0.216306455833 , 0.083194790705 , 0.0 , 0.0 , 0.0 , 0.0 , 0.266223330256 , 0.266223330256 , 0.16638958141 , 0.249584372115 , 0.049916874423 , 0.0 , 0.0 , 0.083194790705 , 0.266223330256 , 0.033277916282 , 0.016638958141 , 0.133111665128 , 0.066555832564 , 0.0 , 0.0 , 0.066555832564 , 0.216306455833 , 0.0 , 0.0 , 0.066555832564 , 0.133111665128 , 0.0 , 0.0 , 0.133111665128 , 0.199667497692 , 0.0 , 0.0 , 0.099833748846 , 0.116472706987 , 0.0 , 0.0 , 0.083194790705 , 0.249584372115 , 0.0 , 0.0 , 0.116472706987 , 0.116472706987 , 0.0 , 0.0 , 0.0 , 0.266223330256 , 0.133111665128 , 0.083194790705 , 0.249584372115 , 0.049916874423 , 0.0 , 0.0 , 0.0 , 0.083194790705 , 0.232945413974 , 0.249584372115 , 0.149750623269 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 0.054856318899 , 0.191997116147 , 0.191997116147 , 0.068570398624 , 0.0 , 0.0 , 0.0 , 0.0 , 0.123426717523 , 0.219425275596 , 0.219425275596 , 0.095998558073 , 0.0 , 0.0 , 0.0 , 0.068570398624 , 0.205711195871 , 0.219425275596 , 0.205711195871 , 0.041142239174 , 0.0 , 0.0 , 0.054856318899 , 0.205711195871 , 0.219425275596 , 0.219425275596 , 0.164568956697 , 0.0 , 0.0 , 0.0 , 0.068570398624 , 0.219425275596 , 0.219425275596 , 0.219425275596 , 0.164568956697 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.164568956697 , 0.219425275596 , 0.178283036422 , 0.013714079725 , 0.0 , 0.0 , 0.0 , 0.0 , 0.109712637798 , 0.219425275596 , 0.219425275596 , 0.095998558073 , 0.0 , 0.0 , 0.0 , 0.0 , 0.054856318899 , 0.191997116147 , 0.205711195871 , 0.082284478349 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 0.015353757179 , 0.214952600501 , 0.199598843322 , 0.015353757179 , 0.0 , 0.0 , 0.0 , 0.0 , 0.015353757179 , 0.245660114858 , 0.245660114858 , 0.046061271536 , 0.0 , 0.0 , 0.076768785893 , 0.168891328965 , 0.230306357679 , 0.245660114858 , 0.245660114858 , 0.0 , 0.0 , 0.0 , 0.061415028715 , 0.230306357679 , 0.245660114858 , 0.245660114858 , 0.230306357679 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.122830057429 , 0.245660114858 , 0.10747630025 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.153537571786 , 0.245660114858 , 0.046061271536 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.122830057429 , 0.245660114858 , 0.092122543072 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.030707514357 , 0.199598843322 , 0.230306357679 , 0.030707514357 , 0.0 },
{ 0.0 , 0.0 , 0.111803398875 , 0.22360679775 , 0.209631372891 , 0.111803398875 , 0.0 , 0.0 , 0.0 , 0.013975424859 , 0.22360679775 , 0.22360679775 , 0.22360679775 , 0.027950849719 , 0.0 , 0.0 , 0.0 , 0.027950849719 , 0.22360679775 , 0.22360679775 , 0.139754248594 , 0.0 , 0.0 , 0.0 , 0.0 , 0.027950849719 , 0.22360679775 , 0.22360679775 , 0.167705098312 , 0.0 , 0.0 , 0.0 , 0.0 , 0.083852549156 , 0.22360679775 , 0.22360679775 , 0.181680523172 , 0.0 , 0.0 , 0.0 , 0.0 , 0.013975424859 , 0.22360679775 , 0.22360679775 , 0.153729673453 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.22360679775 , 0.22360679775 , 0.139754248594 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.097827974016 , 0.209631372891 , 0.209631372891 , 0.0 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 0.0 , 0.189169998336 , 0.173405831808 , 0.015764166528 , 0.0 , 0.0 , 0.0 , 0.0 , 0.015764166528 , 0.252226664448 , 0.252226664448 , 0.110349165696 , 0.0 , 0.0 , 0.0 , 0.015764166528 , 0.220698331392 , 0.252226664448 , 0.252226664448 , 0.110349165696 , 0.0 , 0.0 , 0.015764166528 , 0.220698331392 , 0.252226664448 , 0.220698331392 , 0.252226664448 , 0.126113332224 , 0.0 , 0.0 , 0.07882083264 , 0.189169998336 , 0.047292499584 , 0.126113332224 , 0.252226664448 , 0.110349165696 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.126113332224 , 0.252226664448 , 0.063056666112 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.126113332224 , 0.252226664448 , 0.015764166528 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.173405831808 , 0.189169998336 , 0.0 , 0.0 },
{ 0.0 , 0.0 , 0.0 , 0.152074766168 , 0.197697196019 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.197697196019 , 0.243319625869 , 0.076037383084 , 0.0 , 0.0 , 0.0 , 0.0 , 0.0 , 0.243319625869 , 0.243319625869 , 0.060829906467 , 0.0 , 0.0 , 0.0 , 0.0 , 0.04562242985 , 0.243319625869 , 0.243319625869 , 0.106452336318 , 0.0 , 0.0 , 0.0 , 0.0 , 0.106452336318 , 0.243319625869 , 0.243319625869 , 0.136867289551 , 0.0 , 0.0 , 0.0 , 0.0 , 0.136867289551 , 0.243319625869 , 0.243319625869 , 0.152074766168 , 0.0 , 0.0 , 0.0 , 0.0 , 0.152074766168 , 0.243319625869 , 0.243319625869 , 0.212904672635 , 0.0 , 0.0 , 0.0 , 0.0 , 0.015207476617 , 0.076037383084 , 0.106452336318 , 0.228112149252 , 0.121659812934 , 0.0 },
{ 0.0 , 0.0 , 0.070492489073 , 0.197378969404 , 0.140984978146 , 0.098689484702 , 0.0 , 0.0 , 0.0 , 0.0 , 0.225575965034 , 0.225575965034 , 0.225575965034 , 0.225575965034 , 0.042295493444 , 0.0 , 0.0 , 0.042295493444 , 0.225575965034 , 0.140984978146 , 0.028196995629 , 0.225575965034 , 0.098689484702 , 0.0 , 0.0 , 0.098689484702 , 0.225575965034 , 0.042295493444 , 0.0 , 0.169181973775 , 0.112787982517 , 0.0 , 0.0 , 0.112787982517 , 0.225575965034 , 0.014098497815 , 0.0 , 0.169181973775 , 0.112787982517 , 0.0 , 0.0 , 0.098689484702 , 0.225575965034 , 0.070492489073 , 0.028196995629 , 0.225575965034 , 0.056393991258 , 0.0 , 0.0 , 0.028196995629 , 0.225575965034 , 0.211477467219 , 0.197378969404 , 0.18328047159 , 0.0 , 0.0 , 0.0 , 0.0 , 0.098689484702 , 0.211477467219 , 0.18328047159 , 0.028196995629 , 0.0 , 0.0 },
},
_y{ 1 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 },
_tp(0),
_tn(0),
_fp(0),
_fn(0)
{}
template<class Classifier>
void test(Classifier clf) {
for (uint16_t i = 0; i < 30; i++) {
int predicted = clf.predict(_x[i]);
int actual = _y[i];
if (predicted > 0 && predicted == actual) _tp++;
else if (predicted > 0 && predicted != actual) _fp++;
else if (predicted <= 0 && predicted == actual) _tn++;
else _fn++;
}
}
String dump() {
return String("Support:\t")
+ support()
+ "\nTP:\t"
+ _tp
+ "\nTN:\t"
+ _tn
+ "\nFP:\t"
+ _fp
+ "\nFN:\t"
+ _fn
+ "\nAccuracy:\t"
+ accuracy()
+ "\nPrecision:\t"
+ precision()
+ "\nRecall:\t"
+ recall()
+ "\nSpecificity:\t"
+ specificity()
;
}
float accuracy() {
return (1.0f * _tp + _tn) / support();
}
float precision() {
return (1.0f * _tp) / (_tp + _fp);
}
float recall() {
return (1.0f * _tp) / (_tp + _fn);
}
float specificity() {
return (1.0f * _tn) / (_tn + _fp);
}
uint16_t support() {
return _tp + _tn + _fp + _fn;
}
protected:
float _x[30][64];
int _y[30];
uint16_t _tp, _fp, _tn, _fn;
};
}
}
}
| 30,180
|
C++
|
.h
| 103
| 269.135922
| 985
| 0.516463
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,696
|
BreastCancerTest.h
|
eloquentarduino_EloquentMicroML/examples/OnboardSEFRExample/BreastCancerTest.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Test {
/**
* A tailor made test set
*/
class TestSet {
public:
TestSet() :
_x{
{ 0.020360148162 , 0.04148169555 , 0.129209032629 , 0.612655934782 , 0.000213025357 , 0.000110278068 , 1.4206545e-05 , 1.6511546e-05 , 0.000280843977 , 0.000143334445 , 0.000696909128 , 0.004250105517 , 0.004435254509 , 0.041710531383 , 2.3154026e-05 , 3.0435166e-05 , 1.1042369e-05 , 1.092171e-05 , 3.7466667e-05 , 1.1789206e-05 , 0.022717157242 , 0.054691764093 , 0.143147215186 , 0.761607258824 , 0.000273770869 , 0.000197069259 , 4.2625875e-05 , 4.9532556e-05 , 0.000402335001 , 0.000186979679 },
{ 0.01436502592 , 0.027715507474 , 0.096808284634 , 0.548660981985 , 0.000136732911 , 0.000276232762 , 0.000262052198 , 9.8491506e-05 , 0.000234036939 , 9.5032832e-05 , 0.000343100459 , 0.00184347323 , 0.002350745413 , 0.027600218341 , 8.24202e-06 , 8.3204167e-05 , 8.9268375e-05 , 1.6509404e-05 , 2.0625226e-05 , 1.1621145e-05 , 0.017397130107 , 0.046899619137 , 0.112579837972 , 0.820166889229 , 0.000213630763 , 0.001219759023 , 0.001273944915 , 0.000254788983 , 0.000503352353 , 0.00023922495 },
{ 0.016337610679 , 0.019423875965 , 0.105925033558 , 0.636848392299 , 0.000132023571 , 0.000187992747 , 0.000143168417 , 8.5570379e-05 , 0.00023783838 , 8.4529377e-05 , 0.000350266616 , 0.001244303782 , 0.001879927466 , 0.01587222147 , 8.320669e-06 , 4.3783327e-05 , 4.8743396e-05 , 1.6937718e-05 , 2.6135278e-05 , 5.637333e-06 , 0.019019722178 , 0.02840098888 , 0.118380318461 , 0.753073223894 , 0.000188115217 , 0.000586757817 , 0.000594963363 , 0.000209180203 , 0.000431954669 , 0.000124430378 },
{ 0.010835045096 , 0.013248826145 , 0.070188437743 , 0.551326470148 , 6.1814371e-05 , 5.6798021e-05 , 6.5866556e-05 , 4.4756085e-05 , 0.000121228445 , 3.6348306e-05 , 0.000503927362 , 0.000685028365 , 0.003390755556 , 0.053433560914 , 7.295282e-06 , 1.4853519e-05 , 2.3598418e-05 , 1.2197011e-05 , 1.0450728e-05 , 1.313421e-06 , 0.013329735007 , 0.016559347079 , 0.086842178495 , 0.824596151389 , 0.000101136077 , 0.000137882186 , 0.000190742642 , 0.000102484558 , 0.000178673737 , 4.3063742e-05 },
{ 0.02058191747 , 0.030113955944 , 0.130635474204 , 0.631219278146 , 0.000229497487 , 0.000163137499 , 2.1937855e-05 , 2.6106857e-05 , 0.000555124873 , 0.0001408556 , 0.001043869521 , 0.002916277588 , 0.006702783742 , 0.070063518466 , 1.5206738e-05 , 2.2241423e-05 , 1.551233e-05 , 1.658089e-05 , 8.4655025e-05 , 1.2047606e-05 , 0.022302136727 , 0.035315089463 , 0.141381785096 , 0.745968021561 , 0.000258032889 , 0.000199666861 , 4.387571e-05 , 5.2193476e-05 , 0.000719861165 , 0.000162307746 },
{ 0.021446154855 , 0.041163125887 , 0.139641094685 , 0.595000752143 , 0.000253201917 , 0.000335623179 , 0.000743454034 , 0.000103917297 , 0.000501415804 , 0.000191112816 , 0.00077765767 , 0.002836051489 , 0.004477350969 , 0.041970711738 , 2.2681286e-05 , 0.00020441423 , 0.000721601711 , 7.8905888e-05 , 9.9689348e-05 , 2.2705039e-05 , 0.024488853312 , 0.053799469206 , 0.155579038984 , 0.771244487908 , 0.000352012421 , 0.001036797718 , 0.002973816134 , 0.000415669188 , 0.001004256759 , 0.000279092169 },
{ 0.012310701224 , 0.023145671701 , 0.080281694336 , 0.484466869923 , 0.00010893223 , 0.000122524487 , 0.000109514755 , 6.6728272e-05 , 0.000184951781 , 6.3980695e-05 , 0.000413107521 , 0.001143691328 , 0.002841752562 , 0.035398120396 , 7.554382e-06 , 2.5708783e-05 , 2.8864128e-05 , 1.2524294e-05 , 1.5873814e-05 , 3.496123e-06 , 0.016592262138 , 0.032495202678 , 0.108543879874 , 0.862428698502 , 0.000179709053 , 0.000394272537 , 0.000390680298 , 0.000166602234 , 0.000328447179 , 0.000100097263 },
{ 0.016148142414 , 0.019605587013 , 0.104580998668 , 0.602104596382 , 0.000138163775 , 0.00012184142 , 8.833905e-05 , 3.6839206e-05 , 0.00022446588 , 8.0981929e-05 , 0.000353248991 , 0.000977465152 , 0.002476495202 , 0.026627683797 , 7.35444e-06 , 1.9123153e-05 , 3.1117001e-05 , 7.584937e-06 , 1.9136554e-05 , 3.24571e-06 , 0.018439704532 , 0.027739962486 , 0.120447721173 , 0.780739234036 , 0.000200210164 , 0.00028892444 , 0.000408728916 , 8.7749408e-05 , 0.000368124043 , 0.00011124127 },
{ 0.012306261714 , 0.018062011584 , 0.07993632269 , 0.549556989799 , 9.5120459e-05 , 0.000114194747 , 0.000108171288 , 6.7956332e-05 , 0.000169577107 , 5.6536857e-05 , 0.000353543589 , 0.000962080284 , 0.002288077892 , 0.033538955276 , 3.061088e-06 , 2.3884689e-05 , 2.1517135e-05 , 1.0641445e-05 , 1.5200868e-05 , 3.436718e-06 , 0.014949891015 , 0.025683360613 , 0.096793642441 , 0.824460973431 , 0.000114445724 , 0.000358897775 , 0.000300085389 , 0.00015343089 , 0.000309371556 , 9.1523116e-05 },
{ 0.016419681157 , 0.021414000842 , 0.105291205417 , 0.606570388062 , 0.000133040467 , 9.803918e-05 , 5.6798414e-05 , 2.5491555e-05 , 0.000284470976 , 8.1660548e-05 , 0.000310742466 , 0.001717224988 , 0.001971730046 , 0.022111837291 , 8.167423e-06 , 2.4793719e-05 , 2.7461917e-05 , 9.615092e-06 , 2.6983009e-05 , 3.567176e-06 , 0.018704753451 , 0.0340708384 , 0.120109967661 , 0.777061410739 , 0.000188415841 , 0.000274071845 , 0.000310195143 , 0.000104429172 , 0.000462350855 , 0.000108424628 },
{ 0.02513116435 , 0.051636018504 , 0.158556919053 , 0.619080293113 , 0.000263699382 , 0.000182228538 , 4.8692397e-05 , 1.8143131e-05 , 0.000542423496 , 0.000199399661 , 0.000479258295 , 0.00293350231 , 0.00335450144 , 0.025158760797 , 2.7498326e-05 , 5.0470835e-05 , 4.8692397e-05 , 1.8143131e-05 , 7.8925838e-05 , 7.917114e-06 , 0.027486061156 , 0.067335330544 , 0.175574728002 , 0.742651049986 , 0.000397695463 , 0.000416093094 , 0.000210959506 , 7.8619211e-05 , 0.00095207742 , 0.000227180084 },
{ 0.013991948221 , 0.014565388721 , 0.091530661276 , 0.623043104164 , 0.000108189108 , 0.000127972805 , 9.5248467e-05 , 6.7513062e-05 , 0.00020223335 , 6.065089e-05 , 0.000488858027 , 0.000704567229 , 0.003645170117 , 0.040867193027 , 5.264184e-06 , 4.2166991e-05 , 4.2396368e-05 , 1.5511566e-05 , 2.3195668e-05 , 4.626709e-06 , 0.015616696306 , 0.017432591226 , 0.104557317987 , 0.76802797746 , 0.000122047253 , 0.000295226285 , 0.000248873177 , 0.000133516063 , 0.000301151836 , 8.0979356e-05 },
{ 0.011359644435 , 0.016479284436 , 0.072823688106 , 0.565713129218 , 5.8188041e-05 , 4.7289306e-05 , 2.3392926e-05 , 2.3563108e-05 , 0.000108349168 , 4.0396938e-05 , 0.000269100191 , 0.000841691507 , 0.001748619424 , 0.028725293137 , 2.856929e-06 , 6.572568e-06 , 7.807096e-06 , 5.382713e-06 , 1.0352735e-05 , 2.157056e-06 , 0.013607464214 , 0.024024017069 , 0.087785516918 , 0.815455124845 , 8.3743696e-05 , 0.000109980078 , 0.000103456437 , 7.0731868e-05 , 0.000209040149 , 5.9932406e-05 },
{ 0.011215358643 , 0.009606781308 , 0.073407299029 , 0.609663576546 , 6.2855798e-05 , 7.3854126e-05 , 6.3034529e-05 , 5.0765935e-05 , 0.000111004603 , 3.9250564e-05 , 0.000383186101 , 0.000525021769 , 0.0029713998 , 0.039001617136 , 3.591851e-06 , 1.9360377e-05 , 2.174771e-05 , 8.642912e-06 , 1.2287744e-05 , 2.38861e-06 , 0.012772870031 , 0.012460091105 , 0.086109953383 , 0.783223964424 , 8.0109705e-05 , 0.000179496804 , 0.000158878928 , 9.2940024e-05 , 0.000175922188 , 5.0548904e-05 },
{ 0.017420546421 , 0.02835375394 , 0.11090476341 , 0.61848988594 , 0.000144021948 , 8.2762718e-05 , 4.5910398e-05 , 3.4447921e-05 , 0.00029034244 , 8.9325666e-05 , 0.000491313848 , 0.001450351222 , 0.003301133059 , 0.035491338932 , 1.2593603e-05 , 1.318941e-05 , 2.0399581e-05 , 1.3110776e-05 , 4.8662603e-05 , 3.60811e-06 , 0.019416650698 , 0.033979138721 , 0.12371309919 , 0.765475746364 , 0.000188873806 , 0.000131863858 , 0.000137247291 , 9.5510565e-05 , 0.000499933389 , 0.000106398407 },
{ 0.01250420285 , 0.023684026582 , 0.083186488425 , 0.566559067245 , 9.7952456e-05 , 0.000137167837 , 0.000140951778 , 6.3329402e-05 , 0.000198054877 , 6.086124e-05 , 0.000318194983 , 0.000888365993 , 0.002475900963 , 0.02799255865 , 4.821944e-06 , 3.6463425e-05 , 4.0771957e-05 , 9.373852e-06 , 1.5969948e-05 , 4.700686e-06 , 0.015015363258 , 0.031931296549 , 0.106724317312 , 0.811139211028 , 0.000144305725 , 0.000565613082 , 0.000604226473 , 0.000147229679 , 0.000362742281 , 0.000115324182 },
{ 0.016204566863 , 0.013102583997 , 0.10528776592 , 0.669740856584 , 0.000154620073 , 0.000125396759 , 8.2364232e-05 , 7.851969e-05 , 0.000287801731 , 7.9537715e-05 , 0.000491167248 , 0.001214444257 , 0.003176238826 , 0.039104146938 , 1.6048869e-05 , 3.4002044e-05 , 1.3917004e-05 , 9.867659e-06 , 3.0804247e-05 , 7.38248e-06 , 0.016863289093 , 0.014958983009 , 0.109419750818 , 0.725193291598 , 0.000173782901 , 0.000165159628 , 0.00010226962 , 8.8711919e-05 , 0.000324570408 , 8.6124937e-05 },
{ 0.016324654525 , 0.029132789774 , 0.110899010337 , 0.551921988799 , 0.000203700812 , 0.000405829196 , 0.000345076322 , 0.000150381231 , 0.000371235795 , 0.000139288471 , 0.000708449981 , 0.001652478164 , 0.004924556466 , 0.03892472353 , 1.3022557e-05 , 0.000106610572 , 8.0922828e-05 , 2.668838e-05 , 8.5239855e-05 , 1.3162646e-05 , 0.021313537563 , 0.037881203582 , 0.141332626347 , 0.811515444293 , 0.000299904774 , 0.001238357987 , 0.000981909386 , 0.00036809094 , 0.000948888413 , 0.000247299933 },
{ 0.018206267349 , 0.030649631328 , 0.115580017296 , 0.634402295495 , 0.000131017515 , 7.5674326e-05 , 5.9705611e-05 , 3.5897415e-05 , 0.000244038031 , 9.1224507e-05 , 0.000438978701 , 0.001517832846 , 0.002947451416 , 0.029216954233 , 1.4941695e-05 , 1.4835452e-05 , 3.3209133e-05 , 1.4431405e-05 , 3.5140833e-05 , 3.454523e-06 , 0.019848211884 , 0.038376429141 , 0.125560464472 , 0.751270112427 , 0.000207657691 , 0.000147259888 , 0.000232447834 , 0.000112054666 , 0.000386339891 , 0.000106903467 },
{ 0.011009156504 , 0.015153441073 , 0.07441267564 , 0.652479851468 , 7.0032069e-05 , 0.000103232457 , 0.000111647833 , 8.4672518e-05 , 9.4183046e-05 , 4.163882e-05 , 0.000299149331 , 0.001677311279 , 0.003343671041 , 0.038676146673 , 4.348905e-06 , 3.4871936e-05 , 1.2300283e-05 , 1.0622971e-05 , 1.761465e-05 , 5.988751e-06 , 0.011718123128 , 0.018859664965 , 0.081444702308 , 0.7481615258 , 8.0234271e-05 , 0.000162370649 , 0.000140179417 , 0.000106114435 , 0.00013320503 , 5.304569e-05 },
{ 0.010386336869 , 0.011301629318 , 0.068144638998 , 0.610567035744 , 5.2685126e-05 , 5.9494009e-05 , 8.3157668e-05 , 4.3147109e-05 , 9.4710444e-05 , 3.1806413e-05 , 0.000476007884 , 0.001031936425 , 0.003143248213 , 0.052205155872 , 5.99963e-06 , 1.5191622e-05 , 2.8357323e-05 , 1.0665389e-05 , 1.2797351e-05 , 2.353529e-06 , 0.011893220779 , 0.01521394643 , 0.078078910695 , 0.783021527559 , 7.4674469e-05 , 0.000118150861 , 0.000192323035 , 8.3157668e-05 , 0.000130652416 , 4.1416983e-05 },
{ 0.013891208266 , 0.022822628081 , 0.089855784249 , 0.629665096985 , 8.5266555e-05 , 8.1769999e-05 , 2.9473685e-05 , 2.8095966e-05 , 0.000160100451 , 5.573586e-05 , 0.000353551204 , 0.00105561781 , 0.00216539423 , 0.032077099252 , 4.625335e-06 , 1.7273746e-05 , 1.0651193e-05 , 8.177e-06 , 1.9810649e-05 , 2.748787e-06 , 0.015306933322 , 0.027658896896 , 0.097770542447 , 0.763636394216 , 0.000105941841 , 0.000167796674 , 8.7309379e-05 , 6.5997492e-05 , 0.000239628093 , 6.8847945e-05 },
{ 0.007925414861 , 0.004572863049 , 0.054098996384 , 0.440986118736 , 5.2160596e-05 , 0.000122295451 , 0.000132207727 , 6.4804254e-05 , 0.000106567974 , 3.4675342e-05 , 0.000482397403 , 0.000398825907 , 0.003783845928 , 0.067579690923 , 2.819051e-06 , 2.1604355e-05 , 2.3670514e-05 , 6.991458e-06 , 1.3229584e-05 , 2.728299e-06 , 0.011181046647 , 0.007634654783 , 0.081324712806 , 0.889461512215 , 7.1456492e-05 , 0.000293227133 , 0.000313624394 , 0.000116920795 , 0.000202695018 , 5.2380869e-05 },
{ 0.021607044058 , 0.047962387286 , 0.137221280331 , 0.614996055916 , 0.000238328093 , 0.000177444853 , 4.9583201e-05 , 3.4333856e-05 , 0.000391962965 , 0.000157492865 , 0.000536694776 , 0.004590783476 , 0.003789507991 , 0.032416273177 , 2.4015436e-05 , 4.0063774e-05 , 3.9127811e-05 , 2.130571e-05 , 5.2025836e-05 , 9.672377e-06 , 0.02376432421 , 0.072046308555 , 0.153018506414 , 0.754933911252 , 0.000353383034 , 0.000379863934 , 0.000214860537 , 0.000148772431 , 0.000657000241 , 0.000210272037 },
{ 0.014018671469 , 0.019862445681 , 0.091520529457 , 0.569049488805 , 0.000123262123 , 0.000131032533 , 0.000130500313 , 7.8129877e-05 , 0.000226512778 , 7.2137082e-05 , 0.000305600651 , 0.000951289802 , 0.0020192422 , 0.025812663867 , 6.95292e-06 , 2.4865312e-05 , 3.0921975e-05 , 1.2932943e-05 , 1.8553185e-05 , 3.877754e-06 , 0.016679770837 , 0.029751090932 , 0.109424406003 , 0.808335543956 , 0.000190108939 , 0.000443445599 , 0.000532858537 , 0.000222255019 , 0.000415131501 , 0.000125497446 },
{ 0.008633159613 , 0.009713444105 , 0.056338887441 , 0.515072352814 , 4.1064485e-05 , 4.6903491e-05 , 4.9228154e-05 , 3.6241949e-05 , 7.2110129e-05 , 2.4892125e-05 , 0.000359547851 , 0.000363513453 , 0.0025006079 , 0.043781149989 , 2.025647e-06 , 7.530084e-06 , 1.0342471e-05 , 6.244683e-06 , 6.317613e-06 , 7.73976e-07 , 0.011331591762 , 0.012115595697 , 0.075619914453 , 0.850553106505 , 5.4378878e-05 , 0.000106478674 , 0.000122477824 , 8.1545526e-05 , 0.000116278723 , 3.0033732e-05 },
{ 0.01494386853 , 0.024608948832 , 0.101875170752 , 0.629427470574 , 0.000123099165 , 0.0002495724 , 0.000231613636 , 8.7344898e-05 , 0.000225192017 , 8.3611652e-05 , 0.000230851749 , 0.001272351224 , 0.002243212894 , 0.020908355023 , 6.997388e-06 , 6.4608014e-05 , 5.9873431e-05 , 1.7719314e-05 , 2.1343719e-05 , 8.808502e-06 , 0.016358801457 , 0.034840002305 , 0.118419001899 , 0.759383617879 , 0.000179696482 , 0.000840796682 , 0.000755683024 , 0.000240320916 , 0.000391392216 , 0.000155751463 },
{ 0.009751147532 , 0.009202155312 , 0.064676512049 , 0.562586313381 , 5.7461186e-05 , 8.8152465e-05 , 0.000103210537 , 5.2755538e-05 , 9.9707444e-05 , 3.162718e-05 , 0.000328820197 , 0.000346806228 , 0.002244593906 , 0.037415126938 , 3.290816e-06 , 2.0882618e-05 , 2.9039074e-05 , 8.862303e-06 , 1.2694792e-05 , 1.848274e-06 , 0.011931430921 , 0.011147156321 , 0.078741169884 , 0.819305532591 , 8.778647e-05 , 0.000266130514 , 0.000384033129 , 0.000124333667 , 0.000198630614 , 4.8023748e-05 },
{ 0.012823065226 , 0.020770242321 , 0.084503826318 , 0.579814241563 , 0.000101682222 , 0.000128317412 , 0.000109924382 , 7.8335221e-05 , 0.000169441451 , 5.7729821e-05 , 0.000310339001 , 0.001111390159 , 0.002125609594 , 0.030574074327 , 5.815494e-06 , 2.0041462e-05 , 2.0084842e-05 , 1.0272334e-05 , 1.6484319e-05 , 2.797129e-06 , 0.01501808248 , 0.028969022184 , 0.099426473265 , 0.802612830869 , 0.00014297978 , 0.000296370709 , 0.000262360956 , 0.000140029954 , 0.000288128549 , 7.7311458e-05 },
{ 0.009711167199 , 0.01255507894 , 0.062290346915 , 0.54938043673 , 4.6099962e-05 , 6.157554e-05 , 7.4952647e-05 , 4.2229792e-05 , 9.9715613e-05 , 2.8740358e-05 , 0.000280561849 , 0.000338818641 , 0.001559811556 , 0.029434741801 , 1.976953e-06 , 9.404821e-06 , 1.8942392e-05 , 6.126919e-06 , 1.0027725e-05 , 1.703794e-06 , 0.012539761641 , 0.015526634834 , 0.07806716429 , 0.828665844621 , 6.3771019e-05 , 0.000163690862 , 0.000293836841 , 9.9868786e-05 , 0.000201984109 , 4.7422356e-05 },
},
_y{ 1 , 0 , 1 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 },
_tp(0),
_tn(0),
_fp(0),
_fn(0)
{}
template<class Classifier>
void test(Classifier clf) {
for (uint16_t i = 0; i < 30; i++) {
int predicted = clf.predict(_x[i]);
int actual = _y[i];
if (predicted > 0 && predicted == actual) _tp++;
else if (predicted > 0 && predicted != actual) _fp++;
else if (predicted <= 0 && predicted == actual) _tn++;
else _fn++;
}
}
String dump() {
return String("Support:\t")
+ support()
+ "\nTP:\t"
+ _tp
+ "\nTN:\t"
+ _tn
+ "\nFP:\t"
+ _fp
+ "\nFN:\t"
+ _fn
+ "\nAccuracy:\t"
+ accuracy()
+ "\nPrecision:\t"
+ precision()
+ "\nRecall:\t"
+ recall()
+ "\nSpecificity:\t"
+ specificity()
;
}
float accuracy() {
return (1.0f * _tp + _tn) / support();
}
float precision() {
return (1.0f * _tp) / (_tp + _fp);
}
float recall() {
return (1.0f * _tp) / (_tp + _fn);
}
float specificity() {
return (1.0f * _tn) / (_tn + _fp);
}
uint16_t support() {
return _tp + _tn + _fp + _fn;
}
protected:
float _x[30][30];
int _y[30];
uint16_t _tp, _fp, _tn, _fn;
};
}
}
}
| 20,423
|
C++
|
.h
| 103
| 174.417476
| 599
| 0.570205
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,697
|
IrisTest.h
|
eloquentarduino_EloquentMicroML/examples/OnboardSEFRExample/IrisTest.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Test {
/**
* A tailor made test set
*/
class TestSet {
public:
TestSet() :
_x{
{ 0.726348457434 , 0.380468239608 , 0.541879007927 , 0.184469449507 },
{ 0.759117071609 , 0.393114197798 , 0.488003831749 , 0.176223605909 },
{ 0.769230769231 , 0.307692307692 , 0.538461538462 , 0.153846153846 },
{ 0.765783108489 , 0.603790527847 , 0.220898973603 , 0.01472659824 },
{ 0.825122952481 , 0.528078689588 , 0.198029508595 , 0.033004918099 },
{ 0.786090375542 , 0.571702091303 , 0.232253974592 , 0.035731380706 },
{ 0.803735188074 , 0.55070744368 , 0.223259774465 , 0.029767969929 },
{ 0.755192851801 , 0.339289542114 , 0.536296373018 , 0.164172359087 },
{ 0.753849162023 , 0.31524601321 , 0.548253936017 , 0.178182529206 },
{ 0.770118538251 , 0.353497033951 , 0.504995762788 , 0.164123622906 },
{ 0.817689418059 , 0.517313713466 , 0.250313087161 , 0.033375078288 },
{ 0.743148202166 , 0.365055257204 , 0.534545198049 , 0.169489940845 },
{ 0.80218491852 , 0.545485744593 , 0.240655475556 , 0.032087396741 },
{ 0.806423656152 , 0.531506500645 , 0.256589345139 , 0.036655620734 },
{ 0.803274123688 , 0.551266555472 , 0.220506622189 , 0.04725141904 },
{ 0.812283631381 , 0.536107196711 , 0.227439416787 , 0.032491345255 },
{ 0.803772773015 , 0.551608765795 , 0.220643506318 , 0.031520500903 },
{ 0.802512599037 , 0.559892510956 , 0.205293920684 , 0.018663083699 },
{ 0.759165471524 , 0.371836149318 , 0.511274705312 , 0.154931728882 },
{ 0.822105846519 , 0.513816154074 , 0.239780871901 , 0.051381615407 },
{ 0.773811110254 , 0.597327874582 , 0.203634502699 , 0.054302534053 },
{ 0.761851879395 , 0.340112446158 , 0.530575416007 , 0.14964947631 },
{ 0.778674472842 , 0.594624142898 , 0.198208047633 , 0.028315435376 },
{ 0.775770745958 , 0.607124931619 , 0.168645814339 , 0.033729162868 },
{ 0.805977915082 , 0.521515121524 , 0.268659305027 , 0.079017442655 },
{ 0.764672694551 , 0.314865227168 , 0.53976896086 , 0.157432613584 },
{ 0.807795684898 , 0.538530456599 , 0.237586966146 , 0.031678262153 },
{ 0.798370248271 , 0.557352814831 , 0.22595384385 , 0.03012717918 },
{ 0.772429247764 , 0.337060035388 , 0.519634221223 , 0.140441681412 },
{ 0.802124132514 , 0.546902817623 , 0.23699122097 , 0.036460187842 },
},
_y{ 1 , 1 , 1 , 0 , 0 , 0 , 0 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 0 , 0 , 1 , 0 },
_tp(0),
_tn(0),
_fp(0),
_fn(0)
{}
template<class Classifier>
void test(Classifier clf) {
for (uint16_t i = 0; i < 30; i++) {
int predicted = clf.predict(_x[i]);
int actual = _y[i];
if (predicted > 0 && predicted == actual) _tp++;
else if (predicted > 0 && predicted != actual) _fp++;
else if (predicted <= 0 && predicted == actual) _tn++;
else _fn++;
}
}
String dump() {
return String("Support:\t")
+ support()
+ "\nTP:\t"
+ _tp
+ "\nTN:\t"
+ _tn
+ "\nFP:\t"
+ _fp
+ "\nFN:\t"
+ _fn
+ "\nAccuracy:\t"
+ accuracy()
+ "\nPrecision:\t"
+ precision()
+ "\nRecall:\t"
+ recall()
+ "\nSpecificity:\t"
+ specificity()
;
}
float accuracy() {
return (1.0f * _tp + _tn) / support();
}
float precision() {
return (1.0f * _tp) / (_tp + _fp);
}
float recall() {
return (1.0f * _tp) / (_tp + _fn);
}
float specificity() {
return (1.0f * _tn) / (_tn + _fp);
}
uint16_t support() {
return _tp + _tn + _fp + _fn;
}
protected:
float _x[30][4];
int _y[30];
uint16_t _tp, _fp, _tn, _fn;
};
}
}
}
| 6,057
|
C++
|
.h
| 103
| 34.941748
| 211
| 0.371174
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,698
|
MNIST.h
|
eloquentarduino_EloquentMicroML/examples/PrincipalFFTExample/MNIST.h
|
#define SAMPLES 35
float X[][64] = {
{0.0, 0.0, 5.0, 13.0, 9.0, 1.0, 0.0, 0.0, 0.0, 0.0, 13.0, 15.0, 10.0, 15.0, 5.0, 0.0, 0.0, 3.0, 15.0, 2.0, 0.0, 11.0, 8.0, 0.0, 0.0, 4.0, 12.0, 0.0, 0.0, 8.0, 8.0, 0.0, 0.0, 5.0, 8.0, 0.0, 0.0, 9.0, 8.0, 0.0, 0.0, 4.0, 11.0, 0.0, 1.0, 12.0, 7.0, 0.0, 0.0, 2.0, 14.0, 5.0, 10.0, 12.0, 0.0, 0.0, 0.0, 0.0, 6.0, 13.0, 10.0, 0.0, 0.0, 0.0},
{0,0,0,13,9,0,0,0,0,0,0,14,15,1,0,0,0,0,0,13,16,0,0,0,0,0,0,11,16,0,0,0,0,0,0,10,16,2,0,0,0,0,0,14,16,1,0,0,0,0,0,15,16,1,0,0,0,0,0,12,15,0,0,0},
{0,0,2,16,10,0,0,0,0,0,3,16,16,1,0,0,0,0,5,16,14,0,0,0,0,0,3,16,13,0,0,0,0,0,1,16,15,0,0,0,0,0,1,16,16,0,0,0,0,0,2,16,15,2,0,0,0,0,0,15,16,11,0,0},
{0,0,8,16,8,0,0,0,0,0,10,16,16,3,0,0,0,0,2,4,14,4,0,0,0,0,0,8,14,0,0,0,0,0,5,16,8,0,0,0,0,2,15,14,7,6,3,0,0,5,16,15,16,15,3,0,0,0,10,13,8,2,0,0},
{0,0,0,11,5,3,11,0,0,0,7,14,2,12,9,0,0,2,15,6,3,16,5,0,0,7,16,8,13,16,13,0,0,7,16,16,16,7,1,0,0,0,4,10,13,0,0,0,0,0,0,12,6,0,0,0,0,0,0,12,0,0,0,0},
{0,0,4,16,16,4,0,0,0,0,12,11,7,11,0,0,0,0,9,2,5,12,0,0,0,0,0,0,7,11,0,0,0,0,0,0,13,6,0,0,0,0,0,2,16,1,0,0,0,0,1,15,15,10,1,0,0,0,5,16,8,11,11,0},
{0,0,3,10,12,12,2,0,0,1,13,12,6,13,8,0,0,8,16,8,8,14,1,0,0,5,14,16,16,3,0,0,0,0,12,16,15,2,0,0,0,3,16,2,15,10,0,0,0,4,16,8,12,12,0,0,0,0,9,16,15,3,0,0},
{0,0,13,14,10,2,0,0,0,0,6,16,16,16,0,0,0,0,0,16,16,16,4,0,0,0,4,16,16,14,2,0,0,0,8,16,16,7,0,0,0,3,15,16,16,4,0,0,0,1,16,16,14,1,0,0,0,0,14,16,13,3,0,0},
{0,0,0,0,3,15,6,0,0,0,0,0,11,16,7,0,0,0,0,9,16,16,4,0,0,0,10,16,16,16,4,0,0,4,16,7,8,16,4,0,0,1,4,0,10,16,2,0,0,0,0,0,7,16,1,0,0,0,0,0,3,16,1,0},
{0,1,7,15,16,16,14,0,0,10,16,11,6,3,1,0,0,7,16,16,12,0,0,0,0,8,16,12,16,4,0,0,0,1,4,0,13,8,0,0,0,0,0,0,15,8,0,0,0,0,0,7,16,2,0,0,0,0,13,15,5,0,0,0},
{0,0,0,13,8,0,0,0,0,0,2,15,1,0,0,0,0,0,11,10,0,8,2,0,0,4,16,5,11,16,8,0,0,7,16,16,16,16,3,0,0,2,13,9,16,12,0,0,0,0,0,7,16,6,0,0,0,0,0,13,15,1,0,0},
{0,0,7,16,13,2,0,0,0,0,14,15,13,9,0,0,0,0,14,8,9,10,0,0,0,0,1,2,9,12,0,0,0,0,0,0,13,8,0,0,0,0,0,5,16,4,0,0,0,0,6,15,16,5,5,5,0,0,6,16,16,16,16,13},
{0,0,4,12,13,2,0,0,0,0,5,16,16,5,0,0,0,0,5,16,16,6,0,0,0,0,9,16,15,0,0,0,0,0,10,16,14,0,0,0,0,0,12,16,12,0,0,0,0,0,5,16,11,0,0,0,0,0,6,16,13,0,0,0},
{0,0,0,14,8,0,0,0,0,0,3,16,3,0,0,0,0,0,12,9,9,7,0,0,0,6,15,1,14,11,6,0,0,13,14,8,16,16,7,0,0,8,16,16,16,3,0,0,0,0,1,11,14,0,0,0,0,0,0,14,14,0,0,0},
{0,0,3,13,13,3,0,0,0,2,14,12,12,11,0,0,0,4,16,8,5,15,3,0,0,1,13,14,16,7,0,0,0,0,11,16,13,1,0,0,0,1,16,12,13,14,1,0,0,0,13,13,9,16,7,0,0,0,3,13,16,10,1,0},
{0,0,3,11,16,15,0,0,0,0,15,16,5,13,0,0,0,2,16,9,0,12,0,0,0,1,9,15,10,10,0,0,0,0,0,6,16,12,1,0,0,0,2,14,2,16,5,0,0,0,8,10,1,14,4,0,0,0,3,15,16,9,0,0},
{0,1,13,16,15,5,0,0,0,4,16,7,14,12,0,0,0,3,12,2,11,10,0,0,0,0,0,0,14,8,0,0,0,0,0,3,16,4,0,0,0,0,1,11,13,0,0,0,0,0,9,16,14,16,7,0,0,1,16,16,15,12,5,0},
{0,7,16,16,16,11,2,0,0,5,16,12,8,6,1,0,0,9,16,1,0,0,0,0,0,2,16,15,3,0,0,0,0,0,5,16,14,1,0,0,0,0,0,2,16,10,0,0,0,1,7,13,16,3,0,0,0,4,15,16,6,0,0,0},
{0,0,1,14,6,0,0,0,0,0,7,15,1,0,0,0,0,0,13,7,0,0,0,0,0,0,13,5,0,0,0,0,0,0,14,7,5,4,1,0,0,0,10,16,13,14,14,0,0,0,9,14,1,4,16,3,0,0,1,12,13,16,9,1},
{0,0,13,10,1,0,0,0,0,5,16,14,7,0,0,0,0,4,16,8,14,0,0,0,0,2,14,16,16,6,0,0,0,0,1,4,9,13,1,0,0,0,0,0,0,13,6,0,0,0,5,8,5,9,14,0,0,0,13,13,15,16,13,0},
{0,0,15,13,0,3,3,0,0,0,15,15,8,15,5,0,0,0,8,16,16,7,0,0,0,0,7,16,16,1,0,0,0,0,12,12,15,10,0,0,0,3,16,0,10,15,1,0,0,2,16,5,7,15,3,0,0,1,12,16,15,7,0,0},
{0,0,1,14,14,2,0,0,0,0,1,14,16,3,0,0,0,0,0,10,16,2,0,0,0,0,0,11,16,5,0,0,0,0,0,15,16,5,0,0,0,0,0,15,16,5,0,0,0,0,0,10,16,12,1,0,0,0,0,14,16,11,0,0},
{0,0,4,13,16,16,7,0,0,0,15,10,7,16,1,0,0,7,12,0,12,7,0,0,0,9,5,3,16,2,0,0,0,2,11,16,16,12,7,0,0,5,10,16,12,8,3,0,0,0,3,15,2,0,0,0,0,0,6,14,0,0,0,0},
{0,0,0,2,15,2,0,0,0,0,0,12,12,0,0,0,0,0,5,16,2,0,0,0,0,0,11,10,0,3,8,0,0,5,16,1,2,15,5,0,0,9,13,7,14,16,2,0,0,5,15,14,16,10,0,0,0,0,0,2,16,5,0,0},
{0,0,8,13,14,5,0,0,0,5,13,4,11,9,0,0,0,4,13,1,12,14,0,0,0,0,8,14,11,12,4,0,0,0,0,0,0,7,8,0,0,0,0,0,0,4,8,0,0,0,2,2,0,11,7,0,0,0,8,16,16,13,2,0},
{0,0,0,6,16,2,0,0,0,0,2,15,15,0,0,0,0,0,15,16,3,2,3,0,0,7,16,7,3,15,11,0,0,7,16,14,14,16,5,0,0,1,7,12,16,10,0,0,0,0,0,7,16,4,0,0,0,0,0,10,15,0,0,0},
{0,0,10,16,14,6,0,0,0,0,16,8,6,16,3,0,0,0,9,5,0,13,6,0,0,0,0,0,0,14,8,0,0,0,0,0,4,16,2,0,0,0,0,0,13,11,0,0,0,0,2,9,16,10,6,1,0,0,12,16,14,13,16,8},
{0,0,0,3,13,7,0,0,0,0,1,14,11,0,0,0,0,0,12,12,1,2,3,0,0,7,16,4,1,15,10,0,0,10,14,0,7,16,8,0,0,15,16,16,16,16,1,0,0,4,11,11,15,11,0,0,0,0,0,2,15,4,0,0},
{0,0,3,16,4,0,0,0,0,0,12,13,2,5,0,0,0,2,16,6,10,15,1,0,0,9,15,3,16,11,7,0,0,12,16,16,15,11,5,0,0,3,9,16,3,0,0,0,0,0,2,16,3,0,0,0,0,0,6,14,0,0,0,0},
{0,0,0,10,15,1,0,0,0,0,5,16,16,10,0,0,0,0,14,6,6,15,0,0,0,4,16,4,0,15,3,0,0,5,15,5,0,11,5,0,0,0,12,11,0,13,5,0,0,0,8,16,16,16,3,0,0,0,1,8,13,8,0,0},
{0,5,16,13,1,0,0,0,0,9,14,14,4,0,0,0,0,9,7,12,4,0,0,0,0,0,0,13,4,0,0,0,0,0,2,16,1,0,0,0,0,0,7,13,0,0,0,0,0,1,15,16,16,16,11,0,0,5,16,14,10,8,6,0},
{0,0,0,8,7,0,0,0,0,0,4,16,11,0,0,0,0,0,9,16,1,0,0,0,0,0,11,14,11,13,2,0,0,0,13,16,14,14,10,0,0,0,10,15,1,5,13,0,0,0,6,16,8,14,12,0,0,0,0,5,14,16,4,0},
{0,0,0,11,16,8,0,0,0,0,6,16,13,3,0,0,0,0,8,16,8,0,0,0,0,0,13,16,2,0,0,0,0,0,15,16,5,0,0,0,0,2,16,16,16,5,0,0,0,1,10,16,16,14,0,0,0,0,0,12,16,15,0,0},
{0,0,1,12,16,16,12,0,0,0,7,16,11,12,9,0,0,0,6,7,0,14,4,0,0,0,0,0,6,16,3,0,0,0,0,10,16,16,9,0,0,0,0,8,15,5,0,0,0,0,0,8,10,0,0,0,0,0,0,16,5,0,0,0},
{0,0,3,15,16,16,12,0,0,0,12,12,7,16,6,0,0,4,12,0,9,13,0,0,0,0,1,1,13,7,0,0,0,0,8,13,16,16,6,0,0,0,12,15,12,6,1,0,0,0,0,15,5,0,0,0,0,0,3,16,2,0,0,0}
};
int y[] = {0, 1, 1, 2, 4, 2, 8, 1, 1, 5, 4, 2, 1, 4, 8, 8, 2, 5, 6, 9, 8, 1, 7, 4, 9, 4, 2, 4, 4, 0, 2, 6, 6, 7, 7};
| 5,553
|
C++
|
.h
| 39
| 141.333333
| 336
| 0.541546
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,699
|
RandomForest.h
|
eloquentarduino_EloquentMicroML/examples/PrincipalFFTExample/RandomForest.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Port {
class RandomForest {
public:
/**
* Predict class for features vector
*/
int predict(float *x) {
uint8_t votes[10] = { 0 };
// tree #1
if (x[1] <= 223.28783416748047) {
if (x[2] <= 87.58186721801758) {
if (x[6] <= 58.685441970825195) {
if (x[8] <= 75.0628662109375) {
if (x[9] <= 52.431705474853516) {
if (x[2] <= 46.5067138671875) {
if (x[3] <= 96.94797897338867) {
if (x[1] <= 177.89048767089844) {
if (x[6] <= 35.63189125061035) {
if (x[3] <= 62.76023864746094) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[9] <= 28.41520118713379) {
votes[6] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[3] <= 53.712080001831055) {
if (x[0] <= 336.5) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[1] <= 190.32779693603516) {
votes[5] += 1;
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[1] <= 190.53752899169922) {
votes[1] += 1;
}
else {
if (x[9] <= 17.947590827941895) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[6] <= 33.88105010986328) {
if (x[8] <= 49.51073455810547) {
if (x[9] <= 34.3795108795166) {
if (x[9] <= 26.518803596496582) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[8] <= 37.19662094116211) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[3] <= 68.65484237670898) {
if (x[9] <= 45.42781448364258) {
votes[8] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[2] <= 72.26997375488281) {
votes[3] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[9] <= 39.69325065612793) {
if (x[4] <= 83.30157089233398) {
if (x[3] <= 62.273515701293945) {
votes[7] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[4] <= 90.0771598815918) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[0] <= 309.5) {
if (x[9] <= 45.91059875488281) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[0] <= 322.5) {
votes[0] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
}
else {
if (x[9] <= 59.647037506103516) {
if (x[4] <= 52.94841384887695) {
if (x[6] <= 29.158957481384277) {
if (x[7] <= 35.58344078063965) {
votes[5] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[3] <= 45.63078498840332) {
votes[5] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[6] <= 38.46846580505371) {
if (x[8] <= 52.11693572998047) {
if (x[7] <= 20.70157241821289) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[6] <= 45.51913833618164) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[4] <= 58.21575164794922) {
if (x[5] <= 65.17300796508789) {
if (x[2] <= 51.632713317871094) {
if (x[8] <= 40.4521427154541) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[9] <= 67.41489028930664) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[0] <= 325.0) {
votes[5] += 1;
}
else {
if (x[2] <= 57.576059341430664) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[6] <= 26.806246757507324) {
votes[5] += 1;
}
else {
if (x[3] <= 56.99905204772949) {
if (x[5] <= 47.659603118896484) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[2] += 1;
}
}
}
}
}
}
else {
if (x[2] <= 45.80496597290039) {
if (x[7] <= 56.64643669128418) {
if (x[3] <= 36.147125244140625) {
votes[8] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[7] <= 69.04887771606445) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[3] <= 52.98104476928711) {
if (x[2] <= 69.40850830078125) {
votes[2] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[7] <= 19.826005935668945) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
else {
if (x[7] <= 70.30179595947266) {
if (x[2] <= 38.35845184326172) {
if (x[6] <= 66.33319091796875) {
votes[1] += 1;
}
else {
if (x[1] <= 189.9428253173828) {
votes[5] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[4] <= 15.922025680541992) {
votes[7] += 1;
}
else {
if (x[6] <= 60.65969467163086) {
votes[7] += 1;
}
else {
if (x[9] <= 77.82524490356445) {
if (x[0] <= 348.0) {
if (x[6] <= 65.74383926391602) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[4] <= 60.07324409484863) {
votes[9] += 1;
}
else {
if (x[7] <= 83.79731750488281) {
votes[5] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[2] <= 106.17152786254883) {
if (x[3] <= 54.75412178039551) {
if (x[9] <= 23.04866123199463) {
if (x[3] <= 33.50066566467285) {
votes[4] += 1;
}
else {
if (x[4] <= 90.41501998901367) {
votes[6] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[6] <= 65.57201194763184) {
if (x[4] <= 41.301164627075195) {
votes[0] += 1;
}
else {
if (x[0] <= 302.0) {
if (x[7] <= 33.57986831665039) {
votes[9] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[5] <= 45.59942817687988) {
if (x[7] <= 45.0012321472168) {
votes[9] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[2] += 1;
}
}
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[1] <= 179.5436248779297) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[4] <= 67.40257263183594) {
votes[0] += 1;
}
else {
if (x[1] <= 146.29507446289062) {
votes[4] += 1;
}
else {
if (x[4] <= 102.58813858032227) {
if (x[4] <= 74.20237350463867) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
}
}
else {
if (x[2] <= 25.260117530822754) {
if (x[3] <= 53.14567565917969) {
if (x[4] <= 38.36591148376465) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[2] <= 23.870956420898438) {
if (x[3] <= 82.0844841003418) {
if (x[3] <= 73.51693725585938) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[5] <= 29.65248966217041) {
if (x[8] <= 32.74325084686279) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[3] <= 80.92230224609375) {
if (x[9] <= 40.21367835998535) {
if (x[3] <= 65.01326179504395) {
if (x[0] <= 352.0) {
votes[2] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[9] <= 27.752894401550293) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
// tree #2
if (x[4] <= 73.63254928588867) {
if (x[8] <= 61.70101356506348) {
if (x[1] <= 223.28783416748047) {
if (x[6] <= 59.47696304321289) {
if (x[2] <= 46.38563537597656) {
if (x[4] <= 38.66758155822754) {
if (x[1] <= 180.00955200195312) {
if (x[9] <= 61.24723434448242) {
if (x[9] <= 36.41851806640625) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[3] <= 116.60122299194336) {
if (x[6] <= 34.66944694519043) {
if (x[5] <= 46.38277626037598) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[9] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[3] <= 79.93517303466797) {
if (x[9] <= 60.83746528625488) {
if (x[6] <= 36.709157943725586) {
if (x[1] <= 137.8350830078125) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 202.951416015625) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[1] <= 163.1903533935547) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[3] <= 101.84577560424805) {
if (x[5] <= 49.81400108337402) {
votes[5] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[9] <= 33.21067810058594) {
if (x[2] <= 106.76327896118164) {
if (x[3] <= 43.24769973754883) {
if (x[6] <= 40.6343994140625) {
if (x[7] <= 47.98444175720215) {
votes[8] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
if (x[6] <= 32.415639877319336) {
if (x[3] <= 94.3943862915039) {
votes[6] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[3] <= 66.81564712524414) {
votes[0] += 1;
}
else {
votes[3] += 1;
}
}
}
}
else {
votes[4] += 1;
}
}
else {
if (x[5] <= 65.1471061706543) {
if (x[4] <= 53.320730209350586) {
if (x[2] <= 72.53239440917969) {
if (x[8] <= 27.83293342590332) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
if (x[6] <= 25.35481071472168) {
if (x[1] <= 193.99195098876953) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 43.31408500671387) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[8] <= 22.0498628616333) {
if (x[1] <= 155.8746566772461) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[3] <= 56.15599250793457) {
if (x[0] <= 336.0) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[6] += 1;
}
}
}
}
}
}
else {
if (x[2] <= 35.475990295410156) {
if (x[7] <= 58.7335262298584) {
votes[5] += 1;
}
else {
if (x[9] <= 46.114688873291016) {
votes[1] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[1] <= 162.3843994140625) {
votes[5] += 1;
}
else {
if (x[8] <= 31.399094581604004) {
if (x[2] <= 80.72598648071289) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[1] <= 171.9009552001953) {
votes[7] += 1;
}
else {
if (x[9] <= 66.57540512084961) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
}
}
else {
if (x[9] <= 32.217044830322266) {
if (x[3] <= 64.82080459594727) {
if (x[2] <= 11.461406230926514) {
votes[1] += 1;
}
else {
if (x[9] <= 20.423280715942383) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
if (x[3] <= 83.28524398803711) {
if (x[1] <= 240.75609588623047) {
votes[3] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[1] <= 238.338623046875) {
if (x[7] <= 45.589393615722656) {
if (x[8] <= 28.229961395263672) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
votes[8] += 1;
}
}
}
}
else {
if (x[4] <= 34.43846893310547) {
if (x[5] <= 28.38093662261963) {
votes[8] += 1;
}
else {
if (x[6] <= 64.40675163269043) {
if (x[7] <= 64.85346603393555) {
if (x[3] <= 43.06830406188965) {
votes[0] += 1;
}
else {
if (x[5] <= 49.83561325073242) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[7] <= 70.52228546142578) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[7] <= 71.57150650024414) {
if (x[6] <= 49.17559242248535) {
if (x[3] <= 54.027482986450195) {
if (x[1] <= 190.75579833984375) {
if (x[5] <= 59.25582504272461) {
if (x[7] <= 48.69157600402832) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[2] <= 38.09588050842285) {
votes[3] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
if (x[5] <= 70.10552215576172) {
if (x[7] <= 38.6533260345459) {
votes[5] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[6] <= 68.81138229370117) {
if (x[7] <= 55.02538871765137) {
votes[0] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[3] <= 51.64277267456055) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[3] <= 73.68502426147461) {
if (x[2] <= 101.96065902709961) {
if (x[9] <= 35.221435546875) {
if (x[1] <= 155.71729278564453) {
votes[6] += 1;
}
else {
if (x[0] <= 337.5) {
if (x[2] <= 81.61886215209961) {
if (x[5] <= 29.43798065185547) {
if (x[8] <= 42.903533935546875) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[4] <= 93.21784210205078) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[7] <= 52.08280372619629) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[1] <= 203.1348876953125) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[9] <= 46.41568374633789) {
if (x[4] <= 87.62631225585938) {
if (x[0] <= 304.5) {
votes[9] += 1;
}
else {
if (x[2] <= 63.182586669921875) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[6] <= 28.106727600097656) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[2] <= 68.55035400390625) {
if (x[8] <= 55.526784896850586) {
if (x[6] <= 36.50175666809082) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 47.179012298583984) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[0] <= 296.5) {
if (x[3] <= 26.888652801513672) {
votes[4] += 1;
}
else {
if (x[1] <= 149.53009033203125) {
votes[7] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[8] <= 37.72442817687988) {
if (x[6] <= 32.4993896484375) {
votes[2] += 1;
}
else {
if (x[5] <= 27.153637886047363) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[2] <= 29.25847816467285) {
if (x[7] <= 66.6197452545166) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[8] <= 39.94021224975586) {
if (x[5] <= 53.01922035217285) {
votes[6] += 1;
}
else {
if (x[7] <= 78.88321304321289) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[4] <= 83.64120864868164) {
votes[1] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
// tree #3
if (x[3] <= 96.68760681152344) {
if (x[6] <= 61.386295318603516) {
if (x[2] <= 106.17152786254883) {
if (x[9] <= 56.05367469787598) {
if (x[4] <= 35.19199752807617) {
if (x[1] <= 176.59617614746094) {
if (x[3] <= 41.58993911743164) {
if (x[6] <= 35.74519443511963) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[2] <= 32.87968730926514) {
votes[9] += 1;
}
else {
if (x[5] <= 46.81442832946777) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[5] <= 43.80852699279785) {
if (x[6] <= 34.33925247192383) {
if (x[9] <= 42.294904708862305) {
if (x[3] <= 50.16060829162598) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[8] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[1] <= 245.54003143310547) {
if (x[8] <= 47.49327087402344) {
if (x[4] <= 29.097399711608887) {
votes[8] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[2] <= 73.49809646606445) {
votes[3] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[8] <= 37.491437911987305) {
if (x[9] <= 35.88986587524414) {
if (x[5] <= 46.42054557800293) {
if (x[0] <= 380.5) {
if (x[8] <= 23.226943969726562) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[7] <= 55.84828186035156) {
if (x[2] <= 76.00598526000977) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[7] <= 63.0277042388916) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[5] <= 52.22732162475586) {
if (x[6] <= 36.7336311340332) {
if (x[4] <= 58.642913818359375) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[6] <= 47.03566360473633) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[2] <= 52.54088592529297) {
if (x[0] <= 308.5) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[7] <= 64.35486030578613) {
votes[2] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
else {
if (x[6] <= 35.004180908203125) {
if (x[1] <= 245.91941833496094) {
if (x[2] <= 55.70499801635742) {
if (x[5] <= 90.06454086303711) {
votes[3] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[4] <= 73.85037231445312) {
votes[6] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[7] <= 47.12135124206543) {
if (x[4] <= 95.01913070678711) {
if (x[8] <= 48.11334800720215) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[2] <= 67.49642944335938) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[2] <= 39.07025337219238) {
if (x[3] <= 67.79148483276367) {
votes[9] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[1] <= 176.5953826904297) {
votes[5] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
}
}
else {
if (x[4] <= 63.27419662475586) {
if (x[9] <= 67.91596221923828) {
if (x[4] <= 52.1142520904541) {
if (x[5] <= 89.54606628417969) {
if (x[8] <= 43.62107467651367) {
if (x[6] <= 27.631103515625) {
votes[3] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[6] <= 48.76525115966797) {
votes[5] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[5] += 1;
}
}
else {
if (x[6] <= 37.900672912597656) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[8] <= 37.325735092163086) {
if (x[7] <= 54.16501235961914) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[1] <= 206.12890625) {
if (x[2] <= 50.57032585144043) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[9] <= 61.55148887634277) {
if (x[3] <= 47.70449256896973) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 30.519858360290527) {
if (x[4] <= 67.5264663696289) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[3] <= 50.25922966003418) {
if (x[0] <= 294.5) {
if (x[7] <= 48.78265380859375) {
if (x[3] <= 25.2222261428833) {
votes[4] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
if (x[8] <= 31.005033493041992) {
if (x[0] <= 329.0) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[7] <= 57.85520553588867) {
if (x[2] <= 40.16945457458496) {
if (x[9] <= 55.06118202209473) {
votes[7] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[9] <= 74.43890380859375) {
if (x[8] <= 66.6694107055664) {
if (x[5] <= 33.93985366821289) {
if (x[2] <= 64.64353561401367) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[2] <= 44.202003479003906) {
if (x[1] <= 174.3106231689453) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[6] <= 66.35693359375) {
votes[4] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[1] <= 164.34520721435547) {
if (x[6] <= 28.02194118499756) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[9] <= 40.31019592285156) {
if (x[4] <= 77.37010955810547) {
if (x[2] <= 31.11418914794922) {
votes[1] += 1;
}
else {
if (x[2] <= 35.16230583190918) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
// tree #4
if (x[3] <= 84.13082122802734) {
if (x[4] <= 73.64823913574219) {
if (x[6] <= 59.52683067321777) {
if (x[9] <= 56.45132255554199) {
if (x[8] <= 64.15995788574219) {
if (x[4] <= 34.804765701293945) {
if (x[7] <= 41.870187759399414) {
if (x[8] <= 48.42677879333496) {
if (x[5] <= 57.420034408569336) {
if (x[5] <= 53.93721008300781) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[8] += 1;
}
}
else {
votes[9] += 1;
}
}
else {
if (x[9] <= 33.540523529052734) {
if (x[2] <= 61.73348617553711) {
if (x[0] <= 335.0) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[8] <= 48.47994804382324) {
votes[6] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[2] <= 48.82626533508301) {
if (x[9] <= 42.327239990234375) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[1] <= 261.2856903076172) {
if (x[6] <= 36.14640235900879) {
if (x[2] <= 47.361305236816406) {
if (x[3] <= 75.22937774658203) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[7] <= 49.16537666320801) {
votes[2] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[5] <= 27.74208164215088) {
votes[5] += 1;
}
else {
if (x[9] <= 28.879236221313477) {
votes[7] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[4] <= 35.42879676818848) {
if (x[2] <= 45.97941207885742) {
votes[3] += 1;
}
else {
if (x[1] <= 187.11495208740234) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[2] <= 45.57510566711426) {
if (x[3] <= 59.16636848449707) {
if (x[0] <= 346.5) {
if (x[2] <= 30.809146881103516) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 191.84678649902344) {
if (x[9] <= 30.76194953918457) {
votes[0] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[8] += 1;
}
}
}
}
}
else {
if (x[2] <= 24.761067390441895) {
if (x[5] <= 77.40985870361328) {
if (x[6] <= 44.387277603149414) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[5] <= 60.7719841003418) {
if (x[6] <= 38.46846580505371) {
if (x[7] <= 39.9880313873291) {
if (x[8] <= 42.49911117553711) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[4] <= 33.952043533325195) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[1] <= 178.24976348876953) {
if (x[9] <= 67.3302001953125) {
votes[5] += 1;
}
else {
if (x[8] <= 27.42185401916504) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[7] <= 46.93549919128418) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
}
else {
if (x[2] <= 35.475990295410156) {
if (x[1] <= 174.0207748413086) {
if (x[0] <= 282.0) {
votes[1] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[3] <= 54.67549705505371) {
if (x[6] <= 65.82741928100586) {
if (x[9] <= 61.56099510192871) {
if (x[2] <= 68.17692947387695) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[9] <= 72.00830459594727) {
if (x[0] <= 350.0) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[3] <= 24.38235092163086) {
if (x[8] <= 25.30537223815918) {
votes[2] += 1;
}
else {
if (x[2] <= 83.45466613769531) {
votes[5] += 1;
}
else {
if (x[2] <= 113.53447723388672) {
if (x[0] <= 330.5) {
if (x[5] <= 20.89018440246582) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[7] <= 34.787553787231445) {
if (x[1] <= 161.88438415527344) {
if (x[6] <= 21.15648651123047) {
votes[9] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[8] <= 54.603872299194336) {
if (x[7] <= 31.54646396636963) {
if (x[8] <= 47.555707931518555) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[2] <= 68.78114700317383) {
if (x[5] <= 43.494253158569336) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[7] <= 74.33232498168945) {
if (x[4] <= 81.98138427734375) {
if (x[2] <= 84.6458854675293) {
if (x[3] <= 59.68595314025879) {
if (x[7] <= 53.834617614746094) {
votes[6] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[0] <= 305.0) {
votes[5] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[0] <= 292.0) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[2] <= 52.59788513183594) {
votes[2] += 1;
}
else {
if (x[1] <= 191.8587417602539) {
if (x[1] <= 186.2636489868164) {
if (x[3] <= 39.35417366027832) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[8] <= 28.776348114013672) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[2] <= 68.49428939819336) {
if (x[3] <= 53.758928298950195) {
votes[6] += 1;
}
else {
if (x[7] <= 79.28173446655273) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
votes[6] += 1;
}
}
}
}
}
}
else {
if (x[3] <= 95.45722198486328) {
if (x[1] <= 182.1319122314453) {
if (x[4] <= 43.94422912597656) {
if (x[4] <= 21.972667694091797) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[8] <= 40.4112663269043) {
votes[6] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[2] <= 34.66662406921387) {
if (x[0] <= 315.5) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[8] <= 33.42598533630371) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[1] <= 163.9201431274414) {
if (x[6] <= 13.71004867553711) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[9] <= 38.079952239990234) {
if (x[1] <= 190.76045989990234) {
votes[1] += 1;
}
else {
if (x[1] <= 222.07671356201172) {
if (x[5] <= 53.075876235961914) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
}
}
// tree #5
if (x[4] <= 79.03979110717773) {
if (x[3] <= 80.74960708618164) {
if (x[6] <= 58.692644119262695) {
if (x[9] <= 56.31209182739258) {
if (x[8] <= 61.577375411987305) {
if (x[9] <= 28.126497268676758) {
if (x[2] <= 58.36724281311035) {
if (x[3] <= 53.7912540435791) {
if (x[7] <= 61.222103118896484) {
if (x[4] <= 29.088544845581055) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[7] <= 70.78886413574219) {
if (x[4] <= 43.330026626586914) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[8] <= 34.76369094848633) {
votes[6] += 1;
}
else {
votes[7] += 1;
}
}
}
}
else {
if (x[5] <= 51.19639778137207) {
if (x[1] <= 189.5064239501953) {
if (x[1] <= 169.23040008544922) {
votes[7] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[7] <= 71.01069641113281) {
votes[0] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[8] <= 42.83540916442871) {
if (x[4] <= 25.244296073913574) {
votes[8] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[4] <= 34.12809944152832) {
if (x[6] <= 22.337939262390137) {
if (x[1] <= 208.69930267333984) {
if (x[0] <= 319.5) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[8] += 1;
}
}
else {
if (x[5] <= 38.61587715148926) {
votes[8] += 1;
}
else {
if (x[7] <= 55.898860931396484) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[2] <= 47.361305236816406) {
if (x[1] <= 210.69847106933594) {
if (x[0] <= 308.0) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[7] <= 31.666732788085938) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[3] <= 51.07553291320801) {
if (x[7] <= 49.47067642211914) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[6] <= 20.70314311981201) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
}
else {
if (x[2] <= 62.4976863861084) {
if (x[1] <= 189.96941375732422) {
if (x[1] <= 135.46430587768555) {
votes[0] += 1;
}
else {
if (x[2] <= 40.58186340332031) {
if (x[6] <= 27.548254013061523) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
}
else {
if (x[5] <= 43.12948989868164) {
if (x[4] <= 30.01992130279541) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[7] <= 64.96734619140625) {
if (x[9] <= 42.806427001953125) {
votes[7] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[5] <= 49.28965187072754) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[7] <= 40.21669578552246) {
if (x[4] <= 63.27419662475586) {
if (x[7] <= 18.220385551452637) {
if (x[3] <= 54.560720443725586) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 28.306870460510254) {
if (x[3] <= 26.841917037963867) {
votes[5] += 1;
}
else {
if (x[3] <= 57.08664894104004) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[2] <= 60.87041473388672) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[5] <= 70.18571853637695) {
if (x[4] <= 49.74137306213379) {
if (x[0] <= 298.0) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[3] <= 37.91330528259277) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[7] <= 58.2722053527832) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[3] <= 45.110666275024414) {
if (x[2] <= 23.246620178222656) {
votes[9] += 1;
}
else {
if (x[1] <= 161.40042877197266) {
votes[7] += 1;
}
else {
if (x[9] <= 72.75733947753906) {
if (x[0] <= 348.0) {
if (x[5] <= 36.35696983337402) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
}
}
else {
if (x[8] <= 83.0162239074707) {
if (x[1] <= 166.62177276611328) {
if (x[9] <= 66.26391220092773) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[0] <= 305.0) {
votes[7] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[3] <= 106.28963470458984) {
if (x[2] <= 55.81446838378906) {
if (x[9] <= 61.99252510070801) {
if (x[0] <= 290.0) {
if (x[6] <= 29.629152297973633) {
if (x[7] <= 55.5034294128418) {
votes[0] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[1] <= 177.73548126220703) {
votes[6] += 1;
}
else {
if (x[5] <= 30.238308906555176) {
votes[8] += 1;
}
else {
if (x[1] <= 192.3313217163086) {
votes[1] += 1;
}
else {
if (x[9] <= 31.93650531768799) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
}
else {
votes[9] += 1;
}
}
else {
if (x[4] <= 27.559575080871582) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[8] <= 65.88920783996582) {
votes[1] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[9] <= 46.49720573425293) {
if (x[7] <= 74.58524703979492) {
if (x[7] <= 28.06205463409424) {
if (x[9] <= 25.077479362487793) {
if (x[0] <= 317.0) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[2] <= 86.4831428527832) {
votes[2] += 1;
}
else {
if (x[8] <= 32.992539405822754) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[0] <= 288.0) {
if (x[8] <= 33.77062225341797) {
if (x[9] <= 26.956137657165527) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[9] <= 34.586612701416016) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[2] <= 50.59138488769531) {
votes[1] += 1;
}
else {
if (x[1] <= 212.5701141357422) {
if (x[6] <= 23.430021286010742) {
if (x[2] <= 99.88153839111328) {
votes[9] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[8] <= 29.811345100402832) {
if (x[0] <= 326.0) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[2] <= 91.24626541137695) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[7] <= 78.33316421508789) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[1] <= 159.79782104492188) {
votes[9] += 1;
}
else {
if (x[3] <= 66.28667068481445) {
if (x[8] <= 58.87044715881348) {
if (x[2] <= 91.65743637084961) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
votes[5] += 1;
}
}
}
}
// tree #6
if (x[3] <= 95.45722198486328) {
if (x[4] <= 74.16543197631836) {
if (x[6] <= 52.7011775970459) {
if (x[8] <= 60.894378662109375) {
if (x[7] <= 59.98578453063965) {
if (x[5] <= 44.524986267089844) {
if (x[4] <= 45.20740509033203) {
if (x[2] <= 63.7295036315918) {
if (x[3] <= 67.32229614257812) {
if (x[1] <= 187.08328247070312) {
votes[9] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[0] <= 330.0) {
votes[8] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[2] += 1;
}
}
else {
if (x[4] <= 53.01083564758301) {
if (x[6] <= 26.74851894378662) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[1] <= 192.58294677734375) {
if (x[1] <= 182.40628814697266) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[9] <= 22.14127826690674) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[5] <= 81.62150573730469) {
if (x[9] <= 55.494943618774414) {
if (x[9] <= 28.23581886291504) {
if (x[4] <= 48.29277038574219) {
votes[8] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[4] <= 39.91020393371582) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[6] <= 34.79313087463379) {
if (x[7] <= 35.6939811706543) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[5] <= 57.75564384460449) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[9] <= 31.047690391540527) {
votes[1] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[9] <= 34.8180046081543) {
if (x[6] <= 35.72410011291504) {
if (x[6] <= 18.59560775756836) {
if (x[6] <= 17.731013298034668) {
if (x[8] <= 30.835619926452637) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[8] <= 38.54547119140625) {
if (x[4] <= 41.05453872680664) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[5] <= 66.68385124206543) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[3] <= 49.4638671875) {
votes[9] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[5] <= 85.42536926269531) {
if (x[9] <= 58.38951110839844) {
if (x[6] <= 33.24790573120117) {
if (x[4] <= 54.20759963989258) {
votes[6] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[5] <= 52.56601905822754) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[2] += 1;
}
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[1] <= 170.49679565429688) {
if (x[4] <= 43.95867347717285) {
if (x[3] <= 47.457956314086914) {
votes[0] += 1;
}
else {
if (x[7] <= 16.23033618927002) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
votes[3] += 1;
}
}
else {
if (x[7] <= 51.25592613220215) {
if (x[5] <= 43.45370292663574) {
if (x[3] <= 46.00202751159668) {
if (x[1] <= 198.41627502441406) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[4] <= 50.266679763793945) {
if (x[9] <= 40.955209732055664) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[6] <= 38.711727142333984) {
if (x[9] <= 37.60644721984863) {
if (x[9] <= 22.501229286193848) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[3] <= 57.073129653930664) {
votes[3] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
}
else {
if (x[7] <= 70.96220779418945) {
if (x[8] <= 44.945838928222656) {
if (x[2] <= 44.09859275817871) {
if (x[8] <= 40.33268165588379) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[0] <= 354.0) {
if (x[2] <= 61.137535095214844) {
votes[7] += 1;
}
else {
if (x[6] <= 58.789255142211914) {
votes[5] += 1;
}
else {
if (x[5] <= 71.52350997924805) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
else {
votes[2] += 1;
}
}
}
else {
if (x[2] <= 24.318455696105957) {
votes[9] += 1;
}
else {
if (x[2] <= 44.088470458984375) {
if (x[1] <= 163.63681030273438) {
votes[9] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[6] <= 61.21556854248047) {
if (x[2] <= 68.89838027954102) {
votes[7] += 1;
}
else {
votes[0] += 1;
}
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[4] <= 62.4287166595459) {
if (x[1] <= 186.8723373413086) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[2] <= 100.22777938842773) {
if (x[6] <= 33.859256744384766) {
if (x[7] <= 64.54512405395508) {
if (x[1] <= 157.50811767578125) {
votes[9] += 1;
}
else {
if (x[0] <= 275.5) {
votes[9] += 1;
}
else {
if (x[3] <= 56.709251403808594) {
if (x[5] <= 31.803860664367676) {
if (x[8] <= 34.91021728515625) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[3] <= 22.645197868347168) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[6] <= 16.483052253723145) {
votes[3] += 1;
}
else {
if (x[1] <= 186.23925018310547) {
votes[6] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[4] <= 94.68008804321289) {
if (x[6] <= 61.91149139404297) {
if (x[9] <= 41.00023078918457) {
if (x[5] <= 38.988121032714844) {
if (x[2] <= 84.35647964477539) {
if (x[0] <= 290.5) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
if (x[8] <= 36.70582389831543) {
votes[7] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[5] <= 41.34843444824219) {
votes[2] += 1;
}
else {
if (x[3] <= 65.1994743347168) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[0] <= 335.0) {
if (x[0] <= 311.5) {
votes[4] += 1;
}
else {
if (x[2] <= 88.9850959777832) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[1] <= 135.02061462402344) {
votes[7] += 1;
}
else {
if (x[9] <= 39.26491928100586) {
if (x[8] <= 23.84917640686035) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[2] <= 117.61365127563477) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
}
else {
if (x[1] <= 152.6869125366211) {
if (x[2] <= 62.71847724914551) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[7] <= 63.11467170715332) {
if (x[3] <= 96.70830535888672) {
votes[1] += 1;
}
else {
if (x[8] <= 30.082627296447754) {
votes[1] += 1;
}
else {
if (x[6] <= 37.02847862243652) {
if (x[8] <= 32.41029739379883) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
else {
votes[1] += 1;
}
}
}
// tree #7
if (x[3] <= 96.51131439208984) {
if (x[2] <= 101.96884155273438) {
if (x[8] <= 74.26996994018555) {
if (x[9] <= 37.23211860656738) {
if (x[4] <= 38.38352966308594) {
if (x[1] <= 162.00975799560547) {
if (x[9] <= 31.202926635742188) {
if (x[7] <= 62.162166595458984) {
if (x[4] <= 33.11870193481445) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
votes[0] += 1;
}
}
else {
votes[9] += 1;
}
}
else {
if (x[6] <= 58.65008735656738) {
if (x[1] <= 250.26156616210938) {
if (x[6] <= 25.045368194580078) {
if (x[4] <= 25.818228721618652) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[8] <= 35.551687240600586) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[6] <= 18.346118927001953) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[4] <= 83.89189910888672) {
if (x[8] <= 34.287681579589844) {
if (x[2] <= 44.32865905761719) {
if (x[2] <= 39.54800987243652) {
if (x[4] <= 64.09931373596191) {
votes[1] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[6] <= 35.72548294067383) {
if (x[7] <= 48.913679122924805) {
votes[2] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[4] += 1;
}
}
}
else {
if (x[2] <= 24.460593223571777) {
if (x[9] <= 15.754546642303467) {
votes[8] += 1;
}
else {
if (x[3] <= 61.18301963806152) {
votes[3] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[5] <= 66.65017700195312) {
if (x[6] <= 36.630619049072266) {
votes[2] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[3] <= 42.3266544342041) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
else {
if (x[6] <= 32.184547424316406) {
if (x[1] <= 186.1821746826172) {
if (x[1] <= 168.2948226928711) {
votes[4] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[8] <= 24.5867919921875) {
votes[4] += 1;
}
else {
if (x[2] <= 57.60734748840332) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
}
else {
if (x[2] <= 38.38607406616211) {
if (x[6] <= 33.479488372802734) {
if (x[8] <= 35.70057487487793) {
if (x[9] <= 61.434396743774414) {
if (x[4] <= 29.76101303100586) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[4] <= 35.559377670288086) {
votes[2] += 1;
}
else {
if (x[0] <= 320.5) {
votes[3] += 1;
}
else {
if (x[8] <= 63.14206123352051) {
votes[3] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[7] <= 44.32732582092285) {
if (x[2] <= 33.13833427429199) {
if (x[9] <= 59.54704475402832) {
if (x[8] <= 33.719303131103516) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[2] <= 26.289175987243652) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
votes[2] += 1;
}
}
else {
if (x[9] <= 60.027727127075195) {
if (x[0] <= 269.5) {
votes[9] += 1;
}
else {
if (x[4] <= 26.87543296813965) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[9] <= 65.6220703125) {
votes[3] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[4] <= 54.7171688079834) {
if (x[6] <= 61.89088821411133) {
if (x[3] <= 29.546263694763184) {
if (x[9] <= 53.18654823303223) {
if (x[7] <= 49.09136962890625) {
votes[8] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[5] <= 58.10161018371582) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[5] <= 41.283626556396484) {
if (x[3] <= 52.50343132019043) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 59.731889724731445) {
votes[5] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[9] <= 75.20325469970703) {
if (x[4] <= 48.67811393737793) {
if (x[2] <= 49.156612396240234) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[6] <= 61.16362953186035) {
if (x[3] <= 57.19301414489746) {
if (x[7] <= 36.85007095336914) {
if (x[8] <= 56.534658432006836) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[1] <= 157.7602996826172) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[7] <= 55.448516845703125) {
if (x[2] <= 63.48446464538574) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[2] <= 56.65690040588379) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[2] <= 56.32258224487305) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
}
else {
if (x[5] <= 52.637460708618164) {
if (x[7] <= 74.84704208374023) {
if (x[8] <= 85.46880722045898) {
if (x[9] <= 31.22865581512451) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[4] <= 38.63149642944336) {
if (x[3] <= 45.74798011779785) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[6] <= 26.502803802490234) {
votes[3] += 1;
}
else {
if (x[3] <= 35.20468521118164) {
votes[9] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
}
else {
if (x[8] <= 69.6288948059082) {
if (x[7] <= 33.262481689453125) {
if (x[7] <= 31.058124542236328) {
if (x[5] <= 40.735408782958984) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
if (x[1] <= 146.16726684570312) {
votes[4] += 1;
}
else {
if (x[5] <= 18.347980499267578) {
votes[4] += 1;
}
else {
if (x[0] <= 345.0) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[9] <= 19.72019863128662) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[8] <= 62.44350242614746) {
if (x[1] <= 173.55148315429688) {
votes[1] += 1;
}
else {
if (x[8] <= 30.03655433654785) {
votes[1] += 1;
}
else {
if (x[5] <= 40.00833702087402) {
votes[1] += 1;
}
else {
if (x[4] <= 73.5630111694336) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[2] <= 64.58490562438965) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
// tree #8
if (x[6] <= 60.805776596069336) {
if (x[2] <= 106.05371475219727) {
if (x[8] <= 61.77711296081543) {
if (x[3] <= 95.44931411743164) {
if (x[1] <= 229.77922821044922) {
if (x[4] <= 48.94083023071289) {
if (x[2] <= 42.5759220123291) {
if (x[5] <= 33.191619873046875) {
if (x[9] <= 33.540870666503906) {
if (x[7] <= 41.34206962585449) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[6] <= 16.987755298614502) {
votes[3] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
if (x[6] <= 24.534576416015625) {
if (x[8] <= 39.39472198486328) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[5] <= 54.41267013549805) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[3] <= 52.03337287902832) {
if (x[6] <= 27.602526664733887) {
if (x[4] <= 19.983003616333008) {
votes[8] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[9] <= 46.67626190185547) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[9] <= 41.727500915527344) {
if (x[1] <= 164.86233520507812) {
votes[0] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[8] <= 32.44917583465576) {
votes[3] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[2] <= 44.07552719116211) {
if (x[6] <= 31.966354370117188) {
if (x[8] <= 30.794713973999023) {
if (x[5] <= 50.42195129394531) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[1] <= 140.35594177246094) {
votes[6] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[9] <= 56.19547462463379) {
if (x[5] <= 54.07891082763672) {
votes[5] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[7] <= 62.72505187988281) {
if (x[9] <= 39.001264572143555) {
if (x[1] <= 167.5862808227539) {
votes[6] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[7] <= 38.671451568603516) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[3] <= 43.41363716125488) {
if (x[6] <= 43.627803802490234) {
votes[6] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[0] <= 354.5) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
}
else {
if (x[4] <= 45.5449161529541) {
if (x[3] <= 65.56026458740234) {
if (x[9] <= 29.236226081848145) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[5] <= 56.31782341003418) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[7] <= 54.30318641662598) {
if (x[5] <= 46.57687568664551) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[8] <= 42.23081588745117) {
if (x[4] <= 74.25513076782227) {
if (x[1] <= 210.48908233642578) {
if (x[5] <= 57.034908294677734) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[6] <= 32.4003791809082) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[3] <= 59.51049613952637) {
if (x[2] <= 75.72290420532227) {
if (x[9] <= 18.027332305908203) {
votes[8] += 1;
}
else {
if (x[5] <= 29.37454128265381) {
votes[8] += 1;
}
else {
if (x[2] <= 42.11966514587402) {
if (x[1] <= 166.98941802978516) {
votes[9] += 1;
}
else {
if (x[6] <= 40.80592918395996) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[9] <= 49.787960052490234) {
if (x[9] <= 41.231088638305664) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[7] <= 47.32909965515137) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
}
else {
if (x[4] <= 62.483781814575195) {
votes[0] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[1] <= 183.0308074951172) {
if (x[6] <= 53.12707328796387) {
votes[0] += 1;
}
else {
if (x[8] <= 71.72310638427734) {
votes[9] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[2] <= 40.30863571166992) {
votes[3] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[8] <= 60.17474365234375) {
if (x[9] <= 42.636417388916016) {
if (x[1] <= 154.33889770507812) {
votes[4] += 1;
}
else {
if (x[5] <= 19.490283012390137) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[2] <= 135.50628662109375) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[3] <= 75.06134414672852) {
if (x[7] <= 70.16206359863281) {
if (x[3] <= 34.392526626586914) {
if (x[6] <= 90.66321182250977) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[8] <= 44.368974685668945) {
if (x[0] <= 307.5) {
votes[5] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[1] <= 174.33299255371094) {
votes[1] += 1;
}
else {
if (x[0] <= 305.0) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[2] <= 23.872493743896484) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[7] <= 80.02842330932617) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
// tree #9
if (x[3] <= 96.70830535888672) {
if (x[3] <= 55.60122871398926) {
if (x[2] <= 100.3383560180664) {
if (x[6] <= 59.354055404663086) {
if (x[9] <= 53.32974052429199) {
if (x[7] <= 47.018293380737305) {
if (x[1] <= 173.5902862548828) {
if (x[2] <= 44.05617332458496) {
if (x[5] <= 64.18801689147949) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[8] <= 38.24396514892578) {
votes[2] += 1;
}
else {
if (x[3] <= 41.48833465576172) {
votes[9] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[9] <= 39.433732986450195) {
if (x[1] <= 250.99964904785156) {
if (x[6] <= 31.918155670166016) {
votes[8] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[8] <= 57.05146598815918) {
if (x[5] <= 27.033920288085938) {
votes[7] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[2] <= 75.64300918579102) {
if (x[1] <= 203.0502471923828) {
if (x[9] <= 35.90887451171875) {
if (x[6] <= 28.422855377197266) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[8] <= 69.66537475585938) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[2] <= 23.159194946289062) {
votes[8] += 1;
}
else {
if (x[2] <= 59.50129508972168) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[3] <= 25.07999897003174) {
votes[2] += 1;
}
else {
if (x[4] <= 71.15447998046875) {
if (x[9] <= 25.943791389465332) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[2] <= 76.03376388549805) {
if (x[3] <= 50.18461799621582) {
if (x[3] <= 26.801849365234375) {
if (x[2] <= 48.03310585021973) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 57.22087860107422) {
if (x[9] <= 77.59093475341797) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[5] <= 66.12232971191406) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[5] <= 52.11008071899414) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[4] <= 84.75286102294922) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[4] <= 14.354893207550049) {
votes[5] += 1;
}
else {
if (x[9] <= 81.5708122253418) {
if (x[7] <= 80.00427627563477) {
if (x[9] <= 63.203256607055664) {
if (x[7] <= 66.31694412231445) {
if (x[5] <= 24.299986839294434) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[2] <= 50.44327735900879) {
votes[9] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[7] <= 39.34630584716797) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
votes[9] += 1;
}
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[1] <= 134.72393798828125) {
votes[7] += 1;
}
else {
if (x[8] <= 68.7784538269043) {
if (x[9] <= 39.42207908630371) {
if (x[2] <= 133.65777587890625) {
if (x[8] <= 31.22202205657959) {
if (x[0] <= 307.5) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
if (x[8] <= 35.38151168823242) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[4] <= 34.99637794494629) {
if (x[8] <= 59.9053897857666) {
if (x[6] <= 47.15133476257324) {
if (x[0] <= 331.5) {
if (x[2] <= 71.23565673828125) {
if (x[8] <= 26.083261489868164) {
votes[8] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[0] += 1;
}
}
else {
if (x[1] <= 250.74466705322266) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 62.88149642944336) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[6] <= 32.58868217468262) {
if (x[7] <= 55.988868713378906) {
if (x[1] <= 239.12567138671875) {
if (x[1] <= 170.16968536376953) {
if (x[2] <= 67.94009780883789) {
votes[6] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[7] <= 26.775443077087402) {
votes[5] += 1;
}
else {
if (x[0] <= 299.5) {
if (x[5] <= 40.2720890045166) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[0] <= 334.5) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[8] <= 46.8719367980957) {
if (x[1] <= 197.21038055419922) {
if (x[4] <= 50.925432205200195) {
votes[6] += 1;
}
else {
if (x[8] <= 39.35606575012207) {
if (x[4] <= 55.20597839355469) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[6] += 1;
}
}
}
else {
if (x[4] <= 53.972381591796875) {
votes[1] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[9] <= 26.311281204223633) {
votes[0] += 1;
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[4] <= 85.4493179321289) {
if (x[6] <= 56.12673377990723) {
if (x[1] <= 215.2810287475586) {
if (x[1] <= 178.11664581298828) {
if (x[9] <= 34.8180046081543) {
votes[6] += 1;
}
else {
if (x[9] <= 72.41546249389648) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[7] <= 36.808725357055664) {
if (x[8] <= 46.79934310913086) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[5] <= 48.93000411987305) {
votes[4] += 1;
}
else {
votes[7] += 1;
}
}
}
}
else {
if (x[3] <= 84.06832122802734) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[4] <= 42.37116050720215) {
votes[7] += 1;
}
else {
if (x[8] <= 79.81441497802734) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[5] <= 33.52818202972412) {
votes[5] += 1;
}
else {
if (x[4] <= 94.8919448852539) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
}
}
else {
if (x[2] <= 56.75261688232422) {
if (x[3] <= 106.21439743041992) {
if (x[2] <= 26.479475021362305) {
votes[1] += 1;
}
else {
if (x[7] <= 61.04249954223633) {
votes[1] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[1] <= 141.52313232421875) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
// tree #10
if (x[3] <= 96.70830535888672) {
if (x[2] <= 46.68417930603027) {
if (x[6] <= 36.39143180847168) {
if (x[4] <= 35.05888557434082) {
if (x[5] <= 57.079193115234375) {
if (x[1] <= 256.19834899902344) {
if (x[8] <= 44.02441215515137) {
if (x[9] <= 29.553363800048828) {
votes[8] += 1;
}
else {
if (x[7] <= 36.092267990112305) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
if (x[6] <= 25.292790412902832) {
if (x[3] <= 22.57883644104004) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 191.10655212402344) {
votes[9] += 1;
}
else {
votes[8] += 1;
}
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[1] <= 229.31871032714844) {
if (x[1] <= 171.6680908203125) {
votes[5] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[8] <= 31.105856895446777) {
if (x[7] <= 63.27259063720703) {
if (x[1] <= 243.23148345947266) {
if (x[3] <= 47.08944129943848) {
if (x[9] <= 52.891225814819336) {
votes[8] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[3] <= 62.24947929382324) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[5] <= 51.32115364074707) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[9] <= 20.511661529541016) {
if (x[3] <= 53.0517692565918) {
votes[8] += 1;
}
else {
if (x[0] <= 317.5) {
if (x[3] <= 87.61205673217773) {
votes[6] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[3] += 1;
}
}
}
else {
if (x[4] <= 69.29703521728516) {
if (x[1] <= 232.5267105102539) {
if (x[1] <= 143.10707092285156) {
votes[9] += 1;
}
else {
if (x[7] <= 28.10801124572754) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[5] <= 66.26539611816406) {
votes[5] += 1;
}
else {
if (x[0] <= 332.5) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
}
}
}
}
}
else {
if (x[5] <= 90.6233901977539) {
if (x[7] <= 57.754878997802734) {
if (x[1] <= 180.47669982910156) {
if (x[5] <= 56.37385177612305) {
if (x[2] <= 20.087230682373047) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[3] <= 51.59763717651367) {
votes[5] += 1;
}
else {
if (x[7] <= 20.744741439819336) {
votes[5] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[2] <= 22.83970546722412) {
if (x[3] <= 53.240121841430664) {
votes[8] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[4] <= 75.70230484008789) {
if (x[7] <= 28.85506820678711) {
votes[2] += 1;
}
else {
if (x[8] <= 48.84687614440918) {
votes[1] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[5] <= 51.648658752441406) {
if (x[0] <= 317.5) {
if (x[3] <= 62.53747749328613) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[3] <= 65.82760238647461) {
if (x[9] <= 31.443737030029297) {
votes[5] += 1;
}
else {
if (x[0] <= 280.5) {
votes[9] += 1;
}
else {
if (x[6] <= 50.09703254699707) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
votes[1] += 1;
}
}
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[8] <= 70.10728073120117) {
if (x[4] <= 74.23918914794922) {
if (x[3] <= 47.77493476867676) {
if (x[6] <= 58.6407356262207) {
if (x[7] <= 68.91237258911133) {
if (x[4] <= 47.04327201843262) {
if (x[6] <= 25.57160472869873) {
if (x[1] <= 187.08328247070312) {
votes[9] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[8] <= 41.33811569213867) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[2] <= 84.58867263793945) {
if (x[5] <= 74.78783416748047) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[4] += 1;
}
}
}
else {
if (x[9] <= 28.320473670959473) {
if (x[1] <= 194.84010314941406) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[9] += 1;
}
}
}
else {
if (x[8] <= 31.399094581604004) {
if (x[3] <= 24.613200187683105) {
votes[7] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[2] <= 50.70440101623535) {
votes[7] += 1;
}
else {
if (x[5] <= 36.76280975341797) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[9] <= 35.88986587524414) {
if (x[7] <= 63.429866790771484) {
if (x[9] <= 11.084537982940674) {
if (x[4] <= 26.36522102355957) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[1] <= 162.2801742553711) {
if (x[6] <= 34.58779335021973) {
votes[6] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[2] <= 73.04993438720703) {
votes[8] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[1] <= 200.42822265625) {
if (x[9] <= 25.975568771362305) {
if (x[1] <= 150.11499786376953) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[8] <= 41.969322204589844) {
if (x[7] <= 76.49167251586914) {
if (x[6] <= 39.41720962524414) {
if (x[0] <= 308.5) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[6] <= 46.76980972290039) {
if (x[5] <= 51.5146541595459) {
votes[5] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[7] <= 26.404484748840332) {
if (x[5] <= 25.539511680603027) {
if (x[0] <= 290.0) {
votes[9] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[4] <= 103.57019424438477) {
if (x[0] <= 289.0) {
votes[2] += 1;
}
else {
if (x[8] <= 54.01511764526367) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
votes[4] += 1;
}
}
}
else {
if (x[7] <= 78.17315292358398) {
if (x[6] <= 32.184547424316406) {
if (x[5] <= 46.55631637573242) {
if (x[0] <= 295.5) {
if (x[8] <= 34.31036186218262) {
votes[4] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[3] <= 23.76851463317871) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[8] <= 23.344429969787598) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[2] <= 81.89014053344727) {
if (x[4] <= 89.65270233154297) {
if (x[6] <= 48.36501884460449) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[7] <= 40.539180755615234) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[0] <= 292.0) {
if (x[3] <= 31.461118698120117) {
votes[4] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[3] <= 47.440900802612305) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[9] <= 24.43094825744629) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
else {
if (x[4] <= 42.0539493560791) {
if (x[1] <= 191.88985443115234) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[4] <= 68.78206253051758) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[0] <= 348.0) {
if (x[9] <= 38.088693618774414) {
if (x[3] <= 101.19491577148438) {
if (x[4] <= 38.513553619384766) {
votes[0] += 1;
}
else {
if (x[2] <= 24.445368766784668) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[2] <= 48.2346305847168) {
votes[1] += 1;
}
else {
votes[0] += 1;
}
}
}
// tree #11
if (x[4] <= 74.03217697143555) {
if (x[2] <= 45.95516395568848) {
if (x[9] <= 28.211307525634766) {
if (x[1] <= 226.6769027709961) {
if (x[1] <= 159.52884674072266) {
if (x[4] <= 61.808523178100586) {
votes[0] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[4] <= 47.399967193603516) {
if (x[3] <= 90.13548278808594) {
if (x[3] <= 53.122379302978516) {
if (x[2] <= 29.672361373901367) {
votes[8] += 1;
}
else {
if (x[7] <= 26.40487003326416) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
if (x[0] <= 312.0) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[8] <= 34.09780311584473) {
if (x[8] <= 18.58137035369873) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[3] <= 66.9669189453125) {
if (x[7] <= 65.02797317504883) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[5] <= 56.1098518371582) {
votes[3] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
}
else {
if (x[7] <= 23.8458309173584) {
if (x[3] <= 76.24283981323242) {
if (x[2] <= 20.005956649780273) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[3] <= 99.41426849365234) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[1] <= 258.8976745605469) {
if (x[9] <= 11.733987808227539) {
votes[8] += 1;
}
else {
if (x[9] <= 24.365506172180176) {
if (x[2] <= 37.1004753112793) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[7] <= 57.754878997802734) {
if (x[9] <= 68.34563446044922) {
if (x[1] <= 182.6114501953125) {
if (x[9] <= 46.261878967285156) {
if (x[4] <= 45.63495445251465) {
if (x[1] <= 165.62069702148438) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[3] <= 57.60500907897949) {
votes[5] += 1;
}
else {
if (x[9] <= 52.890071868896484) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[3] <= 86.01268005371094) {
if (x[6] <= 49.46500205993652) {
if (x[0] <= 361.5) {
if (x[9] <= 42.294904708862305) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[6] <= 29.688446044921875) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[8] <= 52.061580657958984) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[1] <= 163.1903533935547) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[6] <= 32.91789627075195) {
if (x[9] <= 48.030263900756836) {
if (x[5] <= 53.40678787231445) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 86.72468566894531) {
if (x[6] <= 65.83084106445312) {
if (x[4] <= 67.43625259399414) {
if (x[3] <= 20.1887788772583) {
votes[9] += 1;
}
else {
if (x[6] <= 37.22380256652832) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[6] += 1;
}
}
else {
if (x[1] <= 160.96646118164062) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[6] <= 58.789255142211914) {
if (x[1] <= 157.60570526123047) {
if (x[8] <= 49.875844955444336) {
if (x[6] <= 36.73006248474121) {
if (x[0] <= 263.5) {
if (x[2] <= 64.750732421875) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[3] <= 61.78651237487793) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 42.51864814758301) {
votes[9] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[7] <= 65.54662704467773) {
if (x[2] <= 77.3282470703125) {
if (x[9] <= 33.16085624694824) {
if (x[9] <= 21.99304485321045) {
if (x[6] <= 30.03072166442871) {
if (x[3] <= 52.12333869934082) {
votes[8] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[8] += 1;
}
}
else {
if (x[1] <= 193.92840576171875) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[7] <= 30.275075912475586) {
if (x[4] <= 50.11588096618652) {
votes[5] += 1;
}
else {
if (x[8] <= 37.20658874511719) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[5] <= 61.553958892822266) {
if (x[6] <= 40.9980583190918) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[2] <= 53.85745429992676) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[2] <= 112.0848388671875) {
if (x[8] <= 50.20256233215332) {
if (x[1] <= 190.10396575927734) {
if (x[8] <= 32.51097869873047) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[5] <= 52.5875244140625) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
votes[4] += 1;
}
}
}
else {
if (x[6] <= 31.807608604431152) {
if (x[5] <= 58.169321060180664) {
if (x[6] <= 19.98548698425293) {
if (x[6] <= 15.418084621429443) {
votes[7] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[0] <= 314.0) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[2] <= 52.35395431518555) {
votes[9] += 1;
}
else {
if (x[5] <= 67.16671752929688) {
votes[0] += 1;
}
else {
if (x[1] <= 198.58859252929688) {
votes[5] += 1;
}
else {
votes[9] += 1;
}
}
}
}
}
}
}
else {
if (x[8] <= 70.85304260253906) {
if (x[4] <= 14.839163303375244) {
votes[7] += 1;
}
else {
if (x[0] <= 355.0) {
if (x[9] <= 74.38917922973633) {
if (x[8] <= 63.243268966674805) {
if (x[3] <= 32.65863609313965) {
votes[7] += 1;
}
else {
if (x[2] <= 62.82113075256348) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[7] <= 29.68941307067871) {
if (x[2] <= 110.36770629882812) {
if (x[5] <= 40.11178779602051) {
if (x[8] <= 46.69964599609375) {
votes[2] += 1;
}
else {
if (x[9] <= 39.691017150878906) {
votes[4] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[8] <= 53.2286262512207) {
if (x[2] <= 54.77873420715332) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[9] <= 49.39092445373535) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
votes[4] += 1;
}
}
else {
if (x[5] <= 58.4840087890625) {
if (x[7] <= 69.96895599365234) {
if (x[2] <= 50.88178062438965) {
votes[1] += 1;
}
else {
if (x[9] <= 42.81958770751953) {
if (x[8] <= 31.005033493041992) {
if (x[9] <= 26.700298309326172) {
if (x[6] <= 35.81415843963623) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[8] <= 27.998899459838867) {
if (x[4] <= 90.15359497070312) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
else {
if (x[5] <= 10.756178855895996) {
votes[4] += 1;
}
else {
if (x[6] <= 31.499645233154297) {
if (x[4] <= 89.34063720703125) {
votes[4] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[3] <= 47.732635498046875) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[8] <= 46.82310676574707) {
if (x[8] <= 30.05475616455078) {
votes[7] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[0] <= 293.0) {
votes[6] += 1;
}
else {
if (x[3] <= 57.08742713928223) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[3] <= 59.40435600280762) {
if (x[9] <= 25.875980377197266) {
votes[4] += 1;
}
else {
if (x[2] <= 71.80657958984375) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[8] <= 38.99447441101074) {
if (x[7] <= 82.23426055908203) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[3] += 1;
}
}
}
}
}
// tree #12
if (x[8] <= 69.85791015625) {
if (x[3] <= 92.2306137084961) {
if (x[3] <= 43.88621139526367) {
if (x[6] <= 58.70555877685547) {
if (x[4] <= 73.83028793334961) {
if (x[9] <= 39.778743743896484) {
if (x[4] <= 27.861042976379395) {
if (x[2] <= 58.1296501159668) {
if (x[5] <= 47.55875778198242) {
votes[8] += 1;
}
else {
if (x[3] <= 33.497995376586914) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
votes[8] += 1;
}
}
else {
if (x[7] <= 41.19668769836426) {
if (x[9] <= 14.9028639793396) {
votes[8] += 1;
}
else {
if (x[3] <= 37.12424850463867) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[2] <= 62.95419502258301) {
if (x[6] <= 23.182199478149414) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[6] <= 38.7496337890625) {
votes[6] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[3] <= 33.45882987976074) {
if (x[5] <= 57.19107627868652) {
if (x[0] <= 306.0) {
if (x[9] <= 45.67512893676758) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[7] <= 35.158620834350586) {
votes[5] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
if (x[8] <= 34.28239440917969) {
if (x[2] <= 74.89603805541992) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[1] <= 177.24895477294922) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[7] <= 62.99399948120117) {
if (x[9] <= 73.3635482788086) {
if (x[7] <= 44.658111572265625) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[6] <= 28.13762855529785) {
if (x[5] <= 31.927069664001465) {
if (x[8] <= 35.929494857788086) {
votes[2] += 1;
}
else {
if (x[1] <= 172.0038070678711) {
votes[9] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[1] <= 191.5557861328125) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[2] <= 87.26149368286133) {
if (x[5] <= 37.03104019165039) {
if (x[8] <= 41.424509048461914) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[2] <= 62.3504753112793) {
votes[9] += 1;
}
else {
if (x[1] <= 185.7206039428711) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[3] <= 37.631980895996094) {
if (x[2] <= 99.7669906616211) {
votes[4] += 1;
}
else {
if (x[8] <= 27.48604393005371) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[9] <= 72.2368278503418) {
if (x[3] <= 38.55192184448242) {
if (x[7] <= 67.12389755249023) {
if (x[0] <= 288.0) {
if (x[9] <= 40.26675605773926) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[9] += 1;
}
}
else {
if (x[0] <= 295.5) {
votes[7] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[6] <= 35.518781661987305) {
if (x[2] <= 33.65395164489746) {
if (x[9] <= 25.452651023864746) {
if (x[2] <= 17.84283447265625) {
if (x[7] <= 34.92577934265137) {
votes[1] += 1;
}
else {
if (x[0] <= 366.5) {
votes[3] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[4] <= 52.36374855041504) {
if (x[9] <= 19.75059223175049) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[7] <= 60.781084060668945) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[7] <= 15.603535175323486) {
votes[8] += 1;
}
else {
if (x[6] <= 28.60840892791748) {
if (x[9] <= 33.783668518066406) {
votes[3] += 1;
}
else {
if (x[6] <= 20.902210235595703) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[7] <= 63.74949645996094) {
if (x[4] <= 35.220523834228516) {
if (x[2] <= 63.516807556152344) {
if (x[9] <= 35.11794948577881) {
votes[8] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[0] += 1;
}
}
else {
if (x[1] <= 193.36153411865234) {
if (x[7] <= 39.11549377441406) {
if (x[9] <= 31.06320571899414) {
votes[4] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[4] <= 73.99549102783203) {
votes[6] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[8] <= 43.060585021972656) {
if (x[6] <= 20.22320556640625) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[0] <= 317.5) {
votes[5] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[4] <= 38.16152763366699) {
votes[6] += 1;
}
else {
if (x[8] <= 48.296363830566406) {
if (x[8] <= 31.3218412399292) {
if (x[6] <= 31.92626667022705) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[5] <= 57.15966987609863) {
votes[7] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
votes[3] += 1;
}
}
}
}
}
else {
if (x[4] <= 82.6570930480957) {
if (x[5] <= 84.22687530517578) {
if (x[2] <= 33.02907943725586) {
if (x[1] <= 205.03919219970703) {
if (x[9] <= 29.659716606140137) {
votes[6] += 1;
}
else {
if (x[8] <= 29.115150451660156) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[7] <= 50.129127502441406) {
if (x[1] <= 161.65792846679688) {
if (x[8] <= 49.01998710632324) {
votes[5] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[5] <= 58.64380645751953) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[5] <= 75.1520767211914) {
if (x[8] <= 47.98960304260254) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[9] <= 64.08912658691406) {
votes[1] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[7] <= 35.45240592956543) {
votes[5] += 1;
}
else {
if (x[1] <= 159.2239227294922) {
votes[4] += 1;
}
else {
if (x[5] <= 36.72288703918457) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
}
}
else {
if (x[1] <= 164.1084976196289) {
votes[6] += 1;
}
else {
if (x[1] <= 210.48908233642578) {
if (x[9] <= 38.079952239990234) {
if (x[2] <= 35.49093818664551) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[0] <= 278.5) {
if (x[4] <= 19.957079887390137) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[4] <= 37.766136169433594) {
if (x[3] <= 40.88563346862793) {
if (x[6] <= 20.656736373901367) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[6] <= 56.593692779541016) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[7] <= 48.6651496887207) {
if (x[1] <= 187.11061096191406) {
votes[9] += 1;
}
else {
if (x[2] <= 45.45497703552246) {
votes[7] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[4] <= 56.065202713012695) {
if (x[1] <= 165.6647720336914) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[6] <= 58.10812950134277) {
votes[3] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
// tree #13
if (x[1] <= 225.6843490600586) {
if (x[4] <= 73.64823913574219) {
if (x[8] <= 70.3804931640625) {
if (x[4] <= 33.96344566345215) {
if (x[3] <= 72.14056777954102) {
if (x[1] <= 179.8366928100586) {
if (x[2] <= 36.327823638916016) {
if (x[3] <= 40.079362869262695) {
votes[9] += 1;
}
else {
if (x[0] <= 281.0) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[8] <= 49.85747528076172) {
if (x[2] <= 69.27653121948242) {
if (x[4] <= 19.77674674987793) {
votes[5] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[3] <= 22.570990562438965) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[6] <= 60.71514892578125) {
if (x[9] <= 56.7335147857666) {
if (x[9] <= 42.685874938964844) {
if (x[6] <= 39.055105209350586) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[6] <= 28.92546844482422) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[5] += 1;
}
}
else {
if (x[9] <= 38.66168022155762) {
votes[7] += 1;
}
else {
if (x[9] <= 60.266544342041016) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[2] <= 57.02500343322754) {
if (x[5] <= 29.07013511657715) {
votes[1] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[8] <= 62.01930046081543) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[7] <= 63.43428421020508) {
if (x[9] <= 57.314279556274414) {
if (x[2] <= 33.0833797454834) {
if (x[3] <= 71.79190063476562) {
if (x[6] <= 37.67309761047363) {
if (x[9] <= 15.0266432762146) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[9] += 1;
}
}
else {
if (x[3] <= 91.47292709350586) {
if (x[8] <= 50.106143951416016) {
votes[9] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[3] <= 101.19491577148438) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[3] <= 34.102630615234375) {
if (x[8] <= 22.928380966186523) {
votes[2] += 1;
}
else {
if (x[9] <= 36.265363693237305) {
votes[4] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[9] <= 27.04564094543457) {
if (x[5] <= 51.6806697845459) {
votes[4] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[1] <= 199.80687713623047) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[5] <= 58.33836364746094) {
if (x[8] <= 33.16377258300781) {
if (x[4] <= 61.14617919921875) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 32.16877555847168) {
votes[5] += 1;
}
else {
if (x[6] <= 48.694664001464844) {
votes[3] += 1;
}
else {
votes[7] += 1;
}
}
}
}
else {
if (x[3] <= 48.06993293762207) {
if (x[0] <= 336.0) {
if (x[1] <= 163.63898468017578) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[8] <= 37.8344783782959) {
if (x[9] <= 38.641502380371094) {
if (x[5] <= 54.02375411987305) {
if (x[0] <= 296.5) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[1] <= 202.7830047607422) {
votes[6] += 1;
}
else {
if (x[9] <= 23.621459007263184) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[3] <= 65.74153900146484) {
votes[9] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[2] <= 37.8945255279541) {
if (x[6] <= 34.221343994140625) {
votes[3] += 1;
}
else {
if (x[3] <= 64.9094123840332) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[1] <= 196.6693115234375) {
if (x[4] <= 41.17489433288574) {
votes[2] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[9] <= 27.584601402282715) {
votes[6] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
}
}
else {
if (x[2] <= 51.644718170166016) {
if (x[7] <= 72.13328552246094) {
if (x[1] <= 161.5366668701172) {
votes[0] += 1;
}
else {
if (x[8] <= 76.16962814331055) {
votes[7] += 1;
}
else {
if (x[6] <= 26.822354316711426) {
if (x[3] <= 36.029680252075195) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[8] += 1;
}
}
}
}
else {
if (x[3] <= 59.15520668029785) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[5] <= 53.91727638244629) {
if (x[3] <= 50.28413772583008) {
votes[3] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[1] <= 191.64971160888672) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
else {
if (x[2] <= 100.18801498413086) {
if (x[9] <= 47.3942756652832) {
if (x[2] <= 48.43959999084473) {
if (x[1] <= 178.78356170654297) {
if (x[8] <= 30.31187152862549) {
votes[6] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[6] <= 35.07685661315918) {
votes[3] += 1;
}
else {
if (x[0] <= 320.5) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[7] <= 73.33741760253906) {
if (x[4] <= 96.2869873046875) {
if (x[8] <= 49.09720802307129) {
if (x[3] <= 66.31815338134766) {
if (x[1] <= 196.05201721191406) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
if (x[8] <= 54.558855056762695) {
votes[9] += 1;
}
else {
if (x[8] <= 60.88295936584473) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[4] <= 107.12285232543945) {
if (x[7] <= 33.345468521118164) {
votes[4] += 1;
}
else {
if (x[3] <= 41.40159034729004) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[9] += 1;
}
}
}
else {
if (x[3] <= 53.80517768859863) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[5] <= 41.70003700256348) {
if (x[2] <= 65.06583404541016) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[6] <= 46.15265655517578) {
if (x[4] <= 79.91551971435547) {
votes[2] += 1;
}
else {
if (x[6] <= 25.29567241668701) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[1] <= 133.74049377441406) {
votes[7] += 1;
}
else {
if (x[5] <= 17.823650360107422) {
if (x[8] <= 40.06419563293457) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[0] <= 349.5) {
if (x[5] <= 65.52200698852539) {
if (x[6] <= 50.058082580566406) {
if (x[1] <= 147.4048614501953) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
}
}
else {
if (x[2] <= 52.90208435058594) {
if (x[0] <= 336.0) {
if (x[9] <= 42.1712532043457) {
if (x[5] <= 14.646533966064453) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[7] <= 45.858272552490234) {
if (x[0] <= 361.0) {
if (x[3] <= 54.33842086791992) {
if (x[0] <= 352.0) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[3] <= 52.07104301452637) {
if (x[4] <= 32.42593765258789) {
votes[8] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[6] <= 30.75557041168213) {
if (x[9] <= 24.872608184814453) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
else {
votes[8] += 1;
}
}
// tree #14
if (x[2] <= 46.68417930603027) {
if (x[4] <= 26.840635299682617) {
if (x[0] <= 307.0) {
if (x[1] <= 214.4158172607422) {
if (x[8] <= 26.740758895874023) {
votes[8] += 1;
}
else {
if (x[5] <= 44.69489860534668) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[8] <= 44.33700370788574) {
if (x[7] <= 10.219985008239746) {
votes[1] += 1;
}
else {
if (x[1] <= 243.0903549194336) {
votes[8] += 1;
}
else {
if (x[6] <= 16.940852165222168) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[5] <= 24.760540008544922) {
votes[8] += 1;
}
else {
if (x[4] <= 19.98799228668213) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
}
}
}
else {
if (x[3] <= 69.82028198242188) {
if (x[5] <= 84.56995010375977) {
if (x[1] <= 178.8758087158203) {
if (x[6] <= 33.07240676879883) {
if (x[8] <= 38.49072456359863) {
if (x[9] <= 23.38478374481201) {
votes[6] += 1;
}
else {
if (x[9] <= 43.16324806213379) {
votes[3] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[3] <= 47.4023323059082) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[4] <= 65.83256912231445) {
if (x[7] <= 43.77821350097656) {
votes[5] += 1;
}
else {
if (x[2] <= 30.81202220916748) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[6] += 1;
}
}
}
else {
if (x[7] <= 48.17859649658203) {
if (x[6] <= 49.84891700744629) {
if (x[4] <= 49.2439079284668) {
if (x[9] <= 36.390737533569336) {
if (x[2] <= 11.523767948150635) {
votes[1] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[0] <= 367.5) {
if (x[3] <= 44.82007026672363) {
votes[5] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[4] <= 53.6618537902832) {
votes[2] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[7] <= 82.84102249145508) {
if (x[6] <= 37.12511444091797) {
if (x[9] <= 52.00638198852539) {
if (x[8] <= 53.94970703125) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[8] <= 57.609296798706055) {
if (x[4] <= 48.63895034790039) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[8] <= 56.912973403930664) {
if (x[1] <= 191.7242202758789) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[1] <= 170.39476013183594) {
if (x[7] <= 57.11182403564453) {
votes[0] += 1;
}
else {
if (x[9] <= 26.308406829833984) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[0] <= 298.5) {
if (x[9] <= 30.599675178527832) {
if (x[0] <= 282.0) {
if (x[1] <= 201.51895141601562) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[6] <= 44.663108825683594) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[9] <= 41.35871696472168) {
if (x[6] <= 14.326762199401855) {
votes[1] += 1;
}
else {
if (x[6] <= 50.97877502441406) {
if (x[1] <= 206.49554443359375) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[2] <= 23.778292655944824) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[8] <= 69.18818664550781) {
votes[2] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
}
}
else {
if (x[6] <= 58.74375534057617) {
if (x[2] <= 96.67149353027344) {
if (x[9] <= 46.56937789916992) {
if (x[4] <= 31.615029335021973) {
if (x[1] <= 177.49744415283203) {
if (x[8] <= 30.393230438232422) {
votes[6] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[2] <= 73.95386505126953) {
if (x[5] <= 71.30602645874023) {
if (x[0] <= 318.0) {
votes[1] += 1;
}
else {
if (x[4] <= 22.898380279541016) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
votes[9] += 1;
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[7] <= 65.48060989379883) {
if (x[9] <= 23.046696662902832) {
if (x[1] <= 168.19791412353516) {
if (x[0] <= 277.0) {
votes[6] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[4] <= 90.28252792358398) {
if (x[2] <= 64.96310997009277) {
votes[1] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
else {
if (x[4] <= 54.6996955871582) {
if (x[5] <= 69.8034439086914) {
if (x[6] <= 45.55203437805176) {
votes[3] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[8] <= 48.850738525390625) {
votes[6] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[7] <= 43.939109802246094) {
if (x[4] <= 102.4984359741211) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[8] <= 34.35097312927246) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[6] <= 40.5676383972168) {
if (x[3] <= 34.181175231933594) {
votes[6] += 1;
}
else {
if (x[9] <= 37.81451606750488) {
if (x[8] <= 31.3218412399292) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[6] += 1;
}
}
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[2] <= 76.03376388549805) {
if (x[4] <= 73.981689453125) {
if (x[4] <= 49.13254356384277) {
if (x[3] <= 54.30460166931152) {
if (x[5] <= 35.84577560424805) {
votes[5] += 1;
}
else {
if (x[3] <= 36.4987678527832) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
votes[3] += 1;
}
}
else {
if (x[9] <= 53.86100196838379) {
if (x[7] <= 36.18863487243652) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[6] <= 48.979570388793945) {
if (x[7] <= 24.075596809387207) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[0] <= 310.0) {
if (x[3] <= 49.520071029663086) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[1] <= 194.53011322021484) {
votes[5] += 1;
}
else {
if (x[4] <= 83.35245132446289) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[3] <= 47.93217849731445) {
if (x[4] <= 75.90789794921875) {
votes[5] += 1;
}
else {
if (x[2] <= 83.94710540771484) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[8] <= 65.31142044067383) {
if (x[6] <= 15.848027229309082) {
votes[2] += 1;
}
else {
if (x[1] <= 145.91480255126953) {
votes[7] += 1;
}
else {
if (x[8] <= 22.674137115478516) {
votes[2] += 1;
}
else {
if (x[3] <= 12.390905380249023) {
votes[4] += 1;
}
else {
if (x[4] <= 73.9629898071289) {
votes[4] += 1;
}
else {
if (x[8] <= 60.77326202392578) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
}
}
else {
if (x[3] <= 50.64502143859863) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[7] <= 66.27176666259766) {
if (x[2] <= 49.28364181518555) {
votes[7] += 1;
}
else {
if (x[0] <= 347.5) {
if (x[9] <= 75.20325469970703) {
if (x[8] <= 12.198700904846191) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[4] <= 72.91429901123047) {
votes[7] += 1;
}
else {
votes[4] += 1;
}
}
}
}
// tree #15
if (x[6] <= 59.354055404663086) {
if (x[4] <= 38.658390045166016) {
if (x[1] <= 174.91980743408203) {
if (x[9] <= 36.23502731323242) {
if (x[3] <= 51.90774345397949) {
votes[6] += 1;
}
else {
if (x[7] <= 23.76523494720459) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[8] <= 74.92010116577148) {
if (x[8] <= 24.855748176574707) {
if (x[6] <= 40.84716033935547) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 36.774763107299805) {
votes[8] += 1;
}
else {
if (x[6] <= 43.88897705078125) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[3] <= 60.82186508178711) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[3] <= 89.98319625854492) {
if (x[5] <= 46.7169189453125) {
if (x[7] <= 52.44049072265625) {
if (x[2] <= 61.570491790771484) {
if (x[9] <= 48.325435638427734) {
if (x[0] <= 389.0) {
if (x[4] <= 35.53168296813965) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[8] += 1;
}
}
else {
votes[9] += 1;
}
}
else {
votes[0] += 1;
}
}
else {
if (x[4] <= 18.486517429351807) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[2] <= 78.82124710083008) {
if (x[2] <= 45.425228118896484) {
if (x[0] <= 359.5) {
if (x[9] <= 25.004761695861816) {
if (x[7] <= 58.83895492553711) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[8] <= 66.04473876953125) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
votes[9] += 1;
}
}
else {
if (x[3] <= 43.47774124145508) {
if (x[4] <= 20.505735397338867) {
votes[8] += 1;
}
else {
if (x[9] <= 37.70304870605469) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[9] <= 43.13772392272949) {
votes[8] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[1] <= 182.86284637451172) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[1] <= 211.4388198852539) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[7] <= 65.58056259155273) {
if (x[3] <= 96.92728042602539) {
if (x[4] <= 72.1442756652832) {
if (x[6] <= 36.81135368347168) {
if (x[7] <= 30.428627014160156) {
if (x[4] <= 60.45912551879883) {
if (x[2] <= 29.371769905090332) {
if (x[1] <= 235.06910705566406) {
votes[3] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[7] <= 15.654927730560303) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[3] <= 68.8796157836914) {
if (x[8] <= 38.62705039978027) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[2] += 1;
}
}
}
else {
if (x[5] <= 84.11619186401367) {
if (x[0] <= 371.5) {
if (x[2] <= 65.00633239746094) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[3] <= 51.917463302612305) {
if (x[0] <= 324.0) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[9] <= 59.70219802856445) {
if (x[1] <= 172.23800659179688) {
if (x[2] <= 67.55163383483887) {
if (x[3] <= 50.32939338684082) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[0] += 1;
}
}
else {
if (x[8] <= 48.4250545501709) {
if (x[6] <= 40.06913757324219) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[8] <= 67.66266250610352) {
votes[7] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[5] <= 59.8845100402832) {
if (x[9] <= 72.56490707397461) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[0] <= 302.0) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[2] <= 100.18801498413086) {
if (x[7] <= 31.981184005737305) {
if (x[8] <= 58.885698318481445) {
if (x[0] <= 288.5) {
if (x[5] <= 36.90429496765137) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 26.794557571411133) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[6] <= 28.635591506958008) {
votes[9] += 1;
}
else {
if (x[2] <= 73.63545989990234) {
votes[5] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[1] <= 171.4234619140625) {
if (x[3] <= 52.12923049926758) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 193.38603973388672) {
if (x[5] <= 56.60936737060547) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 19.014310836791992) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[5] <= 18.006057739257812) {
if (x[0] <= 304.5) {
votes[7] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[1] <= 142.67220306396484) {
votes[7] += 1;
}
else {
if (x[8] <= 30.033145904541016) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
}
else {
if (x[9] <= 31.848628997802734) {
if (x[2] <= 45.203956604003906) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[2] += 1;
}
}
}
else {
if (x[6] <= 32.97646903991699) {
if (x[7] <= 71.47676467895508) {
if (x[8] <= 48.82879829406738) {
if (x[7] <= 67.88184356689453) {
if (x[2] <= 70.26828384399414) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[3] <= 36.54039001464844) {
votes[2] += 1;
}
else {
if (x[5] <= 39.58552932739258) {
votes[7] += 1;
}
else {
if (x[8] <= 35.276262283325195) {
if (x[9] <= 26.280166625976562) {
votes[6] += 1;
}
else {
if (x[7] <= 84.85822677612305) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
votes[6] += 1;
}
}
}
}
}
else {
if (x[4] <= 78.65479278564453) {
if (x[8] <= 33.17942142486572) {
if (x[7] <= 84.33673477172852) {
votes[9] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[3] <= 61.98479652404785) {
if (x[9] <= 30.63197612762451) {
votes[9] += 1;
}
else {
if (x[7] <= 79.38349533081055) {
votes[9] += 1;
}
else {
if (x[1] <= 195.91864013671875) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
votes[1] += 1;
}
}
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[1] <= 161.4889678955078) {
if (x[2] <= 27.228554725646973) {
votes[9] += 1;
}
else {
if (x[9] <= 60.1695499420166) {
if (x[9] <= 42.03492546081543) {
votes[4] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[2] <= 40.417463302612305) {
if (x[7] <= 60.74342346191406) {
votes[7] += 1;
}
else {
if (x[3] <= 65.90675926208496) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[4] <= 66.53393936157227) {
if (x[6] <= 61.37955093383789) {
votes[7] += 1;
}
else {
if (x[3] <= 54.67549705505371) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
votes[7] += 1;
}
}
}
}
// tree #16
if (x[1] <= 226.52349090576172) {
if (x[2] <= 106.1480598449707) {
if (x[6] <= 61.386295318603516) {
if (x[8] <= 70.3804931640625) {
if (x[7] <= 60.100236892700195) {
if (x[9] <= 48.13751220703125) {
if (x[3] <= 89.84987258911133) {
if (x[1] <= 173.57907104492188) {
if (x[6] <= 27.217878341674805) {
if (x[5] <= 53.17972373962402) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[8] <= 32.89174842834473) {
votes[7] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[3] <= 53.37555122375488) {
if (x[4] <= 65.75170516967773) {
votes[8] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[2] <= 51.870086669921875) {
votes[3] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[8] <= 47.3082160949707) {
if (x[1] <= 215.07276153564453) {
if (x[3] <= 102.67000961303711) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[9] <= 76.0604476928711) {
if (x[4] <= 63.4780158996582) {
if (x[0] <= 311.0) {
if (x[7] <= 35.55219841003418) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[2] <= 54.73351860046387) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[7] <= 43.31408500671387) {
if (x[5] <= 41.70003700256348) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[1] <= 184.42156982421875) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[8] <= 31.3218412399292) {
if (x[2] <= 30.805588722229004) {
votes[9] += 1;
}
else {
if (x[9] <= 26.0380277633667) {
if (x[4] <= 81.95376205444336) {
if (x[4] <= 77.49300384521484) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[7] <= 74.63391876220703) {
if (x[5] <= 75.6171989440918) {
votes[4] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[8] <= 14.870636463165283) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
else {
if (x[9] <= 27.41897678375244) {
if (x[4] <= 43.6170597076416) {
votes[0] += 1;
}
else {
if (x[5] <= 78.36013412475586) {
if (x[1] <= 207.19927978515625) {
votes[6] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[3] <= 62.91617393493652) {
votes[3] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[2] <= 51.957210540771484) {
if (x[2] <= 21.822957038879395) {
if (x[1] <= 179.1591567993164) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[4] <= 71.3712158203125) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[4] <= 58.98930358886719) {
if (x[0] <= 302.0) {
votes[1] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
}
}
else {
if (x[5] <= 55.84825134277344) {
if (x[2] <= 64.68123245239258) {
if (x[8] <= 88.19210052490234) {
if (x[9] <= 34.206350326538086) {
votes[3] += 1;
}
else {
if (x[6] <= 44.64879608154297) {
votes[5] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[3] += 1;
}
}
else {
if (x[7] <= 48.312774658203125) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[5] <= 64.47519302368164) {
if (x[5] <= 59.58409881591797) {
if (x[2] <= 69.86199188232422) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
votes[0] += 1;
}
}
else {
if (x[4] <= 52.01467514038086) {
if (x[0] <= 315.5) {
if (x[2] <= 47.73481750488281) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
votes[0] += 1;
}
}
else {
votes[3] += 1;
}
}
}
}
}
else {
if (x[3] <= 59.80742835998535) {
if (x[9] <= 74.43890380859375) {
if (x[2] <= 35.44371032714844) {
if (x[8] <= 57.39945030212402) {
votes[9] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[4] <= 63.70999526977539) {
if (x[0] <= 347.0) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[4] += 1;
}
}
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 55.0858097076416) {
votes[7] += 1;
}
else {
if (x[0] <= 327.0) {
if (x[9] <= 48.036216735839844) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[9] += 1;
}
}
}
}
}
else {
if (x[5] <= 65.28254699707031) {
if (x[9] <= 46.870988845825195) {
if (x[8] <= 61.10096549987793) {
if (x[2] <= 113.41958999633789) {
if (x[1] <= 164.57755279541016) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[9] <= 42.636417388916016) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[5] <= 56.98235321044922) {
if (x[1] <= 251.08988189697266) {
if (x[6] <= 16.733097076416016) {
if (x[8] <= 33.23711585998535) {
if (x[5] <= 21.488696098327637) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[8] += 1;
}
}
else {
if (x[1] <= 237.23027801513672) {
if (x[4] <= 33.536155700683594) {
votes[8] += 1;
}
else {
if (x[0] <= 333.5) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[7] <= 39.857643127441406) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
}
else {
if (x[6] <= 35.210750579833984) {
if (x[5] <= 26.499369621276855) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[3] <= 64.01896667480469) {
votes[1] += 1;
}
else {
if (x[3] <= 71.61040496826172) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
// tree #17
if (x[2] <= 97.2536392211914) {
if (x[2] <= 45.92843055725098) {
if (x[4] <= 34.804765701293945) {
if (x[3] <= 90.1493034362793) {
if (x[6] <= 23.907426834106445) {
if (x[0] <= 392.5) {
if (x[5] <= 55.65753364562988) {
if (x[1] <= 182.77798461914062) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[8] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[7] <= 51.28949737548828) {
if (x[1] <= 181.80831146240234) {
if (x[5] <= 52.24736404418945) {
votes[9] += 1;
}
else {
if (x[9] <= 71.87095260620117) {
votes[0] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[5] <= 40.506011962890625) {
if (x[4] <= 13.678066730499268) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[8] += 1;
}
}
}
else {
if (x[9] <= 26.88131046295166) {
votes[8] += 1;
}
else {
if (x[5] <= 70.7744026184082) {
if (x[6] <= 40.260406494140625) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[9] <= 19.512965202331543) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[6] <= 32.68349266052246) {
if (x[1] <= 233.91780853271484) {
if (x[9] <= 19.77507781982422) {
if (x[7] <= 61.01018142700195) {
if (x[5] <= 51.83151626586914) {
if (x[8] <= 24.71092414855957) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 179.1275863647461) {
votes[0] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[6] <= 25.025421142578125) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[3] <= 82.89435577392578) {
if (x[9] <= 57.586896896362305) {
if (x[3] <= 62.88824272155762) {
if (x[8] <= 38.698225021362305) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[2] <= 35.33487892150879) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[3] <= 43.932016372680664) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[5] <= 47.004892349243164) {
votes[5] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[3] <= 62.40064239501953) {
votes[1] += 1;
}
else {
if (x[8] <= 29.803946495056152) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[8] <= 57.490671157836914) {
if (x[1] <= 170.66734313964844) {
if (x[5] <= 79.08031463623047) {
if (x[9] <= 27.091456413269043) {
votes[6] += 1;
}
else {
if (x[0] <= 268.5) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[2] <= 23.529736518859863) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[3] <= 75.6315689086914) {
if (x[7] <= 43.40367126464844) {
if (x[3] <= 61.5084285736084) {
if (x[8] <= 36.37872123718262) {
votes[1] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[2] <= 26.13292694091797) {
votes[3] += 1;
}
else {
if (x[5] <= 50.957468032836914) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[2] <= 35.82110786437988) {
if (x[5] <= 45.552757263183594) {
votes[1] += 1;
}
else {
if (x[6] <= 35.07685661315918) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[7] <= 57.85520553588867) {
if (x[6] <= 51.03664016723633) {
votes[5] += 1;
}
else {
if (x[9] <= 49.41196632385254) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[5] <= 68.18602752685547) {
if (x[3] <= 70.01921081542969) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[5] += 1;
}
}
}
}
}
}
else {
if (x[8] <= 70.10728073120117) {
if (x[8] <= 37.93393898010254) {
if (x[6] <= 66.12166213989258) {
if (x[7] <= 63.458452224731445) {
if (x[5] <= 62.1429500579834) {
if (x[4] <= 53.01083564758301) {
if (x[9] <= 38.32196617126465) {
if (x[7] <= 47.17905616760254) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[5] <= 33.244911193847656) {
votes[3] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[3] <= 48.02571678161621) {
if (x[7] <= 36.42822456359863) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[0] <= 328.5) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[9] <= 39.331472396850586) {
if (x[3] <= 60.71609306335449) {
if (x[9] <= 27.081231117248535) {
votes[8] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[1] <= 181.1860809326172) {
if (x[4] <= 39.28645896911621) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[9] <= 67.24819946289062) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[6] <= 28.38317108154297) {
if (x[4] <= 60.86338996887207) {
if (x[1] <= 203.85453033447266) {
if (x[9] <= 29.233847618103027) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[4] <= 25.55994415283203) {
votes[5] += 1;
}
else {
if (x[5] <= 45.378374099731445) {
votes[4] += 1;
}
else {
if (x[6] <= 32.1583194732666) {
votes[9] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
}
else {
if (x[6] <= 77.1934928894043) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[1] <= 162.46858978271484) {
if (x[8] <= 54.24203109741211) {
if (x[4] <= 73.0903148651123) {
if (x[4] <= 38.92702674865723) {
votes[7] += 1;
}
else {
if (x[7] <= 51.7158088684082) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
votes[9] += 1;
}
}
else {
if (x[9] <= 19.099587440490723) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[4] <= 73.49493026733398) {
if (x[1] <= 210.42861938476562) {
if (x[6] <= 58.82428550720215) {
if (x[6] <= 38.14874458312988) {
if (x[4] <= 39.66591835021973) {
votes[8] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[9] <= 48.94822311401367) {
votes[7] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[8] <= 64.57501983642578) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[9] <= 37.75773620605469) {
if (x[4] <= 37.684648513793945) {
votes[1] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[9] <= 32.172895431518555) {
if (x[6] <= 48.21634292602539) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[9] <= 44.08288764953613) {
if (x[8] <= 48.794925689697266) {
votes[4] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[8] <= 55.94305419921875) {
if (x[6] <= 40.63343048095703) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[4] <= 82.60626983642578) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
}
}
}
else {
if (x[5] <= 46.96341323852539) {
votes[5] += 1;
}
else {
if (x[6] <= 54.48637390136719) {
if (x[3] <= 52.98104476928711) {
if (x[7] <= 41.542083740234375) {
votes[0] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[9] <= 43.72758674621582) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
votes[0] += 1;
}
}
}
}
}
else {
if (x[8] <= 65.31142044067383) {
if (x[6] <= 16.012556076049805) {
votes[2] += 1;
}
else {
if (x[4] <= 67.72855758666992) {
votes[4] += 1;
}
else {
if (x[5] <= 64.78449630737305) {
if (x[4] <= 79.45832061767578) {
if (x[9] <= 24.342979431152344) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[9] <= 48.332820892333984) {
if (x[8] <= 32.474761962890625) {
if (x[4] <= 93.99094009399414) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[0] <= 344.0) {
votes[4] += 1;
}
else {
votes[0] += 1;
}
}
}
// tree #18
if (x[9] <= 59.647037506103516) {
if (x[2] <= 107.71371459960938) {
if (x[8] <= 62.483673095703125) {
if (x[6] <= 58.685441970825195) {
if (x[7] <= 65.5698356628418) {
if (x[2] <= 46.004262924194336) {
if (x[1] <= 197.30980682373047) {
if (x[4] <= 45.817108154296875) {
if (x[8] <= 31.741975784301758) {
if (x[4] <= 23.781015396118164) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[6] <= 25.868245124816895) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[5] <= 65.31638717651367) {
if (x[3] <= 72.23237991333008) {
votes[3] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[6] <= 27.503382682800293) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[0] <= 309.5) {
if (x[3] <= 95.89405059814453) {
if (x[6] <= 28.021390914916992) {
votes[8] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[2] <= 31.643698692321777) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[1] <= 258.88873291015625) {
if (x[7] <= 28.552260398864746) {
votes[8] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[4] <= 70.41193389892578) {
if (x[3] <= 58.105966567993164) {
if (x[7] <= 50.799787521362305) {
if (x[9] <= 28.8255672454834) {
votes[8] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 75.40192794799805) {
votes[3] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[2] <= 67.4421501159668) {
if (x[1] <= 160.7779769897461) {
votes[6] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[1] <= 164.86233520507812) {
votes[0] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[5] <= 24.91664981842041) {
if (x[1] <= 164.86351776123047) {
votes[9] += 1;
}
else {
if (x[9] <= 27.279542922973633) {
votes[4] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[9] <= 35.2742919921875) {
if (x[0] <= 342.0) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[8] <= 47.70943641662598) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
}
else {
if (x[8] <= 38.408451080322266) {
if (x[6] <= 33.15814781188965) {
if (x[9] <= 37.81451606750488) {
if (x[3] <= 39.7380428314209) {
votes[6] += 1;
}
else {
if (x[2] <= 80.51767349243164) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
votes[6] += 1;
}
}
else {
if (x[1] <= 181.44022369384766) {
votes[9] += 1;
}
else {
if (x[9] <= 36.32684135437012) {
votes[4] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[9] <= 29.515151977539062) {
if (x[8] <= 50.16792106628418) {
if (x[1] <= 171.96209716796875) {
votes[6] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[6] <= 40.25103950500488) {
if (x[0] <= 307.5) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[8] <= 43.704538345336914) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
}
}
else {
if (x[2] <= 35.475990295410156) {
if (x[9] <= 42.76141166687012) {
votes[7] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[6] <= 63.50863456726074) {
if (x[5] <= 54.47928237915039) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
}
}
else {
if (x[1] <= 158.80980682373047) {
if (x[2] <= 43.34536933898926) {
votes[3] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[5] <= 27.100236892700195) {
if (x[4] <= 51.1922550201416) {
votes[8] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[2] <= 73.1003646850586) {
if (x[9] <= 46.57355308532715) {
if (x[9] <= 19.813705444335938) {
votes[1] += 1;
}
else {
if (x[7] <= 82.8436164855957) {
if (x[2] <= 45.346059799194336) {
votes[3] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[6] += 1;
}
}
}
else {
if (x[6] <= 46.10226249694824) {
votes[5] += 1;
}
else {
if (x[8] <= 76.29642486572266) {
votes[7] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[4] <= 35.77375602722168) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
}
else {
if (x[3] <= 26.771748542785645) {
votes[4] += 1;
}
else {
if (x[0] <= 292.0) {
if (x[5] <= 40.438079833984375) {
votes[7] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[2] <= 113.20600891113281) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[5] <= 59.32603454589844) {
if (x[1] <= 160.77208709716797) {
votes[9] += 1;
}
else {
if (x[3] <= 54.50215148925781) {
if (x[6] <= 49.19553565979004) {
if (x[0] <= 336.0) {
if (x[7] <= 32.23635673522949) {
votes[5] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[9] <= 73.62872695922852) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[1] <= 179.34712982177734) {
votes[2] += 1;
}
else {
if (x[6] <= 43.316192626953125) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[7] <= 44.469987869262695) {
if (x[0] <= 267.5) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[1] <= 162.49713897705078) {
if (x[5] <= 91.54629516601562) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[3] <= 34.358917236328125) {
if (x[6] <= 54.35659217834473) {
votes[5] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[6] <= 58.106689453125) {
votes[2] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
}
// tree #19
if (x[2] <= 45.95516395568848) {
if (x[1] <= 206.1542205810547) {
if (x[3] <= 84.13082122802734) {
if (x[2] <= 15.811802864074707) {
if (x[6] <= 30.10609531402588) {
if (x[4] <= 37.15237236022949) {
if (x[2] <= 9.690385341644287) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[9] <= 60.07111930847168) {
if (x[4] <= 25.72296142578125) {
votes[9] += 1;
}
else {
if (x[5] <= 46.03889465332031) {
votes[9] += 1;
}
else {
if (x[5] <= 58.6577205657959) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[6] <= 33.94554138183594) {
if (x[9] <= 59.1919059753418) {
if (x[8] <= 38.698225021362305) {
if (x[3] <= 35.93039131164551) {
if (x[4] <= 35.29471015930176) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[7] <= 57.636159896850586) {
if (x[1] <= 174.8339614868164) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[6] += 1;
}
}
}
else {
if (x[3] <= 31.095276832580566) {
if (x[5] <= 34.788801193237305) {
votes[8] += 1;
}
else {
if (x[2] <= 29.35546112060547) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[7] <= 71.63601684570312) {
if (x[8] <= 80.87568283081055) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[8] += 1;
}
}
}
}
else {
votes[5] += 1;
}
}
else {
if (x[6] <= 59.47473907470703) {
if (x[9] <= 60.83746528625488) {
if (x[5] <= 36.561973571777344) {
votes[5] += 1;
}
else {
if (x[1] <= 175.34256744384766) {
if (x[5] <= 69.1778678894043) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[4] <= 41.77470016479492) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[0] <= 280.0) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[5] <= 66.6814136505127) {
if (x[7] <= 56.159854888916016) {
if (x[7] <= 40.59589767456055) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[1] <= 164.1084976196289) {
if (x[5] <= 75.05791854858398) {
if (x[1] <= 145.6185760498047) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[0] += 1;
}
}
else {
if (x[3] <= 91.17548751831055) {
votes[1] += 1;
}
else {
if (x[4] <= 74.27582550048828) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[6] <= 51.09427452087402) {
if (x[5] <= 54.36051559448242) {
if (x[0] <= 330.5) {
if (x[7] <= 38.9706916809082) {
if (x[3] <= 106.2811279296875) {
if (x[3] <= 72.1713752746582) {
votes[8] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[3] <= 79.78034210205078) {
votes[3] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[3] <= 59.79297637939453) {
if (x[1] <= 258.51397705078125) {
if (x[8] <= 32.02371025085449) {
votes[8] += 1;
}
else {
if (x[7] <= 44.149213790893555) {
if (x[8] <= 40.31046485900879) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[8] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[0] <= 344.5) {
if (x[1] <= 236.15452575683594) {
votes[2] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[2] <= 22.261394500732422) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[1] <= 231.936279296875) {
if (x[3] <= 85.48498153686523) {
if (x[3] <= 61.71054458618164) {
if (x[6] <= 28.66917133331299) {
if (x[6] <= 14.009918689727783) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[9] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[0] <= 335.0) {
votes[7] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[8] <= 64.10010719299316) {
if (x[2] <= 101.9547348022461) {
if (x[7] <= 63.81560516357422) {
if (x[6] <= 58.71276092529297) {
if (x[7] <= 36.04281044006348) {
if (x[5] <= 32.16877555847168) {
if (x[8] <= 54.56388473510742) {
if (x[0] <= 312.5) {
if (x[8] <= 49.53206443786621) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[2] <= 63.20233154296875) {
votes[5] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[6] <= 30.1147518157959) {
votes[8] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[9] <= 55.11319923400879) {
if (x[4] <= 52.837032318115234) {
if (x[2] <= 62.21069526672363) {
votes[8] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[4] <= 100.37487411499023) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[7] <= 24.271924018859863) {
if (x[6] <= 24.2171049118042) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 43.9300479888916) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[4] <= 83.77101516723633) {
if (x[1] <= 148.22046661376953) {
if (x[0] <= 264.0) {
votes[6] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[5] <= 96.18579864501953) {
if (x[2] <= 62.78605270385742) {
votes[2] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[4] <= 104.20643997192383) {
if (x[8] <= 24.299704551696777) {
votes[4] += 1;
}
else {
if (x[6] <= 36.005680084228516) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[3] <= 50.062461853027344) {
if (x[8] <= 37.011064529418945) {
if (x[7] <= 29.90132236480713) {
votes[7] += 1;
}
else {
if (x[8] <= 24.625850677490234) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[2] <= 89.66048812866211) {
if (x[7] <= 77.34479522705078) {
if (x[8] <= 49.883522033691406) {
if (x[6] <= 36.3075065612793) {
if (x[9] <= 33.53653335571289) {
if (x[6] <= 28.221912384033203) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[2] <= 59.22081756591797) {
votes[5] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[7] += 1;
}
}
else {
if (x[3] <= 36.37222480773926) {
if (x[4] <= 53.34879112243652) {
votes[6] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[1] <= 211.5907745361328) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
votes[4] += 1;
}
}
}
else {
if (x[7] <= 27.222232818603516) {
votes[7] += 1;
}
else {
if (x[5] <= 63.154069900512695) {
if (x[0] <= 347.5) {
if (x[9] <= 35.56269073486328) {
if (x[2] <= 106.17152786254883) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[1] <= 147.04867553710938) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[4] <= 43.58236885070801) {
if (x[4] <= 24.446611404418945) {
votes[0] += 1;
}
else {
if (x[2] <= 50.781856536865234) {
votes[0] += 1;
}
else {
if (x[5] <= 78.98022842407227) {
if (x[2] <= 68.81028366088867) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[4] <= 52.7741756439209) {
if (x[6] <= 45.64096641540527) {
votes[3] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[1] <= 180.88605499267578) {
votes[4] += 1;
}
else {
if (x[5] <= 43.37565612792969) {
votes[5] += 1;
}
else {
if (x[2] <= 57.7798957824707) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
}
}
// tree #20
if (x[2] <= 46.713932037353516) {
if (x[1] <= 227.24151611328125) {
if (x[9] <= 66.80337524414062) {
if (x[1] <= 180.00955200195312) {
if (x[3] <= 63.07927322387695) {
if (x[2] <= 12.246678829193115) {
votes[9] += 1;
}
else {
if (x[7] <= 66.31132888793945) {
if (x[6] <= 35.58356857299805) {
if (x[1] <= 145.3226776123047) {
votes[3] += 1;
}
else {
if (x[5] <= 70.84111022949219) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[0] <= 299.0) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[8] <= 57.20902633666992) {
if (x[1] <= 164.552490234375) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[0] <= 298.5) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
}
}
}
else {
if (x[4] <= 65.98183059692383) {
if (x[4] <= 60.03042221069336) {
if (x[1] <= 114.36887741088867) {
votes[0] += 1;
}
else {
if (x[4] <= 51.00127410888672) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[9] <= 21.62842082977295) {
votes[6] += 1;
}
else {
if (x[8] <= 56.81569862365723) {
votes[6] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[3] <= 87.60286331176758) {
if (x[7] <= 35.60971450805664) {
if (x[4] <= 37.984554290771484) {
if (x[8] <= 42.63720703125) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[3] <= 72.91214370727539) {
if (x[8] <= 46.7593879699707) {
if (x[6] <= 37.34123611450195) {
votes[8] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[0] <= 346.5) {
if (x[6] <= 29.832948684692383) {
if (x[4] <= 22.60130786895752) {
if (x[4] <= 13.025464057922363) {
votes[3] += 1;
}
else {
votes[8] += 1;
}
}
else {
if (x[7] <= 75.93735122680664) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[2] <= 23.76901149749756) {
if (x[4] <= 41.3253173828125) {
votes[2] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[9] <= 40.225494384765625) {
votes[7] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[3] <= 42.367069244384766) {
if (x[4] <= 50.952619552612305) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[5] <= 62.79804229736328) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
}
else {
if (x[9] <= 21.923897743225098) {
if (x[3] <= 95.35895538330078) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[0] <= 298.5) {
votes[5] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[6] <= 43.15541076660156) {
votes[5] += 1;
}
else {
if (x[3] <= 62.432573318481445) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[1] <= 242.9531021118164) {
if (x[8] <= 24.168350219726562) {
if (x[9] <= 26.127107620239258) {
if (x[7] <= 20.344463348388672) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[1] <= 234.27312469482422) {
if (x[9] <= 36.05971717834473) {
if (x[9] <= 21.67127227783203) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[7] <= 36.50413131713867) {
votes[8] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[0] <= 337.0) {
votes[1] += 1;
}
else {
if (x[7] <= 20.2089900970459) {
votes[8] += 1;
}
else {
if (x[6] <= 28.32239055633545) {
if (x[9] <= 13.692124843597412) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
}
}
else {
if (x[4] <= 74.10191345214844) {
if (x[4] <= 29.59377956390381) {
if (x[1] <= 174.2432861328125) {
if (x[2] <= 59.664520263671875) {
if (x[3] <= 52.81982231140137) {
votes[5] += 1;
}
else {
if (x[8] <= 90.75752639770508) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[0] <= 271.5) {
if (x[1] <= 136.703125) {
votes[0] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[6] <= 53.55852127075195) {
if (x[8] <= 55.26145362854004) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[7] <= 46.2301025390625) {
if (x[9] <= 29.82516574859619) {
if (x[2] <= 71.98735809326172) {
votes[8] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[3] <= 22.976268768310547) {
votes[7] += 1;
}
else {
if (x[8] <= 42.44007110595703) {
votes[7] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[0] <= 287.5) {
votes[7] += 1;
}
else {
if (x[6] <= 37.33520698547363) {
votes[3] += 1;
}
else {
if (x[5] <= 90.69143676757812) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
}
else {
if (x[9] <= 39.20505714416504) {
if (x[7] <= 63.78265571594238) {
if (x[3] <= 56.45675277709961) {
if (x[7] <= 57.22893714904785) {
if (x[2] <= 104.97519302368164) {
if (x[8] <= 37.467769622802734) {
if (x[5] <= 63.494497299194336) {
votes[2] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[6] <= 38.21928596496582) {
votes[8] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
votes[4] += 1;
}
}
else {
if (x[3] <= 44.9265193939209) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[8] <= 57.376373291015625) {
if (x[2] <= 52.48953437805176) {
votes[1] += 1;
}
else {
if (x[1] <= 176.2789306640625) {
if (x[2] <= 73.69822311401367) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[8] <= 51.55190849304199) {
if (x[6] <= 5.760260105133057) {
votes[6] += 1;
}
else {
if (x[8] <= 32.69318199157715) {
votes[6] += 1;
}
else {
if (x[6] <= 28.689351081848145) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[6] <= 60.65969467163086) {
if (x[7] <= 55.368927001953125) {
if (x[0] <= 259.5) {
votes[3] += 1;
}
else {
if (x[6] <= 40.769813537597656) {
if (x[7] <= 15.52477741241455) {
votes[2] += 1;
}
else {
if (x[9] <= 53.58584403991699) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[4] <= 48.83852958679199) {
votes[0] += 1;
}
else {
if (x[7] <= 37.101470947265625) {
votes[7] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[1] <= 197.6573028564453) {
if (x[6] <= 29.342677116394043) {
votes[3] += 1;
}
else {
if (x[1] <= 178.15176391601562) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[8] <= 60.03694152832031) {
if (x[5] <= 43.603660583496094) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[9] <= 39.558237075805664) {
if (x[6] <= 34.215511322021484) {
if (x[0] <= 337.5) {
if (x[1] <= 187.57378387451172) {
if (x[9] <= 31.46434211730957) {
if (x[2] <= 96.83755874633789) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[2] <= 109.62900924682617) {
votes[9] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[1] <= 200.70299530029297) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[3] <= 54.00701713562012) {
votes[2] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[5] <= 13.87471342086792) {
votes[4] += 1;
}
else {
if (x[0] <= 269.5) {
votes[4] += 1;
}
else {
if (x[8] <= 63.580955505371094) {
if (x[2] <= 57.416215896606445) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[1] <= 169.64813995361328) {
if (x[5] <= 46.00460624694824) {
if (x[8] <= 48.063283920288086) {
votes[4] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[1] <= 155.27140045166016) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[3] <= 61.82625198364258) {
if (x[9] <= 42.97217559814453) {
votes[2] += 1;
}
else {
if (x[4] <= 79.29759216308594) {
votes[2] += 1;
}
else {
if (x[4] <= 86.55101776123047) {
votes[2] += 1;
}
else {
if (x[1] <= 186.7146453857422) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[8] <= 43.624839782714844) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
}
// tree #21
if (x[6] <= 59.36237716674805) {
if (x[4] <= 26.79054355621338) {
if (x[3] <= 55.03073692321777) {
if (x[6] <= 30.55018901824951) {
if (x[1] <= 183.8284454345703) {
if (x[8] <= 54.508460998535156) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[8] <= 37.35091781616211) {
votes[8] += 1;
}
else {
if (x[3] <= 34.44072341918945) {
votes[8] += 1;
}
else {
if (x[5] <= 28.832974433898926) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
}
}
else {
if (x[9] <= 62.814226150512695) {
if (x[7] <= 21.540538787841797) {
votes[0] += 1;
}
else {
if (x[6] <= 42.348344802856445) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[5] <= 42.7773551940918) {
if (x[3] <= 93.29768753051758) {
votes[8] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[2] <= 46.03485107421875) {
votes[1] += 1;
}
else {
if (x[8] <= 53.24165153503418) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
else {
if (x[2] <= 100.3383560180664) {
if (x[7] <= 62.77556037902832) {
if (x[4] <= 73.59435653686523) {
if (x[9] <= 45.027809143066406) {
if (x[4] <= 41.876590728759766) {
if (x[2] <= 67.6541633605957) {
if (x[7] <= 27.420080184936523) {
if (x[3] <= 52.74356460571289) {
votes[8] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[3] <= 62.20830535888672) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[8] <= 57.080461502075195) {
if (x[7] <= 49.15888023376465) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[1] <= 220.02576446533203) {
if (x[1] <= 128.4522819519043) {
votes[9] += 1;
}
else {
if (x[3] <= 71.10190963745117) {
votes[3] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[0] <= 340.5) {
if (x[5] <= 47.004892349243164) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[8] <= 28.1224365234375) {
votes[1] += 1;
}
else {
votes[8] += 1;
}
}
}
}
}
else {
if (x[5] <= 65.01519393920898) {
if (x[2] <= 34.83054542541504) {
if (x[2] <= 22.66317367553711) {
votes[9] += 1;
}
else {
if (x[6] <= 35.57613563537598) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[7] <= 29.428689002990723) {
if (x[5] <= 41.87968635559082) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[8] <= 49.432111740112305) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[6] <= 37.22125434875488) {
if (x[8] <= 45.78109550476074) {
votes[5] += 1;
}
else {
if (x[0] <= 327.0) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[1] <= 187.13302612304688) {
if (x[8] <= 37.684078216552734) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[9] += 1;
}
}
}
}
}
else {
if (x[9] <= 23.835620880126953) {
if (x[3] <= 88.21694946289062) {
if (x[6] <= 31.836551666259766) {
votes[1] += 1;
}
else {
if (x[0] <= 309.5) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[0] <= 290.0) {
if (x[6] <= 32.70362854003906) {
if (x[7] <= 24.41584014892578) {
votes[9] += 1;
}
else {
if (x[5] <= 32.83836364746094) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[8] <= 44.57343101501465) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[2] <= 68.55035400390625) {
if (x[6] <= 46.80475616455078) {
if (x[2] <= 65.3556137084961) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[2] <= 54.64505958557129) {
votes[5] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[9] <= 42.97217559814453) {
if (x[9] <= 33.61894416809082) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[2] += 1;
}
}
}
}
}
}
else {
if (x[6] <= 35.72410011291504) {
if (x[2] <= 32.85102844238281) {
if (x[1] <= 148.91829681396484) {
votes[6] += 1;
}
else {
if (x[8] <= 66.04264068603516) {
votes[1] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[6] <= 15.74323844909668) {
if (x[7] <= 80.50045394897461) {
if (x[2] <= 57.081268310546875) {
votes[3] += 1;
}
else {
if (x[1] <= 198.99217987060547) {
votes[6] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[9] <= 19.461469650268555) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[5] <= 39.17786979675293) {
votes[6] += 1;
}
else {
if (x[4] <= 56.72248649597168) {
if (x[1] <= 196.67723846435547) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[6] += 1;
}
}
}
}
}
else {
if (x[9] <= 27.46620750427246) {
if (x[1] <= 176.88551330566406) {
votes[6] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[2] <= 52.71924018859863) {
if (x[4] <= 32.243468284606934) {
votes[9] += 1;
}
else {
if (x[3] <= 77.82316207885742) {
if (x[3] <= 31.082624435424805) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[9] += 1;
}
}
}
else {
if (x[9] <= 39.985496520996094) {
votes[4] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
}
else {
if (x[8] <= 31.954570770263672) {
if (x[6] <= 31.9706974029541) {
votes[2] += 1;
}
else {
if (x[8] <= 26.796059608459473) {
votes[4] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[4] <= 67.72855758666992) {
votes[4] += 1;
}
else {
if (x[2] <= 110.53316116333008) {
if (x[4] <= 84.54167175292969) {
votes[4] += 1;
}
else {
if (x[9] <= 26.383524894714355) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[4] += 1;
}
}
}
}
}
}
else {
if (x[7] <= 69.6806411743164) {
if (x[9] <= 74.43890380859375) {
if (x[2] <= 33.732065200805664) {
if (x[1] <= 193.33708953857422) {
votes[1] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[5] <= 74.40579223632812) {
if (x[4] <= 74.81344223022461) {
if (x[1] <= 167.8783721923828) {
votes[7] += 1;
}
else {
if (x[8] <= 67.70441055297852) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
votes[4] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
votes[5] += 1;
}
}
else {
if (x[3] <= 55.320871353149414) {
votes[9] += 1;
}
else {
if (x[1] <= 177.3525848388672) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
// tree #22
if (x[2] <= 100.3383560180664) {
if (x[6] <= 61.469770431518555) {
if (x[9] <= 56.69391059875488) {
if (x[2] <= 46.713932037353516) {
if (x[1] <= 229.07000732421875) {
if (x[3] <= 96.70830535888672) {
if (x[6] <= 35.59946823120117) {
if (x[5] <= 32.154293060302734) {
if (x[9] <= 46.26348114013672) {
if (x[2] <= 37.638906478881836) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 147.1439971923828) {
if (x[7] <= 58.586599349975586) {
votes[0] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[4] <= 32.464510917663574) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[9] <= 27.46620750427246) {
if (x[5] <= 67.19905090332031) {
votes[1] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[0] <= 262.5) {
votes[3] += 1;
}
else {
if (x[8] <= 74.05811309814453) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[2] <= 29.42108917236328) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[0] <= 327.5) {
if (x[3] <= 104.45877838134766) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[7] <= 23.433505058288574) {
if (x[3] <= 75.62541961669922) {
if (x[4] <= 27.547738075256348) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[4] <= 45.11053276062012) {
if (x[1] <= 258.4730682373047) {
if (x[0] <= 359.5) {
votes[1] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[8] <= 65.22734069824219) {
if (x[4] <= 74.42015075683594) {
if (x[5] <= 43.77833366394043) {
if (x[4] <= 38.24973487854004) {
if (x[6] <= 27.07772731781006) {
if (x[2] <= 58.722686767578125) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[8] <= 37.38125991821289) {
if (x[7] <= 48.19670104980469) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[0] <= 292.0) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[7] <= 63.458452224731445) {
if (x[3] <= 57.86082649230957) {
if (x[7] <= 47.655473709106445) {
votes[8] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[8] <= 34.71750259399414) {
votes[1] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[8] <= 48.962547302246094) {
if (x[9] <= 37.81451606750488) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[5] <= 51.98248291015625) {
if (x[6] <= 28.390117645263672) {
if (x[3] <= 47.207794189453125) {
if (x[7] <= 40.27064514160156) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[4] <= 84.35708236694336) {
votes[4] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[4] <= 89.59982681274414) {
if (x[1] <= 194.89495086669922) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[4] <= 107.63897323608398) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[2] <= 74.71909713745117) {
if (x[7] <= 31.47183322906494) {
votes[2] += 1;
}
else {
if (x[1] <= 202.528076171875) {
votes[6] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[4] <= 87.49417877197266) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[2] <= 52.040260314941406) {
votes[0] += 1;
}
else {
if (x[3] <= 29.29382610321045) {
votes[4] += 1;
}
else {
if (x[1] <= 193.5311737060547) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
}
else {
if (x[5] <= 65.14313507080078) {
if (x[7] <= 15.554593563079834) {
if (x[4] <= 83.98646926879883) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[2] <= 46.28397178649902) {
if (x[0] <= 317.0) {
if (x[6] <= 42.87722587585449) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[7] <= 38.39325523376465) {
if (x[1] <= 191.2380599975586) {
votes[5] += 1;
}
else {
if (x[5] <= 35.57352638244629) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[6] <= 37.60666847229004) {
votes[3] += 1;
}
else {
if (x[3] <= 46.99803352355957) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
}
else {
if (x[7] <= 54.595102310180664) {
if (x[4] <= 66.60126495361328) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[5] <= 100.48428344726562) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[3] <= 75.8809814453125) {
if (x[2] <= 34.77516746520996) {
if (x[5] <= 51.9958438873291) {
votes[7] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[0] <= 355.0) {
if (x[9] <= 78.83710098266602) {
if (x[5] <= 32.09566879272461) {
votes[7] += 1;
}
else {
if (x[4] <= 14.839163303375244) {
votes[7] += 1;
}
else {
if (x[3] <= 53.721181869506836) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
else {
votes[5] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[4] <= 59.49003601074219) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[3] <= 52.30191230773926) {
if (x[6] <= 18.391161918640137) {
votes[2] += 1;
}
else {
if (x[3] <= 50.48164367675781) {
if (x[7] <= 51.422645568847656) {
if (x[9] <= 42.97108268737793) {
if (x[8] <= 32.79507637023926) {
if (x[0] <= 290.0) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[0] <= 294.0) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
else {
if (x[2] <= 106.95913314819336) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
// tree #23
if (x[2] <= 59.63716125488281) {
if (x[4] <= 28.845133781433105) {
if (x[0] <= 255.0) {
votes[1] += 1;
}
else {
if (x[3] <= 76.31824111938477) {
if (x[9] <= 58.08012008666992) {
if (x[6] <= 29.805033683776855) {
if (x[3] <= 54.23351860046387) {
if (x[8] <= 70.08504104614258) {
if (x[5] <= 63.907955169677734) {
if (x[2] <= 13.741782665252686) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[8] += 1;
}
}
else {
votes[8] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[0] <= 331.5) {
if (x[6] <= 59.410722732543945) {
if (x[3] <= 46.885135650634766) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
if (x[5] <= 34.256330490112305) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[5] <= 71.90731811523438) {
votes[5] += 1;
}
else {
if (x[6] <= 55.65034866333008) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[1] <= 216.19277954101562) {
votes[0] += 1;
}
else {
if (x[6] <= 17.819576263427734) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[7] <= 49.78105163574219) {
if (x[6] <= 59.12050437927246) {
if (x[9] <= 46.508317947387695) {
if (x[4] <= 45.95294952392578) {
if (x[1] <= 250.5371322631836) {
if (x[1] <= 174.6436996459961) {
votes[3] += 1;
}
else {
if (x[3] <= 69.81865692138672) {
if (x[3] <= 36.766563415527344) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[2] <= 46.8942813873291) {
if (x[2] <= 27.156460762023926) {
if (x[3] <= 72.71746444702148) {
if (x[7] <= 28.84286880493164) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[9] <= 30.48826503753662) {
if (x[3] <= 95.59822463989258) {
votes[3] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[1] <= 182.6114501953125) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[4] <= 79.49249649047852) {
if (x[7] <= 35.636837005615234) {
votes[2] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[5] <= 48.19524002075195) {
votes[4] += 1;
}
else {
votes[9] += 1;
}
}
}
}
}
else {
if (x[7] <= 39.6234245300293) {
if (x[3] <= 56.36927795410156) {
if (x[1] <= 181.19041442871094) {
votes[5] += 1;
}
else {
if (x[3] <= 44.34311103820801) {
if (x[2] <= 47.456993103027344) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[2] += 1;
}
}
}
else {
if (x[9] <= 67.67426300048828) {
if (x[7] <= 23.560967445373535) {
if (x[6] <= 42.25939178466797) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[8] <= 48.274465560913086) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[6] <= 30.681965827941895) {
votes[3] += 1;
}
else {
if (x[5] <= 72.67451477050781) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[1] <= 170.72679901123047) {
votes[5] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[9] <= 29.305564880371094) {
if (x[8] <= 32.73988723754883) {
if (x[2] <= 26.766127586364746) {
votes[7] += 1;
}
else {
if (x[7] <= 60.83277130126953) {
votes[6] += 1;
}
else {
if (x[6] <= 28.838407516479492) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[4] <= 36.74342727661133) {
if (x[8] <= 58.28713417053223) {
votes[8] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[2] <= 22.76323699951172) {
if (x[7] <= 66.64353561401367) {
if (x[0] <= 297.5) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 223.7881317138672) {
if (x[5] <= 66.89311599731445) {
if (x[0] <= 286.5) {
votes[3] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[8] <= 52.03794288635254) {
votes[6] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[1] <= 187.1643829345703) {
if (x[2] <= 31.749560356140137) {
if (x[4] <= 60.98347473144531) {
if (x[5] <= 50.80229949951172) {
votes[9] += 1;
}
else {
if (x[4] <= 36.4484920501709) {
votes[9] += 1;
}
else {
if (x[3] <= 64.88658142089844) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[1] <= 155.920166015625) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[5] <= 67.1279411315918) {
if (x[7] <= 73.72455215454102) {
if (x[2] <= 46.27604103088379) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[4] <= 58.82534980773926) {
votes[5] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[4] <= 50.00673484802246) {
if (x[4] <= 38.47497367858887) {
votes[3] += 1;
}
else {
if (x[7] <= 66.28838729858398) {
if (x[4] <= 42.15393257141113) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
}
else {
if (x[9] <= 44.48550033569336) {
if (x[6] <= 34.62423324584961) {
votes[3] += 1;
}
else {
if (x[8] <= 54.867692947387695) {
if (x[8] <= 37.04079627990723) {
votes[4] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
votes[2] += 1;
}
}
}
}
}
}
}
else {
if (x[8] <= 69.57130813598633) {
if (x[4] <= 74.10191345214844) {
if (x[9] <= 35.88986587524414) {
if (x[7] <= 55.66212844848633) {
if (x[3] <= 51.60076713562012) {
if (x[4] <= 66.43256378173828) {
if (x[8] <= 49.59808921813965) {
if (x[9] <= 32.57581901550293) {
if (x[2] <= 77.19256591796875) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 37.755924224853516) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
votes[4] += 1;
}
}
else {
if (x[1] <= 167.06227111816406) {
if (x[2] <= 72.24806213378906) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
votes[4] += 1;
}
}
}
else {
if (x[8] <= 56.805641174316406) {
if (x[0] <= 271.0) {
votes[6] += 1;
}
else {
if (x[3] <= 34.181175231933594) {
votes[6] += 1;
}
else {
if (x[9] <= 26.71237087249756) {
if (x[2] <= 62.044050216674805) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[1] <= 192.17984771728516) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[6] <= 52.676483154296875) {
if (x[4] <= 61.623348236083984) {
if (x[3] <= 39.95474624633789) {
if (x[5] <= 60.08731651306152) {
votes[5] += 1;
}
else {
if (x[1] <= 187.89462280273438) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[5] <= 63.554100036621094) {
votes[2] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[7] <= 35.83466911315918) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[8] <= 42.63268280029297) {
if (x[1] <= 172.0849838256836) {
votes[7] += 1;
}
else {
if (x[3] <= 33.170597076416016) {
votes[7] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[1] <= 177.66026306152344) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[2] <= 100.18801498413086) {
if (x[7] <= 76.12987899780273) {
if (x[5] <= 52.217872619628906) {
if (x[6] <= 38.29244041442871) {
if (x[1] <= 186.2636489868164) {
if (x[9] <= 30.12478256225586) {
votes[4] += 1;
}
else {
if (x[5] <= 26.157670974731445) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[8] <= 43.72620391845703) {
if (x[8] <= 21.7117338180542) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[1] <= 202.61914825439453) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[8] <= 59.23825645446777) {
if (x[6] <= 48.36501884460449) {
if (x[2] <= 81.89014053344727) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[7] <= 37.81936264038086) {
if (x[9] <= 41.83783149719238) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
votes[6] += 1;
}
}
else {
if (x[7] <= 27.080540657043457) {
votes[4] += 1;
}
else {
if (x[5] <= 26.417573928833008) {
if (x[1] <= 144.33995056152344) {
votes[7] += 1;
}
else {
if (x[1] <= 182.25904846191406) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[3] <= 38.85286521911621) {
votes[4] += 1;
}
else {
if (x[4] <= 39.86585807800293) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
// tree #24
if (x[6] <= 59.47696304321289) {
if (x[3] <= 96.72123718261719) {
if (x[4] <= 35.18651008605957) {
if (x[1] <= 176.5453109741211) {
if (x[3] <= 51.160696029663086) {
if (x[6] <= 26.13862419128418) {
votes[8] += 1;
}
else {
if (x[8] <= 30.10965919494629) {
if (x[7] <= 45.88671875) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 60.42696762084961) {
votes[0] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[7] <= 23.992700576782227) {
if (x[2] <= 47.577857971191406) {
votes[9] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[2] <= 54.822946548461914) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[2] <= 70.74272537231445) {
if (x[5] <= 64.48873519897461) {
if (x[3] <= 55.418806076049805) {
if (x[7] <= 56.92201805114746) {
if (x[9] <= 46.258413314819336) {
if (x[6] <= 34.49529457092285) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
votes[8] += 1;
}
}
else {
if (x[1] <= 249.44928741455078) {
if (x[1] <= 212.52490234375) {
votes[9] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[4] <= 21.428534507751465) {
votes[8] += 1;
}
else {
if (x[2] <= 44.46664047241211) {
votes[1] += 1;
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[7] <= 38.11092185974121) {
votes[0] += 1;
}
else {
if (x[0] <= 327.5) {
votes[5] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
else {
if (x[4] <= 73.00009536743164) {
if (x[3] <= 43.97721290588379) {
if (x[9] <= 57.678592681884766) {
if (x[8] <= 44.18580436706543) {
if (x[9] <= 40.81993103027344) {
if (x[3] <= 38.242631912231445) {
if (x[4] <= 50.830421447753906) {
votes[8] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[3] <= 23.08533000946045) {
votes[5] += 1;
}
else {
if (x[9] <= 50.265512466430664) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[6] <= 41.691667556762695) {
if (x[4] <= 43.789798736572266) {
if (x[5] <= 56.61903762817383) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 180.21180725097656) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[6] <= 47.82118225097656) {
votes[9] += 1;
}
else {
if (x[0] <= 300.5) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[7] <= 39.52422904968262) {
if (x[6] <= 41.482065200805664) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[4] <= 41.31022262573242) {
votes[5] += 1;
}
else {
if (x[7] <= 51.50545692443848) {
votes[5] += 1;
}
else {
votes[3] += 1;
}
}
}
}
}
else {
if (x[7] <= 56.47080993652344) {
if (x[9] <= 54.81352615356445) {
if (x[3] <= 72.78702926635742) {
if (x[7] <= 42.86989784240723) {
if (x[9] <= 28.151472091674805) {
votes[8] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[1] <= 189.41683959960938) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[0] <= 322.0) {
if (x[1] <= 212.96117401123047) {
votes[7] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[0] <= 344.0) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[3] <= 58.479766845703125) {
if (x[6] <= 40.96636962890625) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[2] <= 34.29350185394287) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[9] <= 37.29110527038574) {
if (x[8] <= 36.674007415771484) {
if (x[3] <= 51.07553291320801) {
if (x[8] <= 14.772610187530518) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[1] <= 198.90572357177734) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[2] <= 42.634498596191406) {
if (x[3] <= 66.9669189453125) {
votes[3] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[1] <= 141.54241180419922) {
votes[0] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[2] <= 46.28241729736328) {
if (x[7] <= 66.8326187133789) {
votes[9] += 1;
}
else {
if (x[5] <= 63.672664642333984) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[2] <= 59.55994987487793) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
}
}
}
else {
if (x[7] <= 74.6195297241211) {
if (x[2] <= 96.8977165222168) {
if (x[4] <= 96.379150390625) {
if (x[3] <= 57.49738311767578) {
if (x[7] <= 30.470845222473145) {
if (x[2] <= 59.92036247253418) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 57.83207702636719) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[7] <= 33.76258850097656) {
if (x[1] <= 196.1516571044922) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[5] <= 47.75822639465332) {
votes[4] += 1;
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[7] <= 32.77817916870117) {
if (x[9] <= 43.56106948852539) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[9] <= 35.40200233459473) {
if (x[3] <= 41.40159034729004) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[1] <= 138.85154724121094) {
votes[7] += 1;
}
else {
if (x[9] <= 39.26491928100586) {
if (x[7] <= 27.080540657043457) {
votes[4] += 1;
}
else {
if (x[4] <= 75.58206176757812) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[3] <= 25.2222261428833) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[7] <= 85.45449447631836) {
if (x[4] <= 78.0080337524414) {
votes[6] += 1;
}
else {
if (x[4] <= 82.14968490600586) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
votes[6] += 1;
}
}
}
}
}
else {
if (x[0] <= 358.0) {
if (x[2] <= 49.36176300048828) {
if (x[1] <= 178.3080596923828) {
votes[1] += 1;
}
else {
if (x[0] <= 332.0) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[1] <= 145.88633728027344) {
votes[0] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[7] <= 57.79123878479004) {
if (x[8] <= 31.3257417678833) {
if (x[6] <= 75.93510818481445) {
if (x[2] <= 60.784738540649414) {
votes[5] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
if (x[1] <= 157.4146728515625) {
votes[5] += 1;
}
else {
if (x[1] <= 168.13225555419922) {
votes[7] += 1;
}
else {
if (x[9] <= 63.25753593444824) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[8] <= 61.84336280822754) {
if (x[4] <= 57.34284973144531) {
if (x[5] <= 64.59494018554688) {
votes[9] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
if (x[0] <= 321.0) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
// tree #25
if (x[6] <= 58.74375534057617) {
if (x[9] <= 55.63290596008301) {
if (x[3] <= 91.87762451171875) {
if (x[8] <= 64.15995788574219) {
if (x[6] <= 34.40580940246582) {
if (x[7] <= 63.39757537841797) {
if (x[2] <= 58.883453369140625) {
if (x[3] <= 51.14152717590332) {
if (x[1] <= 167.7694854736328) {
if (x[9] <= 42.74021530151367) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[5] <= 46.3026008605957) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
if (x[0] <= 362.0) {
if (x[1] <= 161.9511489868164) {
votes[6] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[6] <= 26.160680770874023) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[1] <= 191.58658599853516) {
if (x[9] <= 42.12599563598633) {
if (x[0] <= 306.0) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[7] <= 17.61808156967163) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[1] <= 220.08995819091797) {
if (x[3] <= 59.897315979003906) {
votes[2] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[1] <= 206.92184448242188) {
if (x[2] <= 31.62596321105957) {
if (x[9] <= 23.170442581176758) {
votes[6] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[8] <= 39.08284950256348) {
if (x[5] <= 34.46455001831055) {
votes[4] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[3] += 1;
}
}
}
else {
if (x[8] <= 34.61269569396973) {
votes[6] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[5] <= 47.11545753479004) {
if (x[7] <= 23.751282691955566) {
if (x[9] <= 41.84935188293457) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[2] <= 55.29947471618652) {
if (x[1] <= 205.03659057617188) {
if (x[5] <= 30.419291496276855) {
votes[5] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[0] <= 274.5) {
if (x[3] <= 29.86217212677002) {
votes[4] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[4] <= 77.7610969543457) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[6] <= 50.51919746398926) {
if (x[7] <= 42.652198791503906) {
if (x[9] <= 34.591745376586914) {
if (x[2] <= 45.411659240722656) {
votes[1] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[4] <= 58.47190856933594) {
votes[1] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[2] <= 73.60153198242188) {
if (x[8] <= 37.677345275878906) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[4] <= 44.85069465637207) {
votes[0] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[7] <= 55.092376708984375) {
if (x[0] <= 320.0) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[4] <= 31.70773220062256) {
if (x[1] <= 184.3804473876953) {
if (x[2] <= 53.7958984375) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[3] <= 40.065269470214844) {
votes[8] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[2] <= 45.57510566711426) {
if (x[3] <= 50.29033279418945) {
if (x[9] <= 38.793806076049805) {
if (x[1] <= 186.14905548095703) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 204.88421630859375) {
votes[3] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
if (x[2] <= 66.4909896850586) {
if (x[1] <= 160.73363494873047) {
votes[0] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[5] <= 46.749956130981445) {
votes[4] += 1;
}
else {
if (x[5] <= 65.7817497253418) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
}
}
else {
if (x[8] <= 60.92082214355469) {
if (x[4] <= 75.42486953735352) {
if (x[8] <= 42.35367965698242) {
if (x[1] <= 220.1357879638672) {
if (x[4] <= 52.17887496948242) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[2] <= 30.086767196655273) {
votes[1] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[4] <= 85.24671936035156) {
if (x[1] <= 216.62789154052734) {
if (x[9] <= 76.0604476928711) {
if (x[8] <= 52.60420036315918) {
if (x[2] <= 17.91239070892334) {
votes[9] += 1;
}
else {
if (x[7] <= 59.3211555480957) {
if (x[5] <= 77.17152786254883) {
if (x[3] <= 19.452645301818848) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
votes[2] += 1;
}
}
}
else {
if (x[1] <= 197.90785217285156) {
if (x[7] <= 48.08748245239258) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
votes[5] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[4] <= 95.84753036499023) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[3] <= 40.95701026916504) {
if (x[7] <= 67.50749206542969) {
if (x[1] <= 161.18743896484375) {
votes[7] += 1;
}
else {
if (x[4] <= 64.10414123535156) {
if (x[3] <= 8.3225417137146) {
votes[7] += 1;
}
else {
if (x[8] <= 31.399094581604004) {
if (x[6] <= 86.60845947265625) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
votes[7] += 1;
}
}
}
else {
votes[9] += 1;
}
}
else {
if (x[1] <= 159.45821380615234) {
if (x[2] <= 32.44670486450195) {
if (x[9] <= 62.57202911376953) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
if (x[1] <= 187.2417221069336) {
if (x[4] <= 57.93692970275879) {
if (x[7] <= 54.173160552978516) {
votes[7] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[5] <= 51.66563415527344) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[7] <= 62.23294639587402) {
if (x[2] <= 45.41549301147461) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
}
// tree #26
if (x[2] <= 46.713932037353516) {
if (x[1] <= 229.23067474365234) {
if (x[5] <= 37.10886764526367) {
if (x[0] <= 271.5) {
if (x[6] <= 20.177522659301758) {
votes[1] += 1;
}
else {
if (x[1] <= 160.9327850341797) {
votes[3] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[3] <= 40.88563346862793) {
if (x[9] <= 42.47320747375488) {
if (x[1] <= 184.29087829589844) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
if (x[3] <= 77.39638900756836) {
if (x[7] <= 19.328453063964844) {
votes[8] += 1;
}
else {
if (x[6] <= 25.97608184814453) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
votes[8] += 1;
}
}
}
}
else {
if (x[3] <= 92.08926773071289) {
if (x[9] <= 59.6336727142334) {
if (x[8] <= 32.5438175201416) {
if (x[2] <= 27.852700233459473) {
if (x[3] <= 52.03632354736328) {
votes[8] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[4] <= 64.70381546020508) {
if (x[9] <= 28.104536056518555) {
votes[8] += 1;
}
else {
if (x[3] <= 62.80891990661621) {
votes[2] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[9] <= 25.866073608398438) {
if (x[6] <= 21.512361526489258) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[6] <= 29.60684871673584) {
if (x[3] <= 64.4773941040039) {
if (x[5] <= 62.75339889526367) {
if (x[4] <= 27.282005310058594) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[9] <= 16.57974338531494) {
votes[6] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[6] <= 14.944106101989746) {
votes[3] += 1;
}
else {
votes[0] += 1;
}
}
}
else {
if (x[6] <= 53.678232192993164) {
if (x[9] <= 21.32437515258789) {
votes[6] += 1;
}
else {
if (x[3] <= 67.38676071166992) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[9] <= 44.52676963806152) {
if (x[7] <= 60.43530464172363) {
votes[7] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[5] <= 59.153076171875) {
votes[1] += 1;
}
else {
votes[9] += 1;
}
}
}
}
}
}
else {
if (x[7] <= 45.996232986450195) {
if (x[3] <= 62.58633995056152) {
if (x[8] <= 40.42957878112793) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[6] <= 48.44383239746094) {
votes[5] += 1;
}
else {
votes[9] += 1;
}
}
}
}
else {
if (x[3] <= 106.21439743041992) {
if (x[5] <= 53.87605094909668) {
votes[1] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[3] <= 66.38516616821289) {
if (x[4] <= 45.59284591674805) {
if (x[9] <= 33.84755897521973) {
if (x[0] <= 377.0) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[7] <= 12.334687232971191) {
if (x[4] <= 23.520299911499023) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[9] <= 13.779492855072021) {
if (x[6] <= 23.484390258789062) {
if (x[4] <= 24.908525466918945) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[4] <= 14.604875087738037) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
}
else {
if (x[4] <= 47.65130043029785) {
if (x[3] <= 43.34737968444824) {
if (x[9] <= 62.271602630615234) {
if (x[8] <= 64.52273178100586) {
if (x[1] <= 205.0342788696289) {
if (x[3] <= 27.358287811279297) {
if (x[1] <= 184.97625732421875) {
if (x[0] <= 280.0) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[3] <= 18.171297073364258) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[6] <= 43.79199409484863) {
if (x[8] <= 27.256244659423828) {
votes[6] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[3] <= 37.87454032897949) {
if (x[9] <= 44.76265525817871) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
}
}
else {
if (x[6] <= 24.73457431793213) {
if (x[8] <= 40.68804359436035) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[7] += 1;
}
}
}
else {
votes[0] += 1;
}
}
else {
if (x[2] <= 78.26310348510742) {
if (x[5] <= 49.542741775512695) {
votes[5] += 1;
}
else {
if (x[5] <= 75.75065612792969) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[1] <= 176.8468246459961) {
if (x[3] <= 51.90774345397949) {
votes[0] += 1;
}
else {
if (x[8] <= 42.19690132141113) {
votes[3] += 1;
}
else {
if (x[6] <= 56.40529823303223) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[8] <= 62.30545425415039) {
if (x[7] <= 59.74192428588867) {
if (x[9] <= 29.175572395324707) {
votes[8] += 1;
}
else {
if (x[2] <= 58.515625) {
votes[7] += 1;
}
else {
if (x[3] <= 50.6406307220459) {
votes[5] += 1;
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[2] <= 62.49327850341797) {
votes[9] += 1;
}
else {
if (x[8] <= 30.97672939300537) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[2] <= 71.98701095581055) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
else {
if (x[7] <= 63.43428421020508) {
if (x[5] <= 45.54688262939453) {
if (x[4] <= 88.44533920288086) {
if (x[2] <= 97.32739639282227) {
if (x[1] <= 165.4222412109375) {
votes[9] += 1;
}
else {
if (x[2] <= 75.6152229309082) {
if (x[8] <= 58.979413986206055) {
if (x[4] <= 80.46384811401367) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[9] <= 51.12981986999512) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[1] <= 197.8270034790039) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[9] <= 39.20453453063965) {
if (x[1] <= 156.3607635498047) {
votes[4] += 1;
}
else {
if (x[7] <= 36.94882011413574) {
votes[4] += 1;
}
else {
if (x[9] <= 25.12773609161377) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
votes[7] += 1;
}
}
}
else {
if (x[7] <= 27.71700382232666) {
votes[4] += 1;
}
else {
if (x[4] <= 94.36430358886719) {
if (x[4] <= 91.22311019897461) {
if (x[3] <= 30.2030611038208) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[6] <= 38.20816612243652) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[6] <= 29.230730056762695) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[5] <= 86.74248886108398) {
if (x[9] <= 33.23554229736328) {
if (x[2] <= 107.09775161743164) {
if (x[4] <= 94.99395370483398) {
if (x[6] <= 36.28864288330078) {
if (x[3] <= 46.108747482299805) {
votes[2] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
else {
if (x[4] <= 65.31357955932617) {
if (x[3] <= 49.92916297912598) {
if (x[6] <= 60.295949935913086) {
if (x[7] <= 50.72780227661133) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[8] <= 60.69401550292969) {
if (x[7] <= 30.470845222473145) {
if (x[1] <= 194.9693603515625) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[0] <= 287.0) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
votes[2] += 1;
}
}
}
}
else {
votes[5] += 1;
}
}
}
else {
if (x[4] <= 75.69252395629883) {
if (x[6] <= 43.407203674316406) {
if (x[2] <= 52.54088592529297) {
votes[6] += 1;
}
else {
if (x[6] <= 16.115118980407715) {
votes[6] += 1;
}
else {
if (x[8] <= 33.748640060424805) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
votes[7] += 1;
}
}
else {
if (x[2] <= 86.70321273803711) {
if (x[8] <= 29.37819194793701) {
if (x[7] <= 73.33741760253906) {
votes[4] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
}
// tree #27
if (x[9] <= 56.00065612792969) {
if (x[8] <= 62.431257247924805) {
if (x[3] <= 92.2306137084961) {
if (x[4] <= 74.23918914794922) {
if (x[7] <= 61.189748764038086) {
if (x[9] <= 28.198440551757812) {
if (x[1] <= 259.44415283203125) {
if (x[8] <= 42.33015060424805) {
if (x[2] <= 58.1081600189209) {
if (x[3] <= 54.192359924316406) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[5] <= 47.26998329162598) {
votes[7] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[0] <= 323.0) {
if (x[6] <= 47.801706314086914) {
votes[4] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[1] <= 237.6940689086914) {
if (x[2] <= 42.562814712524414) {
if (x[6] <= 29.574097633361816) {
if (x[5] <= 28.151007652282715) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[6] <= 54.7441291809082) {
votes[9] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[1] <= 171.6687774658203) {
if (x[8] <= 24.577425956726074) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[8] <= 39.2231388092041) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
else {
if (x[2] <= 32.59507751464844) {
votes[1] += 1;
}
else {
votes[8] += 1;
}
}
}
}
else {
if (x[8] <= 32.49327850341797) {
if (x[2] <= 43.194772720336914) {
votes[9] += 1;
}
else {
if (x[0] <= 261.0) {
votes[6] += 1;
}
else {
if (x[0] <= 354.5) {
if (x[0] <= 298.0) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[7] <= 81.3752326965332) {
if (x[9] <= 28.91718101501465) {
if (x[4] <= 64.44220733642578) {
if (x[1] <= 180.12772369384766) {
votes[6] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[3] <= 56.26807403564453) {
if (x[3] <= 45.459794998168945) {
votes[9] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[3] += 1;
}
}
}
else {
if (x[2] <= 34.885475158691406) {
if (x[3] <= 42.96573829650879) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
}
else {
if (x[3] <= 50.92137145996094) {
if (x[6] <= 34.40580940246582) {
if (x[2] <= 99.93909454345703) {
if (x[9] <= 14.593129634857178) {
votes[4] += 1;
}
else {
if (x[8] <= 35.929494857788086) {
if (x[3] <= 44.30014991760254) {
votes[2] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[6] <= 22.95406436920166) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[8] <= 46.70916748046875) {
if (x[3] <= 29.74858570098877) {
votes[7] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
else {
if (x[1] <= 133.74049377441406) {
votes[7] += 1;
}
else {
if (x[9] <= 44.175537109375) {
if (x[7] <= 70.7319450378418) {
if (x[0] <= 331.5) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[2] <= 65.15174865722656) {
if (x[1] <= 182.718994140625) {
if (x[6] <= 21.780616760253906) {
votes[3] += 1;
}
else {
if (x[7] <= 78.26913452148438) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
else {
if (x[7] <= 42.42479705810547) {
votes[2] += 1;
}
else {
if (x[0] <= 328.5) {
votes[4] += 1;
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[7] <= 35.00501823425293) {
if (x[9] <= 40.29062461853027) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[6] <= 37.15817451477051) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
}
else {
if (x[9] <= 37.99301338195801) {
if (x[9] <= 30.009084701538086) {
if (x[3] <= 101.00736618041992) {
if (x[1] <= 227.78065490722656) {
if (x[3] <= 96.90707015991211) {
votes[1] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[2] += 1;
}
}
}
else {
if (x[1] <= 162.4691925048828) {
if (x[5] <= 45.154788970947266) {
votes[3] += 1;
}
else {
if (x[6] <= 46.538686752319336) {
if (x[4] <= 35.0039119720459) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
votes[0] += 1;
}
}
}
else {
if (x[6] <= 57.48053169250488) {
if (x[4] <= 33.21967315673828) {
if (x[2] <= 61.748069763183594) {
if (x[5] <= 42.22187423706055) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[0] += 1;
}
}
else {
if (x[5] <= 27.100236892700195) {
votes[4] += 1;
}
else {
if (x[1] <= 186.1249237060547) {
if (x[4] <= 40.36714553833008) {
votes[3] += 1;
}
else {
if (x[7] <= 62.227705001831055) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
else {
if (x[6] <= 27.089137077331543) {
if (x[2] <= 37.95040512084961) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[9] <= 43.58069610595703) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
}
else {
if (x[7] <= 60.32494354248047) {
votes[7] += 1;
}
else {
if (x[0] <= 318.5) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
}
}
}
else {
if (x[9] <= 68.5156021118164) {
if (x[0] <= 289.5) {
if (x[7] <= 41.99857139587402) {
if (x[4] <= 56.56894493103027) {
if (x[6] <= 50.17799949645996) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[2] <= 44.39285850524902) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[6] <= 67.65616989135742) {
if (x[1] <= 160.49483489990234) {
votes[9] += 1;
}
else {
if (x[5] <= 41.97323799133301) {
if (x[8] <= 40.638648986816406) {
if (x[8] <= 30.71487045288086) {
votes[2] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[4] <= 79.59410095214844) {
if (x[6] <= 42.88151550292969) {
if (x[3] <= 49.7393856048584) {
if (x[4] <= 45.70372772216797) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
votes[2] += 1;
}
}
else {
if (x[9] <= 62.33886528015137) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[4] <= 56.779924392700195) {
votes[7] += 1;
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[5] <= 51.06831169128418) {
if (x[6] <= 51.69402885437012) {
if (x[7] <= 28.98935604095459) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
if (x[6] <= 71.87472152709961) {
if (x[5] <= 65.17300796508789) {
votes[5] += 1;
}
else {
if (x[4] <= 20.29947853088379) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
votes[7] += 1;
}
}
}
}
// tree #28
if (x[3] <= 84.13082122802734) {
if (x[4] <= 74.2531623840332) {
if (x[6] <= 58.692644119262695) {
if (x[9] <= 54.286773681640625) {
if (x[6] <= 31.864803314208984) {
if (x[4] <= 35.262338638305664) {
if (x[5] <= 56.889997482299805) {
if (x[1] <= 134.3033676147461) {
votes[0] += 1;
}
else {
if (x[7] <= 52.12550926208496) {
if (x[6] <= 25.406970977783203) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[8] += 1;
}
}
}
else {
if (x[8] <= 55.0306339263916) {
if (x[7] <= 66.0091781616211) {
if (x[8] <= 34.26652717590332) {
votes[8] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[4] <= 24.18178653717041) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[8] <= 35.520273208618164) {
if (x[2] <= 46.113515853881836) {
if (x[0] <= 359.5) {
if (x[3] <= 35.26869583129883) {
votes[8] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[5] <= 33.099992752075195) {
votes[2] += 1;
}
else {
if (x[7] <= 52.940317153930664) {
votes[8] += 1;
}
else {
votes[6] += 1;
}
}
}
}
else {
if (x[7] <= 22.525015830993652) {
if (x[9] <= 23.53899097442627) {
votes[8] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[0] <= 349.5) {
if (x[9] <= 24.31525421142578) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 204.83181762695312) {
votes[6] += 1;
}
else {
votes[8] += 1;
}
}
}
}
}
}
else {
if (x[8] <= 70.31569290161133) {
if (x[1] <= 213.35660552978516) {
if (x[2] <= 45.21767044067383) {
if (x[5] <= 59.67398262023926) {
if (x[6] <= 35.59946823120117) {
votes[3] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[8] <= 57.35752487182617) {
votes[9] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[3] <= 51.34193229675293) {
if (x[4] <= 52.34140205383301) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[8] <= 48.44278907775879) {
votes[6] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[5] <= 59.275503158569336) {
if (x[4] <= 34.94323253631592) {
votes[8] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[6] <= 45.36525535583496) {
votes[6] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[2] <= 42.89187240600586) {
votes[3] += 1;
}
else {
if (x[0] <= 289.0) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
else {
if (x[5] <= 76.93810272216797) {
if (x[2] <= 28.41919708251953) {
if (x[1] <= 190.36454010009766) {
votes[9] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 188.27019500732422) {
if (x[7] <= 54.572309494018555) {
if (x[4] <= 51.282081604003906) {
if (x[8] <= 21.086615562438965) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[1] <= 173.38111114501953) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
votes[2] += 1;
}
}
else {
if (x[6] <= 38.28990364074707) {
if (x[2] <= 48.150455474853516) {
votes[5] += 1;
}
else {
if (x[1] <= 207.73430633544922) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[6] <= 26.27856159210205) {
votes[5] += 1;
}
else {
if (x[9] <= 64.08912658691406) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[1] <= 161.18743896484375) {
if (x[8] <= 28.275962829589844) {
if (x[5] <= 66.75162506103516) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[2] <= 29.467934608459473) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
else {
if (x[0] <= 354.5) {
if (x[7] <= 80.8370246887207) {
if (x[0] <= 347.5) {
if (x[7] <= 42.411434173583984) {
votes[7] += 1;
}
else {
if (x[9] <= 71.5995864868164) {
if (x[5] <= 75.03958892822266) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
votes[7] += 1;
}
}
else {
votes[9] += 1;
}
}
else {
votes[5] += 1;
}
}
}
}
else {
if (x[6] <= 35.64227294921875) {
if (x[2] <= 100.18801498413086) {
if (x[7] <= 63.67584800720215) {
if (x[9] <= 46.95335578918457) {
if (x[1] <= 171.05204010009766) {
if (x[9] <= 36.47140693664551) {
votes[4] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[4] <= 99.39947891235352) {
if (x[3] <= 39.55291175842285) {
if (x[8] <= 36.010080337524414) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[5] <= 41.73055839538574) {
votes[4] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
votes[9] += 1;
}
}
}
else {
if (x[2] <= 65.82779312133789) {
votes[2] += 1;
}
else {
if (x[3] <= 33.11319160461426) {
if (x[7] <= 15.767873764038086) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[9] <= 25.664735794067383) {
if (x[5] <= 54.530372619628906) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[3] += 1;
}
}
}
else {
if (x[5] <= 19.033063888549805) {
votes[2] += 1;
}
else {
if (x[2] <= 106.5947151184082) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
if (x[7] <= 31.83613681793213) {
if (x[9] <= 37.458709716796875) {
votes[4] += 1;
}
else {
if (x[4] <= 83.36399841308594) {
votes[2] += 1;
}
else {
if (x[7] <= 19.81131935119629) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
if (x[9] <= 54.72500801086426) {
if (x[7] <= 70.3226547241211) {
if (x[3] <= 37.631980895996094) {
if (x[2] <= 95.51288986206055) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[7] <= 39.67989921569824) {
votes[7] += 1;
}
else {
if (x[4] <= 82.69623565673828) {
votes[4] += 1;
}
else {
if (x[2] <= 84.78100967407227) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[2] <= 79.92765808105469) {
votes[9] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[2] += 1;
}
}
}
}
}
else {
if (x[1] <= 164.63626861572266) {
if (x[7] <= 63.06966590881348) {
if (x[2] <= 55.56630325317383) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[2] <= 37.05457305908203) {
if (x[9] <= 44.57396697998047) {
if (x[9] <= 4.131480932235718) {
votes[1] += 1;
}
else {
if (x[8] <= 25.317584991455078) {
votes[1] += 1;
}
else {
if (x[2] <= 13.262037754058838) {
votes[1] += 1;
}
else {
if (x[8] <= 38.579071044921875) {
if (x[2] <= 29.204511642456055) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
}
else {
votes[2] += 1;
}
}
else {
if (x[4] <= 71.38525009155273) {
if (x[4] <= 55.13950538635254) {
votes[1] += 1;
}
else {
if (x[0] <= 324.5) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
votes[6] += 1;
}
}
}
}
// tree #29
if (x[8] <= 70.22466659545898) {
if (x[6] <= 61.386295318603516) {
if (x[2] <= 97.32739639282227) {
if (x[4] <= 34.804765701293945) {
if (x[9] <= 60.06443405151367) {
if (x[1] <= 180.08567810058594) {
if (x[1] <= 130.2372283935547) {
if (x[0] <= 273.0) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[9] <= 33.72498893737793) {
if (x[5] <= 57.72869300842285) {
votes[8] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[3] <= 44.11992645263672) {
if (x[6] <= 28.329079627990723) {
votes[8] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[2] <= 24.556913375854492) {
votes[9] += 1;
}
else {
votes[9] += 1;
}
}
}
}
}
else {
if (x[2] <= 9.029667854309082) {
if (x[2] <= 5.731051921844482) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[0] <= 257.5) {
votes[1] += 1;
}
else {
if (x[2] <= 64.25096893310547) {
if (x[7] <= 59.83761215209961) {
votes[8] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[7] <= 59.49838638305664) {
votes[0] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 54.29375457763672) {
if (x[3] <= 84.56653594970703) {
if (x[7] <= 15.583884716033936) {
if (x[8] <= 53.406829833984375) {
if (x[4] <= 48.17306327819824) {
votes[8] += 1;
}
else {
if (x[4] <= 65.0445556640625) {
votes[2] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
votes[5] += 1;
}
}
else {
if (x[9] <= 56.69391059875488) {
if (x[1] <= 229.94859313964844) {
if (x[9] <= 13.277475357055664) {
votes[4] += 1;
}
else {
votes[2] += 1;
}
}
else {
if (x[0] <= 374.0) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[4] <= 62.609453201293945) {
if (x[7] <= 45.01192665100098) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 44.45509719848633) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
else {
if (x[5] <= 38.582895278930664) {
if (x[7] <= 33.44023513793945) {
votes[5] += 1;
}
else {
votes[9] += 1;
}
}
else {
if (x[0] <= 334.5) {
if (x[9] <= 7.796650171279907) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[2] <= 52.813764572143555) {
if (x[6] <= 36.2838191986084) {
if (x[1] <= 160.64881896972656) {
if (x[8] <= 38.222028732299805) {
if (x[6] <= 23.4283390045166) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
if (x[8] <= 48.85621643066406) {
if (x[1] <= 225.5465850830078) {
votes[3] += 1;
}
else {
votes[1] += 1;
}
}
else {
if (x[4] <= 64.26080894470215) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
}
else {
if (x[1] <= 209.63160705566406) {
if (x[8] <= 57.954816818237305) {
if (x[3] <= 67.79148483276367) {
votes[9] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[3] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
if (x[6] <= 36.44607353210449) {
if (x[3] <= 37.239707946777344) {
if (x[5] <= 56.61822319030762) {
votes[2] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[8] <= 49.21733856201172) {
if (x[5] <= 33.94586944580078) {
votes[4] += 1;
}
else {
votes[6] += 1;
}
}
else {
votes[3] += 1;
}
}
}
else {
if (x[3] <= 54.10499382019043) {
if (x[2] <= 76.6228256225586) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
}
}
else {
if (x[7] <= 28.050355911254883) {
votes[4] += 1;
}
else {
if (x[1] <= 146.92086791992188) {
if (x[3] <= 27.100967407226562) {
votes[4] += 1;
}
else {
votes[7] += 1;
}
}
else {
if (x[3] <= 58.367156982421875) {
if (x[0] <= 336.0) {
if (x[6] <= 50.268798828125) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[2] <= 113.67563247680664) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[7] <= 70.218505859375) {
if (x[1] <= 161.3249053955078) {
if (x[6] <= 66.79325866699219) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[8] <= 33.7211799621582) {
if (x[6] <= 77.21138763427734) {
votes[2] += 1;
}
else {
if (x[8] <= 27.11454677581787) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
else {
if (x[8] <= 65.8150634765625) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
}
}
else {
votes[9] += 1;
}
}
}
else {
if (x[2] <= 48.639801025390625) {
if (x[7] <= 84.77000427246094) {
if (x[6] <= 46.8425407409668) {
if (x[0] <= 282.0) {
votes[3] += 1;
}
else {
if (x[5] <= 39.55646896362305) {
votes[8] += 1;
}
else {
if (x[7] <= 54.30975341796875) {
votes[0] += 1;
}
else {
if (x[1] <= 187.2248992919922) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
}
}
}
else {
if (x[1] <= 178.68180084228516) {
votes[1] += 1;
}
else {
if (x[8] <= 75.44015121459961) {
votes[7] += 1;
}
else {
votes[2] += 1;
}
}
}
}
else {
votes[9] += 1;
}
}
else {
if (x[1] <= 185.75945281982422) {
if (x[1] <= 176.35381317138672) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[0] <= 343.5) {
if (x[9] <= 57.49875259399414) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 26.126614570617676) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
// tree #30
if (x[3] <= 96.83993530273438) {
if (x[6] <= 58.692644119262695) {
if (x[2] <= 96.67149353027344) {
if (x[4] <= 35.18651008605957) {
if (x[3] <= 54.55710029602051) {
if (x[5] <= 42.448692321777344) {
if (x[6] <= 34.42605781555176) {
if (x[0] <= 283.5) {
votes[8] += 1;
}
else {
if (x[3] <= 36.01647758483887) {
votes[8] += 1;
}
else {
if (x[2] <= 21.186240196228027) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
}
}
else {
votes[8] += 1;
}
}
else {
if (x[6] <= 19.468505859375) {
if (x[9] <= 34.90477180480957) {
if (x[6] <= 14.386000156402588) {
votes[8] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[8] <= 43.55339431762695) {
if (x[0] <= 301.5) {
if (x[2] <= 58.895463943481445) {
votes[2] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[6] <= 28.100187301635742) {
votes[8] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[6] <= 27.69352912902832) {
votes[3] += 1;
}
else {
if (x[6] <= 49.26280403137207) {
votes[9] += 1;
}
else {
votes[0] += 1;
}
}
}
}
}
}
else {
if (x[8] <= 60.27404022216797) {
if (x[1] <= 250.26156616210938) {
if (x[9] <= 21.085986137390137) {
if (x[1] <= 137.51771545410156) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
else {
if (x[5] <= 53.494211196899414) {
if (x[3] <= 70.64413833618164) {
votes[9] += 1;
}
else {
votes[8] += 1;
}
}
else {
votes[5] += 1;
}
}
}
else {
votes[1] += 1;
}
}
else {
if (x[2] <= 51.41071128845215) {
votes[0] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[8] <= 51.11657524108887) {
if (x[7] <= 62.93005561828613) {
if (x[9] <= 68.14552307128906) {
if (x[1] <= 239.45612335205078) {
if (x[9] <= 39.40738868713379) {
if (x[2] <= 52.47150230407715) {
votes[3] += 1;
}
else {
votes[4] += 1;
}
}
else {
if (x[2] <= 46.53968620300293) {
votes[3] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[8] <= 26.284259796142578) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
}
else {
if (x[5] <= 65.92157363891602) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
else {
if (x[3] <= 43.294761657714844) {
if (x[6] <= 36.073747634887695) {
if (x[6] <= 21.143576622009277) {
votes[2] += 1;
}
else {
votes[6] += 1;
}
}
else {
if (x[2] <= 54.14902114868164) {
votes[9] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[7] <= 76.81750106811523) {
if (x[6] <= 37.58120536804199) {
if (x[9] <= 36.77532768249512) {
votes[6] += 1;
}
else {
votes[3] += 1;
}
}
else {
votes[6] += 1;
}
}
else {
if (x[2] <= 37.8663272857666) {
votes[9] += 1;
}
else {
if (x[8] <= 32.90462875366211) {
votes[6] += 1;
}
else {
votes[6] += 1;
}
}
}
}
}
}
else {
if (x[9] <= 50.7152156829834) {
if (x[7] <= 41.42866325378418) {
if (x[6] <= 30.534842491149902) {
if (x[7] <= 21.18726921081543) {
votes[9] += 1;
}
else {
if (x[1] <= 195.8604965209961) {
votes[3] += 1;
}
else {
votes[8] += 1;
}
}
}
else {
if (x[9] <= 27.771347999572754) {
votes[4] += 1;
}
else {
if (x[8] <= 61.00762176513672) {
votes[7] += 1;
}
else {
votes[0] += 1;
}
}
}
}
else {
if (x[1] <= 137.9624481201172) {
votes[0] += 1;
}
else {
if (x[6] <= 36.971059799194336) {
if (x[5] <= 80.45624160766602) {
votes[3] += 1;
}
else {
votes[3] += 1;
}
}
else {
if (x[1] <= 177.62140655517578) {
votes[9] += 1;
}
else {
votes[7] += 1;
}
}
}
}
}
else {
if (x[2] <= 34.159576416015625) {
votes[3] += 1;
}
else {
if (x[1] <= 199.1025848388672) {
if (x[3] <= 29.70690631866455) {
votes[5] += 1;
}
else {
if (x[6] <= 44.33009719848633) {
votes[5] += 1;
}
else {
votes[2] += 1;
}
}
}
else {
if (x[8] <= 65.75661087036133) {
votes[5] += 1;
}
else {
votes[5] += 1;
}
}
}
}
}
}
}
else {
if (x[2] <= 107.75065994262695) {
if (x[0] <= 357.0) {
if (x[1] <= 164.02106475830078) {
votes[0] += 1;
}
else {
if (x[6] <= 25.70099449157715) {
votes[2] += 1;
}
else {
if (x[6] <= 35.97086715698242) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
}
}
else {
votes[0] += 1;
}
}
else {
if (x[1] <= 132.0068359375) {
votes[7] += 1;
}
else {
if (x[3] <= 51.60076713562012) {
if (x[2] <= 109.96988296508789) {
votes[4] += 1;
}
else {
if (x[4] <= 75.30273818969727) {
votes[4] += 1;
}
else {
if (x[0] <= 346.5) {
if (x[3] <= 44.56108283996582) {
votes[4] += 1;
}
else {
votes[4] += 1;
}
}
else {
votes[4] += 1;
}
}
}
}
else {
votes[4] += 1;
}
}
}
}
}
else {
if (x[1] <= 161.49243927001953) {
if (x[2] <= 56.990861892700195) {
if (x[9] <= 66.18847274780273) {
if (x[5] <= 52.86988830566406) {
votes[1] += 1;
}
else {
votes[9] += 1;
}
}
else {
votes[5] += 1;
}
}
else {
if (x[7] <= 64.11987495422363) {
votes[7] += 1;
}
else {
votes[4] += 1;
}
}
}
else {
if (x[8] <= 80.18125534057617) {
if (x[2] <= 40.152902603149414) {
if (x[5] <= 57.070905685424805) {
if (x[4] <= 57.77171325683594) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
if (x[7] <= 71.53046417236328) {
if (x[0] <= 355.0) {
if (x[7] <= 30.441024780273438) {
if (x[7] <= 22.596449851989746) {
votes[7] += 1;
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[7] += 1;
}
}
else {
votes[1] += 1;
}
}
}
else {
votes[1] += 1;
}
}
}
}
else {
if (x[0] <= 364.5) {
if (x[2] <= 59.409759521484375) {
if (x[9] <= 39.40363121032715) {
if (x[6] <= 7.951857089996338) {
if (x[4] <= 16.479010581970215) {
votes[1] += 1;
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[1] += 1;
}
}
else {
votes[0] += 1;
}
}
else {
votes[0] += 1;
}
}
// return argmax of votes
uint8_t classIdx = 0;
float maxVotes = votes[0];
for (uint8_t i = 1; i < 10; i++) {
if (votes[i] > maxVotes) {
classIdx = i;
maxVotes = votes[i];
}
}
return classIdx;
}
protected:
};
}
}
}
| 951,081
|
C++
|
.h
| 15,332
| 10.712953
| 93
| 0.100411
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,700
|
PrincipalFFT.h
|
eloquentarduino_EloquentMicroML/examples/PrincipalFFTExample/PrincipalFFT.h
|
void principalFFT(float *features, float *fft) {
// apply principal FFT (naive implementation for the top N frequencies only)
const int topFrequencies[] = { 0, 8, 17, 16, 1, 9, 2, 7, 15, 6 };
const float cosLUT[10][64] = {
{ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0},
{ 1.0, 0.7071067811865476, 6.123233995736766e-17, -0.7071067811865475, -1.0, -0.7071067811865477, -1.8369701987210297e-16, 0.7071067811865474, 1.0, 0.7071067811865477, 3.061616997868383e-16, -0.7071067811865467, -1.0, -0.7071067811865471, -4.286263797015736e-16, 0.7071067811865466, 1.0, 0.7071067811865472, 5.51091059616309e-16, -0.7071067811865465, -1.0, -0.7071067811865474, -2.4499125789312946e-15, 0.7071067811865464, 1.0, 0.7071067811865475, -9.803364199544708e-16, -0.7071067811865464, -1.0, -0.7071067811865476, -2.6948419387607653e-15, 0.7071067811865462, 1.0, 0.7071067811865476, -7.354070601250002e-16, -0.7071067811865461, -1.0, -0.7071067811865477, -2.939771298590236e-15, 0.707106781186546, 1.0, 0.7071067811865503, -4.904777002955296e-16, -0.707106781186546, -1.0, -0.7071067811865479, -3.1847006584197066e-15, 0.7071067811865483, 1.0, 0.7071067811865505, -2.45548340466059e-16, -0.7071067811865458, -1.0, -0.707106781186548, -3.4296300182491773e-15, 0.7071067811865482, 1.0, 0.7071067811865507, -6.189806365883577e-19, -0.7071067811865456, -1.0, -0.7071067811865482, -3.674559378078648e-15, 0.707106781186548},
{ 1.0, -0.09801714032956065, -0.9807852804032304, 0.29028467725446294, 0.9238795325112867, -0.4713967368259975, -0.8314696123025446, 0.634393284163646, 0.7071067811865472, -0.773010453362737, -0.5555702330196026, 0.8819212643483555, 0.3826834323650876, -0.9569403357322089, -0.19509032201612678, 0.9951847266721968, -7.354070601250002e-16, -0.9951847266721967, 0.19509032201612822, 0.9569403357322085, -0.382683432365089, -0.8819212643483532, 0.5555702330196038, 0.7730104533627371, -0.7071067811865508, -0.6343932841636436, 0.8314696123025455, 0.4713967368259993, -0.923879532511288, -0.2902846772544615, 0.9807852804032302, 0.09801714032955697, -1.0, 0.0980171403295599, 0.9807852804032297, -0.29028467725446433, -0.9238795325112868, 0.4713967368260019, 0.8314696123025438, -0.6343932841636514, -0.7071067811865487, 0.773010453362739, 0.5555702330195954, -0.8819212643483545, -0.3826834323650863, 0.9569403357322114, 0.1950903220161288, -0.9951847266721973, 9.311648537976002e-15, 0.9951847266721969, -0.19509032201613313, -0.9569403357322102, 0.38268343236509034, 0.8819212643483524, -0.5555702330195991, -0.7730104533627362, 0.7071067811865519, 0.6343932841636479, -0.8314696123025462, -0.47139673682599176, 0.9238795325112857, 0.2902846772544601, -0.9807852804032319, -0.09801714032956259},
{ 1.0, 6.123233995736766e-17, -1.0, -1.8369701987210297e-16, 1.0, 3.061616997868383e-16, -1.0, -4.286263797015736e-16, 1.0, 5.51091059616309e-16, -1.0, -2.4499125789312946e-15, 1.0, -9.803364199544708e-16, -1.0, -2.6948419387607653e-15, 1.0, -7.354070601250002e-16, -1.0, -2.939771298590236e-15, 1.0, -4.904777002955296e-16, -1.0, -3.1847006584197066e-15, 1.0, -2.45548340466059e-16, -1.0, -3.4296300182491773e-15, 1.0, -6.189806365883577e-19, -1.0, -3.674559378078648e-15, 1.0, 2.443103791928823e-16, -1.0, -3.919488737908119e-15, 1.0, 4.892397390223529e-16, -1.0, -4.164418097737589e-15, 1.0, 7.839596456452825e-15, -1.0, -4.40934745756706e-15, 1.0, 9.790984586812941e-16, -1.0, 2.4511505402044715e-15, 1.0, 8.329455176111767e-15, -1.0, -4.899206177226001e-15, 1.0, 1.4689571783402355e-15, -1.0, 1.96129182054553e-15, 1.0, 8.819313895770708e-15, -1.0, -5.389064896884942e-15, 1.0, 1.9588158979991767e-15, -1.0, 1.471433100886589e-15},
{ 1.0, 0.9951847266721969, 0.9807852804032304, 0.9569403357322088, 0.9238795325112867, 0.881921264348355, 0.8314696123025452, 0.773010453362737, 0.7071067811865476, 0.6343932841636455, 0.5555702330196023, 0.4713967368259978, 0.38268343236508984, 0.29028467725446233, 0.19509032201612833, 0.09801714032956077, 6.123233995736766e-17, -0.09801714032956065, -0.1950903220161282, -0.29028467725446216, -0.3826834323650897, -0.4713967368259977, -0.555570233019602, -0.6343932841636454, -0.7071067811865475, -0.773010453362737, -0.8314696123025453, -0.8819212643483549, -0.9238795325112867, -0.9569403357322088, -0.9807852804032304, -0.9951847266721968, -1.0, -0.9951847266721969, -0.9807852804032304, -0.9569403357322089, -0.9238795325112868, -0.881921264348355, -0.8314696123025455, -0.7730104533627371, -0.7071067811865477, -0.6343932841636459, -0.5555702330196022, -0.47139673682599786, -0.38268343236509034, -0.29028467725446244, -0.19509032201612866, -0.09801714032956045, -1.8369701987210297e-16, 0.09801714032956009, 0.1950903220161283, 0.29028467725446205, 0.38268343236509, 0.4713967368259976, 0.5555702330196018, 0.6343932841636456, 0.7071067811865474, 0.7730104533627367, 0.8314696123025452, 0.8819212643483548, 0.9238795325112865, 0.9569403357322088, 0.9807852804032303, 0.9951847266721969},
{ 1.0, 0.6343932841636455, -0.1950903220161282, -0.8819212643483549, -0.9238795325112868, -0.29028467725446244, 0.5555702330196018, 0.9951847266721969, 0.7071067811865477, -0.09801714032955997, -0.8314696123025451, -0.9569403357322087, -0.38268343236509056, 0.47139673682599736, 0.9807852804032304, 0.7730104533627377, 5.51091059616309e-16, -0.773010453362737, -0.9807852804032307, -0.4713967368259983, 0.38268343236508956, 0.9569403357322089, 0.8314696123025448, 0.09801714032956282, -0.7071067811865464, -0.995184726672197, -0.5555702330196027, 0.2902846772544622, 0.9238795325112868, 0.8819212643483563, 0.19509032201613036, -0.6343932841636443, -1.0, -0.6343932841636459, 0.19509032201612822, 0.8819212643483553, 0.9238795325112877, 0.29028467725446433, -0.555570233019601, -0.9951847266721968, -0.7071067811865479, 0.09801714032956063, 0.8314696123025456, 0.9569403357322086, 0.3826834323650883, -0.47139673682599326, -0.9807852804032295, -0.7730104533627394, -3.4296300182491773e-15, 0.7730104533627351, 0.9807852804032309, 0.4713967368259993, -0.3826834323650885, -0.9569403357322086, -0.8314696123025455, -0.09801714032956038, 0.707106781186548, 0.9951847266721968, 0.5555702330196066, -0.2902846772544578, -0.9238795325112851, -0.8819212643483568, -0.19509032201613144, 0.6343932841636434},
{ 1.0, 0.9807852804032304, 0.9238795325112867, 0.8314696123025452, 0.7071067811865476, 0.5555702330196023, 0.38268343236508984, 0.19509032201612833, 6.123233995736766e-17, -0.1950903220161282, -0.3826834323650897, -0.555570233019602, -0.7071067811865475, -0.8314696123025453, -0.9238795325112867, -0.9807852804032304, -1.0, -0.9807852804032304, -0.9238795325112868, -0.8314696123025455, -0.7071067811865477, -0.5555702330196022, -0.38268343236509034, -0.19509032201612866, -1.8369701987210297e-16, 0.1950903220161283, 0.38268343236509, 0.5555702330196018, 0.7071067811865474, 0.8314696123025452, 0.9238795325112865, 0.9807852804032303, 1.0, 0.9807852804032304, 0.9238795325112867, 0.8314696123025455, 0.7071067811865477, 0.5555702330196023, 0.38268343236509045, 0.19509032201612878, 3.061616997868383e-16, -0.1950903220161273, -0.3826834323650899, -0.5555702330196017, -0.7071067811865467, -0.8314696123025451, -0.9238795325112864, -0.9807852804032305, -1.0, -0.9807852804032307, -0.9238795325112867, -0.8314696123025456, -0.7071067811865471, -0.5555702330196024, -0.38268343236509056, -0.19509032201612803, -4.286263797015736e-16, 0.1950903220161272, 0.3826834323650898, 0.5555702330196016, 0.7071067811865466, 0.8314696123025451, 0.9238795325112864, 0.9807852804032304},
{ 1.0, 0.773010453362737, 0.19509032201612833, -0.4713967368259977, -0.9238795325112867, -0.9569403357322089, -0.5555702330196022, 0.09801714032956009, 0.7071067811865474, 0.9951847266721969, 0.8314696123025455, 0.29028467725446255, -0.3826834323650899, -0.8819212643483548, -0.9807852804032307, -0.6343932841636454, -4.286263797015736e-16, 0.6343932841636447, 0.9807852804032304, 0.8819212643483553, 0.38268343236509067, -0.29028467725446255, -0.831469612302545, -0.9951847266721969, -0.7071067811865474, -0.0980171403295627, 0.5555702330196015, 0.9569403357322089, 0.9238795325112875, 0.4713967368259984, -0.19509032201612858, -0.7730104533627357, -1.0, -0.7730104533627368, -0.19509032201613025, 0.4713967368259969, 0.9238795325112868, 0.9569403357322095, 0.5555702330196028, -0.09801714032956099, -0.7071067811865461, -0.9951847266721968, -0.831469612302545, -0.2902846772544642, 0.3826834323650891, 0.8819212643483553, 0.9807852804032309, 0.634393284163646, -4.904777002955296e-16, -0.6343932841636468, -0.9807852804032297, -0.8819212643483565, -0.38268343236509145, 0.2902846772544618, 0.8314696123025456, 0.9951847266721967, 0.7071067811865505, 0.09801714032956356, -0.5555702330196007, -0.9569403357322087, -0.9238795325112865, -0.47139673682599603, 0.19509032201612425, 0.7730104533627351},
{ 1.0, 0.09801714032956077, -0.9807852804032304, -0.2902846772544633, 0.9238795325112865, 0.471396736825998, -0.8314696123025442, -0.6343932841636467, 0.7071067811865466, 0.7730104533627377, -0.5555702330196015, -0.8819212643483562, 0.3826834323650863, 0.9569403357322094, -0.19509032201612508, -0.995184726672197, -2.6948419387607653e-15, 0.9951847266721965, 0.19509032201613036, -0.9569403357322078, -0.3826834323650912, 0.8819212643483536, 0.5555702330196061, -0.7730104533627331, -0.7071067811865529, 0.6343932841636439, 0.8314696123025471, -0.47139673682599326, -0.9238795325112893, 0.2902846772544547, 0.9807852804032309, -0.09801714032955673, -1.0, -0.09801714032956746, 0.9807852804032288, 0.29028467725446505, -0.9238795325112851, -0.47139673682600275, 0.8314696123025412, 0.6343932841636523, -0.7071067811865452, -0.7730104533627399, 0.5555702330195971, 0.8819212643483586, -0.3826834323650813, -0.9569403357322119, 0.1950903220161163, 0.9951847266721983, 1.5189953173883297e-14, -0.9951847266721966, -0.19509032201613216, 0.9569403357322073, 0.3826834323650962, -0.881921264348351, -0.5555702330196105, 0.7730104533627297, 0.7071067811865567, -0.6343932841636343, -0.8314696123025541, 0.47139673682599476, 0.9238795325112886, -0.29028467725445634, -0.980785280403232, 0.09801714032955137},
{ 1.0, 0.8314696123025452, 0.38268343236508984, -0.1950903220161282, -0.7071067811865475, -0.9807852804032304, -0.9238795325112868, -0.5555702330196022, -1.8369701987210297e-16, 0.5555702330196018, 0.9238795325112865, 0.9807852804032304, 0.7071067811865477, 0.19509032201612878, -0.3826834323650899, -0.8314696123025451, -1.0, -0.8314696123025456, -0.38268343236509056, 0.1950903220161272, 0.7071067811865466, 0.9807852804032304, 0.9238795325112867, 0.5555702330196025, 5.51091059616309e-16, -0.5555702330196015, -0.9238795325112864, -0.9807852804032307, -0.7071067811865474, -0.19509032201613, 0.38268343236508956, 0.831469612302544, 1.0, 0.8314696123025448, 0.3826834323650909, -0.19509032201612858, -0.7071067811865464, -0.9807852804032304, -0.9238795325112876, -0.5555702330196027, -2.6948419387607653e-15, 0.5555702330196013, 0.9238795325112868, 0.9807852804032308, 0.7071067811865476, 0.19509032201613036, -0.3826834323650892, -0.8314696123025438, -1.0, -0.831469612302545, -0.3826834323650912, 0.19509032201612822, 0.707106781186546, 0.9807852804032303, 0.9238795325112877, 0.5555702330196061, -4.904777002955296e-16, -0.555570233019601, -0.9238795325112854, -0.9807852804032301, -0.7071067811865479, -0.19509032201613072, 0.38268343236508556, 0.8314696123025456}};
const bool sinLUT[10][64] = {
{ false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
{ false, true, true, true, true, false, false, false, false, true, true, true, true, false, false, false, false, true, true, true, true, false, false, false, false, true, true, true, true, false, false, false, false, true, true, true, true, false, false, false, false, true, true, true, true, false, false, false, false, true, true, true, false, false, false, false, false, true, true, true, true, false, false, false},
{ false, true, false, false, true, true, false, false, true, true, false, false, true, true, false, false, true, false, false, true, true, false, false, true, true, false, false, true, true, false, false, true, false, false, true, true, false, false, true, true, false, false, true, true, false, false, true, true, false, true, true, false, false, true, true, false, false, true, true, false, false, true, true, false},
{ false, true, true, false, false, true, true, false, false, true, true, false, false, true, true, false, false, true, true, false, false, true, true, false, false, true, false, false, false, true, true, false, false, true, false, false, false, true, true, false, false, true, false, false, false, true, true, false, false, true, false, false, true, true, true, false, false, true, false, false, false, true, true, false},
{ false, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
{ false, true, true, true, false, false, false, false, true, true, true, false, false, false, false, true, true, true, false, false, false, false, true, true, true, false, false, false, false, true, true, true, true, false, false, false, true, true, true, true, false, false, false, true, true, true, true, false, false, false, true, true, true, true, false, false, false, true, true, true, true, false, false, false},
{ false, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false},
{ false, true, true, true, true, false, false, false, false, false, true, true, true, true, false, false, false, false, false, true, true, true, true, false, false, false, false, false, true, true, true, true, true, false, false, false, false, true, true, true, true, true, false, false, false, false, true, true, true, true, true, false, false, false, false, true, true, true, true, true, false, false, false, false},
{ false, true, true, false, false, true, true, false, false, true, true, false, false, true, true, false, false, false, true, true, false, false, true, true, false, false, true, true, false, false, true, true, true, false, false, true, true, false, false, true, true, false, false, true, true, false, false, true, true, true, false, false, true, true, false, false, true, true, false, false, true, true, false, false},
{ false, true, true, true, true, true, false, false, false, false, false, true, true, true, true, true, true, false, false, false, false, false, true, true, true, true, true, false, false, false, false, false, false, true, true, true, true, true, false, false, false, false, false, true, true, true, true, true, true, false, false, false, false, false, true, true, true, true, true, false, false, false, false, false}};
for (int i = 0; i < 10; i++) {
const int k = topFrequencies[i];
const float harmonic = 0.09817477042468103 * k;
float re = 0;
float im = 0;
// optimized case
if (k == 0) {
for (int n = 0; n < 64; n++) {
re += features[n];
}
}
else {
for (int n = 0; n < 64; n++) {
const float cos_n = cosLUT[i][n];
const float sin_n = sinLUT[i][n] ? sqrt(1 - cos_n * cos_n) : -sqrt(1 - cos_n * cos_n);
re += features[n] * cos_n;
im -= features[n] * sin_n;
}
}
fft[i] = sqrt(re * re + im * im);
}
}
| 18,066
|
C++
|
.h
| 47
| 374.978723
| 1,372
| 0.691885
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,702
|
DataGathering.h
|
eloquentarduino_EloquentMicroML/examples/TheUltimateGuideToWifiIndoorPositioning/DataGathering.h
|
#include <WiFi.h>
#define print(string) Serial.print(string);
#define quote(string) print('"'); print(string); print('"');
String location = "";
/**
*
*/
void setup() {
Serial.begin(115200);
delay(3000);
WiFi.disconnect();
}
/**
*
*/
void loop() {
// if location is set, scan networks
if (location != "") {
int numNetworks = WiFi.scanNetworks();
// print location
print('{');
quote("__location");
print(": ");
quote(location);
print(", ");
// print each network SSID and RSSI
for (int i = 0; i < numNetworks; i++) {
quote(WiFi.SSID(i));
print(": ");
print(WiFi.RSSI(i));
print(i == numNetworks - 1 ? "}\n" : ", ");
}
delay(1000);
}
// else wait for user to enter the location
else {
String input;
Serial.println("Enter 'scan {location}' to start the scanning");
while (!Serial.available())
delay(200);
input = Serial.readStringUntil('\n');
if (input.indexOf("scan ") == 0) {
input.replace("scan ", "");
location = input;
}
else {
location = "";
}
}
}
| 1,132
|
C++
|
.h
| 50
| 18.02
| 68
| 0.567079
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,703
|
WifiIndoorPositioning.h
|
eloquentarduino_EloquentMicroML/examples/TheUltimateGuideToWifiIndoorPositioning/WifiIndoorPositioning.h
|
#include <WiFi.h>
#include "Converter.h"
#include "Classifier.h"
Eloquent::Projects::WifiIndoorPositioning positioning;
Eloquent::ML::Port::DecisionTree classifier;
void setup() {
Serial.begin(115200);
WiFi.disconnect();
}
void loop() {
float *features = positioning.getFeatures();
for (int i = 0; i < 9; i++) {
Serial.print(features[i]);
Serial.print(", ");
}
Serial.print("\nYou're in ");
Serial.println(classifier.predictLabel(features));
}
| 476
|
C++
|
.h
| 18
| 23.666667
| 54
| 0.709821
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,705
|
IrisSEFR.h
|
eloquentarduino_EloquentMicroML/examples/OffboardSEFRExample/IrisSEFR.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Port {
class SEFR {
public:
/**
* Predict class for features vector
*/
int predict(float *x) {
return dot(x, -0.033926433731 , -0.22068374821 , 0.391616088384 , 0.619492582103 ) <= 0.08944621779720162 ? 0 : 1;
}
protected:
/**
* Compute dot product between features vector and classifier weights
*/
float dot(float *x, ...) {
va_list w;
va_start(w, 4);
float kernel = 0.0;
for (uint16_t i = 0; i < 4; i++) {
kernel += x[i] * va_arg(w, double);
}
return kernel;
}
};
}
}
}
| 934
|
C++
|
.h
| 29
| 17.482759
| 139
| 0.386489
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,706
|
IrisTest.h
|
eloquentarduino_EloquentMicroML/examples/OffboardSEFRExample/IrisTest.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Test {
/**
* A tailor made test set
*/
class IrisTestSet {
public:
IrisTestSet() :
_x{
{ 0.726348457434 , 0.380468239608 , 0.541879007927 , 0.184469449507 },
{ 0.759117071609 , 0.393114197798 , 0.488003831749 , 0.176223605909 },
{ 0.769230769231 , 0.307692307692 , 0.538461538462 , 0.153846153846 },
{ 0.765783108489 , 0.603790527847 , 0.220898973603 , 0.01472659824 },
{ 0.825122952481 , 0.528078689588 , 0.198029508595 , 0.033004918099 },
{ 0.786090375542 , 0.571702091303 , 0.232253974592 , 0.035731380706 },
{ 0.803735188074 , 0.55070744368 , 0.223259774465 , 0.029767969929 },
{ 0.755192851801 , 0.339289542114 , 0.536296373018 , 0.164172359087 },
{ 0.753849162023 , 0.31524601321 , 0.548253936017 , 0.178182529206 },
{ 0.770118538251 , 0.353497033951 , 0.504995762788 , 0.164123622906 },
{ 0.817689418059 , 0.517313713466 , 0.250313087161 , 0.033375078288 },
{ 0.743148202166 , 0.365055257204 , 0.534545198049 , 0.169489940845 },
{ 0.80218491852 , 0.545485744593 , 0.240655475556 , 0.032087396741 },
{ 0.806423656152 , 0.531506500645 , 0.256589345139 , 0.036655620734 },
{ 0.803274123688 , 0.551266555472 , 0.220506622189 , 0.04725141904 },
{ 0.812283631381 , 0.536107196711 , 0.227439416787 , 0.032491345255 },
{ 0.803772773015 , 0.551608765795 , 0.220643506318 , 0.031520500903 },
{ 0.802512599037 , 0.559892510956 , 0.205293920684 , 0.018663083699 },
{ 0.759165471524 , 0.371836149318 , 0.511274705312 , 0.154931728882 },
{ 0.822105846519 , 0.513816154074 , 0.239780871901 , 0.051381615407 },
{ 0.773811110254 , 0.597327874582 , 0.203634502699 , 0.054302534053 },
{ 0.761851879395 , 0.340112446158 , 0.530575416007 , 0.14964947631 },
{ 0.778674472842 , 0.594624142898 , 0.198208047633 , 0.028315435376 },
{ 0.775770745958 , 0.607124931619 , 0.168645814339 , 0.033729162868 },
{ 0.805977915082 , 0.521515121524 , 0.268659305027 , 0.079017442655 },
{ 0.764672694551 , 0.314865227168 , 0.53976896086 , 0.157432613584 },
{ 0.807795684898 , 0.538530456599 , 0.237586966146 , 0.031678262153 },
{ 0.798370248271 , 0.557352814831 , 0.22595384385 , 0.03012717918 },
{ 0.772429247764 , 0.337060035388 , 0.519634221223 , 0.140441681412 },
{ 0.802124132514 , 0.546902817623 , 0.23699122097 , 0.036460187842 },
},
_y{ 1 , 1 , 1 , 0 , 0 , 0 , 0 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 0 , 0 , 1 , 0 },
_tp(0),
_tn(0),
_fp(0),
_fn(0)
{}
template<class Classifier>
void test(Classifier clf) {
for (uint16_t i = 0; i < 30; i++) {
int predicted = clf.predict(_x[i]);
int actual = _y[i];
if (predicted > 0 && predicted == actual) _tp++;
else if (predicted > 0 && predicted != actual) _fp++;
else if (predicted <= 0 && predicted == actual) _tn++;
else _fn++;
}
}
String dump() {
return String("Support:\t")
+ support()
+ "\nTP:\t"
+ _tp
+ "\nTN:\t"
+ _tn
+ "\nFP:\t"
+ _fp
+ "\nFN:\t"
+ _fn
+ "\nAccuracy:\t"
+ accuracy()
+ "\nPrecision:\t"
+ precision()
+ "\nRecall:\t"
+ recall()
+ "\nSpecificity:\t"
+ specificity()
;
}
float accuracy() {
return (1.0f * _tp + _tn) / support();
}
float precision() {
return (1.0f * _tp) / (_tp + _fp);
}
float recall() {
return (1.0f * _tp) / (_tp + _fn);
}
float specificity() {
return (1.0f * _tn) / (_tn + _fp);
}
uint16_t support() {
return _tp + _tn + _fp + _fn;
}
protected:
float _x[30][4];
int _y[30];
uint16_t _tp, _fp, _tn, _fn;
};
}
}
}
| 6,065
|
C++
|
.h
| 103
| 35.019417
| 211
| 0.372019
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,707
|
pca.h
|
eloquentarduino_EloquentMicroML/examples/PCAExample/pca.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Port {
class PCA {
public:
/**
* Apply dimensionality reduction
* @warn Will override the source vector if no dest provided!
*/
void transform(float *x, float *dest = NULL) {
static float u[2] = { 0 };
u[0] = dot(x, 0.361386591785 , -0.084522514065 , 0.85667060595 , 0.358289197152 );
u[1] = dot(x, 0.656588771287 , 0.730161434785 , -0.173372662796 , -0.075481019917 );
memcpy(dest != NULL ? dest : x, u, sizeof(float) * 2);
}
protected:
/**
* Compute dot product with varargs
*/
float dot(float *x, ...) {
va_list w;
va_start(w, 4);
static float mean[] = { 5.843333333333 , 3.057333333333 , 3.758 , 1.199333333333 };
float dot = 0.0;
for (uint16_t i = 0; i < 4; i++) {
dot += (x[i] - mean[i]) * va_arg(w, double);
}
return dot;
}
};
}
}
}
| 1,305
|
C++
|
.h
| 34
| 22.852941
| 109
| 0.405043
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,710
|
digits.h
|
eloquentarduino_EloquentMicroML/examples/IrisClassificationTrainingExample/digits.h
|
#define POSITIVE_SAMPLES 45
#define NEGATIVE_SAMPLES 45
#define FEATURES_DIM 64
float X_positive[POSITIVE_SAMPLES][FEATURES_DIM] = { {0.0000000, 0.0000000, 0.0000000, 12.0000000, 13.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 15.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 15.0000000, 16.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 13.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 10.0000000, 16.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 12.0000000, 14.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 14.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 13.0000000, 16.0000000, 1.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 1.0000000, 4.0000000, 12.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 16.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 10.0000000, 16.0000000, 14.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 12.0000000, 15.0000000, 4.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 12.0000000, 16.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 12.0000000, 16.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 11.0000000, 5.0000000, 15.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 1.0000000, 11.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 14.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 16.0000000, 11.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 14.0000000, 6.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 13.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 15.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 16.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 16.0000000, 16.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 7.0000000, 4.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 12.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 16.0000000, 16.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 8.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 5.0000000, 6.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 11.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 1.0000000, 14.0000000, 13.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 5.0000000, 11.0000000, 15.0000000, 16.0000000, 16.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 15.0000000, 16.0000000, 16.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 13.0000000, 15.0000000, 2.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 16.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 12.0000000, 16.0000000, 16.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 12.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 9.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 13.0000000, 5.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 1.0000000, 12.0000000, 8.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 13.0000000, 16.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 11.0000000, 16.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 12.0000000, 8.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 15.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 13.0000000, 4.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 16.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 16.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 16.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 8.0000000, 14.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000}
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, {0.0000000, 0.0000000, 8.0000000, 16.0000000, 15.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 16.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 16.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 16.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 15.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 11.0000000, 16.0000000, 16.0000000, 5.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 16.0000000, 16.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 4.0000000, 10.0000000, 9.0000000, 16.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 16.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 12.0000000, 14.0000000, 5.0000000, 0.0000000}
, {0.0000000, 0.0000000, 1.0000000, 8.0000000, 16.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 15.0000000, 16.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 12.0000000, 15.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 14.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 13.0000000, 7.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 5.0000000, 15.0000000, 13.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 14.0000000, 16.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 16.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 6.0000000, 15.0000000, 16.0000000, 16.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 3.0000000, 7.0000000, 10.0000000, 16.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 16.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 14.0000000, 12.0000000, 1.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 1.0000000, 12.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 9.0000000, 16.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 1.0000000, 7.0000000, 15.0000000, 16.0000000, 14.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 16.0000000, 16.0000000, 16.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 16.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 16.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 15.0000000, 13.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 15.0000000, 16.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 12.0000000, 16.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 15.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 15.0000000, 11.0000000, 2.0000000, 0.0000000}
, {0.0000000, 0.0000000, 7.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 9.0000000, 16.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 9.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 4.0000000, 14.0000000, 12.0000000, 4.0000000, 1.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 16.0000000, 16.0000000, 16.0000000, 5.0000000}
};
float X_negative[NEGATIVE_SAMPLES][FEATURES_DIM] = {
{0.0000000, 0.0000000, 5.0000000, 13.0000000, 9.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 15.0000000, 10.0000000, 15.0000000, 5.0000000, 0.0000000, 0.0000000, 3.0000000, 15.0000000, 2.0000000, 0.0000000, 11.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 12.0000000, 0.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 8.0000000, 0.0000000, 0.0000000, 9.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 11.0000000, 0.0000000, 1.0000000, 12.0000000, 7.0000000, 0.0000000, 0.0000000, 2.0000000, 14.0000000, 5.0000000, 10.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 13.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 1.0000000, 9.0000000, 15.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 8.0000000, 14.0000000, 6.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 10.0000000, 0.0000000, 9.0000000, 9.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 4.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 4.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 5.0000000, 1.0000000, 11.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 12.0000000, 10.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 10.0000000, 13.0000000, 3.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 3.0000000, 13.0000000, 11.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 16.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 9.0000000, 1.0000000, 14.0000000, 2.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 0.0000000, 0.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 1.0000000, 0.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 15.0000000, 9.0000000, 0.0000000, 13.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 9.0000000, 14.0000000, 9.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 12.0000000, 13.0000000, 4.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 10.0000000, 14.0000000, 11.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 13.0000000, 6.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 2.0000000, 0.0000000, 11.0000000, 7.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 0.0000000, 0.0000000, 10.0000000, 5.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 0.0000000, 0.0000000, 14.0000000, 4.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 0.0000000, 1.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 1.0000000, 11.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 12.0000000, 3.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 6.0000000, 14.0000000, 10.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 15.0000000, 15.0000000, 13.0000000, 15.0000000, 3.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 10.0000000, 0.0000000, 13.0000000, 9.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 5.0000000, 0.0000000, 12.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 3.0000000, 0.0000000, 13.0000000, 6.0000000, 0.0000000, 0.0000000, 1.0000000, 15.0000000, 5.0000000, 6.0000000, 13.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 11.0000000, 14.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 11.0000000, 1.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 2.0000000, 15.0000000, 13.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 15.0000000, 11.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 6.0000000, 0.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 8.0000000, 0.0000000, 3.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 14.0000000, 3.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 3.0000000, 15.0000000, 1.0000000, 0.0000000, 3.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 11.0000000, 6.0000000, 14.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 12.0000000, 15.0000000, 6.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 1.0000000, 15.0000000, 13.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 14.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 12.0000000, 9.0000000, 2.0000000, 13.0000000, 2.0000000, 0.0000000, 0.0000000, 7.0000000, 9.0000000, 1.0000000, 0.0000000, 6.0000000, 6.0000000, 0.0000000, 0.0000000, 5.0000000, 9.0000000, 0.0000000, 0.0000000, 3.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 15.0000000, 2.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 9.0000000, 15.0000000, 13.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 14.0000000, 8.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 2.0000000, 14.0000000, 15.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 16.0000000, 16.0000000, 15.0000000, 1.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 10.0000000, 10.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 0.0000000, 0.0000000, 14.0000000, 6.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 6.0000000, 0.0000000, 12.0000000, 7.0000000, 0.0000000, 0.0000000, 1.0000000, 15.0000000, 13.0000000, 4.0000000, 13.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 16.0000000, 16.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 11.0000000, 13.0000000, 4.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 1.0000000, 13.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 16.0000000, 16.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 13.0000000, 10.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 2.0000000, 2.0000000, 15.0000000, 3.0000000, 0.0000000, 0.0000000, 5.0000000, 15.0000000, 2.0000000, 0.0000000, 12.0000000, 7.0000000, 0.0000000, 0.0000000, 1.0000000, 15.0000000, 6.0000000, 2.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 15.0000000, 13.0000000, 16.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 15.0000000, 14.0000000, 8.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 10.0000000, 12.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 16.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 15.0000000, 3.0000000, 8.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 7.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 13.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 8.0000000, 0.0000000, 10.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 12.0000000, 13.0000000, 12.0000000, 4.0000000, 0.0000000}
, {0.0000000, 0.0000000, 4.0000000, 14.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 15.0000000, 15.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 13.0000000, 0.0000000, 3.0000000, 15.0000000, 1.0000000, 0.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 8.0000000, 6.0000000, 0.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 13.0000000, 1.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 2.0000000, 15.0000000, 14.0000000, 12.0000000, 15.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 15.0000000, 8.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 1.0000000, 12.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 9.0000000, 16.0000000, 14.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 14.0000000, 11.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 10.0000000, 0.0000000, 14.0000000, 4.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 0.0000000, 0.0000000, 12.0000000, 4.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 3.0000000, 0.0000000, 11.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 12.0000000, 8.0000000, 14.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 10.0000000, 16.0000000, 12.0000000, 1.0000000, 0.0000000}
, {0.0000000, 0.0000000, 3.0000000, 12.0000000, 10.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 16.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 13.0000000, 6.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 7.0000000, 0.0000000, 13.0000000, 3.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 4.0000000, 0.0000000, 13.0000000, 7.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 8.0000000, 0.0000000, 14.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 14.0000000, 13.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 13.0000000, 15.0000000, 6.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 2.0000000, 12.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 15.0000000, 12.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 15.0000000, 5.0000000, 0.0000000, 14.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 15.0000000, 1.0000000, 0.0000000, 9.0000000, 7.0000000, 0.0000000, 0.0000000, 4.0000000, 10.0000000, 0.0000000, 0.0000000, 7.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 0.0000000, 0.0000000, 8.0000000, 10.0000000, 0.0000000, 0.0000000, 2.0000000, 15.0000000, 5.0000000, 10.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 14.0000000, 12.0000000, 4.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 12.0000000, 9.0000000, 12.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 16.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 9.0000000, 3.0000000, 15.0000000, 2.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 1.0000000, 0.0000000, 16.0000000, 5.0000000, 0.0000000, 0.0000000, 5.0000000, 12.0000000, 0.0000000, 0.0000000, 16.0000000, 5.0000000, 0.0000000, 0.0000000, 3.0000000, 14.0000000, 1.0000000, 4.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 15.0000000, 12.0000000, 14.0000000, 14.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 12.0000000, 12.0000000, 2.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 2.0000000, 12.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 12.0000000, 16.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 6.0000000, 4.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 6.0000000, 0.0000000, 13.0000000, 5.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 5.0000000, 0.0000000, 7.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 8.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 14.0000000, 14.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 14.0000000, 15.0000000, 7.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 5.0000000, 14.0000000, 10.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 16.0000000, 16.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 10.0000000, 2.0000000, 16.0000000, 7.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 3.0000000, 0.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 1.0000000, 0.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 5.0000000, 2.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 15.0000000, 14.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 15.0000000, 13.0000000, 2.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 5.0000000, 16.0000000, 15.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 15.0000000, 9.0000000, 10.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 1.0000000, 0.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 0.0000000, 0.0000000, 11.0000000, 6.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 1.0000000, 0.0000000, 11.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 4.0000000, 3.0000000, 15.0000000, 4.0000000, 0.0000000, 0.0000000, 1.0000000, 13.0000000, 13.0000000, 13.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 13.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 6.0000000, 15.0000000, 15.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 14.0000000, 14.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 15.0000000, 2.0000000, 1.0000000, 14.0000000, 5.0000000, 0.0000000, 0.0000000, 8.0000000, 14.0000000, 2.0000000, 0.0000000, 9.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 4.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 6.0000000, 0.0000000, 11.0000000, 9.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 16.0000000, 14.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 14.0000000, 15.0000000, 10.0000000, 1.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 10.0000000, 15.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 6.0000000, 6.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 4.0000000, 0.0000000, 15.0000000, 3.0000000, 0.0000000, 0.0000000, 5.0000000, 15.0000000, 5.0000000, 0.0000000, 11.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 11.0000000, 0.0000000, 13.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 16.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 8.0000000, 13.0000000, 8.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 2.0000000, 15.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 16.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 9.0000000, 6.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 3.0000000, 1.0000000, 14.0000000, 7.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 4.0000000, 0.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 12.0000000, 6.0000000, 16.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 16.0000000, 16.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 13.0000000, 15.0000000, 8.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 4.0000000, 15.0000000, 11.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 14.0000000, 14.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 15.0000000, 2.0000000, 3.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 0.0000000, 0.0000000, 12.0000000, 7.0000000, 0.0000000, 0.0000000, 7.0000000, 16.0000000, 0.0000000, 0.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 6.0000000, 1.0000000, 14.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 15.0000000, 16.0000000, 16.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 13.0000000, 14.0000000, 6.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 2.0000000, 12.0000000, 12.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 16.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 16.0000000, 8.0000000, 15.0000000, 3.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 6.0000000, 0.0000000, 13.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 4.0000000, 0.0000000, 15.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 8.0000000, 12.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 15.0000000, 16.0000000, 16.0000000, 15.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 13.0000000, 12.0000000, 3.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 0.0000000, 14.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 9.0000000, 16.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 8.0000000, 11.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 7.0000000, 4.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 4.0000000, 0.0000000, 16.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 10.0000000, 0.0000000, 13.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 16.0000000, 16.0000000, 16.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 10.0000000, 13.0000000, 6.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 4.0000000, 12.0000000, 10.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 13.0000000, 15.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 2.0000000, 1.0000000, 14.0000000, 3.0000000, 0.0000000, 0.0000000, 8.0000000, 13.0000000, 0.0000000, 0.0000000, 10.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 14.0000000, 0.0000000, 0.0000000, 11.0000000, 8.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 14.0000000, 13.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 13.0000000, 5.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 2.0000000, 14.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 15.0000000, 15.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 7.0000000, 4.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 4.0000000, 0.0000000, 13.0000000, 7.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 1.0000000, 0.0000000, 10.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 5.0000000, 1.0000000, 12.0000000, 11.0000000, 0.0000000, 0.0000000, 1.0000000, 15.0000000, 14.0000000, 13.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 12.0000000, 13.0000000, 5.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 4.0000000, 11.0000000, 15.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 16.0000000, 11.0000000, 13.0000000, 7.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 12.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 5.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 7.0000000, 9.0000000, 0.0000000, 0.0000000, 9.0000000, 7.0000000, 0.0000000, 0.0000000, 4.0000000, 10.0000000, 0.0000000, 2.0000000, 15.0000000, 2.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 12.0000000, 14.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 14.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 4.0000000, 13.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 16.0000000, 15.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 9.0000000, 6.0000000, 15.0000000, 6.0000000, 0.0000000, 0.0000000, 8.0000000, 14.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 12.0000000, 0.0000000, 0.0000000, 11.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 10.0000000, 12.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 7.0000000, 15.0000000, 11.0000000, 2.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 5.0000000, 15.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 16.0000000, 10.0000000, 13.0000000, 3.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 9.0000000, 0.0000000, 8.0000000, 4.0000000, 0.0000000, 0.0000000, 4.0000000, 13.0000000, 1.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 4.0000000, 0.0000000, 0.0000000, 1.0000000, 14.0000000, 0.0000000, 0.0000000, 11.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 9.0000000, 9.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 14.0000000, 15.0000000, 4.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 2.0000000, 12.0000000, 15.0000000, 12.0000000, 1.0000000, 0.0000000, 0.0000000, 1.0000000, 14.0000000, 14.0000000, 14.0000000, 11.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 3.0000000, 0.0000000, 2.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 14.0000000, 0.0000000, 0.0000000, 6.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 12.0000000, 0.0000000, 0.0000000, 9.0000000, 4.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 1.0000000, 1.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 11.0000000, 9.0000000, 11.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 13.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 9.0000000, 16.0000000, 15.0000000, 14.0000000, 1.0000000, 0.0000000, 0.0000000, 1.0000000, 15.0000000, 15.0000000, 5.0000000, 10.0000000, 7.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 1.0000000, 0.0000000, 1.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 13.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 7.0000000, 6.0000000, 0.0000000, 0.0000000, 6.0000000, 6.0000000, 0.0000000, 0.0000000, 5.0000000, 9.0000000, 0.0000000, 0.0000000, 13.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 5.0000000, 12.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 15.0000000, 10.0000000, 1.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 2.0000000, 13.0000000, 10.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 15.0000000, 12.0000000, 13.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 4.0000000, 0.0000000, 6.0000000, 4.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 3.0000000, 0.0000000, 1.0000000, 7.0000000, 0.0000000, 0.0000000, 5.0000000, 13.0000000, 5.0000000, 0.0000000, 2.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 12.0000000, 0.0000000, 0.0000000, 3.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 5.0000000, 6.0000000, 13.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 14.0000000, 13.0000000, 8.0000000, 1.0000000, 0.0000000}
, {0.0000000, 0.0000000, 5.0000000, 13.0000000, 13.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 16.0000000, 10.0000000, 15.0000000, 3.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 2.0000000, 1.0000000, 8.0000000, 4.0000000, 0.0000000, 0.0000000, 4.0000000, 13.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 6.0000000, 7.0000000, 0.0000000, 0.0000000, 5.0000000, 15.0000000, 0.0000000, 0.0000000, 7.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 8.0000000, 5.0000000, 15.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 14.0000000, 15.0000000, 9.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 4.0000000, 13.0000000, 11.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 16.0000000, 13.0000000, 16.0000000, 2.0000000, 0.0000000, 0.0000000, 5.0000000, 16.0000000, 4.0000000, 0.0000000, 5.0000000, 7.0000000, 0.0000000, 0.0000000, 8.0000000, 14.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 6.0000000, 9.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 2.0000000, 14.0000000, 1.0000000, 0.0000000, 8.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 12.0000000, 9.0000000, 15.0000000, 2.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 12.0000000, 5.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 5.0000000, 8.0000000, 11.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 16.0000000, 12.0000000, 12.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 9.0000000, 0.0000000, 9.0000000, 3.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 6.0000000, 0.0000000, 6.0000000, 6.0000000, 0.0000000, 0.0000000, 3.0000000, 11.0000000, 1.0000000, 0.0000000, 5.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 12.0000000, 0.0000000, 0.0000000, 11.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 5.0000000, 12.0000000, 15.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 13.0000000, 2.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 3.0000000, 11.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 16.0000000, 10.0000000, 14.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 15.0000000, 7.0000000, 0.0000000, 11.0000000, 8.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 2.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 12.0000000, 0.0000000, 0.0000000, 9.0000000, 8.0000000, 0.0000000, 0.0000000, 6.0000000, 15.0000000, 1.0000000, 0.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 3.0000000, 15.0000000, 10.0000000, 8.0000000, 15.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 5.0000000, 12.0000000, 14.0000000, 9.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 7.0000000, 15.0000000, 9.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 16.0000000, 14.0000000, 15.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 16.0000000, 8.0000000, 4.0000000, 6.0000000, 4.0000000, 0.0000000, 0.0000000, 4.0000000, 15.0000000, 1.0000000, 0.0000000, 6.0000000, 5.0000000, 0.0000000, 0.0000000, 3.0000000, 11.0000000, 0.0000000, 0.0000000, 7.0000000, 5.0000000, 0.0000000, 0.0000000, 3.0000000, 11.0000000, 0.0000000, 1.0000000, 13.0000000, 2.0000000, 0.0000000, 0.0000000, 1.0000000, 13.0000000, 8.0000000, 13.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 15.0000000, 11.0000000, 1.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 3.0000000, 14.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 14.0000000, 16.0000000, 14.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 16.0000000, 11.0000000, 15.0000000, 3.0000000, 0.0000000, 0.0000000, 5.0000000, 15.0000000, 6.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 4.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 11.0000000, 0.0000000, 0.0000000, 6.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 10.0000000, 5.0000000, 15.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 12.0000000, 14.0000000, 8.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 5.0000000, 11.0000000, 4.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 15.0000000, 16.0000000, 16.0000000, 11.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 9.0000000, 2.0000000, 12.0000000, 4.0000000, 0.0000000, 0.0000000, 6.0000000, 13.0000000, 0.0000000, 0.0000000, 6.0000000, 6.0000000, 0.0000000, 0.0000000, 3.0000000, 13.0000000, 0.0000000, 0.0000000, 5.0000000, 9.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 0.0000000, 0.0000000, 6.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 12.0000000, 8.0000000, 16.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 13.0000000, 12.0000000, 10.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 9.0000000, 15.0000000, 5.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 15.0000000, 15.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 14.0000000, 0.0000000, 9.0000000, 14.0000000, 0.0000000, 0.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 12.0000000, 5.0000000, 0.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 10.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 14.0000000, 0.0000000, 0.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 16.0000000, 7.0000000, 12.0000000, 16.0000000, 4.0000000, 0.0000000, 0.0000000, 0.0000000, 9.0000000, 16.0000000, 15.0000000, 7.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 4.0000000, 13.0000000, 12.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 15.0000000, 14.0000000, 16.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 4.0000000, 6.0000000, 16.0000000, 5.0000000, 0.0000000, 0.0000000, 8.0000000, 15.0000000, 1.0000000, 0.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 12.0000000, 0.0000000, 0.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 13.0000000, 0.0000000, 1.0000000, 13.0000000, 8.0000000, 0.0000000, 0.0000000, 1.0000000, 15.0000000, 10.0000000, 12.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 13.0000000, 4.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 3.0000000, 12.0000000, 11.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 14.0000000, 14.0000000, 15.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 2.0000000, 5.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 0.0000000, 0.0000000, 14.0000000, 6.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 0.0000000, 0.0000000, 11.0000000, 8.0000000, 0.0000000, 0.0000000, 3.0000000, 16.0000000, 2.0000000, 0.0000000, 10.0000000, 8.0000000, 0.0000000, 0.0000000, 0.0000000, 10.0000000, 15.0000000, 13.0000000, 16.0000000, 3.0000000, 0.0000000, 0.0000000, 0.0000000, 1.0000000, 15.0000000, 14.0000000, 6.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 4.0000000, 14.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 13.0000000, 16.0000000, 16.0000000, 10.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 4.0000000, 5.0000000, 16.0000000, 6.0000000, 0.0000000, 0.0000000, 8.0000000, 14.0000000, 0.0000000, 1.0000000, 15.0000000, 5.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 0.0000000, 0.0000000, 13.0000000, 4.0000000, 0.0000000, 0.0000000, 4.0000000, 15.0000000, 1.0000000, 7.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 2.0000000, 15.0000000, 14.0000000, 16.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 13.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 10.0000000, 15.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 16.0000000, 14.0000000, 16.0000000, 7.0000000, 0.0000000, 0.0000000, 0.0000000, 4.0000000, 16.0000000, 8.0000000, 5.0000000, 16.0000000, 1.0000000, 0.0000000, 0.0000000, 5.0000000, 12.0000000, 0.0000000, 0.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 8.0000000, 9.0000000, 0.0000000, 0.0000000, 12.0000000, 8.0000000, 0.0000000, 0.0000000, 5.0000000, 12.0000000, 0.0000000, 1.0000000, 15.0000000, 3.0000000, 0.0000000, 0.0000000, 4.0000000, 13.0000000, 4.0000000, 12.0000000, 13.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 9.0000000, 16.0000000, 13.0000000, 4.0000000, 0.0000000, 0.0000000}
, {0.0000000, 0.0000000, 2.0000000, 15.0000000, 10.0000000, 1.0000000, 0.0000000, 0.0000000, 0.0000000, 2.0000000, 13.0000000, 12.0000000, 14.0000000, 9.0000000, 0.0000000, 0.0000000, 0.0000000, 6.0000000, 16.0000000, 1.0000000, 1.0000000, 14.0000000, 2.0000000, 0.0000000, 0.0000000, 8.0000000, 16.0000000, 0.0000000, 0.0000000, 10.0000000, 5.0000000, 0.0000000, 0.0000000, 8.0000000, 14.0000000, 2.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 6.0000000, 14.0000000, 0.0000000, 0.0000000, 8.0000000, 8.0000000, 0.0000000, 0.0000000, 1.0000000, 14.0000000, 12.0000000, 8.0000000, 15.0000000, 6.0000000, 0.0000000, 0.0000000, 0.0000000, 3.0000000, 13.0000000, 16.0000000, 8.0000000, 1.0000000, 0.0000000}
};
| 66,133
|
C++
|
.h
| 96
| 680.416667
| 775
| 0.724218
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,711
|
iris.h
|
eloquentarduino_EloquentMicroML/examples/IrisClassificationTrainingExample/iris.h
|
#define POSITIVE_SAMPLES 50
#define NEGATIVE_SAMPLES 50
#define FEATURES_DIM 4
float X_positive[POSITIVE_SAMPLES][FEATURES_DIM] = {
{5.1,3.5,1.4,.2},
{4.9,3,1.4,.2},
{4.7,3.2,1.3,.2},
{4.6,3.1,1.5,.2},
{5,3.6,1.4,.2},
{5.4,3.9,1.7,.4},
{4.6,3.4,1.4,.3},
{5,3.4,1.5,.2},
{4.4,2.9,1.4,.2},
{4.9,3.1,1.5,.1},
{5.4,3.7,1.5,.2},
{4.8,3.4,1.6,.2},
{4.8,3,1.4,.1},
{4.3,3,1.1,.1},
{5.8,4,1.2,.2},
{5.7,4.4,1.5,.4},
{5.4,3.9,1.3,.4},
{5.1,3.5,1.4,.3},
{5.7,3.8,1.7,.3},
{5.1,3.8,1.5,.3},
{5.4,3.4,1.7,.2},
{5.1,3.7,1.5,.4},
{4.6,3.6,1,.2},
{5.1,3.3,1.7,.5},
{4.8,3.4,1.9,.2},
{5,3,1.6,.2},
{5,3.4,1.6,.4},
{5.2,3.5,1.5,.2},
{5.2,3.4,1.4,.2},
{4.7,3.2,1.6,.2},
{4.8,3.1,1.6,.2},
{5.4,3.4,1.5,.4},
{5.2,4.1,1.5,.1},
{5.5,4.2,1.4,.2},
{4.9,3.1,1.5,.2},
{5,3.2,1.2,.2},
{5.5,3.5,1.3,.2},
{4.9,3.6,1.4,.1},
{4.4,3,1.3,.2},
{5.1,3.4,1.5,.2},
{5,3.5,1.3,.3},
{4.5,2.3,1.3,.3},
{4.4,3.2,1.3,.2},
{5,3.5,1.6,.6},
{5.1,3.8,1.9,.4},
{4.8,3,1.4,.3},
{5.1,3.8,1.6,.2},
{4.6,3.2,1.4,.2},
{5.3,3.7,1.5,.2},
{5,3.3,1.4,.2}
};
float X_negative[NEGATIVE_SAMPLES][FEATURES_DIM] = {
{7,3.2,4.7,1.4},
{6.4,3.2,4.5,1.5},
{6.9,3.1,4.9,1.5},
{5.5,2.3,4,1.3},
{6.5,2.8,4.6,1.5},
{5.7,2.8,4.5,1.3},
{6.3,3.3,4.7,1.6},
{4.9,2.4,3.3,1},
{6.6,2.9,4.6,1.3},
{5.2,2.7,3.9,1.4},
{5,2,3.5,1},
{5.9,3,4.2,1.5},
{6,2.2,4,1},
{6.1,2.9,4.7,1.4},
{5.6,2.9,3.6,1.3},
{6.7,3.1,4.4,1.4},
{5.6,3,4.5,1.5},
{5.8,2.7,4.1,1},
{6.2,2.2,4.5,1.5},
{5.6,2.5,3.9,1.1},
{5.9,3.2,4.8,1.8},
{6.1,2.8,4,1.3},
{6.3,2.5,4.9,1.5},
{6.1,2.8,4.7,1.2},
{6.4,2.9,4.3,1.3},
{6.6,3,4.4,1.4},
{6.8,2.8,4.8,1.4},
{6.7,3,5,1.7},
{6,2.9,4.5,1.5},
{5.7,2.6,3.5,1},
{5.5,2.4,3.8,1.1},
{5.5,2.4,3.7,1},
{5.8,2.7,3.9,1.2},
{6,2.7,5.1,1.6},
{5.4,3,4.5,1.5},
{6,3.4,4.5,1.6},
{6.7,3.1,4.7,1.5},
{6.3,2.3,4.4,1.3},
{5.6,3,4.1,1.3},
{5.5,2.5,4,1.3},
{5.5,2.6,4.4,1.2},
{6.1,3,4.6,1.4},
{5.8,2.6,4,1.2},
{5,2.3,3.3,1},
{5.6,2.7,4.2,1.3},
{5.7,3,4.2,1.2},
{5.7,2.9,4.2,1.3},
{6.2,2.9,4.3,1.3},
{5.1,2.5,3,1.1},
{5.7,2.8,4.1,1.3}
};
| 2,748
|
C++
|
.h
| 107
| 17.196262
| 52
| 0.321212
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,712
|
breast_cancer.h
|
eloquentarduino_EloquentMicroML/examples/IrisClassificationTrainingExample/breast_cancer.h
|
#define FEATURES_DIM 30
#define POSITIVE_SAMPLES 40
#define NEGATIVE_SAMPLES 40
float X_positive[POSITIVE_SAMPLES][FEATURES_DIM] = {
{0.007925415, 0.004572863, 0.054098996, 0.440986119, 0.000052161, 0.000122295, 0.000132208, 0.000064804, 0.000106568, 0.000034675, 0.000482397, 0.000398826, 0.003783846, 0.067579691, 0.000002819, 0.000021604, 0.000023671, 0.000006991, 0.000013230, 0.000002728, 0.011181047, 0.007634655, 0.081324713, 0.889461512, 0.000071456, 0.000293227, 0.000313624, 0.000116921, 0.000202695, 0.000052381},
{0.008665756, 0.007486168, 0.055988282, 0.558618978, 0.000035699, 0.000033130, 0.000036609, 0.000029561, 0.000076336, 0.000023874, 0.000228966, 0.000309178, 0.001431514, 0.031208517, 0.000002201, 0.000005510, 0.000007836, 0.000005645, 0.000005852, 0.000001488, 0.010527819, 0.009862195, 0.066899467, 0.824026185, 0.000052155, 0.000078611, 0.000101782, 0.000078358, 0.000115852, 0.000037502},
{0.009366683, 0.010108787, 0.061841988, 0.572276245, 0.000052138, 0.000076066, 0.000093905, 0.000060843, 0.000098424, 0.000028538, 0.000354688, 0.000374334, 0.002181119, 0.044730786, 0.000002926, 0.000019057, 0.000018229, 0.000009790, 0.000010703, 0.000002174, 0.011212428, 0.012144815, 0.072545409, 0.812984292, 0.000068692, 0.000201938, 0.000214259, 0.000115597, 0.000171873, 0.000041662},
{0.016324655, 0.029132790, 0.110899010, 0.551921989, 0.000203701, 0.000405829, 0.000345076, 0.000150381, 0.000371236, 0.000139288, 0.000708450, 0.001652478, 0.004924556, 0.038924724, 0.000013023, 0.000106611, 0.000080923, 0.000026688, 0.000085240, 0.000013163, 0.021313538, 0.037881204, 0.141332626, 0.811515444, 0.000299905, 0.001238358, 0.000981909, 0.000368091, 0.000948888, 0.000247300},
{0.009883338, 0.006985070, 0.065807736, 0.631773751, 0.000048857, 0.000064687, 0.000096447, 0.000050805, 0.000088117, 0.000028656, 0.000368835, 0.000380574, 0.002648871, 0.046002092, 0.000005597, 0.000011988, 0.000027706, 0.000009182, 0.000008554, 0.000002492, 0.010979322, 0.008120022, 0.074137213, 0.767188634, 0.000066928, 0.000099856, 0.000194842, 0.000079154, 0.000115151, 0.000037400},
{0.013945213, 0.017585529, 0.092486442, 0.534398465, 0.000143148, 0.000190417, 0.000176751, 0.000090605, 0.000233764, 0.000085273, 0.000374673, 0.000997111, 0.002483256, 0.030455448, 0.000008412, 0.000037467, 0.000041130, 0.000012736, 0.000024250, 0.000005692, 0.017327907, 0.026602313, 0.115818070, 0.830664225, 0.000200609, 0.000587939, 0.000599812, 0.000195009, 0.000446359, 0.000139340},
{0.009483176, 0.010382130, 0.062147282, 0.540411148, 0.000049172, 0.000056639, 0.000058562, 0.000038452, 0.000093221, 0.000029837, 0.000232117, 0.000401775, 0.001652411, 0.028013043, 0.000002242, 0.000007181, 0.000011712, 0.000005399, 0.000007114, 0.000001132, 0.011889045, 0.014372858, 0.079606719, 0.834519522, 0.000074930, 0.000133856, 0.000196627, 0.000100392, 0.000159161, 0.000043482},
{0.012711538, 0.019313008, 0.083630981, 0.535813127, 0.000110241, 0.000152520, 0.000086839, 0.000055491, 0.000203607, 0.000069084, 0.000541005, 0.001276717, 0.003575178, 0.047248723, 0.000008164, 0.000028084, 0.000023068, 0.000013425, 0.000013778, 0.000005018, 0.015817567, 0.026090641, 0.102545305, 0.831673949, 0.000153354, 0.000341385, 0.000248297, 0.000144268, 0.000296324, 0.000106718},
{0.014200063, 0.023834259, 0.095577344, 0.567784039, 0.000139051, 0.000211035, 0.000203061, 0.000102164, 0.000256693, 0.000080711, 0.000334575, 0.001094497, 0.002628104, 0.026565040, 0.000006260, 0.000038253, 0.000038810, 0.000013392, 0.000023408, 0.000004095, 0.016919921, 0.033566763, 0.116003588, 0.807546634, 0.000186021, 0.000589958, 0.000588756, 0.000225016, 0.000478214, 0.000117096},
{0.014365026, 0.027715507, 0.096808285, 0.548660982, 0.000136733, 0.000276233, 0.000262052, 0.000098492, 0.000234037, 0.000095033, 0.000343100, 0.001843473, 0.002350745, 0.027600218, 0.000008242, 0.000083204, 0.000089268, 0.000016509, 0.000020625, 0.000011621, 0.017397130, 0.046899619, 0.112579838, 0.820166889, 0.000213631, 0.001219759, 0.001273945, 0.000254789, 0.000503352, 0.000239225},
{0.011359644, 0.016479284, 0.072823688, 0.565713129, 0.000058188, 0.000047289, 0.000023393, 0.000023563, 0.000108349, 0.000040397, 0.000269100, 0.000841692, 0.001748619, 0.028725293, 0.000002857, 0.000006573, 0.000007807, 0.000005383, 0.000010353, 0.000002157, 0.013607464, 0.024024017, 0.087785517, 0.815455125, 0.000083744, 0.000109980, 0.000103456, 0.000070732, 0.000209040, 0.000059932},
{0.010334705, 0.011716596, 0.067850156, 0.511495870, 0.000063593, 0.000084616, 0.000065191, 0.000043264, 0.000120637, 0.000039832, 0.000331261, 0.000645035, 0.002334150, 0.035470699, 0.000003780, 0.000026596, 0.000018279, 0.000008396, 0.000013151, 0.000002714, 0.013373554, 0.017866335, 0.089397165, 0.850746652, 0.000091427, 0.000367347, 0.000259677, 0.000118541, 0.000248347, 0.000068636},
{0.010902163, 0.014103998, 0.075297153, 0.638660895, 0.000055392, 0.000139789, 0.000117439, 0.000063582, 0.000136320, 0.000044359, 0.000543402, 0.002029156, 0.006295615, 0.066084057, 0.000001785, 0.000047186, 0.000050558, 0.000023260, 0.000025501, 0.000007302, 0.011920153, 0.017027166, 0.086273248, 0.757521204, 0.000058975, 0.000221967, 0.000206953, 0.000100491, 0.000180622, 0.000058179},
{0.013360475, 0.020188226, 0.087412068, 0.659763028, 0.000070815, 0.000084462, 0.000083771, 0.000045215, 0.000155690, 0.000044996, 0.000339955, 0.000908681, 0.002447032, 0.030834460, 0.000008235, 0.000026350, 0.000042577, 0.000016791, 0.000025128, 0.000002530, 0.014194978, 0.023315504, 0.094408406, 0.738830067, 0.000095336, 0.000162180, 0.000195729, 0.000094324, 0.000236780, 0.000052995},
{0.014943869, 0.024608949, 0.101875171, 0.629427471, 0.000123099, 0.000249572, 0.000231614, 0.000087345, 0.000225192, 0.000083612, 0.000230852, 0.001272351, 0.002243213, 0.020908355, 0.000006997, 0.000064608, 0.000059873, 0.000017719, 0.000021344, 0.000008809, 0.016358801, 0.034840002, 0.118419002, 0.759383618, 0.000179696, 0.000840797, 0.000755683, 0.000240321, 0.000391392, 0.000155751},
{0.012504203, 0.023684027, 0.083186488, 0.566559067, 0.000097952, 0.000137168, 0.000140952, 0.000063329, 0.000198055, 0.000060861, 0.000318195, 0.000888366, 0.002475901, 0.027992559, 0.000004822, 0.000036463, 0.000040772, 0.000009374, 0.000015970, 0.000004701, 0.015015363, 0.031931297, 0.106724317, 0.811139211, 0.000144306, 0.000565613, 0.000604226, 0.000147230, 0.000362742, 0.000115324},
{0.010966838, 0.015038314, 0.070776446, 0.511362435, 0.000073712, 0.000053788, 0.000055245, 0.000039288, 0.000118484, 0.000044241, 0.000353135, 0.000926354, 0.002386856, 0.033916515, 0.000004272, 0.000008681, 0.000014926, 0.000008285, 0.000010534, 0.000001558, 0.014246430, 0.023069207, 0.092187180, 0.850154056, 0.000109370, 0.000139775, 0.000217693, 0.000120202, 0.000226284, 0.000061378},
{0.010405852, 0.013341166, 0.069737915, 0.515325129, 0.000075480, 0.000130444, 0.000111090, 0.000066319, 0.000139605, 0.000047455, 0.000367205, 0.000692218, 0.002486308, 0.034952824, 0.000004533, 0.000016135, 0.000020567, 0.000008367, 0.000010896, 0.000002672, 0.013521801, 0.020308507, 0.088252977, 0.848338189, 0.000115413, 0.000273081, 0.000308627, 0.000133734, 0.000239083, 0.000073673},
{0.007279816, 0.008139724, 0.047772647, 0.463027195, 0.000036127, 0.000037740, 0.000054351, 0.000034903, 0.000058136, 0.000019826, 0.000278625, 0.000373729, 0.002155281, 0.041304966, 0.000002386, 0.000006956, 0.000012461, 0.000005589, 0.000004983, 0.000000734, 0.010039606, 0.011347841, 0.068645619, 0.881221598, 0.000055563, 0.000115757, 0.000197411, 0.000087755, 0.000101719, 0.000027984},
{0.014724007, 0.015615712, 0.095107951, 0.615820180, 0.000106341, 0.000088398, 0.000072467, 0.000051991, 0.000204983, 0.000062702, 0.000293501, 0.000857559, 0.002237962, 0.025620207, 0.000009202, 0.000015877, 0.000025957, 0.000014300, 0.000021531, 0.000002501, 0.016431296, 0.020944193, 0.108418280, 0.773390980, 0.000156592, 0.000192804, 0.000259899, 0.000140063, 0.000323732, 0.000078938},
{0.015795051, 0.018970967, 0.103404448, 0.627937790, 0.000129814, 0.000153362, 0.000055162, 0.000037556, 0.000237530, 0.000082248, 0.000223642, 0.000902902, 0.001670073, 0.017715091, 0.000004947, 0.000022920, 0.000020505, 0.000007837, 0.000020263, 0.000002928, 0.017509804, 0.024743164, 0.116035658, 0.761374570, 0.000158434, 0.000335222, 0.000228231, 0.000087948, 0.000384491, 0.000098816},
{0.022222091, 0.029086996, 0.141085958, 0.640428305, 0.000239430, 0.000151795, 0.000069117, 0.000048541, 0.000424380, 0.000161452, 0.000648378, 0.002283937, 0.004463591, 0.036709472, 0.000022461, 0.000033483, 0.000046413, 0.000033226, 0.000047395, 0.000006940, 0.023919611, 0.036615945, 0.152285854, 0.736293805, 0.000309575, 0.000268423, 0.000207327, 0.000145599, 0.000572855, 0.000181747},
{0.012576898, 0.011691431, 0.084037288, 0.577520639, 0.000087973, 0.000175044, 0.000170288, 0.000079987, 0.000206691, 0.000057654, 0.000359762, 0.000581784, 0.002774460, 0.036820630, 0.000005566, 0.000043683, 0.000052849, 0.000018464, 0.000030106, 0.000003603, 0.014815159, 0.015643234, 0.102566485, 0.804216348, 0.000113963, 0.000488154, 0.000516932, 0.000196196, 0.000382636, 0.000081545},
{0.007102607, 0.007733652, 0.046052821, 0.471269390, 0.000031646, 0.000034305, 0.000036822, 0.000028974, 0.000059379, 0.000017716, 0.000232177, 0.000378291, 0.001444353, 0.031548867, 0.000001587, 0.000004226, 0.000005757, 0.000003484, 0.000003635, 0.000000667, 0.009791259, 0.011946209, 0.063104448, 0.877756022, 0.000047026, 0.000087272, 0.000105901, 0.000067434, 0.000094724, 0.000025262},
{0.006924921, 0.008892181, 0.045750231, 0.376233264, 0.000046624, 0.000060598, 0.000063426, 0.000038139, 0.000082974, 0.000026327, 0.000335557, 0.000375027, 0.002268796, 0.042672488, 0.000002515, 0.000007827, 0.000011400, 0.000004700, 0.000006106, 0.000001165, 0.011005010, 0.013126157, 0.073616281, 0.921243290, 0.000075072, 0.000148813, 0.000195270, 0.000087133, 0.000150269, 0.000039778},
{0.009865893, 0.009439944, 0.066770339, 0.525355935, 0.000068267, 0.000131008, 0.000128303, 0.000080642, 0.000174984, 0.000042670, 0.000602084, 0.000561792, 0.004188112, 0.064122550, 0.000004622, 0.000021867, 0.000021482, 0.000013797, 0.000013285, 0.000004285, 0.012807242, 0.012317976, 0.087722411, 0.840960908, 0.000088931, 0.000227307, 0.000221781, 0.000146780, 0.000234042, 0.000060957},
{0.013055345, 0.019278572, 0.087223676, 0.577372201, 0.000094378, 0.000167266, 0.000127599, 0.000078645, 0.000201650, 0.000061999, 0.000227887, 0.000880385, 0.001889354, 0.018848767, 0.000003986, 0.000027355, 0.000024006, 0.000012106, 0.000013020, 0.000003323, 0.015777448, 0.029737176, 0.109600430, 0.803109688, 0.000136553, 0.000594833, 0.000495978, 0.000241855, 0.000381811, 0.000114167},
{0.010386337, 0.011301629, 0.068144639, 0.610567036, 0.000052685, 0.000059494, 0.000083158, 0.000043147, 0.000094710, 0.000031806, 0.000476008, 0.001031936, 0.003143248, 0.052205156, 0.000006000, 0.000015192, 0.000028357, 0.000010665, 0.000012797, 0.000002354, 0.011893221, 0.015213946, 0.078078911, 0.783021528, 0.000074674, 0.000118151, 0.000192323, 0.000083158, 0.000130652, 0.000041417},
{0.010352772, 0.017098991, 0.069289143, 0.495579767, 0.000073214, 0.000114828, 0.000113880, 0.000059214, 0.000130323, 0.000044253, 0.000297050, 0.000684772, 0.002366928, 0.029434353, 0.000003541, 0.000020685, 0.000024197, 0.000007328, 0.000011963, 0.000002008, 0.013715732, 0.024839887, 0.101024111, 0.858671114, 0.000111039, 0.000413434, 0.000428659, 0.000136954, 0.000272488, 0.000066826},
{0.011215359, 0.009606781, 0.073407299, 0.609663577, 0.000062856, 0.000073854, 0.000063035, 0.000050766, 0.000111005, 0.000039251, 0.000383186, 0.000525022, 0.002971400, 0.039001617, 0.000003592, 0.000019360, 0.000021748, 0.000008643, 0.000012288, 0.000002389, 0.012772870, 0.012460091, 0.086109953, 0.783223964, 0.000080110, 0.000179497, 0.000158879, 0.000092940, 0.000175922, 0.000050549},
{0.009282903, 0.012511738, 0.062184984, 0.542125501, 0.000053017, 0.000094025, 0.000115550, 0.000061986, 0.000108774, 0.000030878, 0.000413919, 0.000730474, 0.002777397, 0.052319097, 0.000003113, 0.000016812, 0.000025890, 0.000005770, 0.000010000, 0.000002272, 0.011535115, 0.016946405, 0.079973477, 0.832122781, 0.000074293, 0.000212117, 0.000305593, 0.000092082, 0.000171607, 0.000048741},
{0.011795821, 0.018630224, 0.077639218, 0.438955981, 0.000110486, 0.000151034, 0.000121346, 0.000051627, 0.000229241, 0.000077699, 0.000480700, 0.001026157, 0.003462034, 0.040847016, 0.000005530, 0.000034013, 0.000041893, 0.000010401, 0.000022645, 0.000005646, 0.016757239, 0.028015075, 0.118954480, 0.885383976, 0.000163089, 0.000575345, 0.000693004, 0.000154023, 0.000474324, 0.000139677},
{0.010448864, 0.014721724, 0.069249813, 0.552095359, 0.000073486, 0.000091842, 0.000148384, 0.000073854, 0.000138008, 0.000039180, 0.000368903, 0.000858256, 0.002455053, 0.041611279, 0.000005076, 0.000018921, 0.000030954, 0.000006827, 0.000012905, 0.000002366, 0.012818582, 0.019700589, 0.083554074, 0.825104150, 0.000100314, 0.000218493, 0.000343057, 0.000113390, 0.000216713, 0.000052072},
{0.008901008, 0.012226761, 0.059078306, 0.536739576, 0.000043424, 0.000079402, 0.000076539, 0.000035073, 0.000085592, 0.000028920, 0.000256730, 0.000280010, 0.001629619, 0.031488414, 0.000002316, 0.000015326, 0.000016153, 0.000004454, 0.000007127, 0.000001800, 0.011155130, 0.014273023, 0.074552296, 0.837443073, 0.000069702, 0.000304399, 0.000281349, 0.000082451, 0.000169613, 0.000051873},
{0.010697105, 0.011857671, 0.070960337, 0.535319479, 0.000068971, 0.000103390, 0.000089795, 0.000051410, 0.000132504, 0.000043206, 0.000221502, 0.000454743, 0.001447724, 0.023231221, 0.000002775, 0.000019020, 0.000017667, 0.000006013, 0.000011294, 0.000002531, 0.013402882, 0.018078306, 0.088004082, 0.836270891, 0.000095896, 0.000384910, 0.000349762, 0.000123617, 0.000283178, 0.000081770},
{0.011036931, 0.014234609, 0.072590571, 0.573274308, 0.000063360, 0.000088084, 0.000088876, 0.000039678, 0.000125006, 0.000037291, 0.000304274, 0.000606372, 0.001983219, 0.029794440, 0.000003808, 0.000016476, 0.000024362, 0.000007879, 0.000018388, 0.000001757, 0.013192891, 0.019133318, 0.088018540, 0.810298016, 0.000103051, 0.000252847, 0.000356623, 0.000119534, 0.000320625, 0.000056919},
{0.013809614, 0.021048759, 0.090736431, 0.613437580, 0.000095194, 0.000106407, 0.000127824, 0.000054250, 0.000182675, 0.000059357, 0.000277161, 0.000987509, 0.002574887, 0.024140174, 0.000005696, 0.000029024, 0.000046662, 0.000011251, 0.000019653, 0.000003898, 0.015398931, 0.029421746, 0.112608921, 0.774888924, 0.000140131, 0.000410703, 0.000502573, 0.000140228, 0.000348002, 0.000098266},
{0.016996127, 0.024026759, 0.107755187, 0.683236496, 0.000117173, 0.000049123, 0.000033418, 0.000038127, 0.000191353, 0.000076476, 0.000239876, 0.003054868, 0.001526130, 0.018470082, 0.000005677, 0.000006390, 0.000017518, 0.000015183, 0.000034840, 0.000002318, 0.017348311, 0.029753006, 0.110168298, 0.712063389, 0.000126538, 0.000060250, 0.000063041, 0.000065389, 0.000259181, 0.000080467},
{0.014930947, 0.025100726, 0.095163624, 0.696047105, 0.000093500, 0.000051108, 0.000023886, 0.000028876, 0.000155883, 0.000054823, 0.001209217, 0.002179380, 0.008045181, 0.105582417, 0.000006856, 0.000010897, 0.000018108, 0.000019094, 0.000007851, 0.000001747, 0.014930947, 0.025100726, 0.095163624, 0.696047105, 0.000093500, 0.000051108, 0.000023886, 0.000028876, 0.000155883, 0.000054823},
{0.014352577, 0.022167704, 0.094122238, 0.595397688, 0.000108177, 0.000133624, 0.000113181, 0.000057911, 0.000183134, 0.000068345, 0.000226788, 0.000629682, 0.001645010, 0.019718822, 0.000005714, 0.000023839, 0.000032464, 0.000013437, 0.000014661, 0.000003393, 0.016535276, 0.027704306, 0.114245658, 0.788326981, 0.000171422, 0.000449849, 0.000535560, 0.000240416, 0.000298870, 0.000114033}
};
float X_negative[NEGATIVE_SAMPLES][FEATURES_DIM] = {
{0.013731964,0.022048794,0.088052134,0.575230348,0.000083393,0.000061620,0.000031776,0.000020751,0.000182275,0.000057084,0.000243681,0.000844454,0.001606149,0.020975984,0.000003351,0.000011259,0.000014202,0.000007030,0.000014100,0.000001314,0.016276056,0.030907137,0.104726662,0.805015970,0.000111777,0.000208738,0.000213029,0.000113616,0.000305904,0.000073012},
{0.016957465,0.033063184,0.111346275,0.574695446,0.000190017,0.000188623,0.000161677,0.000087792,0.000293465,0.000106391,0.000366405,0.002211439,0.002821598,0.026280199,0.000012488,0.000027318,0.000040187,0.000016059,0.000021015,0.000004708,0.019884370,0.054728475,0.135071239,0.795994231,0.000295633,0.000417820,0.000623013,0.000220524,0.000459013,0.000148761},
{0.009527505,0.012395249,0.064099576,0.551566107,0.000045369,0.000109414,0.000105267,0.000049766,0.000115409,0.000031690,0.000490164,0.000832345,0.004411530,0.052408772,0.000003271,0.000050260,0.000048577,0.000013180,0.000026644,0.000003820,0.012035532,0.016571964,0.088630278,0.824851126,0.000062301,0.000371907,0.000361815,0.000124552,0.000233316,0.000051859},
{0.012419713,0.018966248,0.081663352,0.509881581,0.000097356,0.000134297,0.000092091,0.000057591,0.000184612,0.000063427,0.000346405,0.000771462,0.002269777,0.029300422,0.000004743,0.000020079,0.000020435,0.000008941,0.000016076,0.000003102,0.016254112,0.026186141,0.105773307,0.848430981,0.000143089,0.000348276,0.000342664,0.000139535,0.000349679,0.000096047},
{0.014271661,0.023634391,0.092565322,0.575959593,0.000105266,0.000113458,0.000089499,0.000056913,0.000189205,0.000066937,0.000210011,0.000663518,0.001445588,0.015702078,0.000003630,0.000014998,0.000015735,0.000007426,0.000012061,0.000001864,0.017587628,0.032390277,0.114324999,0.802659023,0.000162872,0.000423057,0.000403984,0.000174142,0.000400192,0.000104225},
{0.009751148,0.009202155,0.064676512,0.562586313,0.000057461,0.000088152,0.000103211,0.000052756,0.000099707,0.000031627,0.000328820,0.000346806,0.002244594,0.037415127,0.000003291,0.000020883,0.000029039,0.000008862,0.000012695,0.000001848,0.011931431,0.011147156,0.078741170,0.819305533,0.000087786,0.000266131,0.000384033,0.000124334,0.000198631,0.000048024},
{0.025131164,0.051636019,0.158556919,0.619080293,0.000263699,0.000182229,0.000048692,0.000018143,0.000542423,0.000199400,0.000479258,0.002933502,0.003354501,0.025158761,0.000027498,0.000050471,0.000048692,0.000018143,0.000078926,0.000007917,0.027486061,0.067335331,0.175574728,0.742651050,0.000397695,0.000416093,0.000210960,0.000078619,0.000952077,0.000227180},
{0.014018671,0.019862446,0.091520529,0.569049489,0.000123262,0.000131033,0.000130500,0.000078130,0.000226513,0.000072137,0.000305601,0.000951290,0.002019242,0.025812664,0.000006953,0.000024865,0.000030922,0.000012933,0.000018553,0.000003878,0.016679771,0.029751091,0.109424406,0.808335544,0.000190109,0.000443446,0.000532859,0.000222255,0.000415132,0.000125497},
{0.016148142,0.019605587,0.104580999,0.602104596,0.000138164,0.000121841,0.000088339,0.000036839,0.000224466,0.000080982,0.000353249,0.000977465,0.002476495,0.026627684,0.000007354,0.000019123,0.000031117,0.000007585,0.000019137,0.000003246,0.018439705,0.027739962,0.120447721,0.780739234,0.000200210,0.000288924,0.000408729,0.000087749,0.000368124,0.000111241},
{0.014872465,0.024585320,0.095816598,0.618491672,0.000096489,0.000084869,0.000052379,0.000037308,0.000199439,0.000063040,0.000257760,0.001491656,0.001912804,0.022270110,0.000004912,0.000015236,0.000023097,0.000013053,0.000018092,0.000002156,0.016702583,0.035080936,0.109145589,0.770413512,0.000128108,0.000188634,0.000251586,0.000141338,0.000316522,0.000076259},
{0.017253243,0.031689631,0.109622649,0.627777456,0.000126715,0.000072857,0.000024310,0.000016358,0.000219333,0.000086384,0.000595941,0.001775206,0.003865842,0.041768694,0.000008593,0.000014316,0.000017136,0.000010923,0.000035299,0.000002595,0.019043121,0.037734135,0.121740999,0.757763627,0.000159182,0.000126392,0.000081029,0.000054503,0.000356948,0.000096287},
{0.015479346,0.018543439,0.098970216,0.648906888,0.000087213,0.000068761,0.000021074,0.000019553,0.000153545,0.000067558,0.000212444,0.001047920,0.001644397,0.016512059,0.000005081,0.000013357,0.000012245,0.000009029,0.000015037,0.000002895,0.016648241,0.026317158,0.109036330,0.745255602,0.000123585,0.000179533,0.000119159,0.000097438,0.000266236,0.000091072},
{0.017170061,0.026229642,0.108873145,0.629281313,0.000118796,0.000068321,0.000028358,0.000019399,0.000268624,0.000087864,0.000326864,0.000910128,0.002185803,0.025122360,0.000010368,0.000012051,0.000018853,0.000011504,0.000028703,0.000003789,0.018838175,0.030673150,0.120319853,0.758128675,0.000164510,0.000128071,0.000132342,0.000090538,0.000400491,0.000106529},
{0.010780625,0.011064637,0.071180526,0.611217652,0.000067926,0.000087866,0.000104848,0.000062719,0.000123782,0.000037336,0.000493293,0.000942565,0.002885681,0.058465069,0.000002307,0.000017520,0.000016668,0.000005457,0.000015822,0.000003033,0.012188852,0.014277524,0.079937565,0.781624897,0.000075737,0.000135912,0.000155201,0.000078399,0.000178750,0.000047258},
{0.011955390,0.017434283,0.077005377,0.564357726,0.000071701,0.000056064,0.000041591,0.000026397,0.000127946,0.000045003,0.000245838,0.000660238,0.001660295,0.023681172,0.000003701,0.000008155,0.000012692,0.000007301,0.000008670,0.000001290,0.014330632,0.025090483,0.093188699,0.815500081,0.000109974,0.000162862,0.000214722,0.000121137,0.000211792,0.000062334},
{0.017420546,0.028353754,0.110904763,0.618489886,0.000144022,0.000082763,0.000045910,0.000034448,0.000290342,0.000089326,0.000491314,0.001450351,0.003301133,0.035491339,0.000012594,0.000013189,0.000020400,0.000013111,0.000048663,0.000003608,0.019416651,0.033979139,0.123713099,0.765475746,0.000188874,0.000131864,0.000137247,0.000095511,0.000499933,0.000106398},
{0.007851921,0.007590326,0.051297034,0.470869989,0.000043040,0.000051788,0.000054076,0.000036762,0.000078356,0.000024365,0.000297359,0.000487628,0.001977082,0.041895984,0.000002640,0.000009426,0.000012037,0.000006286,0.000007570,0.000001066,0.010684498,0.011501980,0.069526897,0.876750110,0.000066380,0.000143509,0.000158551,0.000085468,0.000144572,0.000033901},
{0.012306262,0.018062012,0.079936323,0.549556990,0.000095120,0.000114195,0.000108171,0.000067956,0.000169577,0.000056537,0.000353544,0.000962080,0.002288078,0.033538955,0.000003061,0.000023885,0.000021517,0.000010641,0.000015201,0.000003437,0.014949891,0.025683361,0.096793642,0.824460973,0.000114446,0.000358898,0.000300085,0.000153431,0.000309372,0.000091523},
{0.015770535,0.023335558,0.099831715,0.637105439,0.000097403,0.000045789,0.000000836,0.000005036,0.000219821,0.000066478,0.000488222,0.001467083,0.003135980,0.039831175,0.000009053,0.000010384,0.000000836,0.000005036,0.000026465,0.000003613,0.017196530,0.026888460,0.109052342,0.754206192,0.000123385,0.000074816,0.000002230,0.000013426,0.000294746,0.000076001},
{0.023620016,0.032313760,0.148933819,0.615304423,0.000267281,0.000144494,0.000056487,0.000021375,0.000461273,0.000196980,0.000427287,0.001588554,0.002866853,0.022808746,0.000027709,0.000028915,0.000054295,0.000015738,0.000057282,0.000007641,0.026056566,0.042207965,0.164172539,0.753439581,0.000474977,0.000339582,0.000320123,0.000121115,0.000882530,0.000247383},
{0.020581917,0.030113956,0.130635474,0.631219278,0.000229497,0.000163137,0.000021938,0.000026107,0.000555125,0.000140856,0.001043870,0.002916278,0.006702784,0.070063518,0.000015207,0.000022241,0.000015512,0.000016581,0.000084655,0.000012048,0.022302137,0.035315089,0.141381785,0.745968022,0.000258033,0.000199667,0.000043876,0.000052193,0.000719861,0.000162308},
{0.023599037,0.057584065,0.150025978,0.608777202,0.000341168,0.000246009,0.000082341,0.000025413,0.000501733,0.000185460,0.000983156,0.005673320,0.006842568,0.050475260,0.000032744,0.000086788,0.000082341,0.000025413,0.000092140,0.000008366,0.026253174,0.074217022,0.170336849,0.751776716,0.000449858,0.000466052,0.000247052,0.000076248,0.000815729,0.000211672},
{0.012189493,0.018947178,0.082477962,0.552333749,0.000089732,0.000171765,0.000182629,0.000074018,0.000166718,0.000062376,0.000601862,0.001084651,0.004596081,0.051991397,0.000008047,0.000060357,0.000059014,0.000015808,0.000014542,0.000005229,0.015114972,0.025242944,0.101878503,0.820759226,0.000140286,0.000534370,0.000592110,0.000152689,0.000243277,0.000096832},
{0.022031819,0.033289111,0.142187255,0.626632683,0.000185444,0.000210183,0.000143820,0.000052359,0.000562264,0.000167238,0.000984262,0.005440104,0.006263925,0.056490612,0.000020987,0.000094583,0.000103566,0.000037468,0.000100684,0.000013983,0.024042136,0.046186840,0.157534832,0.744801820,0.000236242,0.000403024,0.000335533,0.000122180,0.000788275,0.000203914},
{0.012310701,0.023145672,0.080281694,0.484466870,0.000108932,0.000122524,0.000109515,0.000066728,0.000184952,0.000063981,0.000413108,0.001143691,0.002841753,0.035398120,0.000007554,0.000025709,0.000028864,0.000012524,0.000015874,0.000003496,0.016592262,0.032495203,0.108543880,0.862428699,0.000179709,0.000394273,0.000390680,0.000166602,0.000328447,0.000100097},
{0.012823065,0.020770242,0.084503826,0.579814242,0.000101682,0.000128317,0.000109924,0.000078335,0.000169441,0.000057730,0.000310339,0.001111390,0.002125610,0.030574074,0.000005815,0.000020041,0.000020085,0.000010272,0.000016484,0.000002797,0.015018082,0.028969022,0.099426473,0.802612831,0.000142980,0.000296371,0.000262361,0.000140030,0.000288129,0.000077311},
{0.021607044,0.047962387,0.137221280,0.614996056,0.000238328,0.000177445,0.000049583,0.000034334,0.000391963,0.000157493,0.000536695,0.004590783,0.003789508,0.032416273,0.000024015,0.000040064,0.000039128,0.000021306,0.000052026,0.000009672,0.023764324,0.072046309,0.153018506,0.754933911,0.000353383,0.000379864,0.000214861,0.000148772,0.000657000,0.000210272},
{0.018206267,0.030649631,0.115580017,0.634402295,0.000131018,0.000075674,0.000059706,0.000035897,0.000244038,0.000091225,0.000438979,0.001517833,0.002947451,0.029216954,0.000014942,0.000014835,0.000033209,0.000014431,0.000035141,0.000003455,0.019848212,0.038376429,0.125560464,0.751270112,0.000207658,0.000147260,0.000232448,0.000112055,0.000386340,0.000106903},
{0.021446155,0.041163126,0.139641095,0.595000752,0.000253202,0.000335623,0.000743454,0.000103917,0.000501416,0.000191113,0.000777658,0.002836051,0.004477351,0.041970712,0.000022681,0.000204414,0.000721602,0.000078906,0.000099689,0.000022705,0.024488853,0.053799469,0.155579039,0.771244488,0.000352012,0.001036798,0.002973816,0.000415669,0.001004257,0.000279092},
{0.016843125,0.021732640,0.107239836,0.662259032,0.000129566,0.000068980,0.000048144,0.000037745,0.000209551,0.000074502,0.000312085,0.001150815,0.001938673,0.024157628,0.000010493,0.000007396,0.000020889,0.000011416,0.000029706,0.000002512,0.017739317,0.026042266,0.112906928,0.731318481,0.000170804,0.000093059,0.000136933,0.000077521,0.000314062,0.000084479},
{0.008633160,0.009713444,0.056338887,0.515072353,0.000041064,0.000046903,0.000049228,0.000036242,0.000072110,0.000024892,0.000359548,0.000363513,0.002500608,0.043781150,0.000002026,0.000007530,0.000010342,0.000006245,0.000006318,0.000000774,0.011331592,0.012115596,0.075619914,0.850553107,0.000054379,0.000106479,0.000122478,0.000081546,0.000116279,0.000030034},
{0.023019305,0.037916587,0.152262031,0.631943113,0.000253373,0.000396518,0.000222889,0.000074383,0.000492605,0.000232576,0.001362822,0.002207139,0.008204901,0.065887839,0.000044573,0.000242625,0.000146875,0.000045738,0.000065810,0.000056797,0.025207796,0.040584215,0.162026070,0.736576317,0.000312605,0.000630907,0.000371396,0.000123954,0.000583770,0.000280748},
{0.008902247,0.012690878,0.059106779,0.481031881,0.000055432,0.000094716,0.000087573,0.000041116,0.000099736,0.000033575,0.000305730,0.000538793,0.001917606,0.035955762,0.000003012,0.000029067,0.000022007,0.000005833,0.000007903,0.000003260,0.012069791,0.017504302,0.078463991,0.870039371,0.000082035,0.000382693,0.000339838,0.000098287,0.000171472,0.000069303},
{0.013642589,0.015609889,0.089398498,0.577437387,0.000099551,0.000126540,0.000077002,0.000050112,0.000164304,0.000064911,0.000275521,0.000613422,0.001934677,0.023083655,0.000004663,0.000020414,0.000017389,0.000009101,0.000012061,0.000003094,0.016380992,0.020622058,0.109041849,0.803133254,0.000139491,0.000350160,0.000274730,0.000136722,0.000255947,0.000101825},
{0.015747627,0.021133289,0.101304188,0.602401089,0.000117333,0.000087360,0.000043136,0.000029065,0.000220032,0.000075655,0.000320453,0.001311236,0.002225903,0.025175735,0.000006210,0.000023270,0.000023359,0.000010189,0.000017730,0.000002947,0.018050285,0.029691504,0.114761949,0.781752613,0.000150440,0.000235767,0.000217857,0.000110783,0.000334909,0.000097338},
{0.010835045,0.013248826,0.070188438,0.551326470,0.000061814,0.000056798,0.000065867,0.000044756,0.000121228,0.000036348,0.000503927,0.000685028,0.003390756,0.053433561,0.000007295,0.000014854,0.000023598,0.000012197,0.000010451,0.000001313,0.013329735,0.016559347,0.086842178,0.824596151,0.000101136,0.000137882,0.000190743,0.000102485,0.000178674,0.000043064},
{0.016204567,0.013102584,0.105287766,0.669740857,0.000154620,0.000125397,0.000082364,0.000078520,0.000287802,0.000079538,0.000491167,0.001214444,0.003176239,0.039104147,0.000016049,0.000034002,0.000013917,0.000009868,0.000030804,0.000007382,0.016863289,0.014958983,0.109419751,0.725193292,0.000173783,0.000165160,0.000102270,0.000088712,0.000324570,0.000086125},
{0.009433891,0.008440849,0.062822917,0.525789136,0.000055663,0.000112161,0.000088015,0.000056447,0.000112475,0.000034877,0.000512514,0.000287721,0.003298464,0.070453654,0.000004150,0.000030518,0.000024345,0.000010819,0.000013542,0.000003687,0.011702206,0.009883372,0.078450248,0.841471678,0.000077248,0.000294463,0.000197877,0.000109862,0.000196047,0.000057910},
{0.009788773,0.011627199,0.069704986,0.603915848,0.000062380,0.000167544,0.000182096,0.000077806,0.000140962,0.000039495,0.000451942,0.000914363,0.004195396,0.056462494,0.000005035,0.000033155,0.000052921,0.000012578,0.000038297,0.000002904,0.011336155,0.015386515,0.082607927,0.787273431,0.000079503,0.000298999,0.000372585,0.000121656,0.000263880,0.000048333},
{0.015824321,0.022149127,0.102365882,0.623005722,0.000122239,0.000117464,0.000047854,0.000028486,0.000211401,0.000073794,0.000326700,0.001347405,0.002187842,0.025040819,0.000006513,0.000020439,0.000025484,0.000010064,0.000021509,0.000003504,0.017522420,0.030541185,0.113058988,0.765498438,0.000158612,0.000263452,0.000213001,0.000097530,0.000341958,0.000097432}
};
| 31,031
|
C++
|
.h
| 87
| 348.310345
| 399
| 0.780306
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,713
|
digits.h
|
eloquentarduino_EloquentMicroML/examples/SGDExample/digits.h
|
#pragma once
#define FEATURES_DIM 64
#define DATASET_SIZE 360
float X[DATASET_SIZE][FEATURES_DIM] = {
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};
int y[DATASET_SIZE] = { 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 };
| 306,131
|
C++
|
.h
| 366
| 827.554645
| 2,185
| 0.528942
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,715
|
breast_cancer.h
|
eloquentarduino_EloquentMicroML/examples/SGDExample/breast_cancer.h
|
#pragma once
#define FEATURES_DIM 30
#define DATASET_SIZE 569
float X[DATASET_SIZE][FEATURES_DIM] = {
{ 0.017759 , 0.034479 , 0.112583 , 0.524332 , 0.000190 , 0.000112 , 0.000051 , 0.000026 , 0.000283 , 0.000131 , 0.000956 , 0.002347 , 0.006149 , 0.057364 , 0.000013 , 0.000017 , 0.000044 , 0.000012 , 0.000037 , 0.000005 , 0.022622 , 0.047088 , 0.142639 , 0.827337 , 0.000251 , 0.000197 , 0.000215 , 0.000095 , 0.000462 , 0.000153 },
{ 0.022222 , 0.029087 , 0.141086 , 0.640428 , 0.000239 , 0.000152 , 0.000069 , 0.000049 , 0.000424 , 0.000161 , 0.000648 , 0.002284 , 0.004464 , 0.036709 , 0.000022 , 0.000033 , 0.000046 , 0.000033 , 0.000047 , 0.000007 , 0.023920 , 0.036616 , 0.152286 , 0.736294 , 0.000310 , 0.000268 , 0.000207 , 0.000146 , 0.000573 , 0.000182 },
{ 0.016655 , 0.024390 , 0.107456 , 0.614154 , 0.000142 , 0.000134 , 0.000066 , 0.000046 , 0.000267 , 0.000085 , 0.000391 , 0.002274 , 0.002573 , 0.030584 , 0.000011 , 0.000022 , 0.000025 , 0.000010 , 0.000028 , 0.000002 , 0.018664 , 0.035511 , 0.121578 , 0.770102 , 0.000197 , 0.000244 , 0.000221 , 0.000086 , 0.000420 , 0.000097 },
{ 0.008445 , 0.008392 , 0.054922 , 0.507541 , 0.000045 , 0.000052 , 0.000060 , 0.000037 , 0.000077 , 0.000025 , 0.000259 , 0.000275 , 0.001649 , 0.030826 , 0.000002 , 0.000008 , 0.000012 , 0.000006 , 0.000006 , 0.000001 , 0.011158 , 0.010667 , 0.070813 , 0.856177 , 0.000065 , 0.000137 , 0.000187 , 0.000087 , 0.000147 , 0.000039 },
{ 0.010335 , 0.011717 , 0.067850 , 0.511496 , 0.000064 , 0.000085 , 0.000065 , 0.000043 , 0.000121 , 0.000040 , 0.000331 , 0.000645 , 0.002334 , 0.035471 , 0.000004 , 0.000027 , 0.000018 , 0.000008 , 0.000013 , 0.000003 , 0.013374 , 0.017866 , 0.089397 , 0.850747 , 0.000091 , 0.000367 , 0.000260 , 0.000119 , 0.000248 , 0.000069 },
{ 0.009558 , 0.011350 , 0.062267 , 0.556885 , 0.000049 , 0.000050 , 0.000060 , 0.000035 , 0.000088 , 0.000030 , 0.000309 , 0.000623 , 0.001951 , 0.035408 , 0.000003 , 0.000007 , 0.000015 , 0.000005 , 0.000008 , 0.000001 , 0.011666 , 0.016261 , 0.075425 , 0.823671 , 0.000076 , 0.000118 , 0.000205 , 0.000071 , 0.000161 , 0.000039 },
{ 0.018056 , 0.020763 , 0.117209 , 0.618886 , 0.000198 , 0.000178 , 0.000127 , 0.000089 , 0.000323 , 0.000111 , 0.000410 , 0.001579 , 0.002898 , 0.025697 , 0.000011 , 0.000028 , 0.000034 , 0.000019 , 0.000034 , 0.000006 , 0.020571 , 0.032891 , 0.136065 , 0.762754 , 0.000258 , 0.000389 , 0.000360 , 0.000211 , 0.000536 , 0.000148 },
{ 0.018488 , 0.044228 , 0.117200 , 0.646264 , 0.000112 , 0.000062 , 0.000027 , 0.000005 , 0.000305 , 0.000092 , 0.000198 , 0.001458 , 0.001730 , 0.014054 , 0.000006 , 0.000027 , 0.000027 , 0.000005 , 0.000025 , 0.000003 , 0.019729 , 0.055121 , 0.130363 , 0.738704 , 0.000150 , 0.000234 , 0.000178 , 0.000034 , 0.000465 , 0.000116 },
{ 0.018747 , 0.033232 , 0.122739 , 0.656151 , 0.000134 , 0.000197 , 0.000154 , 0.000093 , 0.000432 , 0.000104 , 0.000810 , 0.003172 , 0.004790 , 0.057740 , 0.000026 , 0.000138 , 0.000135 , 0.000058 , 0.000057 , 0.000011 , 0.019746 , 0.037178 , 0.130315 , 0.728576 , 0.000171 , 0.000307 , 0.000257 , 0.000155 , 0.000492 , 0.000117 },
{ 0.015360 , 0.016835 , 0.098693 , 0.651447 , 0.000106 , 0.000085 , 0.000050 , 0.000041 , 0.000234 , 0.000065 , 0.000275 , 0.001020 , 0.002030 , 0.021526 , 0.000005 , 0.000017 , 0.000016 , 0.000012 , 0.000017 , 0.000002 , 0.016613 , 0.024110 , 0.109096 , 0.743054 , 0.000131 , 0.000191 , 0.000161 , 0.000111 , 0.000328 , 0.000077 },
{ 0.020079 , 0.031810 , 0.127067 , 0.632124 , 0.000184 , 0.000097 , 0.000020 , 0.000011 , 0.000367 , 0.000121 , 0.000409 , 0.001881 , 0.002638 , 0.025234 , 0.000014 , 0.000014 , 0.000020 , 0.000011 , 0.000030 , 0.000005 , 0.021888 , 0.042356 , 0.138371 , 0.748860 , 0.000250 , 0.000172 , 0.000085 , 0.000046 , 0.000522 , 0.000144 },
{ 0.009505 , 0.009536 , 0.062357 , 0.553539 , 0.000051 , 0.000054 , 0.000069 , 0.000045 , 0.000110 , 0.000031 , 0.000360 , 0.000760 , 0.002462 , 0.041503 , 0.000003 , 0.000008 , 0.000014 , 0.000007 , 0.000012 , 0.000002 , 0.011807 , 0.014253 , 0.078371 , 0.825416 , 0.000072 , 0.000108 , 0.000163 , 0.000085 , 0.000190 , 0.000044 },
{ 0.018206 , 0.030650 , 0.115580 , 0.634402 , 0.000131 , 0.000076 , 0.000060 , 0.000036 , 0.000244 , 0.000091 , 0.000439 , 0.001518 , 0.002947 , 0.029217 , 0.000015 , 0.000015 , 0.000033 , 0.000014 , 0.000035 , 0.000003 , 0.019848 , 0.038376 , 0.125560 , 0.751270 , 0.000208 , 0.000147 , 0.000232 , 0.000112 , 0.000386 , 0.000107 },
{ 0.016224 , 0.020227 , 0.103741 , 0.608935 , 0.000115 , 0.000087 , 0.000027 , 0.000023 , 0.000218 , 0.000082 , 0.000342 , 0.001074 , 0.002605 , 0.025280 , 0.000007 , 0.000019 , 0.000014 , 0.000007 , 0.000018 , 0.000003 , 0.018285 , 0.028432 , 0.121162 , 0.775431 , 0.000167 , 0.000256 , 0.000155 , 0.000074 , 0.000354 , 0.000106 },
{ 0.011236 , 0.014977 , 0.073840 , 0.563050 , 0.000070 , 0.000089 , 0.000073 , 0.000039 , 0.000150 , 0.000041 , 0.000301 , 0.000880 , 0.001977 , 0.030371 , 0.000003 , 0.000014 , 0.000015 , 0.000006 , 0.000011 , 0.000002 , 0.013537 , 0.022027 , 0.090180 , 0.816972 , 0.000097 , 0.000212 , 0.000208 , 0.000091 , 0.000242 , 0.000053 },
{ 0.011938 , 0.011550 , 0.078790 , 0.590698 , 0.000071 , 0.000102 , 0.000090 , 0.000052 , 0.000133 , 0.000045 , 0.000251 , 0.000557 , 0.001958 , 0.024776 , 0.000004 , 0.000024 , 0.000028 , 0.000011 , 0.000011 , 0.000002 , 0.013971 , 0.016369 , 0.092567 , 0.796832 , 0.000107 , 0.000333 , 0.000369 , 0.000148 , 0.000225 , 0.000068 },
{ 0.014786 , 0.020707 , 0.096836 , 0.622733 , 0.000098 , 0.000124 , 0.000105 , 0.000052 , 0.000200 , 0.000067 , 0.000243 , 0.000969 , 0.001953 , 0.020956 , 0.000004 , 0.000030 , 0.000040 , 0.000014 , 0.000017 , 0.000004 , 0.016388 , 0.027602 , 0.109760 , 0.767240 , 0.000124 , 0.000343 , 0.000396 , 0.000152 , 0.000297 , 0.000096 },
{ 0.014355 , 0.016338 , 0.091793 , 0.624907 , 0.000086 , 0.000060 , 0.000036 , 0.000030 , 0.000175 , 0.000060 , 0.000398 , 0.001069 , 0.002703 , 0.033474 , 0.000008 , 0.000013 , 0.000016 , 0.000009 , 0.000020 , 0.000003 , 0.016011 , 0.022064 , 0.103470 , 0.766820 , 0.000122 , 0.000128 , 0.000114 , 0.000076 , 0.000279 , 0.000074 },
{ 0.016616 , 0.023004 , 0.107394 , 0.598215 , 0.000160 , 0.000132 , 0.000061 , 0.000045 , 0.000264 , 0.000091 , 0.000528 , 0.001642 , 0.003633 , 0.039222 , 0.000013 , 0.000018 , 0.000026 , 0.000017 , 0.000031 , 0.000005 , 0.018949 , 0.030715 , 0.123157 , 0.782161 , 0.000217 , 0.000210 , 0.000212 , 0.000140 , 0.000399 , 0.000114 },
{ 0.019696 , 0.030488 , 0.126883 , 0.652670 , 0.000213 , 0.000191 , 0.000072 , 0.000076 , 0.000348 , 0.000142 , 0.000317 , 0.001834 , 0.002347 , 0.021904 , 0.000022 , 0.000042 , 0.000032 , 0.000023 , 0.000040 , 0.000015 , 0.020818 , 0.036934 , 0.135485 , 0.732094 , 0.000296 , 0.000362 , 0.000224 , 0.000169 , 0.000495 , 0.000208 },
{ 0.018094 , 0.029127 , 0.118382 , 0.623534 , 0.000154 , 0.000212 , 0.000248 , 0.000046 , 0.000329 , 0.000123 , 0.000389 , 0.002629 , 0.003793 , 0.026245 , 0.000011 , 0.000095 , 0.000142 , 0.000021 , 0.000032 , 0.000014 , 0.020144 , 0.044771 , 0.139567 , 0.757240 , 0.000216 , 0.000776 , 0.001191 , 0.000195 , 0.000530 , 0.000208 },
{ 0.006905 , 0.007128 , 0.045555 , 0.513117 , 0.000031 , 0.000038 , 0.000068 , 0.000041 , 0.000053 , 0.000016 , 0.000296 , 0.000272 , 0.001898 , 0.048198 , 0.000002 , 0.000006 , 0.000011 , 0.000004 , 0.000004 , 0.000001 , 0.009008 , 0.009026 , 0.059448 , 0.853530 , 0.000044 , 0.000079 , 0.000142 , 0.000061 , 0.000076 , 0.000023 },
{ 0.017418 , 0.029601 , 0.115230 , 0.568449 , 0.000191 , 0.000339 , 0.000266 , 0.000100 , 0.000345 , 0.000125 , 0.000332 , 0.001614 , 0.002702 , 0.021993 , 0.000012 , 0.000072 , 0.000072 , 0.000021 , 0.000027 , 0.000007 , 0.020814 , 0.051594 , 0.144250 , 0.798753 , 0.000343 , 0.001474 , 0.001321 , 0.000397 , 0.000653 , 0.000221 },
{ 0.012504 , 0.023684 , 0.083186 , 0.566559 , 0.000098 , 0.000137 , 0.000141 , 0.000063 , 0.000198 , 0.000061 , 0.000318 , 0.000888 , 0.002476 , 0.027993 , 0.000005 , 0.000036 , 0.000041 , 0.000009 , 0.000016 , 0.000005 , 0.015015 , 0.031931 , 0.106724 , 0.811139 , 0.000144 , 0.000566 , 0.000604 , 0.000147 , 0.000363 , 0.000115 },
{ 0.014371 , 0.014265 , 0.091856 , 0.660537 , 0.000082 , 0.000049 , 0.000033 , 0.000025 , 0.000161 , 0.000052 , 0.000212 , 0.000605 , 0.001627 , 0.020106 , 0.000007 , 0.000012 , 0.000014 , 0.000010 , 0.000015 , 0.000002 , 0.015148 , 0.017059 , 0.098688 , 0.737683 , 0.000111 , 0.000098 , 0.000107 , 0.000077 , 0.000226 , 0.000060 },
{ 0.010406 , 0.013341 , 0.069738 , 0.515325 , 0.000075 , 0.000130 , 0.000111 , 0.000066 , 0.000140 , 0.000047 , 0.000367 , 0.000692 , 0.002486 , 0.034953 , 0.000005 , 0.000016 , 0.000021 , 0.000008 , 0.000011 , 0.000003 , 0.013522 , 0.020309 , 0.088253 , 0.848338 , 0.000115 , 0.000273 , 0.000309 , 0.000134 , 0.000239 , 0.000074 },
{ 0.018590 , 0.026572 , 0.119717 , 0.591755 , 0.000174 , 0.000180 , 0.000112 , 0.000039 , 0.000341 , 0.000123 , 0.000581 , 0.001999 , 0.004548 , 0.036843 , 0.000013 , 0.000069 , 0.000093 , 0.000022 , 0.000038 , 0.000009 , 0.021517 , 0.038262 , 0.144409 , 0.781202 , 0.000235 , 0.000531 , 0.000521 , 0.000165 , 0.000536 , 0.000171 },
{ 0.020584 , 0.040434 , 0.133285 , 0.621720 , 0.000209 , 0.000202 , 0.000128 , 0.000063 , 0.000405 , 0.000132 , 0.000376 , 0.002547 , 0.003185 , 0.024531 , 0.000019 , 0.000046 , 0.000063 , 0.000023 , 0.000034 , 0.000007 , 0.022426 , 0.055919 , 0.150522 , 0.752817 , 0.000325 , 0.000480 , 0.000551 , 0.000203 , 0.000546 , 0.000177 },
{ 0.023534 , 0.035970 , 0.149727 , 0.607639 , 0.000284 , 0.000210 , 0.000070 , 0.000041 , 0.000461 , 0.000196 , 0.000348 , 0.001865 , 0.002935 , 0.019918 , 0.000022 , 0.000048 , 0.000049 , 0.000020 , 0.000044 , 0.000011 , 0.026011 , 0.050659 , 0.173807 , 0.756734 , 0.000451 , 0.000614 , 0.000482 , 0.000234 , 0.000819 , 0.000288 },
{ 0.018005 , 0.029408 , 0.114386 , 0.644333 , 0.000136 , 0.000081 , 0.000024 , 0.000018 , 0.000298 , 0.000094 , 0.000246 , 0.002201 , 0.001707 , 0.017359 , 0.000009 , 0.000014 , 0.000016 , 0.000012 , 0.000036 , 0.000003 , 0.019405 , 0.040858 , 0.124527 , 0.743438 , 0.000188 , 0.000167 , 0.000122 , 0.000088 , 0.000537 , 0.000107 },
{ 0.011371 , 0.012725 , 0.075632 , 0.596917 , 0.000076 , 0.000105 , 0.000127 , 0.000073 , 0.000142 , 0.000042 , 0.000197 , 0.000453 , 0.001436 , 0.021329 , 0.000004 , 0.000013 , 0.000020 , 0.000009 , 0.000008 , 0.000002 , 0.013065 , 0.016600 , 0.089037 , 0.792999 , 0.000114 , 0.000262 , 0.000335 , 0.000170 , 0.000207 , 0.000060 },
{ 0.025131 , 0.051636 , 0.158557 , 0.619080 , 0.000264 , 0.000182 , 0.000049 , 0.000018 , 0.000542 , 0.000199 , 0.000479 , 0.002934 , 0.003355 , 0.025159 , 0.000027 , 0.000050 , 0.000049 , 0.000018 , 0.000079 , 0.000008 , 0.027486 , 0.067335 , 0.175575 , 0.742651 , 0.000398 , 0.000416 , 0.000211 , 0.000079 , 0.000952 , 0.000227 },
{ 0.017126 , 0.020748 , 0.108652 , 0.651023 , 0.000120 , 0.000063 , 0.000029 , 0.000029 , 0.000218 , 0.000079 , 0.000532 , 0.001260 , 0.003611 , 0.041843 , 0.000011 , 0.000012 , 0.000018 , 0.000014 , 0.000041 , 0.000002 , 0.018291 , 0.023385 , 0.116729 , 0.739843 , 0.000145 , 0.000094 , 0.000068 , 0.000067 , 0.000319 , 0.000083 },
{ 0.016263 , 0.022592 , 0.103537 , 0.640935 , 0.000101 , 0.000058 , 0.000018 , 0.000023 , 0.000187 , 0.000071 , 0.000378 , 0.001130 , 0.002696 , 0.029713 , 0.000009 , 0.000015 , 0.000007 , 0.000007 , 0.000025 , 0.000002 , 0.017669 , 0.026798 , 0.113624 , 0.750250 , 0.000137 , 0.000123 , 0.000044 , 0.000046 , 0.000277 , 0.000077 },
{ 0.014510 , 0.024748 , 0.092888 , 0.610659 , 0.000099 , 0.000072 , 0.000032 , 0.000026 , 0.000177 , 0.000062 , 0.000369 , 0.001423 , 0.002201 , 0.033282 , 0.000006 , 0.000022 , 0.000022 , 0.000010 , 0.000022 , 0.000003 , 0.016353 , 0.030991 , 0.103957 , 0.777493 , 0.000130 , 0.000162 , 0.000112 , 0.000076 , 0.000281 , 0.000074 },
{ 0.012484 , 0.015819 , 0.080677 , 0.582226 , 0.000076 , 0.000071 , 0.000062 , 0.000036 , 0.000129 , 0.000049 , 0.000320 , 0.000994 , 0.002182 , 0.031927 , 0.000004 , 0.000014 , 0.000025 , 0.000008 , 0.000010 , 0.000001 , 0.014583 , 0.023276 , 0.094397 , 0.802127 , 0.000103 , 0.000174 , 0.000238 , 0.000093 , 0.000189 , 0.000058 },
{ 0.011644 , 0.019696 , 0.075966 , 0.601905 , 0.000059 , 0.000072 , 0.000065 , 0.000037 , 0.000112 , 0.000040 , 0.000320 , 0.000754 , 0.002402 , 0.034055 , 0.000004 , 0.000026 , 0.000033 , 0.000011 , 0.000009 , 0.000003 , 0.013313 , 0.023933 , 0.088872 , 0.788417 , 0.000080 , 0.000217 , 0.000239 , 0.000099 , 0.000156 , 0.000055 },
{ 0.017531 , 0.028750 , 0.114011 , 0.650034 , 0.000157 , 0.000165 , 0.000117 , 0.000031 , 0.000305 , 0.000099 , 0.000260 , 0.001142 , 0.001414 , 0.018048 , 0.000009 , 0.000032 , 0.000057 , 0.000014 , 0.000019 , 0.000005 , 0.018880 , 0.034675 , 0.122131 , 0.739269 , 0.000201 , 0.000332 , 0.000507 , 0.000116 , 0.000389 , 0.000127 },
{ 0.014382 , 0.018879 , 0.091264 , 0.605638 , 0.000084 , 0.000043 , 0.000021 , 0.000013 , 0.000166 , 0.000058 , 0.000273 , 0.001234 , 0.001781 , 0.023514 , 0.000004 , 0.000006 , 0.000011 , 0.000005 , 0.000014 , 0.000001 , 0.016403 , 0.027620 , 0.104672 , 0.782154 , 0.000111 , 0.000081 , 0.000112 , 0.000055 , 0.000247 , 0.000066 },
{ 0.007040 , 0.011704 , 0.046139 , 0.440839 , 0.000030 , 0.000041 , 0.000041 , 0.000024 , 0.000051 , 0.000019 , 0.000266 , 0.000476 , 0.001702 , 0.039614 , 0.000002 , 0.000010 , 0.000010 , 0.000004 , 0.000005 , 0.000001 , 0.010057 , 0.016368 , 0.064954 , 0.892852 , 0.000051 , 0.000148 , 0.000144 , 0.000059 , 0.000098 , 0.000027 },
{ 0.020875 , 0.029930 , 0.134693 , 0.654340 , 0.000201 , 0.000186 , 0.000073 , 0.000041 , 0.000332 , 0.000143 , 0.000688 , 0.005105 , 0.004871 , 0.039330 , 0.000035 , 0.000095 , 0.000053 , 0.000026 , 0.000075 , 0.000014 , 0.022137 , 0.039635 , 0.144236 , 0.726569 , 0.000277 , 0.000333 , 0.000146 , 0.000083 , 0.000495 , 0.000173 },
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{ 0.015269 , 0.017923 , 0.097971 , 0.645888 , 0.000093 , 0.000071 , 0.000029 , 0.000023 , 0.000209 , 0.000063 , 0.000190 , 0.000565 , 0.001530 , 0.015615 , 0.000005 , 0.000018 , 0.000013 , 0.000007 , 0.000022 , 0.000002 , 0.016552 , 0.022541 , 0.110596 , 0.747941 , 0.000123 , 0.000234 , 0.000150 , 0.000078 , 0.000371 , 0.000086 },
{ 0.010077 , 0.008370 , 0.066319 , 0.607533 , 0.000046 , 0.000062 , 0.000063 , 0.000051 , 0.000091 , 0.000027 , 0.000525 , 0.000333 , 0.003660 , 0.062644 , 0.000005 , 0.000016 , 0.000023 , 0.000015 , 0.000017 , 0.000002 , 0.011568 , 0.009352 , 0.076979 , 0.785015 , 0.000059 , 0.000106 , 0.000119 , 0.000093 , 0.000128 , 0.000033 },
{ 0.017253 , 0.031690 , 0.109623 , 0.627777 , 0.000127 , 0.000073 , 0.000024 , 0.000016 , 0.000219 , 0.000086 , 0.000596 , 0.001775 , 0.003866 , 0.041769 , 0.000009 , 0.000014 , 0.000017 , 0.000011 , 0.000035 , 0.000003 , 0.019043 , 0.037734 , 0.121741 , 0.757764 , 0.000159 , 0.000126 , 0.000081 , 0.000055 , 0.000357 , 0.000096 },
{ 0.008548 , 0.012580 , 0.058416 , 0.527754 , 0.000040 , 0.000090 , 0.000078 , 0.000050 , 0.000083 , 0.000027 , 0.000368 , 0.000524 , 0.003130 , 0.046523 , 0.000003 , 0.000021 , 0.000017 , 0.000007 , 0.000008 , 0.000002 , 0.010953 , 0.015859 , 0.078092 , 0.842133 , 0.000056 , 0.000233 , 0.000186 , 0.000085 , 0.000123 , 0.000044 },
{ 0.015251 , 0.026836 , 0.097599 , 0.604681 , 0.000108 , 0.000069 , 0.000056 , 0.000032 , 0.000189 , 0.000072 , 0.000283 , 0.001648 , 0.001740 , 0.023731 , 0.000009 , 0.000014 , 0.000028 , 0.000011 , 0.000020 , 0.000003 , 0.017306 , 0.039854 , 0.109925 , 0.780603 , 0.000169 , 0.000182 , 0.000260 , 0.000111 , 0.000338 , 0.000096 },
{ 0.013563 , 0.018053 , 0.087977 , 0.615790 , 0.000078 , 0.000073 , 0.000082 , 0.000027 , 0.000137 , 0.000054 , 0.000237 , 0.001264 , 0.001861 , 0.021506 , 0.000004 , 0.000019 , 0.000032 , 0.000008 , 0.000013 , 0.000002 , 0.015215 , 0.026500 , 0.100905 , 0.775222 , 0.000102 , 0.000247 , 0.000353 , 0.000090 , 0.000231 , 0.000070 },
{ 0.008985 , 0.011971 , 0.058796 , 0.569817 , 0.000044 , 0.000048 , 0.000067 , 0.000041 , 0.000080 , 0.000025 , 0.000176 , 0.000457 , 0.001144 , 0.023155 , 0.000002 , 0.000007 , 0.000009 , 0.000004 , 0.000006 , 0.000001 , 0.010764 , 0.017325 , 0.071802 , 0.815793 , 0.000067 , 0.000130 , 0.000168 , 0.000075 , 0.000139 , 0.000035 },
{ 0.014656 , 0.018212 , 0.093589 , 0.622976 , 0.000093 , 0.000065 , 0.000015 , 0.000012 , 0.000171 , 0.000062 , 0.000231 , 0.000906 , 0.001582 , 0.018953 , 0.000005 , 0.000010 , 0.000010 , 0.000005 , 0.000013 , 0.000002 , 0.016392 , 0.024953 , 0.106140 , 0.768164 , 0.000122 , 0.000143 , 0.000086 , 0.000054 , 0.000250 , 0.000076 },
{ 0.009367 , 0.010109 , 0.061842 , 0.572276 , 0.000052 , 0.000076 , 0.000094 , 0.000061 , 0.000098 , 0.000029 , 0.000355 , 0.000374 , 0.002181 , 0.044731 , 0.000003 , 0.000019 , 0.000018 , 0.000010 , 0.000011 , 0.000002 , 0.011212 , 0.012145 , 0.072545 , 0.812984 , 0.000069 , 0.000202 , 0.000214 , 0.000116 , 0.000172 , 0.000042 },
{ 0.015907 , 0.025426 , 0.102182 , 0.635535 , 0.000139 , 0.000093 , 0.000038 , 0.000032 , 0.000311 , 0.000074 , 0.000514 , 0.001618 , 0.003515 , 0.042557 , 0.000009 , 0.000014 , 0.000024 , 0.000014 , 0.000036 , 0.000002 , 0.017326 , 0.029501 , 0.111127 , 0.754591 , 0.000159 , 0.000135 , 0.000099 , 0.000077 , 0.000391 , 0.000079 },
{ 0.015968 , 0.014603 , 0.101911 , 0.592540 , 0.000119 , 0.000070 , 0.000035 , 0.000024 , 0.000214 , 0.000074 , 0.000338 , 0.001399 , 0.002207 , 0.025364 , 0.000008 , 0.000016 , 0.000018 , 0.000008 , 0.000015 , 0.000002 , 0.018471 , 0.026957 , 0.117303 , 0.789027 , 0.000184 , 0.000211 , 0.000203 , 0.000092 , 0.000329 , 0.000097 },
{ 0.015576 , 0.026780 , 0.103390 , 0.628986 , 0.000119 , 0.000176 , 0.000103 , 0.000061 , 0.000220 , 0.000087 , 0.000229 , 0.001096 , 0.001771 , 0.017929 , 0.000006 , 0.000036 , 0.000030 , 0.000010 , 0.000030 , 0.000005 , 0.017287 , 0.034645 , 0.118193 , 0.759560 , 0.000160 , 0.000523 , 0.000376 , 0.000134 , 0.000490 , 0.000128 },
{ 0.014801 , 0.022077 , 0.096247 , 0.571976 , 0.000118 , 0.000126 , 0.000095 , 0.000045 , 0.000228 , 0.000076 , 0.000470 , 0.001239 , 0.002964 , 0.035952 , 0.000008 , 0.000023 , 0.000032 , 0.000012 , 0.000021 , 0.000004 , 0.017768 , 0.029246 , 0.114004 , 0.804613 , 0.000169 , 0.000282 , 0.000317 , 0.000120 , 0.000358 , 0.000104 },
{ 0.017271 , 0.016378 , 0.111015 , 0.610479 , 0.000142 , 0.000101 , 0.000053 , 0.000040 , 0.000252 , 0.000093 , 0.000213 , 0.000697 , 0.001670 , 0.015894 , 0.000009 , 0.000023 , 0.000023 , 0.000010 , 0.000020 , 0.000003 , 0.019406 , 0.024174 , 0.126758 , 0.772748 , 0.000234 , 0.000362 , 0.000318 , 0.000136 , 0.000457 , 0.000129 },
{ 0.009883 , 0.006985 , 0.065808 , 0.631774 , 0.000049 , 0.000065 , 0.000096 , 0.000051 , 0.000088 , 0.000029 , 0.000369 , 0.000381 , 0.002649 , 0.046002 , 0.000006 , 0.000012 , 0.000028 , 0.000009 , 0.000009 , 0.000002 , 0.010979 , 0.008120 , 0.074137 , 0.767189 , 0.000067 , 0.000100 , 0.000195 , 0.000079 , 0.000115 , 0.000037 },
{ 0.010386 , 0.011302 , 0.068145 , 0.610567 , 0.000053 , 0.000059 , 0.000083 , 0.000043 , 0.000095 , 0.000032 , 0.000476 , 0.001032 , 0.003143 , 0.052205 , 0.000006 , 0.000015 , 0.000028 , 0.000011 , 0.000013 , 0.000002 , 0.011893 , 0.015214 , 0.078079 , 0.783022 , 0.000075 , 0.000118 , 0.000192 , 0.000083 , 0.000131 , 0.000041 },
{ 0.017403 , 0.020118 , 0.110377 , 0.659262 , 0.000111 , 0.000046 , 0.000016 , 0.000007 , 0.000239 , 0.000081 , 0.000302 , 0.000857 , 0.002055 , 0.022604 , 0.000008 , 0.000008 , 0.000016 , 0.000007 , 0.000028 , 0.000001 , 0.018360 , 0.023533 , 0.116592 , 0.733132 , 0.000143 , 0.000076 , 0.000059 , 0.000026 , 0.000328 , 0.000086 },
{ 0.014387 , 0.016750 , 0.091597 , 0.618387 , 0.000073 , 0.000050 , 0.000021 , 0.000009 , 0.000167 , 0.000057 , 0.000263 , 0.000645 , 0.001771 , 0.023964 , 0.000004 , 0.000015 , 0.000021 , 0.000007 , 0.000017 , 0.000002 , 0.016076 , 0.020699 , 0.103300 , 0.772518 , 0.000088 , 0.000128 , 0.000113 , 0.000047 , 0.000263 , 0.000069 },
{ 0.013718 , 0.013633 , 0.090182 , 0.668940 , 0.000084 , 0.000122 , 0.000056 , 0.000046 , 0.000169 , 0.000056 , 0.000148 , 0.000415 , 0.001144 , 0.012649 , 0.000004 , 0.000015 , 0.000017 , 0.000010 , 0.000016 , 0.000003 , 0.014397 , 0.016238 , 0.095951 , 0.730871 , 0.000105 , 0.000216 , 0.000179 , 0.000106 , 0.000267 , 0.000076 },
{ 0.015533 , 0.016213 , 0.100691 , 0.629954 , 0.000123 , 0.000133 , 0.000067 , 0.000061 , 0.000205 , 0.000077 , 0.000183 , 0.000661 , 0.001271 , 0.014806 , 0.000005 , 0.000017 , 0.000015 , 0.000010 , 0.000020 , 0.000003 , 0.017101 , 0.021125 , 0.109478 , 0.761295 , 0.000161 , 0.000288 , 0.000213 , 0.000154 , 0.000372 , 0.000108 },
{ 0.009551 , 0.009050 , 0.062659 , 0.551685 , 0.000052 , 0.000068 , 0.000077 , 0.000047 , 0.000095 , 0.000035 , 0.000409 , 0.000540 , 0.002506 , 0.049471 , 0.000004 , 0.000017 , 0.000023 , 0.000008 , 0.000008 , 0.000003 , 0.011752 , 0.011819 , 0.075624 , 0.826495 , 0.000073 , 0.000160 , 0.000183 , 0.000086 , 0.000130 , 0.000049 },
{ 0.007901 , 0.006979 , 0.054212 , 0.535380 , 0.000047 , 0.000098 , 0.000151 , 0.000065 , 0.000091 , 0.000025 , 0.000431 , 0.000548 , 0.003566 , 0.060315 , 0.000002 , 0.000031 , 0.000037 , 0.000009 , 0.000011 , 0.000002 , 0.010076 , 0.009938 , 0.073371 , 0.837307 , 0.000060 , 0.000248 , 0.000341 , 0.000103 , 0.000144 , 0.000035 },
{ 0.017292 , 0.025478 , 0.110228 , 0.631398 , 0.000122 , 0.000082 , 0.000039 , 0.000033 , 0.000274 , 0.000083 , 0.000302 , 0.001806 , 0.001801 , 0.020254 , 0.000011 , 0.000022 , 0.000021 , 0.000013 , 0.000026 , 0.000003 , 0.019057 , 0.037575 , 0.123084 , 0.755577 , 0.000200 , 0.000257 , 0.000192 , 0.000133 , 0.000452 , 0.000102 },
{ 0.009905 , 0.012573 , 0.065269 , 0.596628 , 0.000051 , 0.000080 , 0.000127 , 0.000058 , 0.000110 , 0.000031 , 0.000248 , 0.000600 , 0.001384 , 0.031698 , 0.000003 , 0.000016 , 0.000024 , 0.000005 , 0.000008 , 0.000002 , 0.011327 , 0.016808 , 0.074428 , 0.795337 , 0.000064 , 0.000193 , 0.000284 , 0.000087 , 0.000165 , 0.000042 },
{ 0.016603 , 0.040554 , 0.104762 , 0.629763 , 0.000104 , 0.000046 , 0.000000 , 0.000000 , 0.000230 , 0.000081 , 0.000603 , 0.004935 , 0.003903 , 0.047537 , 0.000010 , 0.000011 , 0.000000 , 0.000000 , 0.000043 , 0.000004 , 0.018200 , 0.051488 , 0.115127 , 0.756284 , 0.000127 , 0.000071 , 0.000000 , 0.000000 , 0.000326 , 0.000091 },
{ 0.021607 , 0.047962 , 0.137221 , 0.614996 , 0.000238 , 0.000177 , 0.000050 , 0.000034 , 0.000392 , 0.000157 , 0.000537 , 0.004591 , 0.003790 , 0.032416 , 0.000024 , 0.000040 , 0.000039 , 0.000021 , 0.000052 , 0.000010 , 0.023764 , 0.072046 , 0.153019 , 0.754934 , 0.000353 , 0.000380 , 0.000215 , 0.000149 , 0.000657 , 0.000210 },
{ 0.016447 , 0.023429 , 0.107238 , 0.645270 , 0.000136 , 0.000164 , 0.000121 , 0.000071 , 0.000256 , 0.000082 , 0.000391 , 0.001903 , 0.003264 , 0.027185 , 0.000010 , 0.000050 , 0.000064 , 0.000024 , 0.000036 , 0.000007 , 0.017884 , 0.031318 , 0.118745 , 0.745085 , 0.000169 , 0.000335 , 0.000324 , 0.000159 , 0.000392 , 0.000105 },
{ 0.019781 , 0.031225 , 0.128375 , 0.625666 , 0.000205 , 0.000214 , 0.000130 , 0.000077 , 0.000336 , 0.000140 , 0.000710 , 0.002839 , 0.003082 , 0.043770 , 0.000020 , 0.000082 , 0.000077 , 0.000030 , 0.000052 , 0.000015 , 0.021769 , 0.039775 , 0.138044 , 0.753424 , 0.000271 , 0.000455 , 0.000366 , 0.000188 , 0.000503 , 0.000187 },
{ 0.015056 , 0.015967 , 0.095422 , 0.612151 , 0.000096 , 0.000043 , 0.000005 , 0.000010 , 0.000168 , 0.000064 , 0.000459 , 0.000956 , 0.002962 , 0.038084 , 0.000005 , 0.000005 , 0.000003 , 0.000006 , 0.000016 , 0.000003 , 0.016994 , 0.020074 , 0.108401 , 0.775745 , 0.000117 , 0.000067 , 0.000021 , 0.000041 , 0.000243 , 0.000076 },
{ 0.008136 , 0.007874 , 0.053950 , 0.507005 , 0.000048 , 0.000068 , 0.000092 , 0.000044 , 0.000075 , 0.000027 , 0.000463 , 0.000484 , 0.003015 , 0.055408 , 0.000003 , 0.000013 , 0.000023 , 0.000007 , 0.000008 , 0.000002 , 0.010802 , 0.010932 , 0.071281 , 0.855284 , 0.000062 , 0.000171 , 0.000255 , 0.000082 , 0.000124 , 0.000041 },
{ 0.016828 , 0.030302 , 0.108894 , 0.633454 , 0.000138 , 0.000138 , 0.000073 , 0.000038 , 0.000212 , 0.000092 , 0.000402 , 0.002258 , 0.002666 , 0.029388 , 0.000015 , 0.000043 , 0.000043 , 0.000015 , 0.000026 , 0.000007 , 0.018519 , 0.039112 , 0.119136 , 0.754145 , 0.000198 , 0.000319 , 0.000230 , 0.000112 , 0.000309 , 0.000124 },
{ 0.015702 , 0.030013 , 0.099963 , 0.639358 , 0.000104 , 0.000062 , 0.000033 , 0.000025 , 0.000192 , 0.000066 , 0.000248 , 0.001605 , 0.001562 , 0.020896 , 0.000007 , 0.000010 , 0.000018 , 0.000008 , 0.000016 , 0.000002 , 0.017057 , 0.040686 , 0.108509 , 0.752276 , 0.000153 , 0.000126 , 0.000165 , 0.000071 , 0.000290 , 0.000081 },
};
int y[DATASET_SIZE] = { 1 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 1 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 0 , 0 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 0 , 1 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 , 0 , 0 , 1 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 0 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 1 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 1 , 1 , 1 , 1 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 1 , 1 , 0 , 1 , 1 };
| 232,283
|
C++
|
.h
| 575
| 395.053913
| 3,439
| 0.518545
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,716
|
cleveland_heart_disease.h
|
eloquentarduino_EloquentMicroML/examples/SGDExample/cleveland_heart_disease.h
|
#pragma once
#define FEATURES_DIM 13
#define DATASET_SIZE 214
float X[DATASET_SIZE][FEATURES_DIM] = {
{ 0.171407 , 0.000000 , 0.008035 , 0.374953 , 0.838287 , 0.000000 , 0.000000 , 0.356205 , 0.000000 , 0.000536 , 0.002678 , 0.000000 , 0.018748 },
{ 0.208872 , 0.003424 , 0.013696 , 0.479377 , 0.708794 , 0.000000 , 0.006848 , 0.472529 , 0.003424 , 0.006506 , 0.003424 , 0.003424 , 0.023969 },
{ 0.156206 , 0.000000 , 0.010414 , 0.411341 , 0.794045 , 0.000000 , 0.005207 , 0.419151 , 0.000000 , 0.000000 , 0.002603 , 0.000000 , 0.007810 },
{ 0.212891 , 0.003735 , 0.014940 , 0.410842 , 0.750720 , 0.000000 , 0.000000 , 0.470601 , 0.003735 , 0.005602 , 0.007470 , 0.000000 , 0.022410 },
{ 0.173883 , 0.003105 , 0.006210 , 0.372606 , 0.745212 , 0.000000 , 0.000000 , 0.524754 , 0.000000 , 0.000000 , 0.009315 , 0.000000 , 0.009315 },
{ 0.131491 , 0.003287 , 0.003287 , 0.460218 , 0.654167 , 0.000000 , 0.000000 , 0.585134 , 0.003287 , 0.004602 , 0.003287 , 0.000000 , 0.023011 },
{ 0.190822 , 0.003234 , 0.009703 , 0.485141 , 0.685666 , 0.003234 , 0.000000 , 0.507781 , 0.000000 , 0.005175 , 0.003234 , 0.000000 , 0.009703 },
{ 0.173683 , 0.003047 , 0.006094 , 0.469248 , 0.706920 , 0.000000 , 0.006094 , 0.499719 , 0.000000 , 0.000000 , 0.003047 , 0.003047 , 0.009141 },
{ 0.122712 , 0.000000 , 0.009950 , 0.397986 , 0.713059 , 0.000000 , 0.000000 , 0.563814 , 0.000000 , 0.000000 , 0.003317 , 0.000000 , 0.009950 },
{ 0.196640 , 0.003172 , 0.012686 , 0.380593 , 0.846820 , 0.000000 , 0.000000 , 0.313990 , 0.003172 , 0.005709 , 0.006343 , 0.006343 , 0.022201 },
{ 0.200953 , 0.003465 , 0.013859 , 0.505848 , 0.755307 , 0.000000 , 0.000000 , 0.363795 , 0.000000 , 0.006929 , 0.006929 , 0.003465 , 0.024253 },
{ 0.159549 , 0.002493 , 0.007479 , 0.349014 , 0.835141 , 0.000000 , 0.000000 , 0.393888 , 0.000000 , 0.000000 , 0.002493 , 0.000000 , 0.007479 },
{ 0.175090 , 0.000000 , 0.010101 , 0.457928 , 0.659955 , 0.000000 , 0.006734 , 0.569043 , 0.000000 , 0.000337 , 0.006734 , 0.000000 , 0.010101 },
{ 0.213651 , 0.000000 , 0.003096 , 0.433494 , 0.740037 , 0.000000 , 0.000000 , 0.467554 , 0.000000 , 0.005573 , 0.003096 , 0.006193 , 0.009289 },
{ 0.143674 , 0.000000 , 0.007431 , 0.297257 , 0.842227 , 0.000000 , 0.000000 , 0.426068 , 0.000000 , 0.000000 , 0.002477 , 0.000000 , 0.007431 },
{ 0.154831 , 0.003686 , 0.011059 , 0.479238 , 0.663561 , 0.000000 , 0.000000 , 0.552967 , 0.000000 , 0.000000 , 0.003686 , 0.000000 , 0.011059 },
{ 0.136818 , 0.000000 , 0.006674 , 0.433813 , 0.680753 , 0.000000 , 0.006674 , 0.573968 , 0.000000 , 0.004672 , 0.003337 , 0.000000 , 0.010011 },
{ 0.155722 , 0.000000 , 0.009160 , 0.396937 , 0.781661 , 0.000000 , 0.006107 , 0.454951 , 0.000000 , 0.001527 , 0.003053 , 0.000000 , 0.009160 },
{ 0.130617 , 0.003732 , 0.014928 , 0.447828 , 0.738916 , 0.000000 , 0.000000 , 0.485147 , 0.003732 , 0.005971 , 0.007464 , 0.000000 , 0.026123 },
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{ 0.224215 , 0.003503 , 0.003503 , 0.385369 , 0.739209 , 0.000000 , 0.007007 , 0.504484 , 0.003503 , 0.006306 , 0.007007 , 0.000000 , 0.010510 },
{ 0.143090 , 0.000000 , 0.012443 , 0.429270 , 0.755888 , 0.000000 , 0.006221 , 0.472819 , 0.003111 , 0.000000 , 0.006221 , 0.000000 , 0.009332 },
{ 0.157146 , 0.000000 , 0.009822 , 0.441974 , 0.798008 , 0.000000 , 0.000000 , 0.378133 , 0.002455 , 0.000000 , 0.002455 , 0.000000 , 0.007366 },
{ 0.218796 , 0.003907 , 0.015628 , 0.515734 , 0.718901 , 0.000000 , 0.007814 , 0.410243 , 0.003907 , 0.008205 , 0.007814 , 0.003907 , 0.023442 },
{ 0.098330 , 0.002521 , 0.007564 , 0.352980 , 0.809332 , 0.000000 , 0.005043 , 0.458874 , 0.000000 , 0.000000 , 0.002521 , 0.000000 , 0.007564 },
{ 0.217257 , 0.003243 , 0.009728 , 0.492882 , 0.687440 , 0.000000 , 0.006485 , 0.486396 , 0.000000 , 0.002594 , 0.006485 , 0.000000 , 0.022699 },
{ 0.175868 , 0.002748 , 0.008244 , 0.343492 , 0.849112 , 0.000000 , 0.000000 , 0.359979 , 0.002748 , 0.004946 , 0.005496 , 0.000000 , 0.019236 },
{ 0.135872 , 0.002516 , 0.005032 , 0.483099 , 0.712067 , 0.000000 , 0.005032 , 0.490647 , 0.000000 , 0.000000 , 0.002516 , 0.002516 , 0.017613 },
{ 0.205864 , 0.000000 , 0.006535 , 0.457475 , 0.637197 , 0.000000 , 0.000000 , 0.584914 , 0.000000 , 0.000000 , 0.003268 , 0.006535 , 0.009803 },
{ 0.145741 , 0.003168 , 0.009505 , 0.475241 , 0.731871 , 0.000000 , 0.000000 , 0.465736 , 0.000000 , 0.011406 , 0.006337 , 0.000000 , 0.009505 },
{ 0.153408 , 0.000000 , 0.010060 , 0.326935 , 0.829911 , 0.000000 , 0.005030 , 0.425015 , 0.000000 , 0.000000 , 0.002515 , 0.000000 , 0.007545 },
{ 0.159665 , 0.003013 , 0.009038 , 0.391630 , 0.741085 , 0.003013 , 0.006025 , 0.521169 , 0.000000 , 0.000000 , 0.003013 , 0.009038 , 0.009038 },
{ 0.138488 , 0.002947 , 0.008840 , 0.383051 , 0.745476 , 0.000000 , 0.000000 , 0.527432 , 0.000000 , 0.000000 , 0.002947 , 0.000000 , 0.008840 },
{ 0.157311 , 0.002666 , 0.002666 , 0.453269 , 0.767891 , 0.000000 , 0.005333 , 0.423940 , 0.000000 , 0.000533 , 0.005333 , 0.000000 , 0.018664 },
{ 0.183843 , 0.000000 , 0.012901 , 0.451545 , 0.777302 , 0.000000 , 0.000000 , 0.396714 , 0.003225 , 0.000645 , 0.006451 , 0.000000 , 0.022577 },
{ 0.150962 , 0.003145 , 0.012580 , 0.383695 , 0.698200 , 0.000000 , 0.006290 , 0.584978 , 0.000000 , 0.000000 , 0.003145 , 0.000000 , 0.009435 },
{ 0.151629 , 0.003446 , 0.013784 , 0.379072 , 0.678883 , 0.000000 , 0.006892 , 0.609961 , 0.000000 , 0.000000 , 0.003446 , 0.003446 , 0.010338 },
{ 0.155624 , 0.003242 , 0.006484 , 0.356638 , 0.742455 , 0.000000 , 0.000000 , 0.544683 , 0.000000 , 0.003242 , 0.009726 , 0.000000 , 0.022695 },
{ 0.188114 , 0.003300 , 0.013201 , 0.435632 , 0.683150 , 0.000000 , 0.000000 , 0.554440 , 0.003300 , 0.000000 , 0.003300 , 0.000000 , 0.023102 },
{ 0.145958 , 0.003173 , 0.012692 , 0.380761 , 0.790080 , 0.000000 , 0.006346 , 0.456914 , 0.000000 , 0.002538 , 0.003173 , 0.000000 , 0.022211 },
{ 0.156763 , 0.003074 , 0.009221 , 0.384223 , 0.753077 , 0.003074 , 0.006148 , 0.510248 , 0.000000 , 0.007377 , 0.006148 , 0.000000 , 0.009221 },
{ 0.166062 , 0.000000 , 0.006039 , 0.407608 , 0.754829 , 0.000000 , 0.006039 , 0.486110 , 0.000000 , 0.004227 , 0.006039 , 0.000000 , 0.009058 },
{ 0.181114 , 0.002744 , 0.010977 , 0.329299 , 0.828735 , 0.000000 , 0.005488 , 0.414368 , 0.000000 , 0.001098 , 0.005488 , 0.000000 , 0.008232 },
{ 0.184352 , 0.000000 , 0.010242 , 0.375533 , 0.730582 , 0.000000 , 0.000000 , 0.539401 , 0.000000 , 0.005462 , 0.006828 , 0.000000 , 0.010242 },
{ 0.127006 , 0.002954 , 0.011814 , 0.443043 , 0.729543 , 0.000000 , 0.000000 , 0.505068 , 0.000000 , 0.004430 , 0.002954 , 0.000000 , 0.008861 },
{ 0.196352 , 0.003445 , 0.010334 , 0.516715 , 0.578720 , 0.000000 , 0.000000 , 0.599389 , 0.000000 , 0.005512 , 0.003445 , 0.000000 , 0.010334 },
{ 0.119337 , 0.002652 , 0.005304 , 0.339447 , 0.816795 , 0.000000 , 0.005304 , 0.450828 , 0.000000 , 0.000000 , 0.002652 , 0.000000 , 0.007956 },
{ 0.215060 , 0.003469 , 0.006937 , 0.443995 , 0.721492 , 0.003469 , 0.006937 , 0.485620 , 0.000000 , 0.000000 , 0.003469 , 0.000000 , 0.010406 },
{ 0.185473 , 0.003499 , 0.010498 , 0.454934 , 0.689400 , 0.003499 , 0.006999 , 0.531923 , 0.000000 , 0.004199 , 0.010498 , 0.000000 , 0.010498 },
{ 0.143779 , 0.003268 , 0.006535 , 0.392125 , 0.718897 , 0.000000 , 0.000000 , 0.555511 , 0.000000 , 0.000000 , 0.003268 , 0.000000 , 0.009803 },
{ 0.228937 , 0.000000 , 0.013668 , 0.362199 , 0.761984 , 0.000000 , 0.000000 , 0.485210 , 0.000000 , 0.001025 , 0.003417 , 0.006834 , 0.010251 },
{ 0.211318 , 0.003019 , 0.006038 , 0.470938 , 0.739614 , 0.000000 , 0.006038 , 0.431693 , 0.000000 , 0.000000 , 0.003019 , 0.000000 , 0.009057 },
{ 0.184886 , 0.003081 , 0.012326 , 0.400586 , 0.779603 , 0.000000 , 0.000000 , 0.443727 , 0.003081 , 0.004314 , 0.003081 , 0.003081 , 0.021570 },
{ 0.197415 , 0.003134 , 0.003134 , 0.454368 , 0.730123 , 0.003134 , 0.006267 , 0.470036 , 0.000000 , 0.007207 , 0.009401 , 0.000000 , 0.018801 },
{ 0.153784 , 0.000000 , 0.005492 , 0.384459 , 0.807364 , 0.000000 , 0.005492 , 0.420159 , 0.000000 , 0.003570 , 0.005492 , 0.000000 , 0.008238 },
{ 0.199449 , 0.003499 , 0.013996 , 0.489875 , 0.671829 , 0.000000 , 0.000000 , 0.517868 , 0.000000 , 0.001400 , 0.006998 , 0.000000 , 0.020995 },
{ 0.121294 , 0.003466 , 0.006931 , 0.422796 , 0.665384 , 0.000000 , 0.000000 , 0.603005 , 0.000000 , 0.000000 , 0.003466 , 0.000000 , 0.010397 },
{ 0.120559 , 0.000000 , 0.008821 , 0.329331 , 0.788041 , 0.000000 , 0.005881 , 0.505758 , 0.002940 , 0.000000 , 0.002940 , 0.000000 , 0.008821 },
{ 0.143061 , 0.000000 , 0.007948 , 0.357653 , 0.805381 , 0.002649 , 0.000000 , 0.450377 , 0.000000 , 0.000000 , 0.002649 , 0.000000 , 0.007948 },
{ 0.144822 , 0.000000 , 0.007064 , 0.370886 , 0.699385 , 0.000000 , 0.000000 , 0.593417 , 0.000000 , 0.000000 , 0.003532 , 0.003532 , 0.010597 },
{ 0.109701 , 0.000000 , 0.006453 , 0.380727 , 0.677566 , 0.000000 , 0.000000 , 0.619489 , 0.000000 , 0.002259 , 0.003227 , 0.000000 , 0.009680 },
{ 0.141857 , 0.002895 , 0.005790 , 0.376356 , 0.770082 , 0.000000 , 0.000000 , 0.495053 , 0.000000 , 0.001737 , 0.002895 , 0.000000 , 0.008685 },
{ 0.159510 , 0.000000 , 0.002750 , 0.412527 , 0.778301 , 0.002750 , 0.005500 , 0.445529 , 0.000000 , 0.002750 , 0.002750 , 0.000000 , 0.008251 },
{ 0.185870 , 0.000000 , 0.008449 , 0.411166 , 0.782906 , 0.000000 , 0.005632 , 0.428064 , 0.000000 , 0.000000 , 0.005632 , 0.002816 , 0.008449 },
{ 0.184327 , 0.003124 , 0.012497 , 0.421765 , 0.731060 , 0.000000 , 0.000000 , 0.502994 , 0.000000 , 0.001562 , 0.006248 , 0.000000 , 0.021869 },
{ 0.172876 , 0.003087 , 0.006174 , 0.370449 , 0.728549 , 0.000000 , 0.000000 , 0.549499 , 0.000000 , 0.002470 , 0.003087 , 0.000000 , 0.009261 },
{ 0.194199 , 0.003034 , 0.003034 , 0.515840 , 0.688799 , 0.000000 , 0.006069 , 0.470325 , 0.000000 , 0.001821 , 0.006069 , 0.000000 , 0.021240 },
{ 0.207387 , 0.004066 , 0.012199 , 0.447305 , 0.711621 , 0.000000 , 0.000000 , 0.500168 , 0.000000 , 0.002440 , 0.004066 , 0.000000 , 0.012199 },
{ 0.135666 , 0.003083 , 0.009250 , 0.400832 , 0.718414 , 0.000000 , 0.000000 , 0.551914 , 0.003083 , 0.001233 , 0.003083 , 0.000000 , 0.009250 },
{ 0.212995 , 0.003737 , 0.011210 , 0.560514 , 0.470831 , 0.003737 , 0.000000 , 0.646459 , 0.000000 , 0.000747 , 0.003737 , 0.003737 , 0.026157 },
{ 0.134639 , 0.000000 , 0.012823 , 0.326980 , 0.849506 , 0.000000 , 0.006411 , 0.391093 , 0.000000 , 0.001923 , 0.006411 , 0.000000 , 0.009617 },
{ 0.201635 , 0.003151 , 0.012602 , 0.403270 , 0.828594 , 0.000000 , 0.000000 , 0.330807 , 0.003151 , 0.000630 , 0.006301 , 0.003151 , 0.022054 },
{ 0.184504 , 0.000000 , 0.011715 , 0.316293 , 0.787803 , 0.000000 , 0.000000 , 0.494939 , 0.002929 , 0.005272 , 0.005857 , 0.005857 , 0.008786 },
{ 0.193564 , 0.000000 , 0.013349 , 0.333730 , 0.827651 , 0.000000 , 0.006675 , 0.407151 , 0.000000 , 0.003337 , 0.006675 , 0.000000 , 0.010012 },
{ 0.181175 , 0.003552 , 0.003552 , 0.444056 , 0.756672 , 0.000000 , 0.007105 , 0.444056 , 0.003552 , 0.004973 , 0.003552 , 0.003552 , 0.010657 },
{ 0.116735 , 0.002779 , 0.005559 , 0.333529 , 0.819925 , 0.000000 , 0.000000 , 0.450264 , 0.000000 , 0.000000 , 0.002779 , 0.000000 , 0.008338 },
{ 0.174734 , 0.000000 , 0.009707 , 0.517732 , 0.650400 , 0.000000 , 0.000000 , 0.527439 , 0.000000 , 0.000000 , 0.003236 , 0.003236 , 0.009707 },
{ 0.147961 , 0.003441 , 0.013764 , 0.378506 , 0.726043 , 0.000000 , 0.000000 , 0.553995 , 0.000000 , 0.000000 , 0.003441 , 0.000000 , 0.024087 },
{ 0.152258 , 0.000000 , 0.007027 , 0.374789 , 0.843275 , 0.000000 , 0.004685 , 0.353707 , 0.000000 , 0.001874 , 0.002342 , 0.000000 , 0.007027 },
{ 0.170852 , 0.002896 , 0.002896 , 0.463328 , 0.790554 , 0.000000 , 0.005792 , 0.361975 , 0.000000 , 0.000000 , 0.002896 , 0.000000 , 0.008687 },
{ 0.140159 , 0.000000 , 0.010011 , 0.400454 , 0.697458 , 0.000000 , 0.000000 , 0.577321 , 0.000000 , 0.000000 , 0.006674 , 0.000000 , 0.010011 },
{ 0.151656 , 0.003227 , 0.009680 , 0.348485 , 0.784091 , 0.000000 , 0.000000 , 0.490460 , 0.000000 , 0.000000 , 0.003227 , 0.000000 , 0.009680 },
{ 0.167391 , 0.003639 , 0.007278 , 0.367533 , 0.716871 , 0.003639 , 0.000000 , 0.567674 , 0.000000 , 0.000000 , 0.003639 , 0.000000 , 0.025473 },
{ 0.180266 , 0.003401 , 0.013605 , 0.482976 , 0.768681 , 0.000000 , 0.006802 , 0.377538 , 0.003401 , 0.000000 , 0.003401 , 0.000000 , 0.023809 },
{ 0.174956 , 0.000000 , 0.006139 , 0.399023 , 0.724380 , 0.000000 , 0.006139 , 0.534077 , 0.000000 , 0.000000 , 0.006139 , 0.003069 , 0.009208 },
{ 0.142015 , 0.003228 , 0.009683 , 0.387312 , 0.729438 , 0.000000 , 0.000000 , 0.545465 , 0.000000 , 0.000000 , 0.003228 , 0.000000 , 0.009683 },
{ 0.139320 , 0.000000 , 0.006192 , 0.402480 , 0.724464 , 0.000000 , 0.006192 , 0.541800 , 0.000000 , 0.001858 , 0.006192 , 0.000000 , 0.009288 },
{ 0.154726 , 0.000000 , 0.012378 , 0.340397 , 0.786009 , 0.000000 , 0.006189 , 0.492029 , 0.000000 , 0.000000 , 0.003095 , 0.000000 , 0.009284 },
{ 0.163899 , 0.002980 , 0.005960 , 0.387397 , 0.780755 , 0.000000 , 0.000000 , 0.461897 , 0.000000 , 0.000000 , 0.002980 , 0.000000 , 0.008940 },
{ 0.159883 , 0.000000 , 0.012067 , 0.392166 , 0.796399 , 0.000000 , 0.006033 , 0.431383 , 0.000000 , 0.001207 , 0.006033 , 0.000000 , 0.009050 },
{ 0.272710 , 0.000000 , 0.010765 , 0.502360 , 0.706892 , 0.000000 , 0.003588 , 0.416241 , 0.000000 , 0.003947 , 0.007177 , 0.000000 , 0.010765 },
{ 0.133233 , 0.002562 , 0.005124 , 0.307462 , 0.832709 , 0.000000 , 0.000000 , 0.440695 , 0.000000 , 0.000512 , 0.002562 , 0.000000 , 0.007687 },
{ 0.140652 , 0.002993 , 0.008978 , 0.412977 , 0.769096 , 0.000000 , 0.005985 , 0.466844 , 0.000000 , 0.000000 , 0.002993 , 0.000000 , 0.008978 },
{ 0.143855 , 0.000000 , 0.010036 , 0.408145 , 0.712582 , 0.000000 , 0.000000 , 0.552000 , 0.000000 , 0.000669 , 0.006691 , 0.000000 , 0.010036 },
{ 0.142162 , 0.000000 , 0.008362 , 0.334499 , 0.822310 , 0.000000 , 0.005575 , 0.437636 , 0.000000 , 0.001672 , 0.002787 , 0.000000 , 0.008362 },
};
int y[DATASET_SIZE] = { 0 , 1 , 1 , 0 , 0 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 1 , 1 , 0 , 0 , 1 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 1 , 1 , 0 , 1 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 1 , 1 , 0 , 0 , 1 , 1 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 1 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 1 , 1 , 1 , 0 , 1 , 1 , 0 , 0 , 1 , 1 , 0 , 1 , 1 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 1 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 };
| 40,149
|
C++
|
.h
| 220
| 173.713636
| 1,309
| 0.495379
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,717
|
RGB.h
|
eloquentarduino_EloquentMicroML/examples/ColorClassificationTrainingExample/RGB.h
|
#pragma once
/**
* Wrapper for RGB color sensor
*/
class RGB {
public:
RGB(uint8_t s2, uint8_t s3, uint8_t out) :
_s2(s2),
_s3(s3),
_out(out) {
}
/**
*
*/
void begin() {
pinMode(_s2, OUTPUT);
pinMode(_s3, OUTPUT);
pinMode(_out, INPUT);
}
/**
*
* @param x
*/
void read(float x[3]) {
x[0] = readComponent(LOW, LOW);
x[1] = readComponent(HIGH, HIGH);
x[2] = readComponent(LOW, HIGH);
}
protected:
uint8_t _s2;
uint8_t _s3;
uint8_t _out;
/**
*
* @param s2
* @param s3
* @return
*/
int readComponent(bool s2, bool s3) {
delay(10);
digitalWrite(_s2, s2);
digitalWrite(_s3, s3);
return pulseIn(_out, LOW);
}
};
| 978
|
C++
|
.h
| 45
| 12.422222
| 50
| 0.400216
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,718
|
OneClassSVM.h
|
eloquentarduino_EloquentMicroML/examples/OneClassSVMExample/OneClassSVM.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Port {
class OneClassSVM {
public:
OneClassSVM() {
}
/**
* Predict class for features vector
*/
int predict(float *x) {
float kernels[103] = { 0 };
kernels[0] = compute_kernel(x, 2.081648079 , 2.416976782 );
kernels[1] = compute_kernel(x, 1.79433007 , 1.837164471 );
kernels[2] = compute_kernel(x, 1.995388516 , 1.14901922 );
kernels[3] = compute_kernel(x, 1.862821384 , 2.255965555 );
kernels[4] = compute_kernel(x, 2.088530558 , 2.183950831 );
kernels[5] = compute_kernel(x, 1.720917923 , 2.008188222 );
kernels[6] = compute_kernel(x, 2.108806288 , 1.801064047 );
kernels[7] = compute_kernel(x, 1.781646761 , 2.115410606 );
kernels[8] = compute_kernel(x, 2.110753564 , 1.756399603 );
kernels[9] = compute_kernel(x, 1.80194797 , 2.091460009 );
kernels[10] = compute_kernel(x, 1.76220929 , 1.659126614 );
kernels[11] = compute_kernel(x, 1.948884899 , 2.23334939 );
kernels[12] = compute_kernel(x, 1.46389555 , 2.934052651 );
kernels[13] = compute_kernel(x, 1.579996388 , 1.582843765 );
kernels[14] = compute_kernel(x, 1.985205945 , 1.869465048 );
kernels[15] = compute_kernel(x, 2.173248745 , 2.069327414 );
kernels[16] = compute_kernel(x, 2.650293485 , 1.495215265 );
kernels[17] = compute_kernel(x, 2.160612294 , 1.55679672 );
kernels[18] = compute_kernel(x, 1.963624616 , 2.406900003 );
kernels[19] = compute_kernel(x, 1.815162698 , 2.159282828 );
kernels[20] = compute_kernel(x, 1.969904504 , 1.965944482 );
kernels[21] = compute_kernel(x, 2.111640653 , 1.982980846 );
kernels[22] = compute_kernel(x, 1.576583393 , 1.872107243 );
kernels[23] = compute_kernel(x, 2.057858459 , 2.376426847 );
kernels[24] = compute_kernel(x, 1.619048574 , 2.261960119 );
kernels[25] = compute_kernel(x, 2.255068446 , 2.132113582 );
kernels[26] = compute_kernel(x, 1.341181745 , 2.686502098 );
kernels[27] = compute_kernel(x, 1.949245809 , 2.048934272 );
kernels[28] = compute_kernel(x, 2.183188207 , 1.914652138 );
kernels[29] = compute_kernel(x, 1.645817108 , 2.031532459 );
kernels[30] = compute_kernel(x, 1.934286029 , 2.043886454 );
kernels[31] = compute_kernel(x, 2.162413295 , 2.189314859 );
kernels[32] = compute_kernel(x, 2.024071339 , 1.470810491 );
kernels[33] = compute_kernel(x, 2.234804628 , 1.940228406 );
kernels[34] = compute_kernel(x, 2.087009103 , 2.054050869 );
kernels[35] = compute_kernel(x, 2.518966926 , 2.001222381 );
kernels[36] = compute_kernel(x, 2.729061074 , 1.583097433 );
kernels[37] = compute_kernel(x, 2.527237168 , 1.960235339 );
kernels[38] = compute_kernel(x, 1.823510918 , 1.749421015 );
kernels[39] = compute_kernel(x, 2.056878991 , 1.791454238 );
kernels[40] = compute_kernel(x, 1.898372129 , 1.809228787 );
kernels[41] = compute_kernel(x, 1.361456659 , 1.807088784 );
kernels[42] = compute_kernel(x, 1.58887235 , 2.804500593 );
kernels[43] = compute_kernel(x, 1.707850216 , 1.77460317 );
kernels[44] = compute_kernel(x, 2.179893976 , 1.909972513 );
kernels[45] = compute_kernel(x, 1.772598779 , 1.85031504 );
kernels[46] = compute_kernel(x, 1.77936648 , 2.220097951 );
kernels[47] = compute_kernel(x, 2.141393923 , 1.602564934 );
kernels[48] = compute_kernel(x, 2.319060201 , 2.078959749 );
kernels[49] = compute_kernel(x, 1.934328157 , 1.47532657 );
kernels[50] = compute_kernel(x, 2.135892335 , 1.826700798 );
kernels[51] = compute_kernel(x, 1.738609972 , 2.389921252 );
kernels[52] = compute_kernel(x, 1.849065396 , 1.773402741 );
kernels[53] = compute_kernel(x, -1.974541276 , -2.394569985 );
kernels[54] = compute_kernel(x, -2.20566993 , -2.162835529 );
kernels[55] = compute_kernel(x, -2.004611484 , -2.85098078 );
kernels[56] = compute_kernel(x, -2.109130391 , -2.296375504 );
kernels[57] = compute_kernel(x, -2.525269114 , -2.107003397 );
kernels[58] = compute_kernel(x, -2.279082077 , -1.991811778 );
kernels[59] = compute_kernel(x, -1.891193712 , -2.198935953 );
kernels[60] = compute_kernel(x, -2.218353239 , -1.884589394 );
kernels[61] = compute_kernel(x, -2.384303916 , -2.195291289 );
kernels[62] = compute_kernel(x, -2.484930309 , -2.259952145 );
kernels[63] = compute_kernel(x, -1.889246436 , -2.243600397 );
kernels[64] = compute_kernel(x, -2.19805203 , -1.908539991 );
kernels[65] = compute_kernel(x, -2.23779071 , -2.340873386 );
kernels[66] = compute_kernel(x, -2.53610445 , -1.065947349 );
kernels[67] = compute_kernel(x, -1.848339171 , -2.605966599 );
kernels[68] = compute_kernel(x, -2.420003612 , -2.417156235 );
kernels[69] = compute_kernel(x, -1.804209994 , -2.238867466 );
kernels[70] = compute_kernel(x, -2.014794055 , -2.130534952 );
kernels[71] = compute_kernel(x, -2.785716978 , -2.086395722 );
kernels[72] = compute_kernel(x, -2.522697742 , -1.917692521 );
kernels[73] = compute_kernel(x, -2.246350837 , -1.784573199 );
kernels[74] = compute_kernel(x, -1.920500584 , -2.419735102 );
kernels[75] = compute_kernel(x, -1.839387706 , -2.44320328 );
kernels[76] = compute_kernel(x, -2.184837302 , -1.840717172 );
kernels[77] = compute_kernel(x, -2.030095496 , -2.034055518 );
kernels[78] = compute_kernel(x, -2.218454814 , -2.369859939 );
kernels[79] = compute_kernel(x, -2.423416607 , -2.127892757 );
kernels[80] = compute_kernel(x, -2.380951426 , -1.738039881 );
kernels[81] = compute_kernel(x, -2.658818255 , -1.313497902 );
kernels[82] = compute_kernel(x, -1.839385728 , -2.20085493 );
kernels[83] = compute_kernel(x, -2.354182892 , -1.968467541 );
kernels[84] = compute_kernel(x, -2.369824595 , -1.948891695 );
kernels[85] = compute_kernel(x, -2.352728376 , -2.003333791 );
kernels[86] = compute_kernel(x, -2.358150622 , -2.256508317 );
kernels[87] = compute_kernel(x, -1.975928661 , -2.529189509 );
kernels[88] = compute_kernel(x, -2.503715876 , -2.453924977 );
kernels[89] = compute_kernel(x, -2.176489082 , -2.250578985 );
kernels[90] = compute_kernel(x, -1.943121009 , -2.208545762 );
kernels[91] = compute_kernel(x, -2.101627871 , -2.190771213 );
kernels[92] = compute_kernel(x, -2.638543341 , -2.192911216 );
kernels[93] = compute_kernel(x, -2.31054141 , -2.283292726 );
kernels[94] = compute_kernel(x, -2.292149784 , -2.22539683 );
kernels[95] = compute_kernel(x, -2.154025649 , -2.110703002 );
kernels[96] = compute_kernel(x, -2.227401221 , -2.14968496 );
kernels[97] = compute_kernel(x, -1.858606077 , -2.397435066 );
kernels[98] = compute_kernel(x, -2.000438757 , -2.300489977 );
kernels[99] = compute_kernel(x, -2.065671843 , -2.52467343 );
kernels[100] = compute_kernel(x, -1.864107665 , -2.173299202 );
kernels[101] = compute_kernel(x, -2.320107091 , -1.902360513 );
kernels[102] = compute_kernel(x, -2.150934604 , -2.226597259 );
float decision = -1.05e-06 - ( + kernels[0] + kernels[1] + kernels[2] + kernels[3] + kernels[4] + kernels[5] * 0.6564548 + kernels[6] + kernels[7] + kernels[8] + kernels[9] + kernels[10] + kernels[11] + kernels[12] + kernels[13] + kernels[14] + kernels[15] + kernels[16] + kernels[17] + kernels[18] + kernels[19] + kernels[20] + kernels[21] + kernels[22] + kernels[23] + kernels[24] + kernels[25] + kernels[26] + kernels[27] + kernels[28] + kernels[29] + kernels[30] + kernels[31] + kernels[32] + kernels[33] + kernels[34] + kernels[35] + kernels[36] + kernels[37] * 0.999600007 + kernels[38] + kernels[39] + kernels[40] + kernels[41] + kernels[42] + kernels[43] + kernels[44] + kernels[45] + kernels[46] + kernels[47] + kernels[48] + kernels[49] + kernels[50] + kernels[51] + kernels[52] + kernels[53] + kernels[54] + kernels[55] + kernels[56] + kernels[57] + kernels[58] + kernels[59] + kernels[60] + kernels[61] + kernels[62] + kernels[63] + kernels[64] + kernels[65] + kernels[66] * 0.007927676 + kernels[67] + kernels[68] + kernels[69] * 0.992072324 + kernels[70] + kernels[71] + kernels[72] + kernels[73] + kernels[74] + kernels[75] + kernels[76] * 0.3435452 + kernels[77] + kernels[78] + kernels[79] + kernels[80] + kernels[81] * 0.000399993 + kernels[82] + kernels[83] + kernels[84] + kernels[85] + kernels[86] + kernels[87] + kernels[88] + kernels[89] + kernels[90] + kernels[91] + kernels[92] + kernels[93] + kernels[94] + kernels[95] + kernels[96] + kernels[97] + kernels[98] + kernels[99] + kernels[100] + kernels[101] + kernels[102] );
return decision > 0 ? 0 : 1;
}
protected:
/**
* Compute kernel between feature vector and support vector.
* Kernel type: linear
*/
float compute_kernel(float x[2], ...) {
va_list w;
va_start(w, 2);
float kernel = 0.0;
for (uint16_t i = 0; i < 2; i++) {
kernel += x[i] * va_arg(w, double);
}
return kernel;
}
};
}
}
}
| 11,482
|
C++
|
.h
| 137
| 64.211679
| 1,767
| 0.505246
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,719
|
test_set.h
|
eloquentarduino_EloquentMicroML/examples/OneClassSVMExample/test_set.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Test {
class TestSet {
public:
TestSet() :
_x{
{ 2.155007372 , 2.320100047 },
{ 2.158857681 , 2.155951003 },
{ 1.857081415 , 1.672209019 },
{ 2.247826643 , 2.389223989 },
{ 2.300647368 , 2.192515116 },
{ 1.64918076 , 1.573249313 },
{ 2.322355879 , 1.766074565 },
{ 1.256809336 , 1.724274643 },
{ 2.019996606 , 1.49907968 },
{ 1.24430735 , 2.022525555 },
{ 2.12736108 , 2.267282459 },
{ 1.896671298 , 2.176281137 },
{ 1.894652561 , 2.095931058 },
{ 2.266280128 , 1.807391808 },
{ 2.369772571 , 2.061721849 },
{ 2.507733043 , 2.066361445 },
{ 1.766032738 , 2.294740627 },
{ 1.883977114 , 2.36828571 },
{ 2.065965838 , 2.264659676 },
{ 1.388084106 , 2.028891487 },
{ -1.844992628 , -1.679899953 },
{ -1.841142319 , -1.844048997 },
{ -2.142918585 , -2.327790981 },
{ -1.752173357 , -1.610776011 },
{ -1.699352632 , -1.807484884 },
{ -2.35081924 , -2.426750687 },
{ -1.677644121 , -2.233925435 },
{ -2.743190664 , -2.275725357 },
{ -1.980003394 , -2.50092032 },
{ -2.75569265 , -1.977474445 },
{ -1.87263892 , -1.732717541 },
{ -2.103328702 , -1.823718863 },
{ -2.105347439 , -1.904068942 },
{ -1.733719872 , -2.192608192 },
{ -1.630227429 , -1.938278151 },
{ -1.492266957 , -1.933638555 },
{ -2.233967262 , -1.705259373 },
{ -2.116022886 , -1.63171429 },
{ -1.934034162 , -1.735340324 },
{ -2.611915894 , -1.971108513 },
},
_y{ 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 },
_tp(0),
_tn(0),
_fp(0),
_fn(0)
{}
template<class Classifier>
void test(Classifier clf) {
for (uint16_t i = 0; i < 40; i++) {
int predicted = clf.predict(_x[i]);
int actual = _y[i];
if (predicted > 0 && predicted == actual)
_tp++;
else if (predicted > 0 && predicted != actual)
_fp++;
else if (predicted <= 0 && predicted == actual)
_tn++;
else
_fn++;
}
}
String dump() {
return String("Support:\t")
+ support()
+ "\nTP:\t"
+ _tp
+ "\nTN:\t"
+ _tn
+ "\nFP:\t"
+ _fp
+ "\nFN:\t"
+ _fn
+ "\nAccuracy:\t"
+ accuracy()
+ "\nPrecision:\t"
+ precision()
+ "\nRecall:\t"
+ recall()
+ "\nSpecificity:\t"
+ specificity()
;
}
float accuracy() {
return (1.0f * _tp + _tn) / support();
}
float precision() {
return (1.0f * _tp) / (_tp + _fp);
}
float recall() {
return (1.0f * _tp) / (_tp + _fn);
}
float specificity() {
return (1.0f * _tn) / (_tn + _fp);
}
uint16_t support() {
return _tp + _tn + _fp + _fn;
}
protected:
float _x[40][2];
int _y[40];
uint16_t _tp, _fp, _tn, _fn;
};
}
}
}
| 5,206
|
C++
|
.h
| 114
| 23.587719
| 267
| 0.283045
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,720
|
cleveland_heart_disease.h
|
eloquentarduino_EloquentMicroML/examples/PassiveAggressiveExample/cleveland_heart_disease.h
|
#pragma once
#define FEATURES_DIM 13
#define DATASET_SIZE 214
float X[DATASET_SIZE][FEATURES_DIM] = {
{ 0.171407 , 0.000000 , 0.008035 , 0.374953 , 0.838287 , 0.000000 , 0.000000 , 0.356205 , 0.000000 , 0.000536 , 0.002678 , 0.000000 , 0.018748 },
{ 0.208872 , 0.003424 , 0.013696 , 0.479377 , 0.708794 , 0.000000 , 0.006848 , 0.472529 , 0.003424 , 0.006506 , 0.003424 , 0.003424 , 0.023969 },
{ 0.156206 , 0.000000 , 0.010414 , 0.411341 , 0.794045 , 0.000000 , 0.005207 , 0.419151 , 0.000000 , 0.000000 , 0.002603 , 0.000000 , 0.007810 },
{ 0.212891 , 0.003735 , 0.014940 , 0.410842 , 0.750720 , 0.000000 , 0.000000 , 0.470601 , 0.003735 , 0.005602 , 0.007470 , 0.000000 , 0.022410 },
{ 0.173883 , 0.003105 , 0.006210 , 0.372606 , 0.745212 , 0.000000 , 0.000000 , 0.524754 , 0.000000 , 0.000000 , 0.009315 , 0.000000 , 0.009315 },
{ 0.131491 , 0.003287 , 0.003287 , 0.460218 , 0.654167 , 0.000000 , 0.000000 , 0.585134 , 0.003287 , 0.004602 , 0.003287 , 0.000000 , 0.023011 },
{ 0.190822 , 0.003234 , 0.009703 , 0.485141 , 0.685666 , 0.003234 , 0.000000 , 0.507781 , 0.000000 , 0.005175 , 0.003234 , 0.000000 , 0.009703 },
{ 0.173683 , 0.003047 , 0.006094 , 0.469248 , 0.706920 , 0.000000 , 0.006094 , 0.499719 , 0.000000 , 0.000000 , 0.003047 , 0.003047 , 0.009141 },
{ 0.122712 , 0.000000 , 0.009950 , 0.397986 , 0.713059 , 0.000000 , 0.000000 , 0.563814 , 0.000000 , 0.000000 , 0.003317 , 0.000000 , 0.009950 },
{ 0.196640 , 0.003172 , 0.012686 , 0.380593 , 0.846820 , 0.000000 , 0.000000 , 0.313990 , 0.003172 , 0.005709 , 0.006343 , 0.006343 , 0.022201 },
{ 0.200953 , 0.003465 , 0.013859 , 0.505848 , 0.755307 , 0.000000 , 0.000000 , 0.363795 , 0.000000 , 0.006929 , 0.006929 , 0.003465 , 0.024253 },
{ 0.159549 , 0.002493 , 0.007479 , 0.349014 , 0.835141 , 0.000000 , 0.000000 , 0.393888 , 0.000000 , 0.000000 , 0.002493 , 0.000000 , 0.007479 },
{ 0.175090 , 0.000000 , 0.010101 , 0.457928 , 0.659955 , 0.000000 , 0.006734 , 0.569043 , 0.000000 , 0.000337 , 0.006734 , 0.000000 , 0.010101 },
{ 0.213651 , 0.000000 , 0.003096 , 0.433494 , 0.740037 , 0.000000 , 0.000000 , 0.467554 , 0.000000 , 0.005573 , 0.003096 , 0.006193 , 0.009289 },
{ 0.143674 , 0.000000 , 0.007431 , 0.297257 , 0.842227 , 0.000000 , 0.000000 , 0.426068 , 0.000000 , 0.000000 , 0.002477 , 0.000000 , 0.007431 },
{ 0.154831 , 0.003686 , 0.011059 , 0.479238 , 0.663561 , 0.000000 , 0.000000 , 0.552967 , 0.000000 , 0.000000 , 0.003686 , 0.000000 , 0.011059 },
{ 0.136818 , 0.000000 , 0.006674 , 0.433813 , 0.680753 , 0.000000 , 0.006674 , 0.573968 , 0.000000 , 0.004672 , 0.003337 , 0.000000 , 0.010011 },
{ 0.155722 , 0.000000 , 0.009160 , 0.396937 , 0.781661 , 0.000000 , 0.006107 , 0.454951 , 0.000000 , 0.001527 , 0.003053 , 0.000000 , 0.009160 },
{ 0.130617 , 0.003732 , 0.014928 , 0.447828 , 0.738916 , 0.000000 , 0.000000 , 0.485147 , 0.003732 , 0.005971 , 0.007464 , 0.000000 , 0.026123 },
{ 0.246344 , 0.003790 , 0.015160 , 0.454790 , 0.670815 , 0.000000 , 0.000000 , 0.530588 , 0.000000 , 0.001516 , 0.003790 , 0.000000 , 0.026529 },
{ 0.137834 , 0.000000 , 0.006362 , 0.296874 , 0.884260 , 0.002121 , 0.004241 , 0.332923 , 0.000000 , 0.001696 , 0.002121 , 0.002121 , 0.006362 },
{ 0.188835 , 0.002698 , 0.010791 , 0.350694 , 0.868642 , 0.000000 , 0.005395 , 0.294043 , 0.000000 , 0.006474 , 0.005395 , 0.008093 , 0.008093 },
{ 0.108740 , 0.002939 , 0.008817 , 0.382058 , 0.734728 , 0.000000 , 0.000000 , 0.549576 , 0.000000 , 0.010286 , 0.008817 , 0.000000 , 0.008817 },
{ 0.130142 , 0.003099 , 0.012394 , 0.433807 , 0.700288 , 0.000000 , 0.000000 , 0.551554 , 0.000000 , 0.000000 , 0.003099 , 0.000000 , 0.009296 },
{ 0.175923 , 0.003383 , 0.003383 , 0.399209 , 0.629262 , 0.000000 , 0.006766 , 0.642795 , 0.000000 , 0.000000 , 0.006766 , 0.000000 , 0.020299 },
{ 0.122135 , 0.003053 , 0.012213 , 0.464112 , 0.680901 , 0.000000 , 0.000000 , 0.552660 , 0.000000 , 0.000000 , 0.003053 , 0.000000 , 0.021374 },
{ 0.129474 , 0.002943 , 0.005885 , 0.353111 , 0.773901 , 0.000000 , 0.000000 , 0.509068 , 0.000000 , 0.000000 , 0.002943 , 0.000000 , 0.020598 },
{ 0.137659 , 0.000000 , 0.008098 , 0.377888 , 0.831354 , 0.000000 , 0.005398 , 0.383287 , 0.000000 , 0.004049 , 0.002699 , 0.002699 , 0.008098 },
{ 0.187416 , 0.003231 , 0.009694 , 0.339287 , 0.775513 , 0.000000 , 0.006463 , 0.497621 , 0.003231 , 0.001939 , 0.006463 , 0.000000 , 0.022619 },
{ 0.164193 , 0.002783 , 0.011132 , 0.384044 , 0.754173 , 0.000000 , 0.005566 , 0.506492 , 0.000000 , 0.000000 , 0.002783 , 0.000000 , 0.008349 },
{ 0.168724 , 0.003245 , 0.006489 , 0.415320 , 0.665160 , 0.003245 , 0.000000 , 0.597022 , 0.000000 , 0.000000 , 0.003245 , 0.000000 , 0.009734 },
{ 0.169907 , 0.003146 , 0.012586 , 0.390157 , 0.836951 , 0.000000 , 0.006293 , 0.342961 , 0.003146 , 0.006922 , 0.006293 , 0.003146 , 0.022025 },
{ 0.136179 , 0.000000 , 0.010475 , 0.328226 , 0.694862 , 0.000000 , 0.000000 , 0.625027 , 0.000000 , 0.000000 , 0.003492 , 0.000000 , 0.010475 },
{ 0.142058 , 0.000000 , 0.008879 , 0.384742 , 0.813877 , 0.000000 , 0.000000 , 0.411378 , 0.000000 , 0.000592 , 0.002960 , 0.000000 , 0.008879 },
{ 0.301534 , 0.000000 , 0.016988 , 0.475660 , 0.632797 , 0.000000 , 0.000000 , 0.530870 , 0.000000 , 0.006795 , 0.008494 , 0.000000 , 0.012741 },
{ 0.155777 , 0.003116 , 0.009347 , 0.436177 , 0.725922 , 0.000000 , 0.000000 , 0.507834 , 0.000000 , 0.001869 , 0.006231 , 0.003116 , 0.021809 },
{ 0.181207 , 0.003236 , 0.006472 , 0.420659 , 0.715120 , 0.000000 , 0.006472 , 0.527442 , 0.000000 , 0.000000 , 0.003236 , 0.000000 , 0.022651 },
{ 0.169547 , 0.003607 , 0.014430 , 0.404027 , 0.735906 , 0.000000 , 0.000000 , 0.515856 , 0.000000 , 0.000361 , 0.003607 , 0.000000 , 0.010822 },
{ 0.185688 , 0.000000 , 0.008570 , 0.442795 , 0.768463 , 0.000000 , 0.000000 , 0.422797 , 0.000000 , 0.002285 , 0.002857 , 0.000000 , 0.008570 },
{ 0.164679 , 0.002839 , 0.005679 , 0.340715 , 0.806359 , 0.000000 , 0.005679 , 0.454287 , 0.000000 , 0.005111 , 0.005679 , 0.000000 , 0.008518 },
{ 0.178934 , 0.003376 , 0.013504 , 0.472656 , 0.685351 , 0.003376 , 0.006752 , 0.523298 , 0.003376 , 0.010466 , 0.010128 , 0.000000 , 0.023633 },
{ 0.177276 , 0.003409 , 0.006818 , 0.456826 , 0.685238 , 0.000000 , 0.000000 , 0.538645 , 0.000000 , 0.002727 , 0.003409 , 0.003409 , 0.010227 },
{ 0.175743 , 0.003138 , 0.012553 , 0.392283 , 0.781427 , 0.003138 , 0.006277 , 0.451910 , 0.003138 , 0.003766 , 0.006277 , 0.003138 , 0.009415 },
{ 0.187254 , 0.000000 , 0.012081 , 0.453034 , 0.736935 , 0.000000 , 0.000000 , 0.465115 , 0.003020 , 0.004228 , 0.006040 , 0.000000 , 0.009061 },
{ 0.163410 , 0.000000 , 0.010657 , 0.504438 , 0.628772 , 0.000000 , 0.007105 , 0.568381 , 0.003552 , 0.004973 , 0.010657 , 0.000000 , 0.010657 },
{ 0.219854 , 0.000000 , 0.009290 , 0.340619 , 0.820583 , 0.003097 , 0.006193 , 0.402550 , 0.000000 , 0.000000 , 0.003097 , 0.003097 , 0.009290 },
{ 0.145814 , 0.003102 , 0.012410 , 0.341268 , 0.853170 , 0.000000 , 0.006205 , 0.366087 , 0.003102 , 0.003102 , 0.006205 , 0.003102 , 0.009307 },
{ 0.165445 , 0.003064 , 0.009191 , 0.459570 , 0.710802 , 0.000000 , 0.006128 , 0.505528 , 0.000000 , 0.004902 , 0.003064 , 0.000000 , 0.021447 },
{ 0.210017 , 0.004286 , 0.012858 , 0.505755 , 0.638623 , 0.000000 , 0.008572 , 0.540044 , 0.000000 , 0.003429 , 0.004286 , 0.012858 , 0.012858 },
{ 0.226332 , 0.000000 , 0.006117 , 0.367026 , 0.822749 , 0.000000 , 0.006117 , 0.370084 , 0.003059 , 0.000612 , 0.003059 , 0.003059 , 0.009176 },
{ 0.141532 , 0.000000 , 0.009650 , 0.379564 , 0.778429 , 0.000000 , 0.000000 , 0.479280 , 0.000000 , 0.000965 , 0.006433 , 0.003217 , 0.009650 },
{ 0.210025 , 0.000000 , 0.014484 , 0.470745 , 0.713359 , 0.000000 , 0.000000 , 0.474366 , 0.000000 , 0.002173 , 0.007242 , 0.000000 , 0.010863 },
{ 0.197838 , 0.002909 , 0.008728 , 0.343308 , 0.805900 , 0.000000 , 0.000000 , 0.439317 , 0.000000 , 0.002909 , 0.002909 , 0.002909 , 0.020366 },
{ 0.165755 , 0.000000 , 0.012510 , 0.431589 , 0.731826 , 0.000000 , 0.006255 , 0.500394 , 0.000000 , 0.000000 , 0.003127 , 0.000000 , 0.009382 },
{ 0.128516 , 0.000000 , 0.009886 , 0.454748 , 0.724960 , 0.000000 , 0.000000 , 0.500882 , 0.000000 , 0.000000 , 0.006591 , 0.000000 , 0.009886 },
{ 0.184902 , 0.000000 , 0.008218 , 0.460201 , 0.657429 , 0.000000 , 0.000000 , 0.567033 , 0.000000 , 0.000000 , 0.008218 , 0.000000 , 0.012327 },
{ 0.200533 , 0.003457 , 0.013830 , 0.442555 , 0.746811 , 0.000000 , 0.006915 , 0.452927 , 0.003457 , 0.007606 , 0.006915 , 0.010372 , 0.024202 },
{ 0.165944 , 0.003191 , 0.009574 , 0.548890 , 0.635053 , 0.003191 , 0.000000 , 0.516978 , 0.000000 , 0.001596 , 0.003191 , 0.000000 , 0.022339 },
{ 0.189094 , 0.003100 , 0.009300 , 0.464985 , 0.753276 , 0.003100 , 0.000000 , 0.424686 , 0.003100 , 0.003100 , 0.006200 , 0.000000 , 0.009300 },
{ 0.173161 , 0.003395 , 0.010186 , 0.319160 , 0.770737 , 0.000000 , 0.000000 , 0.522879 , 0.003395 , 0.000000 , 0.003395 , 0.003395 , 0.023767 },
{ 0.174514 , 0.003062 , 0.006123 , 0.379643 , 0.799088 , 0.000000 , 0.000000 , 0.431691 , 0.000000 , 0.000918 , 0.003062 , 0.000000 , 0.021431 },
{ 0.184489 , 0.000000 , 0.005197 , 0.415750 , 0.784728 , 0.000000 , 0.000000 , 0.420947 , 0.000000 , 0.001039 , 0.002598 , 0.005197 , 0.007795 },
{ 0.118723 , 0.000000 , 0.013568 , 0.468106 , 0.620749 , 0.000000 , 0.000000 , 0.617357 , 0.000000 , 0.004749 , 0.003392 , 0.000000 , 0.010176 },
{ 0.125797 , 0.002995 , 0.008986 , 0.359421 , 0.718841 , 0.002995 , 0.000000 , 0.581063 , 0.000000 , 0.002396 , 0.008986 , 0.000000 , 0.020966 },
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{ 0.141857 , 0.002895 , 0.005790 , 0.376356 , 0.770082 , 0.000000 , 0.000000 , 0.495053 , 0.000000 , 0.001737 , 0.002895 , 0.000000 , 0.008685 },
{ 0.159510 , 0.000000 , 0.002750 , 0.412527 , 0.778301 , 0.002750 , 0.005500 , 0.445529 , 0.000000 , 0.002750 , 0.002750 , 0.000000 , 0.008251 },
{ 0.185870 , 0.000000 , 0.008449 , 0.411166 , 0.782906 , 0.000000 , 0.005632 , 0.428064 , 0.000000 , 0.000000 , 0.005632 , 0.002816 , 0.008449 },
{ 0.184327 , 0.003124 , 0.012497 , 0.421765 , 0.731060 , 0.000000 , 0.000000 , 0.502994 , 0.000000 , 0.001562 , 0.006248 , 0.000000 , 0.021869 },
{ 0.172876 , 0.003087 , 0.006174 , 0.370449 , 0.728549 , 0.000000 , 0.000000 , 0.549499 , 0.000000 , 0.002470 , 0.003087 , 0.000000 , 0.009261 },
{ 0.194199 , 0.003034 , 0.003034 , 0.515840 , 0.688799 , 0.000000 , 0.006069 , 0.470325 , 0.000000 , 0.001821 , 0.006069 , 0.000000 , 0.021240 },
{ 0.207387 , 0.004066 , 0.012199 , 0.447305 , 0.711621 , 0.000000 , 0.000000 , 0.500168 , 0.000000 , 0.002440 , 0.004066 , 0.000000 , 0.012199 },
{ 0.135666 , 0.003083 , 0.009250 , 0.400832 , 0.718414 , 0.000000 , 0.000000 , 0.551914 , 0.003083 , 0.001233 , 0.003083 , 0.000000 , 0.009250 },
{ 0.212995 , 0.003737 , 0.011210 , 0.560514 , 0.470831 , 0.003737 , 0.000000 , 0.646459 , 0.000000 , 0.000747 , 0.003737 , 0.003737 , 0.026157 },
{ 0.134639 , 0.000000 , 0.012823 , 0.326980 , 0.849506 , 0.000000 , 0.006411 , 0.391093 , 0.000000 , 0.001923 , 0.006411 , 0.000000 , 0.009617 },
{ 0.201635 , 0.003151 , 0.012602 , 0.403270 , 0.828594 , 0.000000 , 0.000000 , 0.330807 , 0.003151 , 0.000630 , 0.006301 , 0.003151 , 0.022054 },
{ 0.184504 , 0.000000 , 0.011715 , 0.316293 , 0.787803 , 0.000000 , 0.000000 , 0.494939 , 0.002929 , 0.005272 , 0.005857 , 0.005857 , 0.008786 },
{ 0.193564 , 0.000000 , 0.013349 , 0.333730 , 0.827651 , 0.000000 , 0.006675 , 0.407151 , 0.000000 , 0.003337 , 0.006675 , 0.000000 , 0.010012 },
{ 0.181175 , 0.003552 , 0.003552 , 0.444056 , 0.756672 , 0.000000 , 0.007105 , 0.444056 , 0.003552 , 0.004973 , 0.003552 , 0.003552 , 0.010657 },
{ 0.116735 , 0.002779 , 0.005559 , 0.333529 , 0.819925 , 0.000000 , 0.000000 , 0.450264 , 0.000000 , 0.000000 , 0.002779 , 0.000000 , 0.008338 },
{ 0.174734 , 0.000000 , 0.009707 , 0.517732 , 0.650400 , 0.000000 , 0.000000 , 0.527439 , 0.000000 , 0.000000 , 0.003236 , 0.003236 , 0.009707 },
{ 0.147961 , 0.003441 , 0.013764 , 0.378506 , 0.726043 , 0.000000 , 0.000000 , 0.553995 , 0.000000 , 0.000000 , 0.003441 , 0.000000 , 0.024087 },
{ 0.152258 , 0.000000 , 0.007027 , 0.374789 , 0.843275 , 0.000000 , 0.004685 , 0.353707 , 0.000000 , 0.001874 , 0.002342 , 0.000000 , 0.007027 },
{ 0.170852 , 0.002896 , 0.002896 , 0.463328 , 0.790554 , 0.000000 , 0.005792 , 0.361975 , 0.000000 , 0.000000 , 0.002896 , 0.000000 , 0.008687 },
{ 0.140159 , 0.000000 , 0.010011 , 0.400454 , 0.697458 , 0.000000 , 0.000000 , 0.577321 , 0.000000 , 0.000000 , 0.006674 , 0.000000 , 0.010011 },
{ 0.151656 , 0.003227 , 0.009680 , 0.348485 , 0.784091 , 0.000000 , 0.000000 , 0.490460 , 0.000000 , 0.000000 , 0.003227 , 0.000000 , 0.009680 },
{ 0.167391 , 0.003639 , 0.007278 , 0.367533 , 0.716871 , 0.003639 , 0.000000 , 0.567674 , 0.000000 , 0.000000 , 0.003639 , 0.000000 , 0.025473 },
{ 0.180266 , 0.003401 , 0.013605 , 0.482976 , 0.768681 , 0.000000 , 0.006802 , 0.377538 , 0.003401 , 0.000000 , 0.003401 , 0.000000 , 0.023809 },
{ 0.174956 , 0.000000 , 0.006139 , 0.399023 , 0.724380 , 0.000000 , 0.006139 , 0.534077 , 0.000000 , 0.000000 , 0.006139 , 0.003069 , 0.009208 },
{ 0.142015 , 0.003228 , 0.009683 , 0.387312 , 0.729438 , 0.000000 , 0.000000 , 0.545465 , 0.000000 , 0.000000 , 0.003228 , 0.000000 , 0.009683 },
{ 0.139320 , 0.000000 , 0.006192 , 0.402480 , 0.724464 , 0.000000 , 0.006192 , 0.541800 , 0.000000 , 0.001858 , 0.006192 , 0.000000 , 0.009288 },
{ 0.154726 , 0.000000 , 0.012378 , 0.340397 , 0.786009 , 0.000000 , 0.006189 , 0.492029 , 0.000000 , 0.000000 , 0.003095 , 0.000000 , 0.009284 },
{ 0.163899 , 0.002980 , 0.005960 , 0.387397 , 0.780755 , 0.000000 , 0.000000 , 0.461897 , 0.000000 , 0.000000 , 0.002980 , 0.000000 , 0.008940 },
{ 0.159883 , 0.000000 , 0.012067 , 0.392166 , 0.796399 , 0.000000 , 0.006033 , 0.431383 , 0.000000 , 0.001207 , 0.006033 , 0.000000 , 0.009050 },
{ 0.272710 , 0.000000 , 0.010765 , 0.502360 , 0.706892 , 0.000000 , 0.003588 , 0.416241 , 0.000000 , 0.003947 , 0.007177 , 0.000000 , 0.010765 },
{ 0.133233 , 0.002562 , 0.005124 , 0.307462 , 0.832709 , 0.000000 , 0.000000 , 0.440695 , 0.000000 , 0.000512 , 0.002562 , 0.000000 , 0.007687 },
{ 0.140652 , 0.002993 , 0.008978 , 0.412977 , 0.769096 , 0.000000 , 0.005985 , 0.466844 , 0.000000 , 0.000000 , 0.002993 , 0.000000 , 0.008978 },
{ 0.143855 , 0.000000 , 0.010036 , 0.408145 , 0.712582 , 0.000000 , 0.000000 , 0.552000 , 0.000000 , 0.000669 , 0.006691 , 0.000000 , 0.010036 },
{ 0.142162 , 0.000000 , 0.008362 , 0.334499 , 0.822310 , 0.000000 , 0.005575 , 0.437636 , 0.000000 , 0.001672 , 0.002787 , 0.000000 , 0.008362 },
};
int y[DATASET_SIZE] = { -1 , 1 , 1 , -1 , -1 , -1 , -1 , 1 , -1 , 1 , 1 , 1 , -1 , -1 , -1 , -1 , -1 , -1 , 1 , -1 , -1 , 1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , 1 , 1 , -1 , 1 , 1 , -1 , -1 , 1 , -1 , 1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , 1 , 1 , -1 , -1 , -1 , -1 , -1 , 1 , 1 , -1 , 1 , -1 , 1 , -1 , 1 , -1 , -1 , 1 , -1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , -1 , 1 , 1 , -1 , -1 , 1 , 1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , 1 , -1 , 1 , 1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , 1 , -1 , 1 , 1 , 1 , -1 , 1 , 1 , -1 , -1 , 1 , 1 , -1 , 1 , 1 , -1 , 1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , 1 , -1 , -1 , -1 , -1 , -1 , -1 , 1 , -1 , 1 , -1 , -1 , 1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 , -1 };
| 40,309
|
C++
|
.h
| 220
| 174.440909
| 1,469
| 0.493402
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,721
|
EloquentCsvReader.h
|
eloquentarduino_EloquentMicroML/src/EloquentCsvReader.h
|
#pragma once
#include "EloquentAbstractClassifier.h"
namespace Eloquent {
namespace ML {
/**
*
* @tparam T
* @tparam numFeatures
*/
template<typename T, uint16_t numFeatures>
class CsvReader {
public:
CsvReader(const char separator = ',') :
_separator(separator) {
}
/**
*
*/
void begin(File& file) {
_file = file;
_file.seek(0);
}
/**
*
*/
void close() {
if (_file)
_file.close();
}
/**
* Read the next line as array
*/
bool next(T features[numFeatures + 1], int *label) {
if (!_file || !_file.available())
return false;
for (int i = 0; i < numFeatures; i++)
features[i] = (T) _file.readStringUntil(_separator).toFloat();
*label = _file.readStringUntil('\n').toFloat();
return true;
}
/**
* Use the contents of the file as samples for a classifier
* @param file
* @param clf
* @param repeat
*/
void fit(File& file, AbstractClassifier<numFeatures> *clf, uint8_t repeat = 1) {
T features[numFeatures];
int label;
for (uint8_t k = 0; k < repeat; k++) {
begin(file);
while ((next(features, &label)))
clf->fitOne(features, label);
close();
}
}
protected:
const char _separator;
File _file;
};
}
}
| 1,873
|
C++
|
.h
| 62
| 16.629032
| 92
| 0.403226
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,722
|
EloquentSGD.h
|
eloquentarduino_EloquentMicroML/src/EloquentSGD.h
|
#pragma once
#include "EloquentMLMath.h"
#include "EloquentAbstractClassifier.h"
namespace Eloquent {
namespace ML {
/**
* Stochastic gradient descent
*/
template<unsigned int num_features>
class SGD : public AbstractClassifier<num_features> {
public:
/**
*
* @param alpha
*/
SGD(float alpha = 0.001) :
_alpha(alpha) {
_params.normalizeAlpha = false;
_params.momentum = 0;
for (unsigned int i = 0; i < num_features + 1; i++)
_weights[i] = _updates[i] = 0;
}
/**
*
* @param param
* @param value
*/
void set(const char *param, float value) {
this->setParam(param, "alpha", &_alpha, value);
this->setParam(param, "momentum", &_params.momentum, value);
this->setParam(param, "normalize", &_params.normalizeAlpha, value > 0);
}
/**
*
*/
void normalizeLearningRate() {
_params.normalizeAlpha = true;
}
/**
*
* @param momentum
*/
void momentum(float momentum) {
_params.momentum = momentum;
}
/**
*
* @param x
* @param y
*/
void fitOne(float x[num_features], int y) {
int predicted = predict(x);
int error = predicted - y;
float alpha = _alpha;
float updates[num_features + 1] = {0};
if (error == 0)
return;
if (_params.normalizeAlpha)
alpha /= 1 + _alpha * dot<num_features>(x, x);
// compute and apply updates
_updates[0] = (_params.momentum * _updates[0]) - (alpha * error);
_weights[0] += _updates[0];
for (unsigned int i = 0; i < num_features; i++) {
float momentum = _params.momentum * _updates[i + 1];
float correction = alpha * x[i] * error;
_updates[i + 1] = momentum - correction;
_weights[i + 1] += _updates[i + 1];
}
}
/**
*
* @param x
* @return
*/
int predict(float x[num_features]) {
float xx[num_features + 1] = {1};
for (unsigned int i = 0; i < num_features; i++)
xx[i + 1] = x[i];
return (1.0f / (1 + exp(-dot<num_features+1>(x, _weights)))) > 0.5 ? 1 : 0;
}
protected:
float _alpha;
float _weights[num_features + 1];
float _updates[num_features + 1];
struct {
bool normalizeAlpha;
float momentum;
} _params;
};
}
}
| 3,116
|
C++
|
.h
| 91
| 20.164835
| 91
| 0.416417
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,723
|
EloquentOneVsOne.h
|
eloquentarduino_EloquentMicroML/src/EloquentOneVsOne.h
|
#pragma once
namespace Eloquent {
namespace ML {
template<class Classifier, int numFeatures, int numClasses>
class OneVsOne : AbstractClassifier<numFeatures> {
public:
/**
*
* @param classifierGenerator
*/
OneVsOne() {
for (int i = 0; i < numClassifiers(); i++)
_classifiers[i] = new Classifier();
}
/**
*
* @param x
* @param y
*/
void fitOne(float x[numFeatures], int y) {
int k = 0;
for (int i = 0; i < numClasses - 1; i++) {
for (int j = i + 1; j < numClasses; j++) {
if (i == y || j == y) {
_classifiers[k]->fitOne(x, y == i ? 1 : 0);
}
k++;
}
}
}
/**
* Predict by votes
* @param x
* @return
*/
int predict(float x[numFeatures]) {
int k = 0;
int votes[numClasses] = {0};
for (int i = 0; i < numClasses - 1; i++) {
for (int j = i + 1; j < numClasses; j++) {
int y_pred = _classifiers[k]->predict(x);
votes[y_pred > 0 ? i : j] += 1;
k++;
}
}
// pick class with most votes
int maxVotes = -1;
int classIdx = -1;
for (int i = 0; i < numClasses; i++) {
if (votes[i] > maxVotes) {
maxVotes = votes[i];
classIdx = i;
}
}
return classIdx;
}
/**
*
* @param param
* @param value
*/
void set(const char *param, float value) {
for (int i = 0; i < numClassifiers(); i++)
_classifiers[i]->set(param, value);
}
protected:
Classifier *_classifiers[numClasses * (numClasses - 1) / 2];
/**
*
* @return
*/
int numClassifiers() {
return numClasses * (numClasses - 1) / 2;
}
};
}
}
| 2,488
|
C++
|
.h
| 77
| 16.714286
| 72
| 0.342511
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,724
|
EloquentAccuracyScorer.h
|
eloquentarduino_EloquentMicroML/src/EloquentAccuracyScorer.h
|
#pragma once
namespace Eloquent {
namespace ML {
/**
* Compute accuracy of predictions
*/
class AccuracyScorer {
public:
AccuracyScorer() :
_tp(0),
_tn(0),
_fp(0),
_fn(0) {
}
/**
*
* @param actual
* @param predicted
*/
void scoreOne(int actual, int predicted) {
if (predicted > 0 && predicted == actual)
_tp++;
else if (predicted > 0 && predicted != actual)
_fp++;
else if (predicted <= 0 && predicted == actual)
_tn++;
else
_fn++;
}
/**
*
* @return
*/
float accuracy() {
return (1.0f * _tp + _tn) / support();
}
/**
*
* @return
*/
float precision() {
return (1.0f * _tp) / (_tp + _fp);
}
/**
*
* @return
*/
float recall() {
return (1.0f * _tp) / (_tp + _fn);
}
/**
*
* @return
*/
unsigned int support() {
return _tp + _tn + _fp + _fn;
}
protected:
unsigned int _tp;
unsigned int _tn;
unsigned int _fp;
unsigned int _fn;
};
}
}
| 1,650
|
C++
|
.h
| 65
| 11.738462
| 63
| 0.30501
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,725
|
EloquentPassiveAggressive.h
|
eloquentarduino_EloquentMicroML/src/EloquentPassiveAggressive.h
|
#pragma once
#include "EloquentMLMath.h"
#include "EloquentAbstractClassifier.h"
namespace Eloquent {
namespace ML {
template<unsigned int numFeatures>
class PassiveAggressive : public AbstractClassifier<numFeatures> {
public:
/**
*
*/
PassiveAggressive() {
_params.C = 0.01;
for (unsigned int i = 0; i < numFeatures; i++)
_weights[i] = 0;
}
/**
* Set regularization factor
* @param C
*/
void setC(float C) {
set("C", C);
}
/**
*
* @param x
* @param label
* @return
*/
void fitOne(float x[numFeatures], int label) {
label = label > 0 ? 1 : -1;
float loss = max(0, 1 - (label * dot<numFeatures>(x, _weights)));
float xnorm = dot<numFeatures>(x, x);
float tau = loss / (xnorm + (1 / (2 * _params.C))) * label;
for (unsigned int i = 0; i < numFeatures; i++)
_weights[i] += tau * x[i];
}
/**
*
* @param x
* @return
*/
int predict(float x[numFeatures]) {
return dot<numFeatures>(x, _weights) > 0 ? 1 : 0;
}
/**
*
* @param param
* @param value
*/
void set(const char *param, float value) {
this->setParam(param, "C", &_params.C, value);
}
protected:
struct {
float C;
} _params;
float _weights[numFeatures];
};
}
}
| 1,834
|
C++
|
.h
| 61
| 17.180328
| 81
| 0.403519
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,726
|
EloquentAbstractClassifier.h
|
eloquentarduino_EloquentMicroML/src/EloquentAbstractClassifier.h
|
#pragma once
#include <string.h>
namespace Eloquent {
namespace ML {
template<unsigned int num_features>
class AbstractClassifier {
public:
/**
*
* @param x
* @param y
*/
virtual void fitOne(float x[num_features], int y) = 0;
/**
*
* @param x
* @return
*/
virtual int predict(float x[num_features]) = 0;
/**
* Update classifier parameter.
* Implementation specific
* @param param
* @param value
*/
virtual void set(const char *param, float value) {
}
/**
* Train on the given dataset
* @tparam numSamples
* @param X
* @param y
*/
template<uint16_t numSamples>
void fit(float X[numSamples][num_features], int y[numSamples]) {
for (uint16_t i = 0; i < numSamples; i++)
fitOne(X[i], y[i]);
}
protected:
/**
*
* @param paramName
* @param targetName
* @param param
* @param value
*/
template<typename T>
void setParam(const char *paramName, const char* targetName, T *param, T value) {
if (strcmp(paramName, targetName) == 0)
*param = value;
}
};
}
}
| 1,565
|
C++
|
.h
| 54
| 16.518519
| 93
| 0.428856
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,727
|
EloquentML.h
|
eloquentarduino_EloquentMicroML/src/EloquentML.h
|
#pragma once
#include "Data/Array.h"
#include "Data/EndlessArray.h"
#include "Data/Operators/Absolute.h"
#include "Data/Operators/AtLeast.h"
#include "Data/Operators/AtMost.h"
#include "Data/Operators/Clip.h"
#include "Data/Operators/Delta.h"
#include "Data/Operators/ExponentialSmoothing.h"
#include "Data/Operators/MinMaxScaler.h"
#include "Data/Operators/Quantize.h"
#include "Data/Operators/StandardScaler.h"
| 414
|
C++
|
.h
| 12
| 33.416667
| 48
| 0.80798
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,729
|
EloquentSEFR.h
|
eloquentarduino_EloquentMicroML/src/EloquentSEFR.h
|
#pragma once
namespace Eloquent {
namespace ML {
/**
* SEFR: A Fast Linear-Time Classifier for Ultra-LowPower Devices
* @see https://arxiv.org/pdf/2006.04620.pdf
* @tparam numFetures
*/
template<uint16_t numFetures>
class SEFR {
public:
/**
*
*/
SEFR() {
reset();
}
/**
* Set all weights to 0
*/
void reset() {
_bias = 0;
for (uint16_t i = 0; i < numFetures; i++)
_weights[i] = 0;
}
/**
* Train classifier on give dataset
* @param X
* @param y
*/
void fit(float X[][numFetures], int *y, uint16_t numSamples) {
uint16_t positiveSamples = 0;
uint16_t negativeSamples = 0;
float positiveFeatures[numFetures] = {0};
float negativeFeatures[numFetures] = {0};
// accumulate positive and negative features
for (uint16_t i = 0; i < numSamples; i++) {
Serial.println(i);
if (y[i] > 0) {
positiveSamples += 1;
for (uint16_t j = 0; j < numFetures; j++)
positiveFeatures[j] += X[i][j];
}
else {
negativeSamples += 1;
for (uint16_t j = 0; j < numFetures; j++)
negativeFeatures[j] += X[i][j];
}
}
Serial.println("#1");
// compute weights
for (uint16_t j = 0; j < numFetures; j++) {
positiveFeatures[j] /= positiveSamples;
negativeFeatures[j] /= negativeSamples;
float sum = positiveFeatures[j] + negativeFeatures[j];
_weights[j] = (sum != 0) ? (positiveFeatures[j] - negativeFeatures[j]) / sum : 0;
}
// compute bias
float positiveTau = 0;
float negativeTau = 0;
for (uint16_t i = 0; i < numSamples; i++) {
float sampleScore = score(X[i]);
if (y[i] > 0)
positiveTau += sampleScore;
else
negativeTau += sampleScore;
}
positiveTau /= positiveSamples;
negativeTau /= negativeSamples;
_bias = - ((positiveTau * negativeSamples) + (negativeTau * positiveSamples)) / numSamples;
}
/**
* Classify sample
* @param x
* @return
*/
int predict(float *x) {
return score(x) > -_bias ? 1 : 0;
}
protected:
float _bias;
float _weights[numFetures];
/**
* Compute score of sample
* @param x
* @return
*/
float score(float *x) {
float dot = 0;
for (uint16_t j = 0; j < numFetures; j++)
dot += x[j] * _weights[j];
return dot;
}
};
}
}
| 3,426
|
C++
|
.h
| 96
| 19.854167
| 107
| 0.399577
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,730
|
EloquentMLMath.h
|
eloquentarduino_EloquentMicroML/src/EloquentMLMath.h
|
#pragma once
#ifdef ESP32
#define min(a, b) (a) < (b) ? (a) : (b)
#define max(a, b) (a) > (b) ? (a) : (b)
#define abs(x) ((x) > 0 ? (x) : -(x))
#endif
namespace Eloquent {
namespace ML {
/**
* Dot product
* @tparam size
* @param x
* @param w
* @return
*/
template<unsigned int size>
float dot(float x[size], float w[size]) {
float sum = 0;
for (unsigned int i = 0; i < size; i++)
sum += x[i] * w[i];
return sum;
}
}
}
| 568
|
C++
|
.h
| 24
| 16.416667
| 51
| 0.431481
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,731
|
EloquentFeatureWindow.h
|
eloquentarduino_EloquentMicroML/src/EloquentFeatureWindow.h
|
#pragma once
#include "EloquentFeatureVector.h"
namespace Eloquent {
namespace ML {
template<uint16_t vectorSize, uint16_t windowSize>
class Window : public FeatureVector<vectorSize> {
public:
/**
* Test if window is full
* @return
*/
bool isFull() {
if (!FeatureVector<vectorSize>::isFull())
return false;
return (FeatureVector<vectorSize>::length() % windowSize) == 0;
}
/**
* Window cannot be endless
* @param endless
*/
void endless(bool endless = true) {
}
/**
*
*/
void slide() {
memcpy(FeatureVector<vectorSize>::_array, FeatureVector<vectorSize>::_array + windowSize, sizeof(float) * windowSize);
FeatureVector<vectorSize>::_count = windowSize;
// zero the remaining elements
for (uint16_t i = windowSize; i < vectorSize; i++)
FeatureVector<vectorSize>::_array[i] = 0;
}
};
}
}
| 1,182
|
C++
|
.h
| 35
| 21.457143
| 134
| 0.494293
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,732
|
kernels.h
|
eloquentarduino_EloquentMicroML/src/kernels.h
|
#pragma once
namespace Eloquent {
namespace ML {
/**
*
*/
typedef float (*kernelFunction)(float *x, float *w, unsigned int dimension);
/**
*
* @param x
* @param w
* @param dimension
* @return
*/
float linearKernel(float *x, float *w, unsigned int dimension) {
float sum = 0;
for (unsigned int i = 0; i < dimension; i++)
sum += x[i] * w[i];
return sum;
}
/**
* This really is a bad hack, but it's the most straightforward
* implementation I could come up with
* @param x
* @param w
* @param dimension
* @return
*/
#if defined(KERNEL_GAMMA)
float rbfKernel(float *x, float *w, unsigned int dimension) {
float sum = 0;
for(unsigned int i = 0; i < dimension; i++)
sum += (x[i] - w[i]) * (x[i] - w[i]);
return exp(-sum / (2 * KERNEL_GAMMA * KERNEL_GAMMA));
}
#endif
}
}
| 1,084
|
C++
|
.h
| 38
| 19.131579
| 84
| 0.473988
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,733
|
EndlessArray.h
|
eloquentarduino_EloquentMicroML/src/Data/EndlessArray.h
|
#pragma once
#include "Array.h"
namespace Eloquent {
namespace ML {
namespace Data {
template <uint16_t size>
class EndlessArray : public Array<size> {
public:
/**
* Endless array is never full
* @return
*/
inline bool isFull() {
return false;
}
/**
* Get element at given index
* @param index
* @return
*/
float at(int16_t index) {
return this->_array[idx(index)];
}
/**
* Insert element at the end of the array
* @param value
*/
bool insert(float value) {
if (!this->passes(value))
return false;
this->_array[idx(0)] = this->resolve(value);
this->_count += 1;
return true;
}
/**
* Convert to plain array
* @param dest
* @return
*/
float* toArray(float *dest) {
for (uint16_t i = 0; i < size; i++)
dest[i] = at(i);
return dest;
}
protected:
/**
* Convert logical index to physical index
* @param logicalIndex
* @return
*/
uint16_t idx(int16_t logicalIndex = 0) {
return (this->_count + logicalIndex + size) % size;
}
};
}
}
}
| 1,794
|
C++
|
.h
| 57
| 15.263158
| 71
| 0.355903
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,734
|
Array.h
|
eloquentarduino_EloquentMicroML/src/Data/Array.h
|
#pragma once
#include "Operators/FilterOperator.h"
#include "Operators/MapOperator.h"
using namespace Eloquent::ML::Data::Operators;
namespace Eloquent {
namespace ML {
namespace Data {
template <uint16_t size>
class Array {
public:
Array() :
_filter(NULL),
_mapper(NULL) {
clear();
}
/**
* Get number of inserted elements
* @return
*/
inline virtual uint16_t count() {
return _count;
}
/**
* Get number of elements in the array
* @return
*/
inline virtual uint16_t length() {
return min(count(), size);
}
/**
* Test if array reached its maximum capacity
* @return
*/
inline virtual bool isFull() {
return count() >= size;
}
/**
* Get element at given index
* @param index
* @return
*/
virtual float at(int16_t index) {
return _array[index];
}
/**
*
* @return
*/
virtual float last() {
return this->at(_count - 1);
}
/**
* Get elements mean
* @param startIndex
* @return
*/
virtual float mean(int16_t startIndex = 0) {
float sum = 0;
for (uint16_t i = (startIndex + size) % size; i < length(); i++)
sum += this->at(i);
return sum / length();
}
/**
* Get elements standard deviation
* @param startIndex
* @return
*/
virtual float std(int16_t startIndex = 0) {
float variance = 0;
float mean = this->mean();
for (uint16_t i = (startIndex + size) % size; i < length(); i++)
variance += pow(this->at(i) - mean, 2);
return sqrt(variance / length());
}
/**
* Insert element at the end of the array
* @param value
*/
virtual bool insert(float value) {
if (isFull())
return false;
if (!passes(value))
return false;
_array[_count++] = resolve(value);
return true;
}
/**
* Delete array elements (set to 0 and reset count)
*/
virtual void clear() {
for (uint16_t i = 0; i < size; i++)
_array[i] = 0;
_count = 0;
}
/**
* Convert to plain array
* @param dest
* @return
*/
virtual float* toArray(float *dest = NULL) {
if (dest == NULL)
return _array;
memcpy(dest, _array, size * sizeof(float));
return dest;
}
/**
*
* @param stream
* @param delimiter
*/
virtual void printTo(Stream& stream, const char delimiter = ',') {
for (uint16_t i = 0; i < size; i++) {
stream.print(at(i), 6);
stream.print(i == size - 1? '\n' : delimiter);
}
}
/**
* Add filter operator
* @param mapper
*/
void filter(FilterOperator* filter) {
if (_filter == NULL) {
_filter = filter;
}
else {
_filter->then(filter);
}
}
/**
* Add map operator
* @param mapper
*/
void map(MapOperator* mapper) {
if (_mapper == NULL) {
_mapper = mapper;
}
else {
_mapper->then(mapper);
}
}
protected:
uint16_t _count;
float _array[size];
FilterOperator *_filter;
MapOperator *_mapper;
/**
* Resolve filters chain
* @param value
* @return
*/
bool passes(float value) {
if (_filter == NULL)
return true;
return _filter->resolve(value, count(), size, _array);
}
/**
* Resolve mappers chain
* @param value
* @return
*/
float resolve(float value) {
if (_mapper) {
return _mapper->resolve(value, count(), size, _array);
}
return value;
}
};
}
}
}
| 5,795
|
C++
|
.h
| 170
| 15.952941
| 84
| 0.335836
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,735
|
Clip.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/Clip.h
|
#pragma once
#include "MapOperator.h"
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
/**
* Truncate values ot of range
*/
class Clip : public MapOperator {
public:
Clip(float low, float high) :
_low(low),
_high(high) {
}
float map(float value, uint16_t count, uint16_t size, float *array) {
return value > _high ? _high : (value < _low ? _low : value);
}
protected:
float _low;
float _high;
};
}
}
}
}
| 790
|
C++
|
.h
| 26
| 15.538462
| 89
| 0.382586
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,736
|
StandardScaler.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/StandardScaler.h
|
#pragma once
#include "MapOperator.h"
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
/**
* Transform values to mean = 0, std = 1
*/
class StandardScaler : public MapOperator {
public:
/**
*
* @param mean
* @param std
* @return
*/
StandardScaler(float mean, float std) :
_mean(mean),
_std(std) {
}
float map(float value, uint16_t count, uint16_t size, float *array) {
return (value - _mean) / _std;
}
protected:
float _mean;
float _std;
};
}
}
}
}
| 968
|
C++
|
.h
| 32
| 13.84375
| 89
| 0.343011
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,737
|
AtLeast.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/AtLeast.h
|
#pragma once
#include "FilterOperator.h"
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
/**
* Discard values less than threshold
*/
class AtLeast : public FilterOperator {
public:
AtLeast(float low) :
_low(low) {
}
bool filter(float value, uint16_t count, uint16_t size, float *array) {
return value >= _low;
}
protected:
float _low;
};
}
}
}
}
| 693
|
C++
|
.h
| 24
| 14.541667
| 91
| 0.39819
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,738
|
MapOperator.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/MapOperator.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
class MapOperator {
public:
/**
* Apply a map operation (element-wise)
* @param value
* @param count
* @param size
* @param array
* @return
*/
virtual float map(float value, uint16_t count, uint16_t size, float *array) = 0;
/**
* Concatenate operators
* @param next
*/
void then(MapOperator *next) {
if (_next == NULL)
_next = next;
else
_next->then(next);
}
/**
* Resolve mappers chain
* @param value
* @param index
* @param array
* @return
*/
float resolve(float value, uint16_t count, uint16_t size, float *array) {
value = this->map(value, count, size, array);
if (_next != NULL) {
return _next->resolve(value, count, size, array);
}
return value;
}
protected:
MapOperator *_next = NULL;
};
}
}
}
}
| 1,652
|
C++
|
.h
| 47
| 15.829787
| 100
| 0.335
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,739
|
Quantize.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/Quantize.h
|
#pragma once
#include "MapOperator.h"
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
/**
* Apply quantization to values
*/
class Quantize : public MapOperator {
public:
/**
*
* @param quant
* @return
*/
Quantize(float quant) :
_quant(quant) {
}
float map(float value, uint16_t count, uint16_t size, float *array) {
return floor(value / _quant);
}
protected:
float _quant;
};
}
}
}
}
| 831
|
C++
|
.h
| 29
| 13.172414
| 89
| 0.356784
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,740
|
AtMost.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/AtMost.h
|
#pragma once
#include "FilterOperator.h"
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
/**
* Discard values less than threshold
*/
class AtMost : public FilterOperator {
public:
AtMost(float high) :
_high(high) {
}
bool filter(float value, uint16_t count, uint16_t size, float *array) {
return value <= _high;
}
protected:
float _high;
};
}
}
}
}
| 696
|
C++
|
.h
| 24
| 14.666667
| 91
| 0.400901
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,741
|
Delta.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/Delta.h
|
#pragma once
#include "MapOperator.h"
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
/**
* Return absolute value
*/
class Delta : public MapOperator {
public:
Delta() :
_prev(0) {
}
float map(float value, uint16_t count, uint16_t size, float *array) {
float delta = value - _prev;
_prev = value;
return delta;
}
protected:
float _prev;
};
}
}
}
}
| 740
|
C++
|
.h
| 26
| 13.423077
| 89
| 0.364922
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,742
|
ExponentialSmoothing.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/ExponentialSmoothing.h
|
#pragma once
#include "MapOperator.h"
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
/**
* Apply exponential smoothing
*/
class ExponentialSmoothing : public MapOperator {
public:
/**
*
* @param smoothing in range ]0, 1[
*/
ExponentialSmoothing(float smoothing) :
_smoothing(smoothing),
_prev(0) {
}
float map(float value, uint16_t count, uint16_t size, float *array) {
float prev = (1 - _smoothing) * _prev;
_prev = value * _smoothing;
return _prev + prev;
}
protected:
float _smoothing;
float _prev;
};
}
}
}
}
| 1,034
|
C++
|
.h
| 32
| 15.90625
| 89
| 0.381288
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,743
|
Absolute.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/Absolute.h
|
#pragma once
#include "MapOperator.h"
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
/**
* Return absolute value
*/
class Absolute : public MapOperator {
public:
Absolute() {
}
float map(float value, uint16_t count, uint16_t size, float *array) {
return abs(value);
}
};
}
}
}
}
| 561
|
C++
|
.h
| 21
| 13.619048
| 89
| 0.402985
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,744
|
FilterOperator.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/FilterOperator.h
|
#pragma once
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
/**
* Discard elements based on filter result
*/
class FilterOperator {
public:
/**
*
* @param value
* @param count
* @param size
* @param array
* @return
*/
virtual bool filter(float value, uint16_t count, uint16_t size, float *array) = 0;
/**
* Concatenate operators
* @param next
*/
void then(FilterOperator *next) {
if (_next == NULL)
_next = next;
else
_next->then(next);
}
/**
* Resolve filters chain
* @param value
* @param index
* @param array
* @return
*/
float resolve(float value, uint16_t count, uint16_t size, float *array) {
return this->filter(value, count, size, array) &&
(_next == NULL || _next->resolve(value, count, size, array));
}
protected:
FilterOperator *_next = NULL;
};
}
}
}
}
| 1,634
|
C++
|
.h
| 47
| 15.87234
| 102
| 0.339015
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,745
|
MinMaxScaler.h
|
eloquentarduino_EloquentMicroML/src/Data/Operators/MinMaxScaler.h
|
#pragma once
#include "MapOperator.h"
namespace Eloquent {
namespace ML {
namespace Data {
namespace Operators {
/**
* Translates the input values from the range [inputMin, inputMax]
* to the range [outputMin, outputMax]
*/
class MinMaxScaler : public MapOperator {
public:
/**
*
* @param inputMin
* @param inputMax
* @param outputMin
* @param outputMax
*/
MinMaxScaler(float inputMin, float inputMax, float outputMin = 0, float outputMax = 1) :
_inputMin(inputMin),
_inputMax(inputMax),
_outputMin(outputMin) {
_coeff = (outputMax - outputMin) / (inputMax - inputMin);
}
float map(float value, uint16_t count, uint16_t size, float *array) {
return _outputMin + (constrain(value, _inputMin, _inputMax) - _inputMin) * _coeff;
}
protected:
float _inputMin;
float _inputMax;
float _outputMin;
float _coeff;
};
}
}
}
}
| 1,429
|
C++
|
.h
| 38
| 20.447368
| 108
| 0.423521
|
eloquentarduino/EloquentMicroML
| 34
| 11
| 2
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,747
|
brightness.h
|
motamed_LG-UltraFine-Brightness-Control/brightness.h
|
#include <iostream>
#include <vector>
#include <conio.h>
#include "hidapi.h"
using std::vector;
const uint16_t vendor_id = 0x43e;
const uint16_t product_id = 0x9a40;
const uint16_t max_brightness = 0xd2f0;
const uint16_t min_brightness = 0x0190;
const std::vector<uint16_t> small_steps = {
0x0190, 0x01af, 0x01d2, 0x01f7,
0x021f, 0x024a, 0x0279, 0x02ac,
0x02e2, 0x031d, 0x035c, 0x03a1,
0x03eb, 0x043b, 0x0491, 0x04ee,
0x0553, 0x05c0, 0x0635, 0x06b3,
0x073c, 0x07d0, 0x086f, 0x091b,
0x09d5, 0x0a9d, 0x0b76, 0x0c60,
0x0d5c, 0x0e6c, 0x0f93, 0x10d0,
0x1227, 0x1399, 0x1529, 0x16d9,
0x18aa, 0x1aa2, 0x1cc1, 0x1f0b,
0x2184, 0x2430, 0x2712, 0x2a2e,
0x2d8b, 0x312b, 0x3516, 0x3951,
0x3de2, 0x42cf, 0x4822, 0x4de1,
0x5415, 0x5ac8, 0x6203, 0x69d2,
0x7240, 0x7b5a, 0x852d, 0x8fc9,
0x9b3d, 0xa79b, 0xb4f5, 0xc35f,
0xd2f0,
};
const std::vector<uint16_t> big_steps = {
0x0190, 0x021f, 0x02e2, 0x03eb,
0x0553, 0x073c, 0x09d5, 0x0d5c,
0x1227, 0x18aa, 0x2184, 0x2d8b,
0x3de2, 0x5415, 0x7240, 0x9b3d,
0xd2f0,
};
uint16_t next_step(uint16_t val, const vector<uint16_t>& steps)
{
auto start = 0;
auto end = steps.size() - 1;
while (start + 1 < end) {
auto mid = start + (end - start) / 2;
if (steps[mid] > val) {
end = mid;
}
else {
start = mid;
}
}
return steps[end];
}
uint16_t prev_step(uint16_t val, const vector<uint16_t>& steps)
{
auto start = 0;
auto end = steps.size() - 1;
while (start + 1 < end) {
auto mid = start + (end - start) / 2;
if (steps[mid] >= val) {
end = mid;
}
else {
start = mid;
}
}
return steps[start];
}
uint16_t get_brightness(hid_device* handle) {
uint8_t data[7] = { 0 };
int res = hid_get_feature_report(handle, data, sizeof(data));
if (res < 0) {
printf("Unable to get a feature report.\n");
printf("%ls", hid_error(handle));
}
return data[1] + (data[2] << 8);
}
void set_brightness(hid_device* handle, uint16_t val) {
uint8_t data[7] = {
0x00,
uint8_t(val & 0x00ff),
uint8_t((val >> 8) & 0x00ff),
0x00, 0x00, 0x00, 0x00 };
int res = hid_send_feature_report(handle, data, sizeof(data));
if (res < 0) {
printf("Unable to set a feature report.\n");
printf("%ls", hid_error(handle));
}
}
int initmain() {
hid_device* handle;
struct hid_device_info* devs, * cur_dev;
if (hid_init())
return -1;
char* ultrafine_monitor_path = NULL;
devs = hid_enumerate(0x0, 0x0);
cur_dev = devs;
while (cur_dev) {
if (cur_dev->vendor_id == 0x043e) //0x043e means LG
{
//printf("Device Found\n type: %04hx %04hx\n path: %s\n serial_number: %ls", cur_dev->vendor_id, cur_dev->product_id, cur_dev->path, cur_dev->serial_number);
//printf("\n");
//printf(" Manufacturer: %ls\n", cur_dev->manufacturer_string);
//printf(" Product: %ls\n", cur_dev->product_string);
//printf(" Release: %hx\n", cur_dev->release_number);
//printf(" Interface: %d\n", cur_dev->interface_number);
//printf("\n");
if (wcsstr(cur_dev->product_string, L"BRIGHTNESS"))
{
ultrafine_monitor_path = cur_dev->path;
break;
}
}
cur_dev = cur_dev->next;
}
if (ultrafine_monitor_path == NULL)
{
// printf("device not found!");
exit(-1);
}
handle = hid_open_path(ultrafine_monitor_path);
if (!handle) {
// printf("unable to open device\n");
return 1;
}
auto brightness = get_brightness(handle);
//printf("Press '-' or '=' to adjust brightness.\n");
//printf("Press '[' or: ']' to fine tune.\n");
//printf("Press 'p' to use the minimum brightness\n");
//printf("Press '\\' to use the maximum brightness\n");
//printf("Press 'q' to quit.\n");
while (true) {
// printf("Current brightness = %d%4s\r", int((float(brightness) / 54000) * 100.0), " ");
return int((float(brightness) / 54000) * 100.0);
int c = _getch();
if (c == 'q') {
break;
}
switch (c) {
case '+':
case '=':
brightness = next_step(brightness, big_steps);
set_brightness(handle, brightness);
break;
case '-':
case '_':
brightness = prev_step(brightness, big_steps);
set_brightness(handle, brightness);
break;
case ']':
brightness = next_step(brightness, small_steps);
set_brightness(handle, brightness);
break;
case '[':
brightness = prev_step(brightness, small_steps);
set_brightness(handle, brightness);
break;
case '\\':
brightness = max_brightness;
set_brightness(handle, brightness);
break;
case 'p':
brightness = min_brightness;
set_brightness(handle, brightness);
break;
default:
break;
}
}
hid_close(handle);
hid_exit();
return 0;
}
char* getdeviceinfo() {
hid_device* handle;
struct hid_device_info* devs, * cur_dev;
char* ultrafine_monitor_path = NULL;
if (hid_init())
return NULL;
devs = hid_enumerate(0x0, 0x0);
cur_dev = devs;
while (cur_dev) {
if (cur_dev->vendor_id == 0x043e) //0x043e means LG
{
//printf("Device Found\n type: %04hx %04hx\n path: %s\n serial_number: %ls", cur_dev->vendor_id, cur_dev->product_id, cur_dev->path, cur_dev->serial_number);
//printf("\n");
//printf(" Manufacturer: %ls\n", cur_dev->manufacturer_string);
//printf(" Product: %ls\n", cur_dev->product_string);
//printf(" Release: %hx\n", cur_dev->release_number);
//printf(" Interface: %d\n", cur_dev->interface_number);
//printf("\n");
if (cur_dev->product_string && wcsstr(cur_dev->product_string, L"BRIGHTNESS"))
{
ultrafine_monitor_path = cur_dev->path;
break;
}
}
cur_dev = cur_dev->next;
}
return ultrafine_monitor_path;
}
//char* getlgultrawidepath() {
// hid_device_info* cur_dev;
// cur_dev = getdeviceinfo();
//
// char* ultrafine_monitor_path;
//
// if (wcsstr(cur_dev->product_string, L"BRIGHTNESS"))
// {
// ultrafine_monitor_path = cur_dev->path;
// }
// return ultrafine_monitor_path;
//}
hid_device* handledevice() {
hid_device* handle;
char* ultrafine_monitor_path = getdeviceinfo();
handle = hid_open_path(ultrafine_monitor_path);
if (!handle) {
return handle ;
}
return handle;
}
| 7,035
|
C++
|
.h
| 219
| 24.945205
| 172
| 0.559084
|
motamed/LG-UltraFine-Brightness-Control
| 34
| 2
| 0
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,748
|
mainForm.h
|
motamed_LG-UltraFine-Brightness-Control/mainForm.h
|
#pragma once
#include <cstddef>
#include "hidapi.h"
#include "brightness.h"
namespace LGUltrafineBrightness {
using namespace System;
using namespace System::ComponentModel;
using namespace System::Collections;
using namespace System::Windows::Forms;
using namespace System::Data;
using namespace System::Drawing;
/// <summary>
/// Summary for mainForm
/// </summary>
public ref class mainForm : public System::Windows::Forms::Form
{
public:
mainForm(void)
{
InitializeComponent();
//
//TODO: Add the constructor code here
//
hid_device* handle = handledevice();
int brightness = get_brightness(handle);
current_brightness_lbl->Text = (int((float(brightness) / 54000) * 100.0).ToString()) + "%";
}
protected:
/// <summary>
/// Clean up any resources being used.
/// </summary>
~mainForm()
{
if (components)
{
delete components;
}
}
private: System::Windows::Forms::Label^ current_brightness_lbl;
protected:
private: System::Windows::Forms::Label^ adjbrt_lbl;
private: System::Windows::Forms::Button^ increase_btn;
private: System::Windows::Forms::Button^ decrease_btn;
private: System::Windows::Forms::Button^ fine_decrease_btn;
private: System::Windows::Forms::Button^ fine_increase_btn;
private: System::Windows::Forms::Label^ finetune_lbl;
private: System::Windows::Forms::Button^ min_btn;
private: System::Windows::Forms::Button^ max_btn;
private: System::Windows::Forms::Label^ label2;
private: System::Windows::Forms::Label^ brightnesslbl;
protected:
private:
/// <summary>
/// Required designer variable.
/// </summary>
System::ComponentModel::Container ^components;
#pragma region Windows Form Designer generated code
/// <summary>
/// Required method for Designer support - do not modify
/// the contents of this method with the code editor.
/// </summary>
void InitializeComponent(void)
{
this->current_brightness_lbl = (gcnew System::Windows::Forms::Label());
this->adjbrt_lbl = (gcnew System::Windows::Forms::Label());
this->increase_btn = (gcnew System::Windows::Forms::Button());
this->decrease_btn = (gcnew System::Windows::Forms::Button());
this->fine_decrease_btn = (gcnew System::Windows::Forms::Button());
this->fine_increase_btn = (gcnew System::Windows::Forms::Button());
this->finetune_lbl = (gcnew System::Windows::Forms::Label());
this->min_btn = (gcnew System::Windows::Forms::Button());
this->max_btn = (gcnew System::Windows::Forms::Button());
this->label2 = (gcnew System::Windows::Forms::Label());
this->brightnesslbl = (gcnew System::Windows::Forms::Label());
this->SuspendLayout();
//
// current_brightness_lbl
//
this->current_brightness_lbl->AutoSize = true;
this->current_brightness_lbl->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 20, System::Drawing::FontStyle::Regular,
System::Drawing::GraphicsUnit::Point, static_cast<System::Byte>(0)));
this->current_brightness_lbl->Location = System::Drawing::Point(296, 288);
this->current_brightness_lbl->Name = L"current_brightness_lbl";
this->current_brightness_lbl->Size = System::Drawing::Size(44, 31);
this->current_brightness_lbl->TabIndex = 1;
this->current_brightness_lbl->Text = L"00";
//
// adjbrt_lbl
//
this->adjbrt_lbl->AutoSize = true;
this->adjbrt_lbl->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 10, System::Drawing::FontStyle::Regular, System::Drawing::GraphicsUnit::Point,
static_cast<System::Byte>(0)));
this->adjbrt_lbl->Location = System::Drawing::Point(53, 57);
this->adjbrt_lbl->Name = L"adjbrt_lbl";
this->adjbrt_lbl->Size = System::Drawing::Size(118, 17);
this->adjbrt_lbl->TabIndex = 5;
this->adjbrt_lbl->Text = L"Adjust Brightness";
//
// increase_btn
//
this->increase_btn->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 20, System::Drawing::FontStyle::Regular, System::Drawing::GraphicsUnit::Point,
static_cast<System::Byte>(0)));
this->increase_btn->Location = System::Drawing::Point(56, 102);
this->increase_btn->Name = L"increase_btn";
this->increase_btn->Size = System::Drawing::Size(96, 42);
this->increase_btn->TabIndex = 6;
this->increase_btn->Text = L"+";
this->increase_btn->UseVisualStyleBackColor = true;
this->increase_btn->Click += gcnew System::EventHandler(this, &mainForm::increase_btn_Click);
//
// decrease_btn
//
this->decrease_btn->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 20, System::Drawing::FontStyle::Regular, System::Drawing::GraphicsUnit::Point,
static_cast<System::Byte>(0)));
this->decrease_btn->Location = System::Drawing::Point(56, 159);
this->decrease_btn->Name = L"decrease_btn";
this->decrease_btn->Size = System::Drawing::Size(96, 42);
this->decrease_btn->TabIndex = 7;
this->decrease_btn->Text = L"-";
this->decrease_btn->UseVisualStyleBackColor = true;
this->decrease_btn->Click += gcnew System::EventHandler(this, &mainForm::decrease_btn_Click);
//
// fine_decrease_btn
//
this->fine_decrease_btn->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 20, System::Drawing::FontStyle::Regular, System::Drawing::GraphicsUnit::Point,
static_cast<System::Byte>(0)));
this->fine_decrease_btn->Location = System::Drawing::Point(220, 159);
this->fine_decrease_btn->Name = L"fine_decrease_btn";
this->fine_decrease_btn->Size = System::Drawing::Size(96, 42);
this->fine_decrease_btn->TabIndex = 10;
this->fine_decrease_btn->Text = L"-";
this->fine_decrease_btn->UseVisualStyleBackColor = true;
this->fine_decrease_btn->Click += gcnew System::EventHandler(this, &mainForm::fine_decrease_btn_Click);
//
// fine_increase_btn
//
this->fine_increase_btn->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 20, System::Drawing::FontStyle::Regular, System::Drawing::GraphicsUnit::Point,
static_cast<System::Byte>(0)));
this->fine_increase_btn->Location = System::Drawing::Point(220, 102);
this->fine_increase_btn->Name = L"fine_increase_btn";
this->fine_increase_btn->Size = System::Drawing::Size(96, 42);
this->fine_increase_btn->TabIndex = 9;
this->fine_increase_btn->Text = L"+";
this->fine_increase_btn->UseVisualStyleBackColor = true;
this->fine_increase_btn->Click += gcnew System::EventHandler(this, &mainForm::fine_increase_btn_Click);
//
// finetune_lbl
//
this->finetune_lbl->AutoSize = true;
this->finetune_lbl->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 10, System::Drawing::FontStyle::Regular, System::Drawing::GraphicsUnit::Point,
static_cast<System::Byte>(0)));
this->finetune_lbl->Location = System::Drawing::Point(235, 57);
this->finetune_lbl->Name = L"finetune_lbl";
this->finetune_lbl->Size = System::Drawing::Size(72, 17);
this->finetune_lbl->TabIndex = 8;
this->finetune_lbl->Text = L"Fine Tune";
//
// min_btn
//
this->min_btn->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 15, System::Drawing::FontStyle::Regular, System::Drawing::GraphicsUnit::Point,
static_cast<System::Byte>(0)));
this->min_btn->Location = System::Drawing::Point(369, 159);
this->min_btn->Name = L"min_btn";
this->min_btn->Size = System::Drawing::Size(96, 42);
this->min_btn->TabIndex = 13;
this->min_btn->Text = L"Min";
this->min_btn->UseVisualStyleBackColor = true;
this->min_btn->Click += gcnew System::EventHandler(this, &mainForm::min_btn_Click);
//
// max_btn
//
this->max_btn->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 15, System::Drawing::FontStyle::Regular, System::Drawing::GraphicsUnit::Point,
static_cast<System::Byte>(0)));
this->max_btn->Location = System::Drawing::Point(369, 102);
this->max_btn->Name = L"max_btn";
this->max_btn->Size = System::Drawing::Size(96, 42);
this->max_btn->TabIndex = 12;
this->max_btn->Text = L"Max";
this->max_btn->UseVisualStyleBackColor = true;
this->max_btn->Click += gcnew System::EventHandler(this, &mainForm::max_btn_Click);
//
// label2
//
this->label2->AutoSize = true;
this->label2->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 10, System::Drawing::FontStyle::Regular, System::Drawing::GraphicsUnit::Point,
static_cast<System::Byte>(0)));
this->label2->Location = System::Drawing::Point(387, 57);
this->label2->Name = L"label2";
this->label2->Size = System::Drawing::Size(67, 17);
this->label2->TabIndex = 11;
this->label2->Text = L"Max / Min";
//
// brightnesslbl
//
this->brightnesslbl->AutoSize = true;
this->brightnesslbl->Font = (gcnew System::Drawing::Font(L"Microsoft Sans Serif", 20, System::Drawing::FontStyle::Regular, System::Drawing::GraphicsUnit::Point,
static_cast<System::Byte>(0)));
this->brightnesslbl->Location = System::Drawing::Point(129, 288);
this->brightnesslbl->Name = L"brightnesslbl";
this->brightnesslbl->Size = System::Drawing::Size(151, 31);
this->brightnesslbl->TabIndex = 14;
this->brightnesslbl->Text = L"Brightness:";
//
// mainForm
//
this->AutoScaleDimensions = System::Drawing::SizeF(6, 13);
this->AutoScaleMode = System::Windows::Forms::AutoScaleMode::Font;
this->ClientSize = System::Drawing::Size(539, 378);
this->Controls->Add(this->brightnesslbl);
this->Controls->Add(this->min_btn);
this->Controls->Add(this->max_btn);
this->Controls->Add(this->label2);
this->Controls->Add(this->fine_decrease_btn);
this->Controls->Add(this->fine_increase_btn);
this->Controls->Add(this->finetune_lbl);
this->Controls->Add(this->decrease_btn);
this->Controls->Add(this->increase_btn);
this->Controls->Add(this->adjbrt_lbl);
this->Controls->Add(this->current_brightness_lbl);
this->Name = L"mainForm";
this->Text = L"LG UltraFine Brightness Control";
this->ResumeLayout(false);
this->PerformLayout();
}
#pragma endregion
private: System::Void increase_btn_Click(System::Object^ sender, System::EventArgs^ e) {
hid_device* handle = handledevice();
int brightness = get_brightness(handle);
brightness = next_step(brightness, big_steps);
set_brightness(handle, brightness);
current_brightness_lbl->Text = (int((float(brightness) / 54000) * 100.0).ToString()) + "%";
}
private: System::Void fine_increase_btn_Click(System::Object^ sender, System::EventArgs^ e) {
hid_device* handle = handledevice();
int brightness = get_brightness(handle);
brightness = next_step(brightness, small_steps);
set_brightness(handle, brightness);
current_brightness_lbl->Text = (int((float(brightness) / 54000) * 100.0).ToString()) + "%";
}
private: System::Void fine_decrease_btn_Click(System::Object^ sender, System::EventArgs^ e) {
hid_device* handle = handledevice();
int brightness = get_brightness(handle);
brightness = prev_step(brightness, small_steps);
set_brightness(handle, brightness);
current_brightness_lbl->Text = (int((float(brightness) / 54000) * 100.0).ToString()) + "%";
}
private: System::Void max_btn_Click(System::Object^ sender, System::EventArgs^ e) {
hid_device* handle = handledevice();
int brightness = get_brightness(handle);
brightness = max_brightness;
set_brightness(handle, brightness);
current_brightness_lbl->Text = (int((float(brightness) / 54000) * 100.0).ToString()) + "%";
}
private: System::Void min_btn_Click(System::Object^ sender, System::EventArgs^ e) {
hid_device* handle = handledevice();
int brightness = get_brightness(handle);
brightness = min_brightness;
set_brightness(handle, brightness);
current_brightness_lbl->Text = (int((float(brightness) / 54000) * 100.0).ToString()) + "%";
}
private: System::Void decrease_btn_Click(System::Object^ sender, System::EventArgs^ e) {
hid_device* handle = handledevice();
int brightness = get_brightness(handle);
brightness = prev_step(brightness, big_steps);
set_brightness(handle, brightness);
current_brightness_lbl->Text = (int((float(brightness) / 54000) * 100.0).ToString())+"%";
}
};
}
| 12,104
|
C++
|
.h
| 269
| 41.408922
| 167
| 0.69843
|
motamed/LG-UltraFine-Brightness-Control
| 34
| 2
| 0
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,750
|
ini_unittest.cpp
|
GenericMadScientist_CHOpt/tests/ini_unittest.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <boost/test/unit_test.hpp>
#include "ini.hpp"
BOOST_AUTO_TEST_CASE(default_ini_values_are_correct)
{
const auto ini_values = parse_ini("");
BOOST_CHECK_EQUAL(ini_values.name, "Unknown Song");
BOOST_CHECK_EQUAL(ini_values.artist, "Unknown Artist");
BOOST_CHECK_EQUAL(ini_values.charter, "Unknown Charter");
}
BOOST_AUTO_TEST_CASE(values_with_no_spaces_around_equals_are_read)
{
const char* text
= "name=Dummy Song\nartist=Dummy Artist\ncharter=Dummy Charter";
const auto ini_values = parse_ini(text);
BOOST_CHECK_EQUAL(ini_values.name, "Dummy Song");
BOOST_CHECK_EQUAL(ini_values.artist, "Dummy Artist");
BOOST_CHECK_EQUAL(ini_values.charter, "Dummy Charter");
}
BOOST_AUTO_TEST_CASE(values_with_spaces_around_equals_are_read)
{
const char* text = "name = Dummy Song 2\nartist = Dummy Artist 2\ncharter "
"= Dummy Charter 2";
const auto ini_values = parse_ini(text);
BOOST_CHECK_EQUAL(ini_values.name, "Dummy Song 2");
BOOST_CHECK_EQUAL(ini_values.artist, "Dummy Artist 2");
BOOST_CHECK_EQUAL(ini_values.charter, "Dummy Charter 2");
}
BOOST_AUTO_TEST_CASE(equals_must_be_the_character_after_the_key)
{
const char* text = "name_length=0\nartist_length=0\ncharter_length=0";
const auto ini_values = parse_ini(text);
BOOST_CHECK_EQUAL(ini_values.name, "Unknown Song");
BOOST_CHECK_EQUAL(ini_values.artist, "Unknown Artist");
BOOST_CHECK_EQUAL(ini_values.charter, "Unknown Charter");
}
BOOST_AUTO_TEST_CASE(frets_is_a_synonym_for_charter)
{
const char* text = "frets=GMS";
const auto ini_values = parse_ini(text);
BOOST_CHECK_EQUAL(ini_values.charter, "GMS");
}
BOOST_AUTO_TEST_CASE(blank_frets_after_charter_is_ignored)
{
const char* text = "charter = Haggis\nfrets = ";
const auto ini_values = parse_ini(text);
BOOST_CHECK_EQUAL(ini_values.charter, "Haggis");
}
BOOST_AUTO_TEST_CASE(utf16le_inis_are_read_correctly)
{
const std::string text {
"\xFF\xFE\x6E\x00\x61\x00\x6D\x00\x65\x00\x3D\x00\x54\x00\x65\x00\x73"
"\x00\x74\x00",
20};
const auto ini_values = parse_ini(text);
BOOST_CHECK_EQUAL(ini_values.name, "Test");
}
| 2,970
|
C++
|
.cpp
| 73
| 36.876712
| 79
| 0.715478
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,751
|
sp_unittest.cpp
|
GenericMadScientist_CHOpt/tests/sp_unittest.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <boost/test/unit_test.hpp>
#include "sp.hpp"
#include "test_helpers.hpp"
BOOST_AUTO_TEST_SUITE(spbar_methods)
BOOST_AUTO_TEST_CASE(add_phrase_works_correctly)
{
SpBar sp_bar {0.0, 0.25};
sp_bar.add_phrase();
BOOST_CHECK_CLOSE(sp_bar.min(), 0.25, 0.0001);
BOOST_CHECK_CLOSE(sp_bar.max(), 0.5, 0.0001);
sp_bar = {0.8, 1.0};
sp_bar.add_phrase();
BOOST_CHECK_CLOSE(sp_bar.min(), 1.0, 0.0001);
BOOST_CHECK_CLOSE(sp_bar.max(), 1.0, 0.0001);
}
BOOST_AUTO_TEST_CASE(full_enough_to_activate_works_with_half_bar_act_engines)
{
SpBar sp_bar {0.49, 0.49};
BOOST_TEST(!sp_bar.full_enough_to_activate(0.5));
sp_bar = {0.0, 0.5};
BOOST_TEST(sp_bar.full_enough_to_activate(0.5));
}
BOOST_AUTO_TEST_CASE(full_enough_to_activate_works_with_quarter_bar_act_engines)
{
SpBar sp_bar {0.24, 0.24};
BOOST_TEST(!sp_bar.full_enough_to_activate(0.25));
sp_bar = {0.0, 0.25};
BOOST_TEST(sp_bar.full_enough_to_activate(0.25));
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(propagate_sp_over_whammy_works_correctly)
BOOST_AUTO_TEST_CASE(works_correctly_over_four_four)
{
std::vector<SightRead::TimeSignature> time_sigs {
{SightRead::Tick {0}, 4, 4}};
SightRead::TempoMap tempo_map {time_sigs, {}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(0, 1920),
make_note(2112, 576), make_note(3000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
global_data};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(4.0), SpMeasure(1.0)}, 0.5),
0.508333, 0.0001);
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(1.0), SpMeasure(0.25)},
{SightRead::Beat(4.0), SpMeasure(1.0)}, 0.5),
0.50625, 0.0001);
}
BOOST_AUTO_TEST_CASE(works_correctly_over_three_four)
{
std::vector<SightRead::TimeSignature> time_sigs {
{SightRead::Tick {0}, 3, 4}};
SightRead::TempoMap tempo_map {time_sigs, {}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(0, 1920),
make_note(2112, 576), make_note(3000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
global_data};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(4.0), SpMeasure(4.0 / 3)}, 0.5),
0.466667, 0.0001);
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(-1.0), SpMeasure(-0.25)},
{SightRead::Beat(4.0), SpMeasure(4.0 / 3)}, 0.5),
0.440083, 0.0001);
}
BOOST_AUTO_TEST_CASE(works_correctly_over_changing_time_signatures)
{
std::vector<SightRead::TimeSignature> time_sigs {
{SightRead::Tick {0}, 4, 4}, {SightRead::Tick {384}, 3, 4}};
SightRead::TempoMap tempo_map {time_sigs, {}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(0, 1920),
make_note(2112, 576), make_note(3000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
global_data};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(4.0), SpMeasure(7.0 / 6)}, 0.5),
0.4875, 0.0001);
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(1.0), SpMeasure(0.25)},
{SightRead::Beat(4.0), SpMeasure(7.0 / 6)}, 0.5),
0.485417, 0.0001);
}
BOOST_AUTO_TEST_CASE(returns_negative_one_if_sp_runs_out)
{
std::vector<SightRead::TimeSignature> time_sigs {
{SightRead::Tick {0}, 3, 4}, {SightRead::Tick {384}, 4, 4}};
SightRead::TempoMap tempo_map {time_sigs, {}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(0, 1920),
make_note(2112, 576), make_note(3000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
global_data};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(2.0), SpMeasure(2.0 / 3)}, 0.015),
-1.0, 0.0001);
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(10.0), SpMeasure(8.0 / 3)}, 0.015),
-1.0, 0.0001);
}
BOOST_AUTO_TEST_CASE(works_even_if_some_of_the_range_isnt_whammyable)
{
std::vector<SightRead::Note> notes {make_note(0, 1920),
make_note(2112, 576), make_note(3000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(12.0), SpMeasure(3.0)}, 0.5),
0.496333, 0.0001);
}
BOOST_AUTO_TEST_CASE(sp_bar_does_not_exceed_full_bar)
{
std::vector<SightRead::Note> notes {make_note(0, 1920),
make_note(2112, 576), make_note(3000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(10.0), SpMeasure(2.5)}, 1.0),
1.0, 0.0001);
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(10.5), SpMeasure(2.625)}, 1.0),
0.984375, 0.0001);
}
BOOST_AUTO_TEST_CASE(sustains_not_in_a_phrase_do_not_contribute_sp)
{
std::vector<SightRead::Note> notes {make_note(0, 1920),
make_note(2112, 576), make_note(3000)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_max(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(4.0), SpMeasure(1.0)}, 1.0),
0.875, 0.0001);
}
BOOST_AUTO_TEST_CASE(required_whammy_end_is_accounted_for)
{
std::vector<SightRead::Note> notes {make_note(0, 1920),
make_note(2112, 576), make_note(3000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_min(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(4.0), SpMeasure(1.0)}, 0.5,
{SightRead::Beat(2.0), SpMeasure(0.5)}),
0.441667, 0.0001);
}
BOOST_AUTO_TEST_CASE(
check_optional_whammy_is_not_used_when_not_asked_for_in_minimum)
{
constexpr double NEG_INF = -std::numeric_limits<double>::infinity();
std::vector<SightRead::Note> notes {make_note(0, 768), make_note(3072)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3100}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(sp_data.propagate_sp_over_whammy_min(
{SightRead::Beat(0.0), SpMeasure(0.0)},
{SightRead::Beat(4.0), SpMeasure(1.0)}, 0.5,
{SightRead::Beat {NEG_INF}, SpMeasure {NEG_INF}}),
0.375, 0.0001);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(is_in_whammy_ranges_works_correctly)
{
std::vector<SightRead::Note> notes {make_note(0, 1920), make_note(2112)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {2000}},
{SightRead::Tick {2112}, SightRead::Tick {50}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_TEST(sp_data.is_in_whammy_ranges(SightRead::Beat(1.0)));
BOOST_TEST(!sp_data.is_in_whammy_ranges(SightRead::Beat(11.0)));
}
BOOST_AUTO_TEST_SUITE(available_whammy_works_correctly)
BOOST_AUTO_TEST_CASE(max_early_whammy)
{
std::vector<SightRead::Note> notes {make_note(0, 1920), make_note(2112),
make_note(2304, 768)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(
sp_data.available_whammy(SightRead::Beat(0.0), SightRead::Beat(16.0)),
0.471333, 0.0001);
BOOST_CHECK_CLOSE(
sp_data.available_whammy(SightRead::Beat(10.0), SightRead::Beat(11.0)),
0.0, 0.0001);
BOOST_CHECK_CLOSE(
sp_data.available_whammy(SightRead::Beat(1.0), SightRead::Beat(8.0)),
0.2333333, 0.0001);
}
BOOST_AUTO_TEST_CASE(mid_early_whammy)
{
std::vector<SightRead::Note> notes {make_note(0, 1920), make_note(2112),
make_note(2304, 768)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
{1.0, 0.5, SightRead::Second {0.0}, SightRead::Second {0.0},
SightRead::Second {0.0}},
ChGuitarEngine()};
BOOST_CHECK_CLOSE(
sp_data.available_whammy(SightRead::Beat(0.0), SightRead::Beat(16.0)),
0.469, 0.0001);
BOOST_CHECK_CLOSE(
sp_data.available_whammy(SightRead::Beat(10.0), SightRead::Beat(11.0)),
0.0, 0.0001);
BOOST_CHECK_CLOSE(
sp_data.available_whammy(SightRead::Beat(1.0), SightRead::Beat(8.0)),
0.2333333, 0.0001);
}
BOOST_AUTO_TEST_CASE(negative_early_whammy)
{
std::vector<SightRead::Note> notes {make_note(0, 1920), make_note(2112),
make_note(2304, 768)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
{1.0, 0.0, SightRead::Second {2.5}, SightRead::Second {0.0},
SightRead::Second {0.0}},
ChGuitarEngine()};
BOOST_CHECK_CLOSE(
sp_data.available_whammy(SightRead::Beat(0.0), SightRead::Beat(10.0)),
0.1666667, 0.0001);
BOOST_CHECK_CLOSE(
sp_data.available_whammy(SightRead::Beat(12.0), SightRead::Beat(16.0)),
0.0, 0.0001);
}
BOOST_AUTO_TEST_CASE(three_argument_version_works_correctly)
{
std::vector<SightRead::Note> notes {make_note(0, 1920), make_note(2112),
make_note(2304, 768)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(sp_data.available_whammy(SightRead::Beat(0.0),
SightRead::Beat(12.0),
SightRead::Beat(12.0)),
0.3333333, 0.0001);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(activation_end_point_works_correctly)
BOOST_AUTO_TEST_CASE(works_when_sp_is_sufficient)
{
std::vector<SightRead::Note> notes {make_note(0)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
SpPosition start {SightRead::Beat(0.0), SpMeasure(0.0)};
SpPosition end {SightRead::Beat(1.0), SpMeasure(0.25)};
BOOST_CHECK_CLOSE(
sp_data.activation_end_point(start, end, 0.5).beat.value(), 1.0,
0.0001);
}
BOOST_AUTO_TEST_CASE(works_when_sp_is_insufficient)
{
std::vector<SightRead::Note> notes {make_note(0)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
SpPosition start {SightRead::Beat(0.0), SpMeasure(0.0)};
SpPosition end {SightRead::Beat(1.0), SpMeasure(0.25)};
BOOST_CHECK_CLOSE(
sp_data.activation_end_point(start, end, 0.01).beat.value(), 0.32,
0.0001);
}
BOOST_AUTO_TEST_CASE(works_when_adding_whammy_makes_sp_sufficient)
{
std::vector<SightRead::Note> notes {make_note(0, 192), make_note(950)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
SpPosition start {SightRead::Beat(0.0), SpMeasure(0.0)};
SpPosition end {SightRead::Beat(1.0), SpMeasure(0.25)};
BOOST_CHECK_CLOSE(
sp_data.activation_end_point(start, end, 0.01).beat.value(), 1.0,
0.0001);
}
BOOST_AUTO_TEST_CASE(works_when_whammy_is_present_but_insufficient)
{
std::vector<SightRead::Note> notes {make_note(0, 192), make_note(950)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
SpPosition start {SightRead::Beat(0.0), SpMeasure(0.0)};
SpPosition end {SightRead::Beat(2.0), SpMeasure(0.5)};
BOOST_CHECK_CLOSE(
sp_data.activation_end_point(start, end, 0.01).beat.value(), 1.386667,
0.0001);
}
BOOST_AUTO_TEST_CASE(works_when_whammy_is_present_but_accumulation_is_too_slow)
{
SightRead::TempoMap tempo_map {{{SightRead::Tick {0}, 2, 4}}, {}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(0, 192), make_note(950)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1000}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
global_data};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
SpPosition start {SightRead::Beat(0.0), SpMeasure(0.0)};
SpPosition end {SightRead::Beat(1.0), SpMeasure(0.25)};
BOOST_CHECK_CLOSE(
sp_data.activation_end_point(start, end, 0.01).beat.value(), 0.342857,
0.0001);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(video_lag_is_taken_account_of)
BOOST_AUTO_TEST_CASE(negative_video_lag_is_handled_correctly)
{
const std::vector<SightRead::Note> notes {make_note(192, 192)};
const std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {384}}};
const SightRead::NoteTrack track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
BOOST_TEST(sp_data.is_in_whammy_ranges(SightRead::Beat(0.9)));
BOOST_TEST(sp_data.is_in_whammy_ranges(SightRead::Beat(1.9)));
}
BOOST_AUTO_TEST_CASE(positive_video_lag_is_handled_correctly)
{
const std::vector<SightRead::Note> notes {make_note(192, 192)};
const std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {384}}};
const SightRead::NoteTrack track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
{1.0, 1.0, SightRead::Second {0.0}, SightRead::Second {0.1},
SightRead::Second {0.0}},
ChGuitarEngine()};
BOOST_TEST(!sp_data.is_in_whammy_ranges(SightRead::Beat(1.0)));
BOOST_TEST(sp_data.is_in_whammy_ranges(SightRead::Beat(1.9)));
}
BOOST_AUTO_TEST_SUITE_END()
| 23,052
|
C++
|
.cpp
| 488
| 35.194672
| 80
| 0.563673
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,753
|
processed_unittest.cpp
|
GenericMadScientist_CHOpt/tests/processed_unittest.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <cstdlib>
#include <boost/test/unit_test.hpp>
#include "test_helpers.hpp"
BOOST_AUTO_TEST_SUITE(three_arg_total_available_sp_counts_sp_correctly)
BOOST_AUTO_TEST_CASE(phrases_are_counted_correctly)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384), make_note(576),
make_note(768, 192), make_note(1152), make_note(1344), make_note(1536)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {768}, SightRead::Tick {400}},
{SightRead::Tick {1344}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong song {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = song.points();
BOOST_CHECK_EQUAL(song.total_available_sp(SightRead::Beat(0.0),
points.cbegin(),
points.cbegin() + 1),
SpBar(0.25, 0.25));
BOOST_CHECK_EQUAL(song.total_available_sp(SightRead::Beat(0.0),
points.cbegin(),
points.cbegin() + 2),
SpBar(0.25, 0.25));
BOOST_CHECK_EQUAL(song.total_available_sp(SightRead::Beat(0.5),
points.cbegin() + 2,
points.cbegin() + 3),
SpBar(0.25, 0.25));
}
BOOST_AUTO_TEST_CASE(whammy_is_counted_correctly)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384), make_note(576),
make_note(768, 192), make_note(1152), make_note(1344), make_note(1536)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {768}, SightRead::Tick {400}},
{SightRead::Tick {1344}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong song {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = song.points();
auto result = song.total_available_sp(
SightRead::Beat(4.0), points.cbegin() + 4, points.cbegin() + 5);
BOOST_CHECK_CLOSE(result.min(), 0.0, 0.0001);
BOOST_CHECK_CLOSE(result.max(), 0.001128472, 0.0001);
}
BOOST_AUTO_TEST_CASE(whammy_is_counted_correctly_even_started_mid_hold)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384), make_note(576),
make_note(768, 192), make_note(1152), make_note(1344), make_note(1536)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {768}, SightRead::Tick {400}},
{SightRead::Tick {1344}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong song {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = song.points();
auto result = song.total_available_sp(SightRead::Beat(4.5),
points.cend() - 3, points.cend() - 3);
BOOST_CHECK_CLOSE(result.min(), 0.0, 0.0001);
BOOST_CHECK_CLOSE(result.max(), 0.01666667, 0.0001);
}
BOOST_AUTO_TEST_CASE(required_whammy_end_is_accounted_for)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384), make_note(576),
make_note(768, 192), make_note(1152), make_note(1344), make_note(1536)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {768}, SightRead::Tick {400}},
{SightRead::Tick {1344}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong song {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = song.points();
auto result
= song.total_available_sp(SightRead::Beat(4.0), points.cbegin() + 4,
points.cbegin() + 5, SightRead::Beat(4.02));
BOOST_CHECK_CLOSE(result.min(), 0.000666667, 0.0001);
BOOST_CHECK_CLOSE(result.max(), 0.001128472, 0.0001);
result
= song.total_available_sp(SightRead::Beat(4.0), points.cbegin() + 4,
points.cbegin() + 5, SightRead::Beat(4.10));
BOOST_CHECK_CLOSE(result.min(), 0.001128472, 0.0001);
BOOST_CHECK_CLOSE(result.max(), 0.001128472, 0.0001);
}
BOOST_AUTO_TEST_CASE(sp_does_not_exceed_full_bar)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384), make_note(576),
make_note(768, 192), make_note(1152), make_note(1344), make_note(1536)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {768}, SightRead::Tick {400}},
{SightRead::Tick {1344}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong song {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = song.points();
BOOST_CHECK_EQUAL(song.total_available_sp(SightRead::Beat(0.0),
points.cbegin(),
points.cend() - 1),
SpBar(1.0, 1.0));
}
BOOST_AUTO_TEST_CASE(
sp_notes_are_counted_from_first_point_when_start_is_past_middle)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384), make_note(576),
make_note(768, 192), make_note(1152), make_note(1344), make_note(1536)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {768}, SightRead::Tick {400}},
{SightRead::Tick {1344}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong song {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = song.points();
BOOST_CHECK_EQUAL(song.total_available_sp(SightRead::Beat(0.05),
points.cbegin(),
points.cbegin() + 1),
SpBar(0.25, 0.25));
}
BOOST_AUTO_TEST_CASE(unison_bonuses_are_taken_account_of)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384), make_note(576),
make_note(768, 192), make_note(1152), make_note(1344), make_note(1536)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {768}, SightRead::Tick {400}},
{SightRead::Tick {1344}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong song {note_track,
{{}, SpMode::OdBeat},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Rb3Engine(),
{},
{{SightRead::Tick {0}, SightRead::Tick {50}}}};
const auto& points = song.points();
BOOST_CHECK_EQUAL(song.total_available_sp(SightRead::Beat(0.0),
points.cbegin(),
points.cbegin() + 1),
SpBar(0.5, 0.5));
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(
total_available_sp_with_earliest_pos_counts_sp_correctly_and_gives_earliest_posiiton)
{
std::vector<SightRead::Note> notes {make_note(0, 1459), make_note(1459)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {100}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong song {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = song.points();
const auto& [sp_bar, pos] = song.total_available_sp_with_earliest_pos(
SightRead::Beat(0.0), points.cbegin(), std::prev(points.cend()),
std::prev(points.cend(), 2)->position);
BOOST_CHECK_CLOSE(sp_bar.max(), 0.5, 0.001);
BOOST_CHECK_CLOSE(pos.beat.value(), 7.5, 0.001);
}
BOOST_AUTO_TEST_CASE(total_available_sp_with_earliest_pos_counts_unison_bonuses)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {100}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong song {note_track,
{{}, SpMode::OdBeat},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Rb3Engine(),
{},
{SightRead::Tick {0}}};
const auto& points = song.points();
const auto& [sp_bar, pos] = song.total_available_sp_with_earliest_pos(
SightRead::Beat(0.0), points.cbegin(), std::next(points.cbegin()),
{SightRead::Beat(0.0), SpMeasure(0.0)});
BOOST_CHECK_CLOSE(sp_bar.max(), 0.5, 0.0001);
}
BOOST_AUTO_TEST_SUITE(is_candidate_valid_works_with_no_whammy)
BOOST_AUTO_TEST_CASE(full_bar_works_with_time_signatures)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(1536),
make_note(3072), make_note(6144)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 3,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{1.0, 1.0}};
SightRead::TempoMap tempo_map {{{SightRead::Tick {0}, 3, 4}}, {}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack second_note_track {
notes, {}, SightRead::TrackType::FiveFret, global_data};
ProcessedSong second_track {second_note_track,
{tempo_map, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& second_points = second_track.points();
ActivationCandidate second_candidate {
second_points.cbegin(),
second_points.cbegin() + 3,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{1.0, 1.0}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
BOOST_CHECK_EQUAL(
second_track.is_candidate_valid(second_candidate).validity,
ActValidity::insufficient_sp);
}
BOOST_AUTO_TEST_CASE(half_bar_works_with_time_signatures)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(1536),
make_note(3072), make_note(6144)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
SightRead::TempoMap tempo_map {{{SightRead::Tick {0}, 3, 4}}, {}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack second_note_track {
notes, {}, SightRead::TrackType::FiveFret, global_data};
ProcessedSong second_track {second_note_track,
{tempo_map, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& second_points = second_track.points();
ActivationCandidate second_candidate {
second_points.cbegin(),
second_points.cbegin() + 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
BOOST_CHECK_EQUAL(
second_track.is_candidate_valid(second_candidate).validity,
ActValidity::insufficient_sp);
}
BOOST_AUTO_TEST_CASE(below_half_bar_never_works)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(1536),
make_note(3072), make_note(6144)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.25, 0.25}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::insufficient_sp);
}
BOOST_AUTO_TEST_CASE(check_next_point_needs_to_not_lie_in_activation)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(1536),
make_note(3072), make_note(6144)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.6, 0.6}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::surplus_sp);
}
BOOST_AUTO_TEST_CASE(check_intermediate_sp_is_accounted_for)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(1536),
make_note(3072), make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {3000}, SightRead::Tick {100}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 3,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.8, 0.8}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(check_only_reached_intermediate_sp_is_accounted_for)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(1536),
make_note(6000), make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {6000}, SightRead::Tick {100}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 3,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.8, 0.8}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::insufficient_sp);
}
BOOST_AUTO_TEST_CASE(last_notes_sp_status_is_not_ignored)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(1536),
make_note(3072), make_note(4000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {3072}, SightRead::Tick {100}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::surplus_sp);
}
BOOST_AUTO_TEST_CASE(sp_bar_does_not_exceed_full_bar)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(2),
make_note(7000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {2}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{1.0, 1.0}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::insufficient_sp);
}
BOOST_AUTO_TEST_CASE(earliest_activation_point_is_considered)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(1536),
make_note(3072), make_note(6144)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(-2.0), SpMeasure(-0.5)},
{0.53125, 0.53125}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
// There was a bug where if an optimal activation starts on an SP granting note,
// and the note must be squeezed late, then the activation could be drawn too
// far. This happened in the path for Das Neue bleibt beim Alten from CSC
// November 2020.
BOOST_AUTO_TEST_CASE(
activations_starting_on_an_sp_granting_note_have_the_correct_end)
{
SightRead::TempoMap tempo_map {{{SightRead::Tick {0}, 4, 4}},
{{SightRead::Tick {0}, 300000}},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {
make_chord(
384,
{{SightRead::FIVE_FRET_GREEN, 0}, {SightRead::FIVE_FRET_RED, 0}}),
make_note(5088), make_note(5136)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {384}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret, global_data};
ProcessedSong track {note_track,
{tempo_map, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(2.24), SpMeasure(0.56)},
{0.5, 0.5}};
const auto result = track.is_candidate_valid(
candidate, 1.0, {SightRead::Beat {27}, SpMeasure {6.75}});
BOOST_CHECK_EQUAL(result.validity, ActValidity::success);
BOOST_CHECK_LT(result.ending_position.beat.value(), 26.5);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(is_candidate_valid_acknowledges_unison_bonuses)
BOOST_AUTO_TEST_CASE(mid_activation_unison_bonuses_are_accounted_for)
{
std::vector<SightRead::Note> notes {make_note(192), make_note(5376)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {192}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::OdBeat},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Rb3Engine(),
{},
{SightRead::Tick {192}}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
const auto result = track.is_candidate_valid(candidate);
BOOST_CHECK_EQUAL(result.validity, ActValidity::success);
}
BOOST_AUTO_TEST_CASE(last_note_unison_bonus_accounted_for_excess_sp)
{
std::vector<SightRead::Note> notes {make_note(192), make_note(5376)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {192}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::OdBeat},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Rb3Engine(),
{},
{SightRead::Tick {192}}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin(),
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
const auto result = track.is_candidate_valid(candidate);
BOOST_CHECK_EQUAL(result.validity, ActValidity::surplus_sp);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(is_candidate_valid_works_with_whammy)
BOOST_AUTO_TEST_CASE(check_whammy_is_counted)
{
std::vector<SightRead::Note> notes {make_note(0, 960), make_note(3840),
make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {7000}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cend() - 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
// This comes up in Epidox: otherwise, CHOpt doesn't think you can squeeze to
// the G after the B in the Robotic Buildup activation.
BOOST_AUTO_TEST_CASE(check_whammy_from_end_of_sp_sustain_before_note_is_counted)
{
std::vector<SightRead::Note> notes {make_note(0, 960), make_note(2880),
make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {7000}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cend() - 2,
points.cend() - 1,
{SightRead::Beat(1.0), SpMeasure(0.25)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
// There was a bug where an activation starting on an SP sustain would double
// count the whammy around the note, giving impossible activations. An example
// is the last activatiom of Soulless.
BOOST_AUTO_TEST_CASE(
whammy_around_the_start_of_an_sp_sustain_is_not_doubled_counted)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384, 192), make_note(5260)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {384}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin() + 2,
points.cend() - 1,
{SightRead::Beat(1.0), SpMeasure(0.25)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::insufficient_sp);
}
BOOST_AUTO_TEST_CASE(check_compressed_activations_are_counted)
{
std::vector<SightRead::Note> notes {make_note(0, 960), make_note(3840),
make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {7000}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cend() - 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.9}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(is_candidate_valid_takes_into_account_minimum_sp)
BOOST_AUTO_TEST_CASE(lower_sp_is_considered)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(1536),
make_note(2304), make_note(3072),
make_note(4608)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 3,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 1.0}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(lower_sp_is_only_considered_down_to_a_half_bar)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(1536),
make_note(2304), make_note(3072),
make_note(4608)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.25, 1.0}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::surplus_sp);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(is_candidate_valid_takes_into_account_squeezing)
BOOST_AUTO_TEST_CASE(
front_end_and_back_end_of_the_activation_endpoints_are_considered)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(3110)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(next_note_can_be_squeezed_late_to_avoid_going_too_far)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(3034),
make_note(3053)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(intermediate_sp_can_be_hit_early)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(3102),
make_note(4608)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {3100}, SightRead::Tick {100}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(intermediate_sp_can_be_hit_late)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(768),
make_note(6942)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {768}, SightRead::Tick {100}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{1.0, 1.0}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(is_candidate_valid_handles_very_high_bpm_sp_granting_notes)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(768), make_note(4608),
make_note(5376)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {4608}, SightRead::Tick {50}}};
SightRead::TempoMap tempo_map {
{}, {{SightRead::Tick {3840}, 4000000}}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret, global_data};
ProcessedSong track {note_track,
{tempo_map, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin() + 2,
points.cbegin() + 4,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_SUITE(is_candidate_valid_takes_into_account_squeeze_param)
BOOST_AUTO_TEST_CASE(front_end_and_back_end_are_restricted)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(3110)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 0.5).validity,
ActValidity::insufficient_sp);
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 1.0).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(Intermediate_sp_front_end_is_restricted)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(3102),
make_note(4608)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {3100}, SightRead::Tick {100}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 0.5).validity,
ActValidity::insufficient_sp);
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 1.0).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(intermediate_sp_back_end_is_restricted)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(768),
make_note(6942)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {768}, SightRead::Tick {100}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{1.0, 1.0}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 0.5).validity,
ActValidity::insufficient_sp);
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 1.0).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(next_note_back_end_is_restricted)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(3034),
make_note(3053)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 0.5).validity,
ActValidity::surplus_sp);
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 1.0).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(end_position_is_finite_if_activation_goes_past_last_note)
{
std::vector<SightRead::Note> notes {make_note(0)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin(),
{SightRead::Beat(0.0), SpMeasure(0.0)},
{1.0, 1.0}};
auto result = track.is_candidate_valid(candidate, 1.0);
BOOST_CHECK_EQUAL(result.validity, ActValidity::success);
BOOST_CHECK_LT(result.ending_position.beat.value(), 40.0);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(is_candidate_valid_takes_into_account_no_overlap)
BOOST_AUTO_TEST_CASE(mid_act_phrases_not_collected)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(2688),
make_note(3072), make_note(3840)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {2688}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 1.0).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(end_of_act_phrase_not_collected)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(3072),
make_note(3840)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {3072}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 1.0).validity,
ActValidity::success);
}
BOOST_AUTO_TEST_CASE(mid_act_whammy_is_not_collected)
{
std::vector<SightRead::Note> notes {make_note(0, 1920), make_note(3456)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cend() - 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 1.0).validity,
ActValidity::insufficient_sp);
}
BOOST_AUTO_TEST_CASE(mid_act_whammy_is_not_collected_for_end_calculation)
{
std::vector<SightRead::Note> notes {make_note(0, 2304)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cend() - 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_CLOSE(
track
.is_candidate_valid(candidate, 0.0,
{SightRead::Beat {1.0}, SpMeasure {0.25}})
.ending_position.beat.value(),
16.0, 0.0001);
}
// This happened in GH1 Cheat on the Church second act, causing CHOpt to think
// you could go all the way back to the yellow.
BOOST_AUTO_TEST_CASE(mid_act_whammy_around_sp_granting_note_doesnt_get_added)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(768, 192),
make_note(3168)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {768}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cend() - 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 1.0).validity,
ActValidity::insufficient_sp);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(is_candidate_valid_takes_into_account_forced_whammy)
{
std::vector<SightRead::Note> notes {make_note(0, 768), make_note(3072),
make_note(3264)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3300}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin(),
points.cend() - 2,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(
track
.is_candidate_valid(candidate, 1.0,
{SightRead::Beat(0.0), SpMeasure(0.0)})
.validity,
ActValidity::success);
BOOST_CHECK_EQUAL(
track
.is_candidate_valid(candidate, 1.0,
{SightRead::Beat(4.0), SpMeasure(1.0)})
.validity,
ActValidity::surplus_sp);
}
BOOST_AUTO_TEST_CASE(
is_candidate_valid_also_takes_account_of_whammy_from_end_of_sp_sustain_before_note_is_counted)
{
std::vector<SightRead::Note> notes {make_note(0, 960), make_note(2880),
make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {7000}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cend() - 2,
points.cend() - 1,
{SightRead::Beat(1.0), SpMeasure(0.25)},
{0.5, 0.5}};
BOOST_CHECK_EQUAL(track.is_candidate_valid(candidate, 0.0).validity,
ActValidity::success);
}
// This is to stop a bug that appears in Edd Instrument Solo from CTH2: the last
// note is an SP sustain and the last activation was shown as ending during it,
// when it should go past the end of the song.
BOOST_AUTO_TEST_CASE(
is_candidate_valid_takes_account_of_overlapped_phrase_at_end_if_last_note_is_whammy)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384), make_note(3456, 192)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {192}, SightRead::Tick {1}},
{SightRead::Tick {3456}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin() + 2,
points.cend() - 1,
{SightRead::Beat(1.0), SpMeasure(0.25)},
{0.5, 0.5}};
auto result = track.is_candidate_valid(candidate, 0.0);
BOOST_CHECK_GT(result.ending_position.beat.value(), 20.0);
}
// This is to stop a bug that appears in Time Traveler from CB: some of the
// mid-sustain activations were misdrawn. The exact problem is that if we must
// activate past the earliest activation point in order for the activation to
// work, then the minimum sp after hitting the point is not clamped to 0, which
// caused the endpoint to be too early.
BOOST_AUTO_TEST_CASE(is_candidate_valid_correctly_clamps_low_sp)
{
SightRead::TempoMap tempo_map {{{SightRead::Tick {0}, 1, 4}}, {}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(0, 6720)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret, global_data};
ProcessedSong track {note_track,
{tempo_map, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
ActivationCandidate candidate {points.cbegin() + 500,
points.cbegin() + 750,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{1.0, 1.0}};
auto result = track.is_candidate_valid(candidate, 0.0);
BOOST_CHECK_GT(result.ending_position.beat.value(), 27.3);
}
BOOST_AUTO_TEST_CASE(adjusted_hit_window_functions_return_correct_values)
{
std::vector<SightRead::Note> notes {make_note(0)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
BOOST_CHECK_CLOSE(
track.adjusted_hit_window_start(points.cbegin(), 0.5).beat.value(),
-0.07, 0.0001);
BOOST_CHECK_CLOSE(
track.adjusted_hit_window_start(points.cbegin(), 1.0).beat.value(),
-0.14, 0.0001);
BOOST_CHECK_CLOSE(
track.adjusted_hit_window_end(points.cbegin(), 0.5).beat.value(), 0.07,
0.0001);
BOOST_CHECK_CLOSE(
track.adjusted_hit_window_end(points.cbegin(), 1.0).beat.value(), 0.14,
0.0001);
}
BOOST_AUTO_TEST_SUITE(video_lag_is_taken_account_of)
BOOST_AUTO_TEST_CASE(effect_on_whammy_is_taken_account_of)
{
std::vector<SightRead::Note> notes {make_note(192), make_note(384, 192),
make_note(768)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {384}, SightRead::Tick {1}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong song {track,
{{}, SpMode::Measure},
{0.0, 0.0, SightRead::Second {0.0},
SightRead::Second {-0.1}, SightRead::Second {0.0}},
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = song.points();
auto result = song.total_available_sp(SightRead::Beat(0.0), points.cbegin(),
std::prev(points.cend()));
BOOST_CHECK_CLOSE(result.max(), 0.29, 0.0001);
}
BOOST_AUTO_TEST_CASE(effect_on_notes_is_taken_account_of)
{
SightRead::TempoMap tempo_map {
{{SightRead::Tick {0}, 4, 4}, {SightRead::Tick {3840}, 2, 4}},
{},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(768), make_note(3840)};
SightRead::NoteTrack track {
notes, {}, SightRead::TrackType::FiveFret, global_data};
ProcessedSong song {track,
{tempo_map, SpMode::Measure},
{0.0, 0.0, SightRead::Second {0.0},
SightRead::Second {0.1}, SightRead::Second {0.0}},
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = song.points();
ActivationCandidate candidate {points.cbegin(),
points.cbegin() + 1,
{SightRead::Beat(0.0), SpMeasure(0.0)},
{0.5, 0.5}};
auto result = song.is_candidate_valid(candidate);
BOOST_CHECK_EQUAL(result.validity, ActValidity::insufficient_sp);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(is_drums_returns_the_correct_value)
BOOST_AUTO_TEST_CASE(false_for_guitar)
{
SightRead::NoteTrack note_track {
{},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine(),
{},
{}};
BOOST_CHECK(!track.is_drums());
}
BOOST_AUTO_TEST_CASE(true_for_drums)
{
SightRead::NoteTrack note_track {
{},
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine(),
{},
{}};
BOOST_TEST(track.is_drums());
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(path_summary_produces_the_correct_output)
BOOST_AUTO_TEST_CASE(overlap_and_es_are_denoted_correctly)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384), make_note(576),
make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {6144}, SightRead::Tick {50}}};
std::vector<SightRead::Solo> solos {
{SightRead::Tick {0}, SightRead::Tick {50}, 50}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
note_track.solos(solos);
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cbegin() + 2, points.cbegin() + 3,
SightRead::Beat {0.0}, SightRead::Beat {0.0}}},
100};
const char* desired_path_output = "Path: 2(+1)-ES1\n"
"No SP score: 300\n"
"Total score: 400\n"
"Average multiplier: 1.400x\n"
"2(+1): NN (G)";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(overlapped_sp_is_handled_correctly_for_non_overlap_games)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384), make_note(576),
make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {6144}, SightRead::Tick {50}}};
std::vector<SightRead::Solo> solos {
{SightRead::Tick {0}, SightRead::Tick {50}, 50}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
note_track.solos(solos);
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cbegin() + 2, points.cbegin() + 3,
SightRead::Beat {0.0}, SightRead::Beat {0.0}}},
100};
const char* desired_path_output = "Path: 2-S1-ES1\n"
"No SP score: 300\n"
"Total score: 400\n"
"2: NN (G)";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(no_overlap_is_denoted_correctly)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384), make_note(576),
make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {6144}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cbegin() + 3, points.cbegin() + 3,
SightRead::Beat {0.0}, SightRead::Beat {0.0}}},
50};
const char* desired_path_output = "Path: 3-ES1\n"
"No SP score: 250\n"
"Total score: 300\n"
"Average multiplier: 1.200x\n"
"3: NN (G)";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(no_es_is_denoted_correctly)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384), make_note(576),
make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {6144}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cbegin() + 4, points.cbegin() + 4,
SightRead::Beat {0.0}, SightRead::Beat {0.0}}},
50};
const char* desired_path_output = "Path: 3(+1)\n"
"No SP score: 250\n"
"Total score: 300\n"
"Average multiplier: 1.200x\n"
"3(+1): 2nd G (G)";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(no_sp_is_denoted_correctly)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384), make_note(576),
make_note(6144)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {384}, SightRead::Tick {50}},
{SightRead::Tick {6144}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Path path {{}, 0};
const char* desired_path_output = "Path: None\n"
"No SP score: 250\n"
"Total score: 250\n"
"Average multiplier: 1.000x";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(sustains_handled_correctly_for_nn)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192, 192),
make_note(768)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cend() - 1, points.cend() - 1, SightRead::Beat {0.0},
SightRead::Beat {0.0}}},
50};
const char* desired_path_output = "Path: 2\n"
"No SP score: 178\n"
"Total score: 228\n"
"Average multiplier: 1.302x\n"
"2: NN (G)";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(mid_sustain_activations_noted_correctly)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(768, 192)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cbegin() + 3, points.cend() - 1, SightRead::Beat {0.0},
SightRead::Beat {0.0}}},
28};
const char* desired_path_output = "Path: 2\n"
"No SP score: 178\n"
"Total score: 206\n"
"Average multiplier: 1.177x\n"
"2: 0.03 beats after NN";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(notes_of_different_colours_are_counted_correctly)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(768),
make_note(960, 0, SightRead::FIVE_FRET_RED)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cend() - 1, points.cend() - 1, SightRead::Beat {0.0},
SightRead::Beat {0.0}}},
50};
const char* desired_path_output = "Path: 2\n"
"No SP score: 200\n"
"Total score: 250\n"
"Average multiplier: 1.250x\n"
"2: 1st R (R)";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(
note_counting_is_done_correctly_when_intermediate_sustains_exist)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(768, 96),
make_note(960, 0, SightRead::FIVE_FRET_RED)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cend() - 1, points.cend() - 1, SightRead::Beat {0.0},
SightRead::Beat {0.0}}},
50};
const char* desired_path_output = "Path: 2\n"
"No SP score: 214\n"
"Total score: 264\n"
"Average multiplier: 1.239x\n"
"2: 1st R (R)";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(mid_sustain_act_before_notes_are_written_correctly)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192, 192)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cbegin() + 2, points.cend() - 1, SightRead::Beat {0.0},
SightRead::Beat {0.0}}},
28};
const char* desired_path_output = "Path: 2\n"
"No SP score: 128\n"
"Total score: 156\n"
"Average multiplier: 1.248x\n"
"2: After 0.03 beats";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(zero_phrase_acts_are_handled)
{
std::vector<SightRead::Note> notes {make_note(0, 3072), make_note(3264)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {3300}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cend() - 3, points.cend() - 3, SightRead::Beat {0.0},
SightRead::Beat {0.0}}},
1};
const char* desired_path_output = "Path: 0-ES1\n"
"No SP score: 539\n"
"Total score: 540\n"
"Average multiplier: 1.080x\n"
"0: See image";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(average_multiplier_rounds_down)
{
std::vector<SightRead::Note> notes;
notes.reserve(11);
for (auto i = 0; i < 11; ++i) {
notes.push_back(make_note(i));
}
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Path path {{}, 0};
const char* desired_path_output = "Path: None\n"
"No SP score: 650\n"
"Total score: 650\n"
"Average multiplier: 1.181x";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(average_multiplier_is_correct_for_drums)
{
std::vector<SightRead::Note> notes {
make_drum_note(0, SightRead::DRUM_RED),
make_drum_note(192, SightRead::DRUM_DOUBLE_KICK)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
{false, false, true, false},
ChDrumEngine(),
{},
{}};
Path path {{}, 0};
const char* desired_path_output = "Path: None\n"
"No SP score: 50\n"
"Total score: 50\n"
"Average multiplier: 1.000x";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(average_multiplier_is_correct_for_zero_notes)
{
std::vector<SightRead::Note> notes {
make_drum_note(192, SightRead::DRUM_DOUBLE_KICK)};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
{false, false, true, false},
ChDrumEngine(),
{},
{}};
Path path {{}, 0};
const char* desired_path_output = "Path: None\n"
"No SP score: 0\n"
"Total score: 0\n"
"Average multiplier: 0.000x";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(alternative_path_notation_is_used_for_drums)
{
std::vector<SightRead::Note> notes {
make_drum_note(0), make_drum_note(192), make_drum_note(1536),
make_drum_note(6336), make_drum_note(6528), make_drum_note(6912),
make_drum_note(9984), make_drum_note(13056)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {192}, SightRead::Tick {1}},
{SightRead::Tick {6336}, SightRead::Tick {1}},
{SightRead::Tick {6528}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
note_track.generate_drum_fills({});
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
{false, false, true, false},
ChDrumEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cbegin() + 2, points.cbegin() + 2,
SightRead::Beat {8.0}, SightRead::Beat {24.0}},
{points.cend() - 1, points.cend() - 1, SightRead::Beat {68.0},
SightRead::Beat {84.0}}},
100};
const char* desired_path_output = "Path: 0-1\n"
"No SP score: 400\n"
"Total score: 500\n"
"Average multiplier: 1.250x";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(alternative_path_notation_l_and_e_are_used_for_drums)
{
std::vector<SightRead::Note> notes {
make_drum_note(0), make_drum_note(390), make_drum_note(1536),
make_drum_note(5568), make_drum_note(5755), make_drum_note(6912),
make_drum_note(9984), make_drum_note(13056)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {390}, SightRead::Tick {1}},
{SightRead::Tick {5568}, SightRead::Tick {1}},
{SightRead::Tick {5755}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
note_track.generate_drum_fills({});
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
{false, false, true, false},
ChDrumEngine(),
{},
{}};
const auto& points = track.points();
Path path {{{points.cbegin() + 2, points.cbegin() + 2,
SightRead::Beat {8.0}, SightRead::Beat {24.0}},
{points.cend() - 1, points.cend() - 1, SightRead::Beat {68.0},
SightRead::Beat {84.0}}},
100};
const char* desired_path_output = "Path: 0(E)-1(L)\n"
"No SP score: 400\n"
"Total score: 500\n"
"Average multiplier: 1.250x";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_CASE(average_multiplier_is_ignored_with_rb)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384), make_note(576),
make_note(6144)};
std::vector<SightRead::Solo> solos {
{SightRead::Tick {0}, SightRead::Tick {50}, 100}};
SightRead::NoteTrack note_track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
note_track.solos(solos);
ProcessedSong track {note_track,
{{}, SpMode::OdBeat},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
RbEngine(),
{},
{}};
Path path {{}, 0};
const char* desired_path_output = "Path: None\n"
"No SP score: 225\n"
"Total score: 225";
BOOST_CHECK_EQUAL(track.path_summary(path), desired_path_output);
}
BOOST_AUTO_TEST_SUITE_END()
| 89,143
|
C++
|
.cpp
| 1,876
| 32.633262
| 98
| 0.523779
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,754
|
points_unittest.cpp
|
GenericMadScientist_CHOpt/tests/points_unittest.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023, 2024 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <algorithm>
#include <cstdlib>
#include <numeric>
#include <boost/test/unit_test.hpp>
#include "test_helpers.hpp"
namespace {
std::vector<int> set_values(const PointSet& points)
{
std::vector<int> values;
values.reserve(static_cast<std::size_t>(
std::distance(points.cbegin(), points.cend())));
for (auto p = points.cbegin(); p < points.cend(); ++p) {
values.push_back(p->value);
}
return values;
}
std::vector<int> set_base_values(const PointSet& points)
{
std::vector<int> base_values;
base_values.reserve(static_cast<std::size_t>(
std::distance(points.cbegin(), points.cend())));
for (auto p = points.cbegin(); p < points.cend(); ++p) {
base_values.push_back(p->base_value);
}
return base_values;
}
std::vector<SightRead::Beat> set_position_beats(const PointSet& points)
{
std::vector<SightRead::Beat> values;
values.reserve(static_cast<std::size_t>(
std::distance(points.cbegin(), points.cend())));
for (auto p = points.cbegin(); p < points.cend(); ++p) {
values.push_back(p->position.beat);
}
return values;
}
SightRead::Note make_ghl_chord(
int position,
const std::vector<std::tuple<SightRead::SixFretNotes, int>>& lengths)
{
SightRead::Note note;
note.position = SightRead::Tick {position};
note.flags = SightRead::FLAGS_SIX_FRET_GUITAR;
for (const auto& [lane, length] : lengths) {
note.lengths.at(lane) = SightRead::Tick {length};
}
return note;
}
std::shared_ptr<SightRead::SongGlobalData> make_resolution(int resolution)
{
auto data = std::make_shared<SightRead::SongGlobalData>();
data->resolution(resolution);
data->tempo_map({{}, {}, {}, resolution});
return data;
}
}
BOOST_AUTO_TEST_SUITE(non_sustain_notes)
BOOST_AUTO_TEST_CASE(single_notes_give_fifty_points)
{
SightRead::NoteTrack track {{make_note(768), make_note(960)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
std::vector<int> expected_values {50, 50};
std::vector<int> values = set_values(points);
BOOST_CHECK_EQUAL_COLLECTIONS(values.cbegin(), values.cend(),
expected_values.cbegin(),
expected_values.cend());
}
BOOST_AUTO_TEST_CASE(chords_give_multiples_of_fifty_points)
{
SightRead::NoteTrack track {{make_chord(768,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0}})},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
std::vector<int> expected_values {100};
std::vector<int> values = set_values(points);
BOOST_CHECK_EQUAL_COLLECTIONS(values.cbegin(), values.cend(),
expected_values.cbegin(),
expected_values.cend());
}
BOOST_AUTO_TEST_CASE(ghl_notes_behave_the_same_as_five_fret_notes)
{
SightRead::NoteTrack track {{make_ghl_note(768), make_ghl_note(960)},
{},
SightRead::TrackType::SixFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
std::vector<int> expected_values {50, 50};
std::vector<int> values = set_values(points);
BOOST_CHECK_EQUAL_COLLECTIONS(values.cbegin(), values.cend(),
expected_values.cbegin(),
expected_values.cend());
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(sustain_notes)
BOOST_AUTO_TEST_CASE(sustain_points_depend_on_resolution)
{
SightRead::NoteTrack track {{make_note(768, 15)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet first_points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
std::vector<int> first_expected_values {50, 3};
std::vector<SightRead::Beat> first_expected_beats {SightRead::Beat(4.0),
SightRead::Beat(4.0026)};
SightRead::NoteTrack second_track {{make_note(768, 15)},
{},
SightRead::TrackType::FiveFret,
make_resolution(200)};
PointSet second_points {
second_track,
{make_resolution(200)->tempo_map(), SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
std::vector<int> second_expected_values {50, 2};
std::vector<SightRead::Beat> second_expected_beats {
SightRead::Beat(3.84), SightRead::Beat(3.8425)};
std::vector<int> first_values = set_values(first_points);
std::vector<SightRead::Beat> first_beats = set_position_beats(first_points);
std::vector<int> second_values = set_values(second_points);
std::vector<SightRead::Beat> second_beats
= set_position_beats(second_points);
BOOST_CHECK_EQUAL_COLLECTIONS(first_values.cbegin(), first_values.cend(),
first_expected_values.cbegin(),
first_expected_values.cend());
BOOST_CHECK_EQUAL(first_beats.size(), first_expected_beats.size());
for (auto i = 0U; i < first_beats.size(); ++i) {
BOOST_CHECK_CLOSE(first_beats[i].value(),
first_expected_beats[i].value(), 0.01);
}
BOOST_CHECK_EQUAL_COLLECTIONS(second_values.cbegin(), second_values.cend(),
second_expected_values.cbegin(),
second_expected_values.cend());
BOOST_CHECK_EQUAL(second_beats.size(), second_expected_beats.size());
for (auto i = 0U; i < second_beats.size(); ++i) {
BOOST_CHECK_CLOSE(second_beats[i].value(),
second_expected_beats[i].value(), 0.01);
}
}
BOOST_AUTO_TEST_CASE(sustain_points_and_chords)
{
SightRead::NoteTrack track {{make_chord(768,
{{SightRead::FIVE_FRET_GREEN, 8},
{SightRead::FIVE_FRET_RED, 8}})},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
std::vector<int> expected_values {100, 2};
std::vector<SightRead::Beat> expected_beats {SightRead::Beat(4.0),
SightRead::Beat(4.0026)};
std::vector<int> values = set_values(points);
std::vector<SightRead::Beat> beats = set_position_beats(points);
BOOST_CHECK_EQUAL_COLLECTIONS(values.cbegin(), values.cend(),
expected_values.cbegin(),
expected_values.cend());
BOOST_CHECK_EQUAL(beats.size(), expected_beats.size());
for (auto i = 0U; i < beats.size(); ++i) {
BOOST_CHECK_CLOSE(beats[i].value(), expected_beats[i].value(), 0.01);
}
}
BOOST_AUTO_TEST_CASE(resolutions_below_25_do_not_enter_an_infinite_loop)
{
SightRead::NoteTrack track {{make_note(768, 2)},
{},
SightRead::TrackType::FiveFret,
make_resolution(1)};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_EQUAL(std::distance(points.cbegin(), points.cend()), 3);
}
BOOST_AUTO_TEST_CASE(sustains_of_uneven_length_are_handled_correctly)
{
SightRead::NoteTrack track {
{make_chord(0,
{{SightRead::FIVE_FRET_GREEN, 1504},
{SightRead::FIVE_FRET_RED, 1504},
{SightRead::FIVE_FRET_YELLOW, 736}})},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
auto total_score = std::accumulate(
points.cbegin(), points.cend(), 0,
[](const auto& a, const auto& b) { return a + b.value; });
BOOST_CHECK_EQUAL(total_score, 686);
}
// RB1 Here It Goes Again m20 GRB sustain
BOOST_AUTO_TEST_CASE(chord_sustains_in_rb_are_handled_correctly)
{
SightRead::NoteTrack track {
{make_chord(0,
{{SightRead::FIVE_FRET_GREEN, 1800},
{SightRead::FIVE_FRET_RED, 1800},
{SightRead::FIVE_FRET_BLUE, 1800}})},
{},
SightRead::TrackType::FiveFret,
make_resolution(480)};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
RbEngine()};
const auto total_score = std::accumulate(
points.cbegin(), points.cend(), 0,
[](const auto& a, const auto& b) { return a + b.value; });
BOOST_CHECK_EQUAL(total_score, 210);
}
// RB1 Cherub Rock m24 Y sustain
BOOST_AUTO_TEST_CASE(
rounding_from_length_in_rb_for_single_notes_is_handled_correctly)
{
SightRead::NoteTrack track {{make_note(0, 419)},
{},
SightRead::TrackType::FiveFret,
make_resolution(480)};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
RbEngine()};
const auto total_score = std::accumulate(
points.cbegin(), points.cend(), 0,
[](const auto& a, const auto& b) { return a + b.value; });
BOOST_CHECK_EQUAL(total_score, 35);
}
// RB1 Cherub Rock m65 RO sustain
BOOST_AUTO_TEST_CASE(rounding_from_length_in_rb_for_chords_is_handled_correctly)
{
SightRead::NoteTrack track {
{make_chord(0,
{{SightRead::FIVE_FRET_RED, 419},
{SightRead::FIVE_FRET_ORANGE, 419}})},
{},
SightRead::TrackType::FiveFret,
make_resolution(480)};
PointSet points {track,
{{}, SpMode::OdBeat},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
RbEngine()};
const auto total_score = std::accumulate(
points.cbegin(), points.cend(), 0,
[](const auto& a, const auto& b) { return a + b.value; });
BOOST_CHECK_EQUAL(total_score, 70);
}
// GH1 Ace of Spades m6 Y sustain
BOOST_AUTO_TEST_CASE(gh1_one_beat_sustain_is_handled_correctly)
{
SightRead::NoteTrack track {
{make_note(0, 1917, SightRead::FIVE_FRET_YELLOW)},
{},
SightRead::TrackType::FiveFret,
make_resolution(480)};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
const auto total_score = std::accumulate(
points.cbegin(), points.cend(), 0,
[](const auto& a, const auto& b) { return a + b.value; });
BOOST_CHECK_EQUAL(total_score, 150);
}
// GH1 Ace of Spades m96 O sustain
BOOST_AUTO_TEST_CASE(
rounding_from_fractional_length_in_gh1_is_handled_correctly)
{
SightRead::NoteTrack track {
{make_note(0, 1560, SightRead::FIVE_FRET_ORANGE)},
{},
SightRead::TrackType::FiveFret,
make_resolution(480)};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
const auto total_score = std::accumulate(
points.cbegin(), points.cend(), 0,
[](const auto& a, const auto& b) { return a + b.value; });
BOOST_CHECK_EQUAL(total_score, 131);
}
// GH1 Ace of Spades m15 BO sustain
BOOST_AUTO_TEST_CASE(
rounding_from_length_in_gh1_for_chords_is_handled_correctly)
{
SightRead::NoteTrack track {
{make_chord(0,
{{SightRead::FIVE_FRET_BLUE, 360},
{SightRead::FIVE_FRET_ORANGE, 360}})},
{},
SightRead::TrackType::FiveFret,
make_resolution(480)};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
const auto total_score = std::accumulate(
points.cbegin(), points.cend(), 0,
[](const auto& a, const auto& b) { return a + b.value; });
BOOST_CHECK_EQUAL(total_score, 138);
}
BOOST_AUTO_TEST_CASE(fortnite_festival_half_od_time_is_handled_correctly)
{
SightRead::NoteTrack track {
{make_chord(0, {{SightRead::FIVE_FRET_GREEN, 1920}})},
{},
SightRead::TrackType::FiveFret,
make_resolution(480)};
PointSet points {
track,
{{{},
{},
{SightRead::Tick {0}, SightRead::Tick {960}, SightRead::Tick {1920}},
480},
SpMode::OdBeat},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
FortniteGuitarEngine()};
const auto total_score = std::accumulate(
points.cbegin(), points.cend(), 0,
[](const auto& a, const auto& b) { return a + b.value; });
BOOST_CHECK_EQUAL(total_score, 60);
}
BOOST_AUTO_TEST_CASE(long_fortnite_sustains_are_handled_correctly)
{
SightRead::NoteTrack track {
{make_chord(0, {{SightRead::FIVE_FRET_GREEN, 1920}})},
{},
SightRead::TrackType::FiveFret,
make_resolution(480)};
PointSet points {track,
{{{}, {}, {}, 480}, SpMode::OdBeat},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
FortniteVocalsEngine()};
const auto total_score = std::accumulate(
points.cbegin(), points.cend(), 0,
[](const auto& a, const auto& b) { return a + b.value; });
BOOST_CHECK_EQUAL(total_score, 136);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(points_are_sorted)
{
SightRead::NoteTrack track {{make_note(768, 15), make_note(770, 0)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
const auto beats = set_position_beats(points);
BOOST_TEST(std::is_sorted(beats.cbegin(), beats.cend()));
}
BOOST_AUTO_TEST_CASE(end_of_sp_phrase_points)
{
SightRead::NoteTrack track {
{make_note(768), make_note(960), make_note(1152)},
{{SightRead::Tick {768}, SightRead::Tick {1}},
{SightRead::Tick {900}, SightRead::Tick {50}},
{SightRead::Tick {1100}, SightRead::Tick {53}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
PointSet unison_points {track,
{{}, SpMode::Measure},
{{SightRead::Tick {1100}, SightRead::Tick {53}}},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Rb3Engine()};
BOOST_TEST(points.cbegin()->is_sp_granting_note);
BOOST_TEST(!std::next(points.cbegin())->is_sp_granting_note);
BOOST_TEST(std::next(points.cbegin(), 2)->is_sp_granting_note);
BOOST_TEST(!std::next(points.cbegin(), 2)->is_unison_sp_granting_note);
BOOST_TEST(!unison_points.cbegin()->is_unison_sp_granting_note);
BOOST_TEST(
std::next(unison_points.cbegin(), 2)->is_unison_sp_granting_note);
}
BOOST_AUTO_TEST_SUITE(combo_multiplier_is_taken_into_account)
BOOST_AUTO_TEST_CASE(multiplier_applies_to_non_sustains)
{
std::vector<SightRead::Note> notes;
notes.reserve(50);
for (int i = 0; i < 50; ++i) {
notes.push_back(make_note(192 * i));
}
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
std::vector<int> expected_values;
std::vector<int> expected_base_values;
expected_values.reserve(50);
expected_base_values.reserve(50);
for (int i = 0; i < 50; ++i) {
const auto mult = 1 + std::min((i + 1) / 10, 3);
expected_values.push_back(50 * mult);
expected_base_values.push_back(50);
}
std::vector<int> values = set_values(points);
std::vector<int> base_values = set_base_values(points);
BOOST_CHECK_EQUAL_COLLECTIONS(values.cbegin(), values.cend(),
expected_values.cbegin(),
expected_values.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(base_values.cbegin(), base_values.cend(),
expected_base_values.cbegin(),
expected_base_values.cend());
}
BOOST_AUTO_TEST_CASE(sustain_points_are_multiplied)
{
std::vector<SightRead::Note> notes;
notes.reserve(50);
for (int i = 0; i < 50; ++i) {
notes.push_back(make_note(192 * i));
}
notes.push_back(make_note(9600, 192));
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_EQUAL(std::prev(points.cend(), 2)->value, 4);
BOOST_CHECK_EQUAL(std::prev(points.cend(), 2)->base_value, 1);
}
BOOST_AUTO_TEST_CASE(later_sustain_points_in_extended_sustains_are_multiplied)
{
std::vector<SightRead::Note> notes;
notes.reserve(10);
for (int i = 0; i < 10; ++i) {
notes.push_back(make_note(192 * i));
}
notes[0].lengths[0] = SightRead::Tick {2000};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_EQUAL(std::prev(points.cend(), 2)->value, 2);
BOOST_CHECK_EQUAL(std::prev(points.cend(), 2)->base_value, 1);
}
BOOST_AUTO_TEST_CASE(drum_notes_have_the_multiplier_handled_correctly)
{
std::vector<SightRead::Note> notes;
notes.reserve(10);
for (int i = 0; i < 9; ++i) {
notes.push_back(make_drum_note(192 * i, SightRead::DRUM_RED));
}
notes.push_back(make_drum_note(192 * 7, SightRead::DRUM_YELLOW));
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine()};
BOOST_CHECK_EQUAL(std::prev(points.cend(), 1)->value, 100);
}
BOOST_AUTO_TEST_CASE(fortnite_notes_have_the_multiplier_handled_correctly)
{
std::vector<SightRead::Note> notes;
notes.reserve(11);
for (int i = 0; i < 10; ++i) {
notes.push_back(make_note(192 * i, 0, SightRead::FIVE_FRET_GREEN));
}
notes.push_back(make_note(192 * 7, 0, SightRead::FIVE_FRET_RED));
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FortniteFestival,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::OdBeat},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
FortniteGuitarEngine()};
BOOST_CHECK_EQUAL(std::prev(points.cend(), 1)->value, 72);
}
BOOST_AUTO_TEST_CASE(gh1_multiplier_delay_accounted_for)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(100), make_note(200), make_note(300),
make_note(400), make_note(500), make_note(600), make_note(700),
make_note(800), make_note(900, 100)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
BOOST_CHECK_EQUAL((points.cbegin() + 9)->value, 50);
BOOST_CHECK_EQUAL((points.cbegin() + 10)->value, 2);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(hit_window_start_and_hit_window_end_are_set_correctly)
BOOST_AUTO_TEST_CASE(hit_window_starts_for_notes_are_correct)
{
SightRead::TempoMap tempo_map {
{},
{{SightRead::Tick {0}, 150000}, {SightRead::Tick {768}, 200000}},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(192), make_note(787)};
SightRead::NoteTrack track {
notes, {}, SightRead::TrackType::FiveFret, global_data};
PointSet points {track,
{tempo_map, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(points.cbegin()->hit_window_start.beat.value(), 0.825,
0.0001);
BOOST_CHECK_CLOSE(std::next(points.cbegin())->hit_window_start.beat.value(),
3.89922, 0.0001);
}
BOOST_AUTO_TEST_CASE(hit_window_ends_for_notes_are_correct)
{
SightRead::TempoMap tempo_map {
{},
{{SightRead::Tick {0}, 150000}, {SightRead::Tick {768}, 200000}},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(192), make_note(749)};
SightRead::NoteTrack track {
notes, {}, SightRead::TrackType::FiveFret, global_data};
PointSet points {track,
{tempo_map, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(points.cbegin()->hit_window_end.beat.value(), 1.175,
0.0001);
BOOST_CHECK_CLOSE(std::next(points.cbegin())->hit_window_end.beat.value(),
4.10139, 0.0001);
}
BOOST_AUTO_TEST_CASE(hit_window_starts_and_ends_for_hold_points_are_correct)
{
SightRead::TempoMap tempo_map {
{},
{{SightRead::Tick {0}, 150000}, {SightRead::Tick {768}, 200000}},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(672, 192)};
SightRead::NoteTrack track {
notes, {}, SightRead::TrackType::FiveFret, global_data};
PointSet points {track,
{tempo_map, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
for (auto p = std::next(points.cbegin()); p < points.cend(); ++p) {
BOOST_CHECK_CLOSE(p->position.beat.value(),
p->hit_window_start.beat.value(), 0.0001);
BOOST_CHECK_CLOSE(p->position.beat.value(),
p->hit_window_end.beat.value(), 0.0001);
}
}
BOOST_AUTO_TEST_CASE(squeeze_setting_is_accounted_for)
{
SightRead::TempoMap tempo_map {
{},
{{SightRead::Tick {0}, 150000}, {SightRead::Tick {768}, 200000}},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(192)};
SightRead::NoteTrack track {
notes, {}, SightRead::TrackType::FiveFret, global_data};
PointSet points {track,
{tempo_map, SpMode::Measure},
{},
{0.5, 1.0, SightRead::Second {0.0},
SightRead::Second {0.0}, SightRead::Second {0.0}},
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(points.cbegin()->hit_window_start.beat.value(), 0.9125,
0.0001);
BOOST_CHECK_CLOSE(points.cbegin()->hit_window_end.beat.value(), 1.0875,
0.0001);
}
BOOST_AUTO_TEST_CASE(restricted_back_end_is_taken_account_of)
{
SightRead::TempoMap tempo_map {
{},
{{SightRead::Tick {0}, 150000}, {SightRead::Tick {768}, 200000}},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
std::vector<SightRead::Note> notes {make_note(192), make_note(240)};
SightRead::NoteTrack track {
notes, {}, SightRead::TrackType::FiveFret, global_data};
PointSet points {track,
{tempo_map, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
RbEngine()};
PointSet fifty_sqz_points {track,
{{}, SpMode::Measure},
{},
{0.5, 1.0, SightRead::Second {0.0},
SightRead::Second {0.0},
SightRead::Second {0.0}},
SightRead::DrumSettings::default_settings(),
RbEngine()};
BOOST_CHECK_CLOSE(points.cbegin()->hit_window_end.beat.value(), 1.125,
0.0001);
BOOST_CHECK_CLOSE(fifty_sqz_points.cbegin()->hit_window_end.beat.value(),
1.0625, 0.0001);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(rb_bass_multiplier_is_taken_into_account)
{
std::vector<SightRead::Note> notes;
notes.reserve(60);
for (auto i = 0; i < 60; ++i) {
notes.push_back(make_note(192 * i));
}
const SightRead::NoteTrack track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
const PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
RbBassEngine()};
const auto total_points
= std::accumulate(points.cbegin(), points.cend(), 0,
[&](auto x, auto y) { return x + y.value; });
BOOST_CHECK_EQUAL(total_points, 5375);
}
BOOST_AUTO_TEST_SUITE(video_lag_is_taken_into_account)
BOOST_AUTO_TEST_CASE(negative_video_lag_is_handled_correctly)
{
const std::vector<SightRead::Note> notes {make_note(192, 0),
make_note(384, 192)};
const SightRead::NoteTrack track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
{1.0, 1.0, SightRead::Second {0.0},
SightRead::Second {-0.20}, SightRead::Second {0.0}},
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(points.cbegin()->position.beat.value(), 0.6, 0.0001);
BOOST_CHECK_CLOSE(points.cbegin()->hit_window_start.beat.value(), 0.46,
0.0001);
BOOST_CHECK_CLOSE(points.cbegin()->hit_window_end.beat.value(), 0.74,
0.0001);
BOOST_CHECK_CLOSE(std::next(points.cbegin(), 2)->position.beat.value(),
2.033854, 0.0001);
}
BOOST_AUTO_TEST_CASE(positive_video_lag_is_handled_correctly)
{
const std::vector<SightRead::Note> notes {make_note(192, 0),
make_note(384, 192)};
const SightRead::NoteTrack track {
notes,
{},
SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
{1.0, 1.0, SightRead::Second {0.0},
SightRead::Second {0.20}, SightRead::Second {0.0}},
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_CLOSE(points.cbegin()->position.beat.value(), 1.4, 0.0001);
BOOST_CHECK_CLOSE(points.cbegin()->hit_window_start.beat.value(), 1.26,
0.0001);
BOOST_CHECK_CLOSE(points.cbegin()->hit_window_end.beat.value(), 1.54,
0.0001);
BOOST_CHECK_CLOSE(std::next(points.cbegin(), 2)->position.beat.value(),
2.033854, 0.0001);
}
BOOST_AUTO_TEST_CASE(tick_points_are_not_multiplied_prematurely)
{
std::vector<SightRead::Note> notes {
make_note(192), make_note(193), make_note(194), make_note(195),
make_note(196), make_note(197), make_note(198), make_note(199),
make_note(200, 200), make_note(400)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
{1.0, 1.0, SightRead::Second {0.0},
SightRead::Second {-0.40}, SightRead::Second {0.0}},
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_EQUAL(std::prev(points.cend())->value, 100);
BOOST_CHECK_EQUAL(std::prev(points.cend(), 2)->value, 7);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(next_non_hold_point_is_correct)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192, 192)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_EQUAL(points.next_non_hold_point(points.cbegin()),
points.cbegin());
BOOST_CHECK_EQUAL(points.next_non_hold_point(std::next(points.cbegin(), 2)),
points.cend());
}
BOOST_AUTO_TEST_CASE(next_sp_granting_note_is_correct)
{
std::vector<SightRead::Note> notes {make_note(100, 0), make_note(200, 100),
make_note(400, 0)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {200}, SightRead::Tick {1}},
{SightRead::Tick {400}, SightRead::Tick {1}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
BOOST_CHECK_EQUAL(points.next_sp_granting_note(points.cbegin()),
std::next(points.cbegin()));
BOOST_CHECK_EQUAL(points.next_sp_granting_note(std::next(points.cbegin())),
std::next(points.cbegin()));
BOOST_CHECK_EQUAL(
points.next_sp_granting_note(std::next(points.cbegin(), 2)),
std::prev(points.cend()));
}
BOOST_AUTO_TEST_CASE(solo_sections_are_added)
{
std::vector<SightRead::Solo> solos {
{SightRead::Tick {0}, SightRead::Tick {576}, 100},
{SightRead::Tick {768}, SightRead::Tick {1152}, 200}};
SightRead::NoteTrack track {{},
{},
SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
track.solos(solos);
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
std::vector<std::tuple<SpPosition, int>> expected_solo_boosts {
{{SightRead::Beat(3.0), SpMeasure(0.75)}, 100},
{{SightRead::Beat(6.0), SpMeasure(1.5)}, 200}};
BOOST_CHECK_EQUAL_COLLECTIONS(
points.solo_boosts().cbegin(), points.solo_boosts().cend(),
expected_solo_boosts.cbegin(), expected_solo_boosts.cend());
}
BOOST_AUTO_TEST_CASE(range_score_is_correct)
{
SightRead::NoteTrack track {{make_note(0, 192), make_note(386)},
{},
SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
const auto begin = points.cbegin();
const auto end = points.cend();
BOOST_CHECK_EQUAL(points.range_score(begin, begin), 0);
BOOST_CHECK_EQUAL(points.range_score(begin, end), 128);
BOOST_CHECK_EQUAL(points.range_score(begin + 1, end - 1), 28);
}
BOOST_AUTO_TEST_CASE(colour_set_is_correct_for_five_fret)
{
std::vector<SightRead::Note> notes {
make_chord(
0,
{{SightRead::FIVE_FRET_GREEN, 0}, {SightRead::FIVE_FRET_RED, 0}}),
make_note(176, 100, SightRead::FIVE_FRET_YELLOW),
make_note(500, 0, SightRead::FIVE_FRET_BLUE)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
const auto begin = points.cbegin();
const auto end = points.cend();
BOOST_CHECK_EQUAL(points.colour_set(begin), "GR");
BOOST_CHECK_EQUAL(points.colour_set(begin + 1), "Y");
BOOST_CHECK_EQUAL(points.colour_set(end - 1), "B");
}
BOOST_AUTO_TEST_CASE(colour_set_is_correct_for_six_fret)
{
std::vector<SightRead::Note> notes {
make_ghl_chord(0,
{{SightRead::SIX_FRET_WHITE_LOW, 0},
{SightRead::SIX_FRET_WHITE_MID, 0}}),
make_ghl_note(176, 100, SightRead::SIX_FRET_BLACK_HIGH),
make_ghl_note(500, 0, SightRead::SIX_FRET_OPEN)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::SixFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
const auto begin = points.cbegin();
const auto end = points.cend();
BOOST_CHECK_EQUAL(points.colour_set(begin), "W1W2");
BOOST_CHECK_EQUAL(points.colour_set(begin + 1), "B3");
BOOST_CHECK_EQUAL(points.colour_set(end - 1), "open");
}
BOOST_AUTO_TEST_CASE(colour_set_is_correct_for_drums)
{
std::vector<SightRead::Note> notes {
make_drum_note(0, SightRead::DRUM_RED),
make_drum_note(0, SightRead::DRUM_YELLOW, SightRead::FLAGS_CYMBAL),
make_drum_note(176, SightRead::DRUM_BLUE, SightRead::FLAGS_CYMBAL),
make_drum_note(500, SightRead::DRUM_KICK)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine()};
const auto begin = points.cbegin();
const auto end = points.cend();
BOOST_CHECK_EQUAL(points.colour_set(begin), "R");
BOOST_CHECK_EQUAL(points.colour_set(begin + 1), "Y cymbal");
BOOST_CHECK_EQUAL(points.colour_set(end - 1), "kick");
}
BOOST_AUTO_TEST_CASE(double_kicks_only_appear_with_enable_double_kick)
{
std::vector<SightRead::Note> notes {
make_drum_note(0, SightRead::DRUM_KICK),
make_drum_note(192, SightRead::DRUM_DOUBLE_KICK)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
PointSet single_points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
{false, false, true, false},
ChDrumEngine()};
PointSet double_points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine()};
BOOST_CHECK_EQUAL(single_points.cend() - single_points.cbegin(), 1);
BOOST_CHECK_EQUAL(double_points.cend() - double_points.cbegin(), 2);
}
BOOST_AUTO_TEST_CASE(single_kicks_are_removed_with_disable_kick)
{
std::vector<SightRead::Note> notes {
make_drum_note(0, SightRead::DRUM_DOUBLE_KICK),
make_drum_note(192, SightRead::DRUM_KICK)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
{true, true, false, false},
ChDrumEngine()};
BOOST_CHECK_EQUAL(points.cend() - points.cbegin(), 1);
BOOST_CHECK_EQUAL(points.cbegin()->value, 50);
}
BOOST_AUTO_TEST_CASE(disable_kick_doesnt_kill_sp_phrases)
{
std::vector<SightRead::Note> notes {
make_drum_note(0, SightRead::DRUM_RED),
make_drum_note(192, SightRead::DRUM_KICK)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {200}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
{false, true, false, false},
ChDrumEngine()};
BOOST_TEST(points.cbegin()->is_sp_granting_note);
}
BOOST_AUTO_TEST_CASE(double_kicks_dont_kill_phrases)
{
std::vector<SightRead::Note> notes {
make_drum_note(0, SightRead::DRUM_RED),
make_drum_note(192, SightRead::DRUM_DOUBLE_KICK)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {200}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
{false, false, false, false},
ChDrumEngine()};
BOOST_TEST(points.cbegin()->is_sp_granting_note);
}
BOOST_AUTO_TEST_CASE(activation_notes_are_marked_with_drum_fills)
{
std::vector<SightRead::Note> notes {make_drum_note(0), make_drum_note(192),
make_drum_note(385),
make_drum_note(576)};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {384}, SightRead::Tick {5}}};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
track.drum_fills(fills);
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine()};
const auto begin = points.cbegin();
BOOST_TEST(!begin->fill_start.has_value());
BOOST_TEST(!(begin + 1)->fill_start.has_value());
BOOST_CHECK_CLOSE((begin + 2)->fill_start->value(), 1.0, 0.0001);
BOOST_TEST(!(begin + 3)->fill_start.has_value());
}
BOOST_AUTO_TEST_CASE(fills_ending_only_in_a_kick_are_not_killed)
{
std::vector<SightRead::Note> notes {
make_drum_note(0), make_drum_note(1, SightRead::DRUM_KICK)};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {0}, SightRead::Tick {2}}};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
track.drum_fills(fills);
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
{false, false, false, false},
ChDrumEngine()};
const auto begin = points.cbegin();
BOOST_TEST(!begin->fill_start.has_value());
BOOST_TEST((begin + 1)->fill_start.has_value());
}
BOOST_AUTO_TEST_CASE(fills_ending_only_in_a_double_kick_are_not_killed)
{
std::vector<SightRead::Note> notes {
make_drum_note(0), make_drum_note(1, SightRead::DRUM_DOUBLE_KICK)};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {0}, SightRead::Tick {2}}};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
track.drum_fills(fills);
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine()};
const auto begin = points.cbegin();
BOOST_TEST(!begin->fill_start.has_value());
BOOST_TEST((begin + 1)->fill_start.has_value());
}
BOOST_AUTO_TEST_CASE(
fills_ending_in_a_multi_note_have_the_activation_attached_to_the_first_note)
{
std::vector<SightRead::Note> notes {
make_drum_note(0), make_drum_note(0, SightRead::DRUM_KICK)};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {0}, SightRead::Tick {2}}};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
track.drum_fills(fills);
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine()};
const auto begin = points.cbegin();
const auto fill_start = begin->fill_start;
BOOST_CHECK(fill_start.has_value());
BOOST_CHECK_CLOSE(fill_start->value(), 0.0, 0.0001);
BOOST_TEST(!(begin + 1)->fill_start.has_value());
}
BOOST_AUTO_TEST_CASE(fills_are_attached_to_the_nearest_ending_point)
{
std::vector<SightRead::Note> notes {make_drum_note(0), make_drum_note(192),
make_drum_note(370),
make_drum_note(384)};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {0}, SightRead::Tick {2}},
{SightRead::Tick {193}, SightRead::Tick {5}},
{SightRead::Tick {377}, SightRead::Tick {4}}};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
track.drum_fills(fills);
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine()};
const auto begin = points.cbegin();
BOOST_TEST(begin->fill_start.has_value());
BOOST_TEST((begin + 1)->fill_start.has_value());
BOOST_TEST(!(begin + 2)->fill_start.has_value());
BOOST_TEST((begin + 3)->fill_start.has_value());
}
BOOST_AUTO_TEST_CASE(fills_attach_to_later_point_in_case_of_a_tie)
{
std::vector<SightRead::Note> notes {make_drum_note(0), make_drum_note(192)};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {0}, SightRead::Tick {96}}};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
track.drum_fills(fills);
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine()};
const auto begin = points.cbegin();
BOOST_TEST(!begin->fill_start.has_value());
BOOST_TEST((begin + 1)->fill_start.has_value());
}
BOOST_AUTO_TEST_CASE(cymbals_get_extra_points)
{
std::vector<SightRead::Note> notes {
make_drum_note(0, SightRead::DRUM_YELLOW, SightRead::FLAGS_CYMBAL)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine()};
const auto begin = points.cbegin();
BOOST_CHECK_EQUAL(begin->value, 65);
}
BOOST_AUTO_TEST_CASE(dynamics_get_double_points)
{
std::vector<SightRead::Note> notes {
make_drum_note(0, SightRead::DRUM_RED, SightRead::FLAGS_GHOST),
make_drum_note(192, SightRead::DRUM_RED, SightRead::FLAGS_ACCENT),
make_drum_note(384, SightRead::DRUM_RED),
make_drum_note(576, SightRead::DRUM_YELLOW,
static_cast<SightRead::NoteFlags>(
SightRead::FLAGS_CYMBAL | SightRead::FLAGS_GHOST)),
make_drum_note(768, SightRead::DRUM_YELLOW,
static_cast<SightRead::NoteFlags>(
SightRead::FLAGS_CYMBAL | SightRead::FLAGS_ACCENT)),
make_drum_note(960, SightRead::DRUM_YELLOW, SightRead::FLAGS_CYMBAL)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::Drums,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine()};
const auto begin = points.cbegin();
BOOST_CHECK_EQUAL(begin->value, 100);
BOOST_CHECK_EQUAL((begin + 1)->value, 100);
BOOST_CHECK_EQUAL((begin + 2)->value, 50);
BOOST_CHECK_EQUAL((begin + 3)->value, 130);
BOOST_CHECK_EQUAL((begin + 4)->value, 130);
BOOST_CHECK_EQUAL((begin + 5)->value, 65);
}
BOOST_AUTO_TEST_SUITE(first_after_current_phrase_works_correctly)
BOOST_AUTO_TEST_CASE(returns_next_point_outside_of_sp)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
const auto begin = points.cbegin();
BOOST_CHECK_EQUAL(points.first_after_current_phrase(begin),
std::next(begin));
}
BOOST_AUTO_TEST_CASE(returns_next_point_outside_current_sp_for_overlap_engine)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {200}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
const auto begin = points.cbegin();
BOOST_CHECK_EQUAL(points.first_after_current_phrase(begin), begin + 2);
}
BOOST_AUTO_TEST_CASE(returns_next_point_always_next_for_non_overlap_engine)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {200}}};
SightRead::NoteTrack track {notes, phrases, SightRead::TrackType::FiveFret,
std::make_unique<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
const auto begin = points.cbegin();
BOOST_CHECK_EQUAL(points.first_after_current_phrase(begin), begin + 1);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(fortnite_notes_have_individual_split_points)
{
std::vector<SightRead::Note> notes {
make_note(0, 0, SightRead::FIVE_FRET_GREEN),
make_note(0, 0, SightRead::FIVE_FRET_RED)};
SightRead::NoteTrack track {notes,
{},
SightRead::TrackType::FortniteFestival,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::OdBeat},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
FortniteGuitarEngine()};
BOOST_CHECK_EQUAL(std::distance(points.cbegin(), points.cend()), 2);
}
| 57,632
|
C++
|
.cpp
| 1,297
| 31.629915
| 80
| 0.543736
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,755
|
optimiser_unittest.cpp
|
GenericMadScientist_CHOpt/tests/optimiser_unittest.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <algorithm>
#include <cstdlib>
#include <iterator>
#include <boost/test/unit_test.hpp>
#include "optimiser.hpp"
#include "test_helpers.hpp"
namespace {
const std::atomic<bool> term_bool {false};
}
BOOST_AUTO_TEST_SUITE(overlap_guitar_paths)
BOOST_AUTO_TEST_CASE(simplest_song_with_a_non_empty_path)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto& points = track.points();
std::vector<Activation> optimal_acts {
{points.cbegin() + 2, points.cbegin() + 2, SightRead::Beat {0.0},
SightRead::Beat {2.0}, SightRead::Beat {18.0}}};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 50);
BOOST_CHECK_EQUAL_COLLECTIONS(opt_path.activations.cbegin(),
opt_path.activations.cend(),
optimal_acts.cbegin(), optimal_acts.cend());
}
BOOST_AUTO_TEST_CASE(simplest_song_with_multiple_acts)
{
std::vector<SightRead::Note> notes {
make_note(0),
make_note(192),
make_chord(384,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}}),
make_note(3840),
make_note(4032),
make_chord(10368,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}})};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {3840}, SightRead::Tick {50}},
{SightRead::Tick {4032}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto& points = track.points();
std::vector<Activation> optimal_acts {
{points.cbegin() + 2, points.cbegin() + 2, SightRead::Beat {0.0},
SightRead::Beat {2.0}, SightRead::Beat {18.0}},
{points.cbegin() + 5, points.cbegin() + 5, SightRead::Beat {0.0},
SightRead::Beat {54.0}, SightRead::Beat {70.0}}};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 300);
BOOST_CHECK_EQUAL_COLLECTIONS(opt_path.activations.cbegin(),
opt_path.activations.cend(),
optimal_acts.cbegin(), optimal_acts.cend());
}
BOOST_AUTO_TEST_CASE(simplest_song_with_an_act_containing_more_than_one_note)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384), make_note(576)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto& points = track.points();
std::vector<Activation> optimal_acts {
{points.cbegin() + 2, points.cbegin() + 3, SightRead::Beat {0.0},
SightRead::Beat {2.0}, SightRead::Beat {18.0}}};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 100);
BOOST_CHECK_EQUAL_COLLECTIONS(opt_path.activations.cbegin(),
opt_path.activations.cend(),
optimal_acts.cbegin(), optimal_acts.cend());
}
BOOST_AUTO_TEST_CASE(simplest_song_with_an_act_that_must_go_as_long_as_possible)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384), make_note(3360)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto& points = track.points();
std::vector<Activation> optimal_acts {
{points.cbegin() + 2, points.cbegin() + 3, SightRead::Beat {0.0},
SightRead::Beat {2.0}, SightRead::Beat {18.0}}};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 100);
BOOST_CHECK_EQUAL_COLLECTIONS(opt_path.activations.cbegin(),
opt_path.activations.cend(),
optimal_acts.cbegin(), optimal_acts.cend());
}
BOOST_AUTO_TEST_CASE(simplest_song_where_greedy_algorithm_fails)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384),
make_chord(
3840,
{{SightRead::FIVE_FRET_GREEN, 0}, {SightRead::FIVE_FRET_RED, 0}})};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto& points = track.points();
std::vector<Activation> optimal_acts {
{points.cbegin() + 3, points.cbegin() + 3, SightRead::Beat {0.0},
SightRead::Beat {20.0}, SightRead::Beat {36.0}}};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 100);
BOOST_CHECK_EQUAL_COLLECTIONS(opt_path.activations.cbegin(),
opt_path.activations.cend(),
optimal_acts.cbegin(), optimal_acts.cend());
}
BOOST_AUTO_TEST_CASE(simplest_song_where_a_phrase_must_be_hit_early)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384), make_note(3224),
make_note(9378), make_note(15714), make_note(15715)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {3224}, SightRead::Tick {50}},
{SightRead::Tick {9378}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto& points = track.points();
std::vector<Activation> optimal_acts {
{points.cbegin() + 2, points.cbegin() + 2, SightRead::Beat {0.0},
SightRead::Beat {0.8958}, SightRead::Beat {16.8958}},
{points.cbegin() + 5, points.cbegin() + 6, SightRead::Beat {0.0},
SightRead::Beat {81.84375}, SightRead::Beat {97.84375}}};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 150);
BOOST_CHECK_EQUAL_COLLECTIONS(opt_path.activations.cbegin(),
opt_path.activations.cend(),
optimal_acts.cbegin(), optimal_acts.cend());
}
// Naively the ideal path would be 2-1, but we have to squeeze the last SP
// phrase early for the 2 to work and this makes the 1 impossible. So the
// optimal path is really 3.
BOOST_AUTO_TEST_CASE(simplest_song_where_activations_ending_late_matter)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384),
make_note(3234, 1440), make_note(10944), make_note(10945),
make_note(10946), make_note(10947), make_note(10948),
make_note(10949), make_note(10950), make_note(10951),
make_note(10952), make_note(10953)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {3234}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 750);
BOOST_CHECK_EQUAL(opt_path.activations.size(), 1);
}
// There was a bug where sustains at the start of an SP phrase right after an
// activation/start of song had their early whammy discounted, if that note
// didn't also grant SP. This affected a squeeze in GH3 Cult of Personality.
// This test is to catch that.
BOOST_AUTO_TEST_CASE(early_whammy_at_start_of_an_sp_phrase_is_always_counted)
{
std::vector<SightRead::Note> notes {make_note(0, 1420), make_note(1500),
make_note(1600)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1550}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 50);
BOOST_CHECK_EQUAL(opt_path.activations.size(), 1);
}
// There was a bug where an activation on a note right after an SP sustain could
// double count the whammy available between the burst at the end of the sustain
// and the note. This affected a squeeze in Epidox, making chopt think you could
// squeeze from the O right before Robotic Buildup to a B in the next section.
BOOST_AUTO_TEST_CASE(
whammy_just_before_the_activation_point_is_not_double_counted)
{
std::vector<SightRead::Note> notes {make_note(192, 1440), make_note(1632),
make_note(6336)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {192}, SightRead::Tick {1}},
{SightRead::Tick {1632}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_LT(opt_path.score_boost, 100);
}
// There was a bug where an activation on a note right after an SP sustain could
// be drawn starting right after the tick burst, rather than the proper place.
// An example is the last activation of Gamer National Anthem in CSC August
// 2020.
BOOST_AUTO_TEST_CASE(activation_right_after_a_sp_sustain_is_drawn_correctly)
{
std::vector<SightRead::Note> notes {make_note(0, 1488),
make_note(2880, 3264)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_GE(opt_path.activations[0].sp_start.value(), 15.0);
}
BOOST_AUTO_TEST_CASE(songs_ending_in_es1_are_pathed_correctly)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(384), make_note(576),
make_note(768), make_note(4032), make_note(4224)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {4032}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 150);
BOOST_CHECK_EQUAL(opt_path.activations.size(), 1);
}
BOOST_AUTO_TEST_CASE(compressed_whammy_is_specified_correctly)
{
std::vector<SightRead::Note> notes {
make_note(192, 192),
make_note(672),
make_chord(1000,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}}),
make_note(3840),
make_note(9984),
make_chord(10176,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}})};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {672}, SightRead::Tick {50}},
{SightRead::Tick {3840}, SightRead::Tick {50}},
{SightRead::Tick {9984}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
const auto& act = opt_path.activations[0];
BOOST_CHECK_EQUAL(opt_path.score_boost, 300);
BOOST_CHECK_EQUAL(opt_path.activations.size(), 2);
BOOST_CHECK_GT(act.whammy_end.value(), 1.06);
BOOST_CHECK_LT(act.whammy_end.value(), 1.74);
BOOST_CHECK_LT(act.sp_start.value(), 3.6);
}
BOOST_AUTO_TEST_CASE(acts_covering_the_last_note_do_not_compress_whammy)
{
std::vector<SightRead::Note> notes {make_note(0, 1536), make_note(1728)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
const auto& act = opt_path.activations[0];
BOOST_CHECK_GT(act.whammy_end.value(), 16.0);
}
BOOST_AUTO_TEST_CASE(use_next_point_to_work_out_compressed_whammy)
{
std::vector<SightRead::Note> notes {
make_note(0),
make_note(192),
make_chord(384,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}}),
make_note(3350),
make_note(3360),
make_note(9504),
make_chord(9696,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}})};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {3350}, SightRead::Tick {50}},
{SightRead::Tick {9504}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
const auto& act = opt_path.activations[0];
BOOST_CHECK_GT(act.whammy_end.value(), 17.45);
}
// There was a bug where an activation after an SP sustain that comes after an
// act with a forbidden squeeze would be shown to have ticks possible on the
// forbidden squeeze even if ticks were not possible. An example is given by the
// path for EON BREAK in CSC December 2019.
BOOST_AUTO_TEST_CASE(forbidden_squeeze_does_not_grant_extra_whammy_next_act)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(768), make_note(3840, 192),
make_note(4224), make_note(19200, 192),
make_note(38400), make_note(41990)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {192}, SightRead::Tick {1}},
{SightRead::Tick {3840}, SightRead::Tick {576}},
{SightRead::Tick {19200}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 200);
}
// This isn't terribly well-defined. The heuristic is to still do a greedy
// approach but to pick the easiest activation at any point given a tie. The
// test is just enough to spot a difference between that and simple greedy.
BOOST_AUTO_TEST_CASE(easier_activations_are_chosen_where_possible)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192),
make_note(384), make_note(3504),
make_note(9600), make_note(12672)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {192}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_GT(opt_path.activations[0].sp_start.value(), 20.0);
}
// There was a bug where EW could be obtained from a note before the note was
// hit. This came up in xOn Our Kneesx from CSC November 2020, where this makes
// CHOpt believe you can activate before the GY note and get an extra 300
// points.
BOOST_AUTO_TEST_CASE(
early_whammy_from_a_note_cannot_be_obtained_until_the_note_is_hit)
{
std::vector<SightRead::Note> notes {make_note(0, 1392),
make_note(1536, 192)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {1536}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 28);
}
// Video lag can cause a hold point to be the first point in a song. If this
// happens then we cannot use std::prev on the iterator for the first point, so
// we must check this before calling std::prev.
BOOST_AUTO_TEST_CASE(does_not_crash_with_positive_video_lag)
{
std::vector<SightRead::Note> notes {make_note(192, 192)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {192}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
{1.0, 1.0, SightRead::Second {0.0},
SightRead::Second {0.1}, SightRead::Second {0.0}},
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 0);
}
BOOST_AUTO_TEST_CASE(whammy_delay_is_handled_correctly)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192), make_note(768),
make_note(3840, 1420), make_note(5376), make_note(13056),
make_note(13248), make_note(13440), make_note(13632),
make_note(13824), make_note(14016), make_note(14208)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {192}, SightRead::Tick {1}},
{SightRead::Tick {3840}, SightRead::Tick {1728}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
{1.0, 1.0, SightRead::Second {0.0},
SightRead::Second {0.0}, SightRead::Second {0.1}},
SightRead::DrumSettings::default_settings(),
ChGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.1)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.activations.size(), 2);
BOOST_CHECK_EQUAL(opt_path.score_boost, 550);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(drum_paths)
BOOST_AUTO_TEST_CASE(drum_paths_can_only_activate_on_activation_notes)
{
std::vector<SightRead::Note> notes {make_drum_note(0), make_drum_note(192),
make_drum_note(3000),
make_drum_note(4000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {192}, SightRead::Tick {1}}};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {3900}, SightRead::Tick {101}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
note_track.drum_fills(fills);
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.activations.size(), 1);
BOOST_CHECK_EQUAL(opt_path.score_boost, 50);
}
BOOST_AUTO_TEST_CASE(
drum_paths_cant_activate_way_earlier_than_an_activation_note)
{
std::vector<SightRead::Note> notes {
make_drum_note(0), make_drum_note(192), make_drum_note(3840),
make_drum_note(3940), make_drum_note(4040), make_drum_note(17000),
make_drum_note(20000), make_drum_note(20100)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {192}, SightRead::Tick {1}},
{SightRead::Tick {4040}, SightRead::Tick {1}},
{SightRead::Tick {17000}, SightRead::Tick {1}}};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {3830}, SightRead::Tick {20}},
{SightRead::Tick {19990}, SightRead::Tick {20}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
note_track.drum_fills(fills);
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.activations.size(), 1);
BOOST_CHECK_EQUAL(opt_path.score_boost, 150);
}
BOOST_AUTO_TEST_CASE(drum_reverse_squeezes_are_drawn_properly)
{
std::vector<SightRead::Note> notes {
make_drum_note(0), make_drum_note(192), make_drum_note(19200),
make_drum_note(22232), make_drum_note(22260), make_drum_note(90000),
make_drum_note(90100), make_drum_note(90200)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {192}, SightRead::Tick {1}},
{SightRead::Tick {22232}, SightRead::Tick {1}},
{SightRead::Tick {22260}, SightRead::Tick {1}}};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {19190}, SightRead::Tick {20}},
{SightRead::Tick {89990}, SightRead::Tick {20}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
note_track.drum_fills(fills);
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.activations.size(), 2);
BOOST_CHECK_GT(opt_path.activations[0].sp_start.value(), 99.8);
}
BOOST_AUTO_TEST_CASE(
drum_activations_can_only_happen_two_seconds_after_getting_sp)
{
std::vector<SightRead::Note> notes {make_drum_note(0), make_drum_note(192),
make_drum_note(800),
make_drum_note(1000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {192}, SightRead::Tick {1}}};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {800}, SightRead::Tick {1}},
{SightRead::Tick {1000}, SightRead::Tick {1}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
note_track.drum_fills(fills);
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 50);
}
BOOST_AUTO_TEST_CASE(drum_activation_delay_is_affected_by_speed)
{
std::vector<SightRead::Note> notes {make_drum_note(0), make_drum_note(192),
make_drum_note(800),
make_drum_note(1000)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {1}},
{SightRead::Tick {192}, SightRead::Tick {1}}};
std::vector<SightRead::DrumFill> fills {
{SightRead::Tick {800}, SightRead::Tick {1}},
{SightRead::Tick {1000}, SightRead::Tick {1}}};
auto tempo_map = SightRead::TempoMap().speedup(200);
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack note_track {notes, phrases,
SightRead::TrackType::Drums, global_data};
note_track.drum_fills(fills);
ProcessedSong track {note_track,
{tempo_map, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChDrumEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 200, SightRead::Second(0.0)};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 50);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(no_overlap_guitar_paths)
BOOST_AUTO_TEST_CASE(simplest_song_where_overlap_matters)
{
std::vector<SightRead::Note> notes {
make_note(0), make_note(192),
make_chord(
384,
{{SightRead::FIVE_FRET_GREEN, 0}, {SightRead::FIVE_FRET_RED, 0}}),
make_note(3456), make_note(4224)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {3456}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto& points = track.points();
std::vector<Activation> optimal_acts {
{points.cbegin() + 2, points.cbegin() + 3, SightRead::Beat {0.0},
SightRead::Beat {2.0}, SightRead::Beat {18.0}}};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 150);
BOOST_CHECK_EQUAL_COLLECTIONS(opt_path.activations.cbegin(),
opt_path.activations.cend(),
optimal_acts.cbegin(), optimal_acts.cend());
}
BOOST_AUTO_TEST_CASE(partial_overlap_doesnt_work)
{
std::vector<SightRead::Note> notes {
make_note(0),
make_note(192),
make_chord(384,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}}),
make_note(3456),
make_note(3648),
make_note(4224),
make_chord(4416,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}})};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {192}, SightRead::Tick {50}},
{SightRead::Tick {3456}, SightRead::Tick {200}},
{SightRead::Tick {4224}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto& points = track.points();
std::vector<Activation> optimal_acts {
{points.cbegin() + 2, points.cbegin() + 2, SightRead::Beat {0.0},
SightRead::Beat {2.0}, SightRead::Beat {18.0}},
{points.cbegin() + 6, points.cbegin() + 6, SightRead::Beat {0.0},
SightRead::Beat {23.0}, SightRead::Beat {39.0}}};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 300);
BOOST_CHECK_EQUAL_COLLECTIONS(opt_path.activations.cbegin(),
opt_path.activations.cend(),
optimal_acts.cbegin(), optimal_acts.cend());
}
BOOST_AUTO_TEST_CASE(compressed_whammy_considered_even_with_maxable_sp)
{
std::vector<SightRead::Note> notes {
make_note(0, 3072),
make_note(9600),
make_note(10368),
make_chord(11136,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}}),
make_chord(15744,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}}),
make_note(15936),
make_note(23616),
make_chord(24384,
{{SightRead::FIVE_FRET_GREEN, 0},
{SightRead::FIVE_FRET_RED, 0},
{SightRead::FIVE_FRET_YELLOW, 0}})};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {9600}, SightRead::Tick {800}},
{SightRead::Tick {15936}, SightRead::Tick {50}},
{SightRead::Tick {23616}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::Measure},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto& points = track.points();
std::vector<Activation> optimal_acts {
{points.cend() - 5, points.cend() - 4, SightRead::Beat {0.0},
SightRead::Beat {54.0}, SightRead::Beat {83.0}},
{points.cend() - 1, points.cend() - 1, SightRead::Beat {0.0},
SightRead::Beat {127.0}, SightRead::Beat {143.0}}};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 450);
BOOST_CHECK_EQUAL_COLLECTIONS(opt_path.activations.cbegin(),
opt_path.activations.cend(),
optimal_acts.cbegin(), optimal_acts.cend());
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(quarter_bar_activations_are_possible_on_fortnite_engine)
{
std::vector<SightRead::Note> notes {make_note(0), make_note(192)};
std::vector<SightRead::StarPower> phrases {
{SightRead::Tick {0}, SightRead::Tick {50}}};
SightRead::NoteTrack note_track {
notes, phrases, SightRead::TrackType::FortniteFestival,
std::make_shared<SightRead::SongGlobalData>()};
ProcessedSong track {note_track,
{{}, SpMode::OdBeat},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
FortniteGuitarEngine(),
{},
{}};
Optimiser optimiser {&track, &term_bool, 100, SightRead::Second(0.0)};
const auto& points = track.points();
std::vector<Activation> optimal_acts {
{points.cbegin() + 1, points.cbegin() + 1, SightRead::Beat {0.0},
SightRead::Beat {1.0}, SightRead::Beat {9.0}}};
const auto opt_path = optimiser.optimal_path();
BOOST_CHECK_EQUAL(opt_path.score_boost, 36);
BOOST_CHECK_EQUAL_COLLECTIONS(opt_path.activations.cbegin(),
opt_path.activations.cend(),
optimal_acts.cbegin(), optimal_acts.cend());
}
| 42,546
|
C++
|
.cpp
| 870
| 37.211494
| 80
| 0.578112
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,756
|
stringutil_unittest.cpp
|
GenericMadScientist_CHOpt/tests/stringutil_unittest.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023, 2024 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <stdexcept>
#include <boost/test/unit_test.hpp>
#include "stringutil.hpp"
BOOST_AUTO_TEST_CASE(break_off_newline_works_correctly)
{
std::string_view data = "Hello\nThe\rre\r\nWorld!";
BOOST_CHECK_EQUAL(break_off_newline(data), "Hello");
BOOST_CHECK_EQUAL(data, "The\rre\r\nWorld!");
BOOST_CHECK_EQUAL(break_off_newline(data), "The\rre");
BOOST_CHECK_EQUAL(data, "World!");
}
BOOST_AUTO_TEST_CASE(skip_whitespace_works_correctly)
{
BOOST_CHECK_EQUAL(skip_whitespace("Hello"), "Hello");
BOOST_CHECK_EQUAL(skip_whitespace(" Hello"), "Hello");
BOOST_CHECK_EQUAL(skip_whitespace("H ello"), "H ello");
}
BOOST_AUTO_TEST_CASE(to_utf8_string_strips_utf8_bom)
{
const std::string text {"\xEF\xBB\xBF\x6E"};
BOOST_CHECK_EQUAL(to_utf8_string(text), "n");
}
BOOST_AUTO_TEST_CASE(to_utf8_string_treats_no_bom_string_as_utf8)
{
const std::string text {"Hello"};
BOOST_CHECK_EQUAL(to_utf8_string(text), "Hello");
}
BOOST_AUTO_TEST_CASE(to_utf8_string_correctly_converts_from_utf16le_to_utf8)
{
const std::string text {
"\xFF\xFE\x6E\x00\x61\x00\x6D\x00\x65\x00\x3D\x00\x54\x00\x65\x00\x73"
"\x00\x74\x00",
20};
BOOST_CHECK_EQUAL(to_utf8_string(text), "name=Test");
}
BOOST_AUTO_TEST_CASE(to_utf8_string_correctly_converts_from_latin_1_strings)
{
const std::string text {"\xE9\x30"};
BOOST_CHECK_EQUAL(to_utf8_string(text), "é0");
}
BOOST_AUTO_TEST_CASE(to_ordinal_works_correctly)
{
BOOST_CHECK_EQUAL(to_ordinal(0), "0th");
BOOST_CHECK_EQUAL(to_ordinal(1), "1st");
BOOST_CHECK_EQUAL(to_ordinal(2), "2nd");
BOOST_CHECK_EQUAL(to_ordinal(3), "3rd");
BOOST_CHECK_EQUAL(to_ordinal(4), "4th");
BOOST_CHECK_EQUAL(to_ordinal(11), "11th");
BOOST_CHECK_EQUAL(to_ordinal(12), "12th");
BOOST_CHECK_EQUAL(to_ordinal(13), "13th");
BOOST_CHECK_THROW([&] { return to_ordinal(-1); }(), std::exception);
}
| 2,690
|
C++
|
.cpp
| 69
| 35.73913
| 78
| 0.704912
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,757
|
imagebuilder_unittest.cpp
|
GenericMadScientist_CHOpt/tests/imagebuilder_unittest.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023, 2024 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <cstdlib>
#include <iostream>
#include <boost/test/unit_test.hpp>
#include "test_helpers.hpp"
namespace boost::test_tools::tt_detail {
template <> struct print_log_value<std::tuple<double, double>> {
void operator()(std::ostream& stream,
const std::tuple<double, double>& tuple)
{
const auto& [first, second] = tuple;
stream << '{' << first << ", " << second << '}';
}
};
template <> struct print_log_value<std::tuple<double, std::string>> {
void operator()(std::ostream& stream,
const std::tuple<double, std::string>& tuple)
{
const auto& [first, second] = tuple;
stream << '{' << first << ", " << second << '}';
}
};
template <> struct print_log_value<std::tuple<double, int, int>> {
void operator()(std::ostream& stream,
const std::tuple<double, int, int>& tuple)
{
const auto& [first, second, third] = tuple;
stream << '{' << first << ", " << second << ", " << third << '}';
}
};
}
namespace {
DrawnNote make_drawn_note(double position, double length = 0.0,
SightRead::FiveFretNotes colour
= SightRead::FIVE_FRET_GREEN)
{
DrawnNote note {};
note.beat = position;
note.note_flags = SightRead::FLAGS_FIVE_FRET_GUITAR;
note.lengths.fill(-1.0);
note.lengths.at(colour) = length;
note.is_sp_note = false;
return note;
}
DrawnNote make_drawn_sp_note(double position, double length = 0.0,
SightRead::FiveFretNotes colour
= SightRead::FIVE_FRET_GREEN)
{
DrawnNote note {};
note.beat = position;
note.note_flags = SightRead::FLAGS_FIVE_FRET_GUITAR;
note.lengths.fill(-1.0);
note.lengths.at(colour) = length;
note.is_sp_note = true;
return note;
}
DrawnNote make_drawn_ghl_note(double position, double length = 0.0,
SightRead::SixFretNotes colour
= SightRead::SIX_FRET_WHITE_LOW)
{
DrawnNote note {};
note.beat = position;
note.note_flags = SightRead::FLAGS_SIX_FRET_GUITAR;
note.lengths.fill(-1.0);
note.lengths.at(colour) = length;
note.is_sp_note = false;
return note;
}
DrawnNote
make_drawn_drum_note(double position,
SightRead::DrumNotes colour = SightRead::DRUM_RED,
SightRead::NoteFlags flags = SightRead::FLAGS_NONE)
{
DrawnNote note {};
note.beat = position;
note.note_flags
= static_cast<SightRead::NoteFlags>(flags | SightRead::FLAGS_DRUMS);
note.lengths.fill(-1.0);
note.lengths.at(colour) = 0.0;
note.is_sp_note = false;
return note;
}
}
namespace SightRead {
std::ostream& operator<<(std::ostream& stream, Difficulty difficulty)
{
stream << static_cast<int>(difficulty);
return stream;
}
std::ostream& operator<<(std::ostream& stream, TrackType track_type)
{
stream << static_cast<int>(track_type);
return stream;
}
}
BOOST_AUTO_TEST_SUITE(track_type_is_stored_correctly)
BOOST_AUTO_TEST_CASE(five_fret_gets_the_right_track_type)
{
SightRead::NoteTrack track {{},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
BOOST_CHECK_EQUAL(builder.track_type(), SightRead::TrackType::FiveFret);
}
BOOST_AUTO_TEST_CASE(six_fret_gets_the_right_track_type)
{
SightRead::NoteTrack track {{},
{},
SightRead::TrackType::SixFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
BOOST_CHECK_EQUAL(builder.track_type(), SightRead::TrackType::SixFret);
}
BOOST_AUTO_TEST_CASE(drums_gets_the_right_track_type)
{
SightRead::NoteTrack track {{},
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
BOOST_CHECK_EQUAL(builder.track_type(), SightRead::TrackType::Drums);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(notes_are_handled_correctly)
BOOST_AUTO_TEST_CASE(non_sp_non_sustains_are_handled_correctly)
{
SightRead::NoteTrack track {
{make_note(0), make_note(768, 0, SightRead::FIVE_FRET_RED)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<DrawnNote> expected_notes {
make_drawn_note(0), make_drawn_note(4, 0, SightRead::FIVE_FRET_RED)};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.notes().cbegin(), builder.notes().cend(),
expected_notes.cbegin(), expected_notes.cend());
}
BOOST_AUTO_TEST_CASE(sustains_are_handled_correctly)
{
SightRead::NoteTrack track {{make_note(0, 96)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<DrawnNote> expected_notes {make_drawn_note(0, 0.5)};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.notes().cbegin(), builder.notes().cend(),
expected_notes.cbegin(), expected_notes.cend());
}
BOOST_AUTO_TEST_CASE(sp_notes_are_recorded)
{
SightRead::NoteTrack track {
{make_note(0), make_note(768)},
{{SightRead::Tick {768}, SightRead::Tick {100}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<DrawnNote> expected_notes {make_drawn_note(0),
make_drawn_sp_note(4)};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.notes().cbegin(), builder.notes().cend(),
expected_notes.cbegin(), expected_notes.cend());
}
BOOST_AUTO_TEST_CASE(six_fret_notes_are_handled_correctly)
{
SightRead::NoteTrack track {
{make_ghl_note(0),
make_ghl_note(768, 0, SightRead::SIX_FRET_BLACK_HIGH)},
{},
SightRead::TrackType::SixFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<DrawnNote> expected_notes {
make_drawn_ghl_note(0),
make_drawn_ghl_note(4, 0, SightRead::SIX_FRET_BLACK_HIGH)};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.notes().cbegin(), builder.notes().cend(),
expected_notes.cbegin(), expected_notes.cend());
}
BOOST_AUTO_TEST_CASE(drum_notes_are_handled_correctly)
{
SightRead::NoteTrack track {
{make_drum_note(0),
make_drum_note(768, SightRead::DRUM_YELLOW, SightRead::FLAGS_CYMBAL)},
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<DrawnNote> expected_notes {
make_drawn_drum_note(0),
make_drawn_drum_note(4, SightRead::DRUM_YELLOW,
SightRead::FLAGS_CYMBAL)};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.notes().cbegin(), builder.notes().cend(),
expected_notes.cbegin(), expected_notes.cend());
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(drawn_rows_are_handled_correctly)
BOOST_AUTO_TEST_CASE(simple_four_four_is_handled_correctly)
{
SightRead::NoteTrack track {{make_note(2880)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<DrawnRow> expected_rows {{0.0, 16.0}};
BOOST_CHECK_EQUAL_COLLECTIONS(builder.rows().cbegin(),
builder.rows().cend(), expected_rows.cbegin(),
expected_rows.cend());
}
BOOST_AUTO_TEST_CASE(three_x_time_sigs_are_handled)
{
SightRead::TempoMap tempo_map {{{SightRead::Tick {0}, 4, 4},
{SightRead::Tick {768}, 3, 4},
{SightRead::Tick {1344}, 3, 8},
{SightRead::Tick {1632}, 4, 4}},
{},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack track {
{make_note(2450)}, {}, SightRead::TrackType::FiveFret, global_data};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<DrawnRow> expected_rows {{0.0, 12.5}, {12.5, 16.5}};
BOOST_CHECK_EQUAL_COLLECTIONS(builder.rows().cbegin(),
builder.rows().cend(), expected_rows.cbegin(),
expected_rows.cend());
}
BOOST_AUTO_TEST_CASE(time_signature_changes_off_measure_are_coped_with)
{
SightRead::TempoMap tempo_map {{{SightRead::Tick {0}, 4, 4},
{SightRead::Tick {767}, 3, 4},
{SightRead::Tick {1344}, 3, 8}},
{},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack track {
{make_note(768)}, {}, SightRead::TrackType::FiveFret, global_data};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<DrawnRow> expected_rows {{0.0, 7.0}};
BOOST_CHECK_EQUAL_COLLECTIONS(builder.rows().cbegin(),
builder.rows().cend(), expected_rows.cbegin(),
expected_rows.cend());
}
BOOST_AUTO_TEST_CASE(x_four_for_x_gt_16_is_handled)
{
SightRead::TempoMap tempo_map {{{SightRead::Tick {0}, 17, 4}}, {}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack track {
{make_note(0)}, {}, SightRead::TrackType::FiveFret, global_data};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<DrawnRow> expected_rows {{0.0, 16.0}, {16.0, 17.0}};
BOOST_CHECK_EQUAL_COLLECTIONS(builder.rows().cbegin(),
builder.rows().cend(), expected_rows.cbegin(),
expected_rows.cend());
}
BOOST_AUTO_TEST_CASE(enough_rows_are_drawn_for_end_of_song_sustains)
{
SightRead::NoteTrack track {{make_note(0, 3840)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
BOOST_CHECK_EQUAL(builder.rows().size(), 2);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(beat_lines_are_correct)
BOOST_AUTO_TEST_CASE(four_four_works_fine)
{
SightRead::NoteTrack track {{make_note(767)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<double> expected_half_beat_lines {0.5, 1.5, 2.5, 3.5};
std::vector<double> expected_beat_lines {1.0, 2.0, 3.0};
std::vector<double> expected_measure_lines {0.0, 4.0};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.half_beat_lines().cbegin(), builder.half_beat_lines().cend(),
expected_half_beat_lines.cbegin(), expected_half_beat_lines.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.beat_lines().cbegin(), builder.beat_lines().cend(),
expected_beat_lines.cbegin(), expected_beat_lines.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.measure_lines().cbegin(), builder.measure_lines().cend(),
expected_measure_lines.cbegin(), expected_measure_lines.cend());
}
BOOST_AUTO_TEST_CASE(four_eight_works_fine)
{
SightRead::TempoMap tempo_map {{{SightRead::Tick {0}, 4, 8}}, {}, {}, 192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack track {
{make_note(767)}, {}, SightRead::TrackType::FiveFret, global_data};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<double> expected_half_beat_lines {0.25, 0.75, 1.25, 1.75,
2.25, 2.75, 3.25, 3.75};
std::vector<double> expected_beat_lines {0.5, 1.0, 1.5, 2.5, 3.0, 3.5};
std::vector<double> expected_measure_lines {0.0, 2.0, 4.0};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.half_beat_lines().cbegin(), builder.half_beat_lines().cend(),
expected_half_beat_lines.cbegin(), expected_half_beat_lines.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.beat_lines().cbegin(), builder.beat_lines().cend(),
expected_beat_lines.cbegin(), expected_beat_lines.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.measure_lines().cbegin(), builder.measure_lines().cend(),
expected_measure_lines.cbegin(), expected_measure_lines.cend());
}
BOOST_AUTO_TEST_CASE(combination_of_four_four_and_four_eight_works_fine)
{
SightRead::TempoMap tempo_map {
{{SightRead::Tick {0}, 4, 4}, {SightRead::Tick {768}, 4, 8}},
{},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack track {
{make_note(1151)}, {}, SightRead::TrackType::FiveFret, global_data};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
std::vector<double> expected_half_beat_lines {0.5, 1.5, 2.5, 3.5,
4.25, 4.75, 5.25, 5.75};
std::vector<double> expected_beat_lines {1.0, 2.0, 3.0, 4.5, 5.0, 5.5};
std::vector<double> expected_measure_lines {0.0, 4.0, 6.0};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.half_beat_lines().cbegin(), builder.half_beat_lines().cend(),
expected_half_beat_lines.cbegin(), expected_half_beat_lines.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.beat_lines().cbegin(), builder.beat_lines().cend(),
expected_beat_lines.cbegin(), expected_beat_lines.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.measure_lines().cbegin(), builder.measure_lines().cend(),
expected_measure_lines.cbegin(), expected_measure_lines.cend());
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(time_signatures_are_handled_correctly)
BOOST_AUTO_TEST_CASE(normal_time_signatures_are_handled_correctly)
{
SightRead::TempoMap tempo_map {
{{SightRead::Tick {0}, 4, 4}, {SightRead::Tick {768}, 4, 8}},
{},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack track {
{make_note(1920)}, {}, SightRead::TrackType::FiveFret, global_data};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_time_sigs(tempo_map);
std::vector<std::tuple<double, int, int>> expected_time_sigs {{0.0, 4, 4},
{4.0, 4, 8}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.time_sigs().cbegin(), builder.time_sigs().cend(),
expected_time_sigs.cbegin(), expected_time_sigs.cend());
}
BOOST_AUTO_TEST_CASE(time_sig_changes_past_the_end_of_the_song_are_removed)
{
SightRead::TempoMap tempo_map {
{{SightRead::Tick {0}, 4, 4}, {SightRead::Tick {1920}, 3, 4}},
{},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack track {
{make_note(768)}, {}, SightRead::TrackType::FiveFret, global_data};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_time_sigs(tempo_map);
BOOST_CHECK_EQUAL(builder.time_sigs().size(), 1);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_SUITE(tempos_are_handled_correctly)
BOOST_AUTO_TEST_CASE(normal_tempos_are_handled_correctly)
{
SightRead::TempoMap tempo_map {{},
{{SightRead::Tick {0}, 150000},
{SightRead::Tick {384}, 120000},
{SightRead::Tick {768}, 200000}},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack track {
{make_note(1920)}, {}, SightRead::TrackType::FiveFret, global_data};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_bpms(tempo_map);
std::vector<std::tuple<double, double>> expected_bpms {
{0.0, 150.0}, {2.0, 120.0}, {4.0, 200.0}};
BOOST_CHECK_EQUAL_COLLECTIONS(builder.bpms().cbegin(),
builder.bpms().cend(), expected_bpms.cbegin(),
expected_bpms.cend());
}
BOOST_AUTO_TEST_CASE(tempo_changes_past_the_end_of_the_song_are_removed)
{
SightRead::TempoMap tempo_map {
{},
{{SightRead::Tick {0}, 120000}, {SightRead::Tick {1920}, 200000}},
{},
192};
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->tempo_map(tempo_map);
SightRead::NoteTrack track {
{make_note(768)}, {}, SightRead::TrackType::FiveFret, global_data};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_bpms(tempo_map);
BOOST_CHECK_EQUAL(builder.bpms().size(), 1);
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(normal_speed)
{
SightRead::NoteTrack track {{make_note(0)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SightRead::SongGlobalData global_data;
global_data.name("TestName");
global_data.artist("GMS");
global_data.charter("NotGMS");
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_song_header(global_data);
BOOST_CHECK_EQUAL(builder.song_name(), "TestName");
BOOST_CHECK_EQUAL(builder.artist(), "GMS");
BOOST_CHECK_EQUAL(builder.charter(), "NotGMS");
}
BOOST_AUTO_TEST_SUITE(green_sp_ranges)
BOOST_AUTO_TEST_CASE(green_ranges_for_sp_phrases_are_added_correctly)
{
SightRead::NoteTrack track {
{make_note(960), make_note(1344, 96)},
{{SightRead::Tick {768}, SightRead::Tick {384}},
{SightRead::Tick {1200}, SightRead::Tick {150}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_phrases(track, {}, Path {});
std::vector<std::tuple<double, double>> expected_green_ranges {{5.0, 5.1},
{7.0, 7.5}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.green_ranges().cbegin(), builder.green_ranges().cend(),
expected_green_ranges.cbegin(), expected_green_ranges.cend());
}
BOOST_AUTO_TEST_CASE(green_ranges_have_a_minimum_size)
{
SightRead::NoteTrack track {
{make_note(768)},
{{SightRead::Tick {768}, SightRead::Tick {384}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_phrases(track, {}, Path {});
std::vector<std::tuple<double, double>> expected_green_ranges {{4.0, 4.1}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.green_ranges().cbegin(), builder.green_ranges().cend(),
expected_green_ranges.cbegin(), expected_green_ranges.cend());
}
BOOST_AUTO_TEST_CASE(green_ranges_for_six_fret_sp_phrases_are_added_correctly)
{
SightRead::NoteTrack track {
{make_ghl_note(960), make_ghl_note(1344, 96)},
{{SightRead::Tick {768}, SightRead::Tick {384}},
{SightRead::Tick {1200}, SightRead::Tick {150}}},
SightRead::TrackType::SixFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_phrases(track, {}, Path {});
std::vector<std::tuple<double, double>> expected_green_ranges {{5.0, 5.1},
{7.0, 7.5}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.green_ranges().cbegin(), builder.green_ranges().cend(),
expected_green_ranges.cbegin(), expected_green_ranges.cend());
}
BOOST_AUTO_TEST_CASE(green_ranges_for_drums_sp_phrases_are_added_correctly)
{
SightRead::NoteTrack track {
{make_drum_note(960), make_drum_note(1344)},
{{SightRead::Tick {768}, SightRead::Tick {384}},
{SightRead::Tick {1200}, SightRead::Tick {150}}},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_phrases(track, {}, Path {});
std::vector<std::tuple<double, double>> expected_green_ranges {{5.0, 5.1},
{7.0, 7.1}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.green_ranges().cbegin(), builder.green_ranges().cend(),
expected_green_ranges.cbegin(), expected_green_ranges.cend());
}
BOOST_AUTO_TEST_CASE(neutralised_green_ranges_are_ommitted_on_non_overlap_games)
{
SightRead::NoteTrack track {
{make_note(0), make_note(768), make_note(3840)},
{{SightRead::Tick {3840}, SightRead::Tick {192}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
false};
Path path {
{{points.cbegin() + 1, points.cbegin() + 2, SightRead::Beat {0.05},
SightRead::Beat {4.01}, SightRead::Beat {20.01}}},
100};
builder.add_sp_phrases(track, {}, path);
BOOST_TEST(builder.green_ranges().empty());
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(drum_fills_are_drawn_with_add_drum_fills)
{
SightRead::NoteTrack track {{{make_drum_note(288)}},
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
track.drum_fills({{SightRead::Tick {192}, SightRead::Tick {96}}});
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_drum_fills(track);
std::vector<std::tuple<double, double>> expected_fill_ranges {{1.0, 1.5}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.fill_ranges().cbegin(), builder.fill_ranges().cend(),
expected_fill_ranges.cbegin(), expected_fill_ranges.cend());
}
BOOST_AUTO_TEST_CASE(drum_fills_cannot_be_cancelled_by_a_kick)
{
SightRead::NoteTrack track {{make_drum_note(288, SightRead::DRUM_KICK)},
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
track.drum_fills({{SightRead::Tick {192}, SightRead::Tick {96}}});
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_drum_fills(track);
BOOST_CHECK_EQUAL(builder.fill_ranges().size(), 1);
}
BOOST_AUTO_TEST_CASE(double_kicks_only_drawn_with_enable_double_kick)
{
SightRead::NoteTrack track {
{make_drum_note(0, SightRead::DRUM_KICK),
make_drum_note(192, SightRead::DRUM_DOUBLE_KICK)},
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder no_double_builder {track,
SightRead::Difficulty::Expert,
{false, false, false, false},
false,
true};
ImageBuilder double_builder {track,
SightRead::Difficulty::Expert,
{true, false, false, false},
false,
true};
BOOST_CHECK_EQUAL(no_double_builder.notes().size(), 1);
BOOST_CHECK_EQUAL(double_builder.notes().size(), 2);
}
BOOST_AUTO_TEST_CASE(single_kicks_disappear_with_disable_kick)
{
SightRead::NoteTrack track {
{make_drum_note(0, SightRead::DRUM_KICK),
make_drum_note(192, SightRead::DRUM_DOUBLE_KICK)},
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track,
SightRead::Difficulty::Expert,
{true, true, false, false},
false,
true};
BOOST_CHECK_EQUAL(builder.notes().size(), 1);
}
BOOST_AUTO_TEST_CASE(cymbals_become_toms_with_pro_drums_off)
{
SightRead::NoteTrack track {
{make_drum_note(0, SightRead::DRUM_YELLOW, SightRead::FLAGS_CYMBAL)},
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track,
SightRead::Difficulty::Expert,
{true, false, false, false},
false,
true};
BOOST_CHECK_EQUAL(builder.notes().size(), 1);
BOOST_CHECK_EQUAL(builder.notes().front().note_flags,
SightRead::FLAGS_DRUMS);
}
BOOST_AUTO_TEST_CASE(disco_flip_matters_only_with_pro_drums_on)
{
SightRead::NoteTrack track {
{make_drum_note(192, SightRead::DRUM_YELLOW, SightRead::FLAGS_CYMBAL),
make_drum_note(288, SightRead::DRUM_YELLOW)},
{},
SightRead::TrackType::Drums,
std::make_shared<SightRead::SongGlobalData>()};
track.disco_flips({{SightRead::Tick {192}, SightRead::Tick {192}}});
ImageBuilder normal_builder {track,
SightRead::Difficulty::Expert,
{true, false, false, false},
false,
true};
ImageBuilder pro_builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(),
false, true};
BOOST_CHECK_EQUAL(normal_builder.notes().size(), 2);
BOOST_CHECK_EQUAL(normal_builder.notes().front().note_flags,
SightRead::FLAGS_DRUMS);
BOOST_CHECK_EQUAL(pro_builder.notes().size(), 2);
BOOST_CHECK_EQUAL(pro_builder.notes()[0].lengths[SightRead::DRUM_RED], 0);
BOOST_CHECK_EQUAL(pro_builder.notes()[1].lengths[SightRead::DRUM_YELLOW],
0);
BOOST_CHECK_EQUAL(pro_builder.notes()[1].note_flags,
SightRead::FLAGS_DRUMS);
}
BOOST_AUTO_TEST_CASE(unison_phrases_are_added_correctly)
{
SightRead::NoteTrack track {
{make_note(960), make_note(1344, 96)},
{{SightRead::Tick {768}, SightRead::Tick {384}},
{SightRead::Tick {1200}, SightRead::Tick {150}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_phrases(
track, {{SightRead::Tick {768}, SightRead::Tick {384}}}, Path {});
std::vector<std::tuple<double, double>> expected_unison_ranges {{5.0, 5.1}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.unison_ranges().cbegin(), builder.unison_ranges().cend(),
expected_unison_ranges.cbegin(), expected_unison_ranges.cend());
}
BOOST_AUTO_TEST_SUITE(add_sp_acts_adds_correct_ranges)
BOOST_AUTO_TEST_CASE(normal_path_is_drawn_correctly)
{
SightRead::NoteTrack track {{make_note(0, 96), make_note(192)},
{{SightRead::Tick {0}, SightRead::Tick {50}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
Path path {{{points.cbegin(), points.cend() - 1, SightRead::Beat {0.25},
SightRead::Beat {0.1}, SightRead::Beat {0.9}}},
0};
builder.add_sp_phrases(track, {}, path);
builder.add_sp_acts(points, {}, path);
std::vector<std::tuple<double, double>> expected_blue_ranges {{0.1, 0.9}};
std::vector<std::tuple<double, double>> expected_red_ranges {{0.0, 0.1},
{0.9, 1.0}};
std::vector<std::tuple<double, double>> expected_yellow_ranges {
{0.25, 0.5}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.blue_ranges().cbegin(), builder.blue_ranges().cend(),
expected_blue_ranges.cbegin(), expected_blue_ranges.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.red_ranges().cbegin(), builder.red_ranges().cend(),
expected_red_ranges.cbegin(), expected_red_ranges.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.yellow_ranges().cbegin(), builder.yellow_ranges().cend(),
expected_yellow_ranges.cbegin(), expected_yellow_ranges.cend());
}
BOOST_AUTO_TEST_CASE(squeezes_are_only_drawn_when_required)
{
SightRead::NoteTrack track {
{make_note(0), make_note(192), make_note(384), make_note(576)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
Path path {
{{points.cbegin(), points.cbegin() + 1, SightRead::Beat {0.25},
SightRead::Beat {0.1}, SightRead::Beat {1.1}},
{points.cbegin() + 2, points.cbegin() + 3, SightRead::Beat {0.25},
SightRead::Beat {2.0}, SightRead::Beat {2.9}}},
0};
builder.add_sp_acts(points, {}, path);
std::vector<std::tuple<double, double>> expected_red_ranges {{0.0, 0.1},
{2.9, 3.0}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.red_ranges().cbegin(), builder.red_ranges().cend(),
expected_red_ranges.cbegin(), expected_red_ranges.cend());
}
BOOST_AUTO_TEST_CASE(blue_ranges_are_cropped_for_reverse_squeezes)
{
SightRead::NoteTrack track {
{make_note(192), make_note(384), make_note(576), make_note(768)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
Path path {
{{points.cbegin() + 1, points.cbegin() + 2, SightRead::Beat {5.0},
SightRead::Beat {0.0}, SightRead::Beat {5.0}}},
0};
builder.add_sp_acts(points, {}, path);
std::vector<std::tuple<double, double>> expected_blue_ranges {{1.0, 4.0}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.blue_ranges().cbegin(), builder.blue_ranges().cend(),
expected_blue_ranges.cbegin(), expected_blue_ranges.cend());
}
BOOST_AUTO_TEST_CASE(blue_ranges_are_cropped_by_the_end_of_the_song)
{
SightRead::NoteTrack track {{make_note(192)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
Path path {{{points.cbegin(), points.cbegin(), SightRead::Beat {0.0},
SightRead::Beat {0.0}, SightRead::Beat {16.0}}},
0};
builder.add_sp_acts(points, {}, path);
std::vector<std::tuple<double, double>> expected_blue_ranges {{0.0, 4.0}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.blue_ranges().cbegin(), builder.blue_ranges().cend(),
expected_blue_ranges.cbegin(), expected_blue_ranges.cend());
}
BOOST_AUTO_TEST_CASE(blue_and_red_ranges_are_shifted_by_video_lag)
{
SightRead::NoteTrack track {{make_note(0), make_note(192), make_note(384),
make_note(576), make_note(768),
make_note(1530)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
{1.0, 1.0, SightRead::Second(0.0), SightRead::Second(0.05),
SightRead::Second(0.0)},
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
Path path {
{{points.cbegin(), points.cbegin() + 1, SightRead::Beat {0.25},
SightRead::Beat {0.1}, SightRead::Beat {1.1}},
{points.cbegin() + 2, points.cbegin() + 3, SightRead::Beat {0.25},
SightRead::Beat {2.0}, SightRead::Beat {2.9}},
{points.cbegin() + 5, points.cbegin() + 5, SightRead::Beat {0.25},
SightRead::Beat {7.0}, SightRead::Beat {23.0}}},
0};
std::vector<std::tuple<double, double>> expected_blue_ranges {
{0.0, 1.0}, {1.9, 2.8}, {6.9, 8.0}};
std::vector<std::tuple<double, double>> expected_red_ranges {{2.8, 3.0}};
builder.add_sp_acts(points, {}, path);
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.blue_ranges().cbegin(), builder.blue_ranges().cend(),
expected_blue_ranges.cbegin(), expected_blue_ranges.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.red_ranges().cbegin(), builder.red_ranges().cend(),
expected_red_ranges.cbegin(), expected_red_ranges.cend());
}
BOOST_AUTO_TEST_CASE(green_ranges_do_not_overlap_blue_for_no_overlap_engines)
{
SightRead::NoteTrack track {{make_note(0, 96), make_note(192)},
{{SightRead::Tick {0}, SightRead::Tick {50}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
false};
Path path {{{points.cbegin() + 1, points.cend() - 1, SightRead::Beat {0.05},
SightRead::Beat {0.1}, SightRead::Beat {0.9}}},
0};
builder.add_sp_phrases(track, {}, path);
builder.add_sp_acts(points, {}, path);
std::vector<std::tuple<double, double>> expected_green_ranges {{0.0, 0.1}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.green_ranges().cbegin(), builder.green_ranges().cend(),
expected_green_ranges.cbegin(), expected_green_ranges.cend());
}
BOOST_AUTO_TEST_CASE(almost_overlapped_green_ranges_remain)
{
SightRead::NoteTrack track {
{make_note(0), make_note(768), make_note(3840)},
{{SightRead::Tick {3840}, SightRead::Tick {192}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
false};
Path path {
{{points.cbegin() + 1, points.cbegin() + 1, SightRead::Beat {0.05},
SightRead::Beat {4.01}, SightRead::Beat {20.01}}},
50};
builder.add_sp_phrases(track, {}, path);
builder.add_sp_acts(points, {}, path);
std::vector<std::tuple<double, double>> expected_green_ranges {
{20.0, 20.1}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.green_ranges().cbegin(), builder.green_ranges().cend(),
expected_green_ranges.cbegin(), expected_green_ranges.cend());
}
BOOST_AUTO_TEST_CASE(
extra_green_ranges_are_not_discarded_for_no_overlap_engines)
{
SightRead::NoteTrack track {
{make_note(0, 96), make_note(192), make_note(3840)},
{{SightRead::Tick {0}, SightRead::Tick {50}},
{SightRead::Tick {3840}, SightRead::Tick {192}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
false};
Path path {{{points.cbegin() + 1, points.cend() - 2, SightRead::Beat {0.05},
SightRead::Beat {0.1}, SightRead::Beat {0.9}}},
0};
builder.add_sp_phrases(track, {}, path);
builder.add_sp_acts(points, {}, path);
std::vector<std::tuple<double, double>> expected_green_ranges {
{0.0, 0.1}, {20.0, 20.1}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.green_ranges().cbegin(), builder.green_ranges().cend(),
expected_green_ranges.cbegin(), expected_green_ranges.cend());
}
BOOST_AUTO_TEST_CASE(yellow_ranges_do_not_overlap_blue_for_no_overlap_engines)
{
SightRead::NoteTrack track {{make_note(0, 96), make_note(192)},
{{SightRead::Tick {0}, SightRead::Tick {50}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
Gh1Engine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
false};
Path path {{{points.cbegin() + 1, points.cend() - 1, SightRead::Beat {0.05},
SightRead::Beat {0.1}, SightRead::Beat {0.9}}},
0};
builder.add_sp_phrases(track, {}, path);
builder.add_sp_acts(points, {}, path);
std::vector<std::tuple<double, double>> expected_yellow_ranges {
{0.05, 0.1}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.yellow_ranges().cbegin(), builder.yellow_ranges().cend(),
expected_yellow_ranges.cbegin(), expected_yellow_ranges.cend());
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(add_practice_sections_adds_correct_ranges)
{
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->practice_sections({{"Intro", SightRead::Tick {192}}});
SightRead::NoteTrack track {{make_note(0)},
{},
SightRead::TrackType::FiveFret,
std::move(global_data)};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_practice_sections(track.global_data().practice_sections(), {});
std::vector<std::tuple<double, std::string>> expected_practice_sections {
{1.0, "Intro"}};
BOOST_CHECK_EQUAL_COLLECTIONS(builder.practice_sections().cbegin(),
builder.practice_sections().cend(),
expected_practice_sections.cbegin(),
expected_practice_sections.cend());
}
BOOST_AUTO_TEST_CASE(add_solo_sections_adds_correct_ranges)
{
SightRead::NoteTrack track {{make_note(0)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
track.solos({{SightRead::Tick {192}, SightRead::Tick {384}, 0}});
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_solo_sections(
track.solos(SightRead::DrumSettings::default_settings()), {});
std::vector<std::tuple<double, double>> expected_solo_ranges {{1.0, 2.0}};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.solo_ranges().cbegin(), builder.solo_ranges().cend(),
expected_solo_ranges.cbegin(), expected_solo_ranges.cend());
}
BOOST_AUTO_TEST_SUITE(add_measure_values_gives_correct_values)
BOOST_AUTO_TEST_CASE(notes_with_no_activations_or_solos)
{
SightRead::NoteTrack track {{make_note(0), make_note(768)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
Path path;
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_measure_values(points, {}, path);
std::vector<int> expected_base_values {50, 50};
std::vector<int> expected_score_values {50, 100};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.base_values().cbegin(), builder.base_values().cend(),
expected_base_values.cbegin(), expected_base_values.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.score_values().cbegin(), builder.score_values().cend(),
expected_score_values.cbegin(), expected_score_values.cend());
}
BOOST_AUTO_TEST_CASE(solos_are_added)
{
SightRead::NoteTrack track {{make_note(768)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
track.solos({{SightRead::Tick {0}, SightRead::Tick {100}, 100},
{SightRead::Tick {200}, SightRead::Tick {800}, 100}});
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
Path path;
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_measure_values(points, {}, path);
std::vector<int> expected_score_values {100, 250};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.score_values().cbegin(), builder.score_values().cend(),
expected_score_values.cbegin(), expected_score_values.cend());
}
// This bug caused a crash in a few songs, for example Satch Boogie (Live) from
// Guitar Hero X.
BOOST_AUTO_TEST_CASE(solos_ending_past_last_note_are_handled_correctly)
{
SightRead::NoteTrack track {{make_note(0)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
track.solos({{SightRead::Tick {0}, SightRead::Tick {1600}, 50}});
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
Path path;
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_measure_values(points, {}, path);
std::vector<int> expected_score_values {100};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.score_values().cbegin(), builder.score_values().cend(),
expected_score_values.cbegin(), expected_score_values.cend());
}
BOOST_AUTO_TEST_CASE(activations_are_added)
{
SightRead::NoteTrack track {
{make_note(0), make_note(192), make_note(384), make_note(768)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
Path path {{{points.cbegin() + 2, points.cbegin() + 3,
SightRead::Beat {0.0}, SightRead::Beat {0.0}}},
100};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_measure_values(points, {}, path);
std::vector<int> expected_score_values {200, 300};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.score_values().cbegin(), builder.score_values().cend(),
expected_score_values.cbegin(), expected_score_values.cend());
}
BOOST_AUTO_TEST_CASE(video_lag_is_accounted_for)
{
SightRead::NoteTrack track {{make_note(0), make_note(768)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
{1.0, 1.0, SightRead::Second {0.0},
SightRead::Second {-0.1}, SightRead::Second {0.0}},
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
Path path {{{points.cbegin() + 1, points.cbegin() + 1,
SightRead::Beat {0.0}, SightRead::Beat {0.0}}},
50};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_measure_values(points, {}, path);
std::vector<int> expected_base_values {50, 50};
std::vector<int> expected_score_values {50, 150};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.base_values().cbegin(), builder.base_values().cend(),
expected_base_values.cbegin(), expected_base_values.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.score_values().cbegin(), builder.score_values().cend(),
expected_score_values.cbegin(), expected_score_values.cend());
}
BOOST_AUTO_TEST_CASE(ticks_close_to_the_end_of_a_measure_are_handled_correctly)
{
constexpr auto RESOLUTION = 1 << 28;
auto global_data = std::make_shared<SightRead::SongGlobalData>();
global_data->resolution(RESOLUTION);
global_data->tempo_map({{}, {}, {}, RESOLUTION});
SightRead::NoteTrack track {{make_note(4 * RESOLUTION - 1)},
{},
SightRead::TrackType::FiveFret,
global_data};
PointSet points {track,
{global_data->tempo_map(), SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
Path path;
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_measure_values(points, global_data->tempo_map(), path);
std::vector<int> expected_base_values {50};
std::vector<int> expected_score_values {50};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.base_values().cbegin(), builder.base_values().cend(),
expected_base_values.cbegin(), expected_base_values.cend());
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.score_values().cbegin(), builder.score_values().cend(),
expected_score_values.cbegin(), expected_score_values.cend());
}
BOOST_AUTO_TEST_SUITE_END()
BOOST_AUTO_TEST_CASE(add_sp_values_gives_correct_values)
{
SightRead::NoteTrack track {{make_note(0), make_note(192, 768)},
{{SightRead::Tick {192}, SightRead::Tick {50}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_values(sp_data, ChGuitarEngine());
std::vector<double> expected_sp_values {3.14, 1.0};
BOOST_CHECK_EQUAL_COLLECTIONS(
builder.sp_values().cbegin(), builder.sp_values().cend(),
expected_sp_values.cbegin(), expected_sp_values.cend());
}
BOOST_AUTO_TEST_CASE(set_total_score_sets_the_correct_value)
{
SightRead::NoteTrack track {{make_note(0), make_note(192)},
{{SightRead::Tick {0}, SightRead::Tick {50}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
Path path {{{points.cbegin(), points.cend() - 1, SightRead::Beat {0.25},
SightRead::Beat {0.1}, SightRead::Beat {0.9}}},
50};
builder.set_total_score(
points, {{SightRead::Tick {0}, SightRead::Tick {1}, 100}}, path);
BOOST_CHECK_EQUAL(builder.total_score(), 250);
}
BOOST_AUTO_TEST_CASE(difficulty_is_handled)
{
SightRead::NoteTrack track {{make_note(0)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder hard_builder {track, SightRead::Difficulty::Hard,
SightRead::DrumSettings::default_settings(),
false, true};
ImageBuilder expert_builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(),
false, true};
BOOST_CHECK_EQUAL(hard_builder.difficulty(), SightRead::Difficulty::Hard);
BOOST_CHECK_EQUAL(expert_builder.difficulty(),
SightRead::Difficulty::Expert);
}
BOOST_AUTO_TEST_CASE(lefty_flip_is_handled)
{
SightRead::NoteTrack track {{make_note(0)},
{},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
ImageBuilder lefty_builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(),
true, true};
ImageBuilder righty_builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(),
false, true};
BOOST_TEST(lefty_builder.is_lefty_flip());
BOOST_TEST(!righty_builder.is_lefty_flip());
}
BOOST_AUTO_TEST_SUITE(add_sp_percent_values_adds_correct_values)
BOOST_AUTO_TEST_CASE(sp_percents_added_with_no_whammy)
{
SightRead::NoteTrack track {
{make_note(960), make_note(1080), make_note(1920), make_note(3840),
make_note(4050), make_note(19200)},
{{SightRead::Tick {960}, SightRead::Tick {10}},
{SightRead::Tick {1080}, SightRead::Tick {10}},
{SightRead::Tick {1920}, SightRead::Tick {10}},
{SightRead::Tick {3840}, SightRead::Tick {10}},
{SightRead::Tick {4050}, SightRead::Tick {10}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
Path path {{{points.cbegin() + 5, points.cend(), SightRead::Beat {1000.0},
SightRead::Beat {70.0}, SightRead::Beat {102.0}}},
0};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_percent_values(sp_data, {{}, SpMode::Measure}, points, path);
std::vector<double> expected_percents {
0.0, 0.5, 0.75, 0.75, 0.75, 1.0, 1.0, 1.0, 1.0,
1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9375,
0.8125, 0.6875, 0.5625, 0.4375, 0.3125, 0.1875, 0.0625, 0.0};
BOOST_CHECK_EQUAL_COLLECTIONS(builder.sp_percent_values().cbegin(),
builder.sp_percent_values().cend(),
expected_percents.cbegin(),
expected_percents.cend());
}
BOOST_AUTO_TEST_CASE(sp_percents_added_with_no_whammy_and_mid_act_gain)
{
SightRead::NoteTrack track {
{make_note(960), make_note(1080), make_note(1920), make_note(3840),
make_note(4050), make_note(19200)},
{{SightRead::Tick {960}, SightRead::Tick {10}},
{SightRead::Tick {1080}, SightRead::Tick {10}},
{SightRead::Tick {1920}, SightRead::Tick {10}},
{SightRead::Tick {3840}, SightRead::Tick {10}},
{SightRead::Tick {4050}, SightRead::Tick {10}},
{SightRead::Tick {19200}, SightRead::Tick {10}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
Path path {{{points.cbegin() + 5, points.cend(), SightRead::Beat {1000.0},
SightRead::Beat {98.0}, SightRead::Beat {132.0}}},
0};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_percent_values(sp_data, {{}, SpMode::Measure}, points, path);
std::vector<double> expected_percents {
0.0, 0.5, 0.75, 0.75, 0.75, 1.0, 1.0, 1.0, 1.0,
1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0,
1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9375, 0.875};
BOOST_CHECK_EQUAL_COLLECTIONS(builder.sp_percent_values().cbegin(),
builder.sp_percent_values().cend(),
expected_percents.cbegin(),
expected_percents.cend());
}
BOOST_AUTO_TEST_CASE(whammy_is_added)
{
SightRead::NoteTrack track {
{make_note(960), make_note(1632, 1920)},
{{SightRead::Tick {960}, SightRead::Tick {10}},
{SightRead::Tick {1632}, SightRead::Tick {10}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
Path path {{{points.cbegin() + 5, points.cend(), SightRead::Beat {1000.0},
SightRead::Beat {9.0}, SightRead::Beat {22.0}}},
0};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_percent_values(sp_data, {{}, SpMode::Measure}, points, path);
std::vector<double> expected_percents {0.0, 0.25, 0.5275833333,
0.5359166667, 0.49425};
BOOST_REQUIRE_EQUAL(builder.sp_percent_values().size(),
expected_percents.size());
for (std::size_t i = 0; i < expected_percents.size(); ++i) {
BOOST_CHECK_CLOSE(builder.sp_percent_values()[i], expected_percents[i],
0.0001);
}
}
BOOST_AUTO_TEST_CASE(forced_no_whammy_is_accounted_for)
{
SightRead::NoteTrack track {
{make_note(960), make_note(1632, 1920)},
{{SightRead::Tick {960}, SightRead::Tick {10}},
{SightRead::Tick {1632}, SightRead::Tick {10}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
Path path {{{points.cbegin() + 5, points.cend(), SightRead::Beat {12.0},
SightRead::Beat {9.0}, SightRead::Beat {22.0}}},
0};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_percent_values(sp_data, {{}, SpMode::Measure}, points, path);
std::vector<double> expected_percents {0.0, 0.25, 0.5275833333,
0.4025833333, 0.2775833333};
BOOST_REQUIRE_EQUAL(builder.sp_percent_values().size(),
expected_percents.size());
for (std::size_t i = 0; i < expected_percents.size(); ++i) {
BOOST_CHECK_CLOSE(builder.sp_percent_values()[i], expected_percents[i],
0.0001);
}
}
BOOST_AUTO_TEST_CASE(forced_no_whammy_with_not_last_act_is_accounted_for)
{
SightRead::NoteTrack track {
{make_note(960), make_note(1632, 1920), make_note(6336),
make_note(6528), make_note(7104)},
{{SightRead::Tick {960}, SightRead::Tick {10}},
{SightRead::Tick {1632}, SightRead::Tick {10}},
{SightRead::Tick {6336}, SightRead::Tick {10}},
{SightRead::Tick {6528}, SightRead::Tick {10}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
Path path {{{points.cbegin() + 5, points.cend() - 3, SightRead::Beat {12.0},
SightRead::Beat {9.0}, SightRead::Beat {28.8827}},
{points.cend() - 1, points.cend(), SightRead::Beat {1000.0},
SightRead::Beat {37.0}, SightRead::Beat {53.0}}},
0};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_percent_values(sp_data, {{}, SpMode::Measure}, points, path);
std::vector<double> expected_percents {
0.0, 0.25, 0.5275833333, 0.4025833333, 0.2775833333,
0.1525833333, 0.0275833333, 0.0, 0.5, 0.40625};
BOOST_REQUIRE_EQUAL(builder.sp_percent_values().size(),
expected_percents.size());
for (std::size_t i = 0; i < expected_percents.size(); ++i) {
BOOST_CHECK_CLOSE(builder.sp_percent_values()[i], expected_percents[i],
0.0001);
}
}
// See /issues/4, Triathlon m662 on 100%/100%.
BOOST_AUTO_TEST_CASE(nearly_overlapped_phrases_are_handled_correctly)
{
SightRead::NoteTrack track {
{make_note(0), make_note(192), make_note(384), make_note(3224),
make_note(3456)},
{{SightRead::Tick {0}, SightRead::Tick {10}},
{SightRead::Tick {192}, SightRead::Tick {10}},
{SightRead::Tick {3224}, SightRead::Tick {10}}},
SightRead::TrackType::FiveFret,
std::make_shared<SightRead::SongGlobalData>()};
PointSet points {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
SightRead::DrumSettings::default_settings(),
ChGuitarEngine()};
SpData sp_data {track,
{{}, SpMode::Measure},
{},
SqueezeSettings::default_settings(),
ChGuitarEngine()};
Path path {
{{points.cbegin() + 2, points.cbegin() + 2, SightRead::Beat {17.0},
SightRead::Beat {0.8958}, SightRead::Beat {16.8958}}},
50};
ImageBuilder builder {track, SightRead::Difficulty::Expert,
SightRead::DrumSettings::default_settings(), false,
true};
builder.add_sp_percent_values(sp_data, {{}, SpMode::Measure}, points, path);
std::vector<double> expected_percents {0.40299375, 0.27799375, 0.15299375,
0.02799375, 0.25};
BOOST_REQUIRE_EQUAL(builder.sp_percent_values().size(),
expected_percents.size());
for (std::size_t i = 0; i < expected_percents.size(); ++i) {
BOOST_CHECK_CLOSE(builder.sp_percent_values()[i], expected_percents[i],
0.0001);
}
}
BOOST_AUTO_TEST_SUITE_END()
| 70,443
|
C++
|
.cpp
| 1,472
| 35.482337
| 80
| 0.565477
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,758
|
imagebuilder.cpp
|
GenericMadScientist_CHOpt/src/imagebuilder.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023, 2024 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <cstdint>
#include <iterator>
#include <stdexcept>
#include "imagebuilder.hpp"
#include "optimiser.hpp"
constexpr int MAX_BEATS_PER_LINE = 16;
namespace {
double get_beat_rate(const SightRead::TempoMap& tempo_map, SightRead::Beat beat)
{
constexpr double BASE_BEAT_RATE = 4.0;
auto ts = std::find_if(
tempo_map.time_sigs().cbegin(), tempo_map.time_sigs().cend(),
[=](const auto& x) { return tempo_map.to_beats(x.position) > beat; });
if (ts == tempo_map.time_sigs().cbegin()) {
return BASE_BEAT_RATE;
}
--ts;
return BASE_BEAT_RATE * ts->numerator / ts->denominator;
}
int get_numer(const SightRead::TempoMap& tempo_map, SightRead::Beat beat)
{
constexpr int BASE_NUMERATOR = 4;
auto ts = std::find_if(
tempo_map.time_sigs().cbegin(), tempo_map.time_sigs().cend(),
[=](const auto& x) { return tempo_map.to_beats(x.position) > beat; });
if (ts == tempo_map.time_sigs().cbegin()) {
return BASE_NUMERATOR;
}
--ts;
return ts->numerator;
}
double get_denom(const SightRead::TempoMap& tempo_map, SightRead::Beat beat)
{
constexpr double BASE_BEAT_RATE = 4.0;
auto ts = std::find_if(
tempo_map.time_sigs().cbegin(), tempo_map.time_sigs().cend(),
[=](const auto& x) { return tempo_map.to_beats(x.position) > beat; });
if (ts == tempo_map.time_sigs().cbegin()) {
return 1.0;
}
--ts;
return BASE_BEAT_RATE / ts->denominator;
}
DrawnNote note_to_drawn_note(const SightRead::Note& note,
const SightRead::NoteTrack& track)
{
constexpr auto COLOURS_SIZE = 7;
const auto& tempo_map = track.global_data().tempo_map();
const auto beat = tempo_map.to_beats(note.position);
std::array<double, COLOURS_SIZE> lengths {};
for (auto i = 0; i < COLOURS_SIZE; ++i) {
if (note.lengths.at(i) == SightRead::Tick {-1}) {
lengths.at(i) = -1;
} else {
lengths.at(i) = tempo_map.to_beats(note.lengths.at(i)).value();
}
}
auto is_sp_note = false;
for (const auto& phrase : track.sp_phrases()) {
if (note.position >= phrase.position
&& note.position < phrase.position + phrase.length) {
is_sp_note = true;
break;
}
}
return {beat.value(), lengths, note.flags, is_sp_note};
}
bool is_in_disco_flips(const std::vector<SightRead::DiscoFlip>& disco_flips,
SightRead::Tick position)
{
return std::any_of(disco_flips.cbegin(), disco_flips.cend(),
[&](const auto& flip) {
return (flip.position <= position)
&& (flip.position + flip.length >= position);
});
}
std::vector<DrawnNote> drawn_notes(const SightRead::NoteTrack& track,
const SightRead::DrumSettings& drum_settings)
{
std::vector<DrawnNote> notes;
for (const auto& note : track.notes()) {
if (note.is_skipped_kick(drum_settings)) {
continue;
}
auto drawn_note = note_to_drawn_note(note, track);
if (!drum_settings.pro_drums) {
drawn_note.note_flags = static_cast<SightRead::NoteFlags>(
drawn_note.note_flags & ~SightRead::FLAGS_CYMBAL);
} else if (is_in_disco_flips(track.disco_flips(), note.position)) {
if (note.lengths[SightRead::DRUM_RED] != SightRead::Tick {-1}) {
std::swap(drawn_note.lengths[SightRead::DRUM_RED],
drawn_note.lengths[SightRead::DRUM_YELLOW]);
drawn_note.note_flags = static_cast<SightRead::NoteFlags>(
drawn_note.note_flags | SightRead::FLAGS_CYMBAL);
} else if (note.lengths[SightRead::DRUM_YELLOW]
!= SightRead::Tick {-1}
&& (note.flags & SightRead::FLAGS_CYMBAL) != 0U) {
std::swap(drawn_note.lengths[SightRead::DRUM_RED],
drawn_note.lengths[SightRead::DRUM_YELLOW]);
drawn_note.note_flags = static_cast<SightRead::NoteFlags>(
drawn_note.note_flags & ~SightRead::FLAGS_CYMBAL);
}
}
notes.push_back(drawn_note);
}
return notes;
}
std::vector<DrawnRow> drawn_rows(const SightRead::NoteTrack& track)
{
SightRead::Tick max_pos {0};
for (const auto& note : track.notes()) {
const auto length
= *std::max_element(note.lengths.cbegin(), note.lengths.cend());
const auto note_end = note.position + length;
max_pos = std::max(max_pos, note_end);
}
const auto& tempo_map = track.global_data().tempo_map();
const auto max_beat = tempo_map.to_beats(max_pos).value();
auto current_beat = 0.0;
std::vector<DrawnRow> rows;
while (current_beat <= max_beat) {
auto row_length = 0.0;
while (true) {
auto contribution = get_beat_rate(
tempo_map, SightRead::Beat {current_beat + row_length});
if (contribution > MAX_BEATS_PER_LINE && row_length == 0.0) {
// Break up a measure that spans more than a full row.
while (contribution > MAX_BEATS_PER_LINE) {
rows.push_back(
{current_beat, current_beat + MAX_BEATS_PER_LINE});
current_beat += MAX_BEATS_PER_LINE;
contribution -= MAX_BEATS_PER_LINE;
}
}
if (contribution + row_length > MAX_BEATS_PER_LINE) {
break;
}
row_length += contribution;
if (current_beat + row_length > max_beat) {
break;
}
}
rows.push_back({current_beat, current_beat + row_length});
current_beat += row_length;
}
return rows;
}
// It is important that SpPhrase has a higher value than ActEnd. This is because
// in form_events we want to push the event for getting a phrase to the end of
// the activation if the activation is not an overlap.
enum class SpDrainEventType : std::uint8_t {
Measure,
ActStart,
ActEnd,
WhammyEnd,
SpPhrase
};
std::vector<std::tuple<SightRead::Beat, SpDrainEventType>>
form_events(const std::vector<double>& measure_lines, const PointSet& points,
const Path& path)
{
std::vector<std::tuple<SightRead::Beat, SpDrainEventType>> events;
for (std::size_t i = 1; i < measure_lines.size(); ++i) {
events.emplace_back(SightRead::Beat {measure_lines[i]},
SpDrainEventType::Measure);
}
for (auto p = points.cbegin(); p < points.cend(); ++p) {
if (!p->is_sp_granting_note) {
continue;
}
auto position = p->position.beat;
for (auto act : path.activations) {
if (p > act.act_end) {
position = std::max(position, act.sp_end);
}
}
events.emplace_back(position, SpDrainEventType::SpPhrase);
}
for (auto act : path.activations) {
if (act.whammy_end < act.sp_end) {
events.emplace_back(act.whammy_end, SpDrainEventType::WhammyEnd);
}
events.emplace_back(act.sp_start, SpDrainEventType::ActStart);
events.emplace_back(act.sp_end, SpDrainEventType::ActEnd);
}
std::sort(events.begin(), events.end());
return events;
}
ImageBuilder build_with_engine_params(const SightRead::NoteTrack& track,
const Settings& settings)
{
return {track, settings.difficulty, settings.drum_settings,
settings.is_lefty_flip, settings.engine->overlaps()};
}
std::vector<std::tuple<double, double>>
relative_complement(std::vector<std::tuple<double, double>> parent_set,
const std::vector<std::tuple<double, double>>& excluded_set)
{
std::vector<std::tuple<double, double>> result;
auto p = parent_set.begin();
auto q = excluded_set.cbegin();
while (p < parent_set.end() && q < excluded_set.cend()) {
if (std::get<0>(*q) < std::get<0>(*p)) {
std::get<0>(*p) = std::max(std::get<0>(*p), std::get<1>(*q));
++q;
continue;
}
if (std::get<0>(*q) > std::get<0>(*p)) {
result.emplace_back(std::get<0>(*p),
std::min(std::get<1>(*p), std::get<0>(*q)));
}
++p;
}
std::copy(p, parent_set.end(), std::back_inserter(result));
return result;
}
SightRead::Beat subtract_video_lag(SightRead::Beat beat,
SightRead::Second video_lag,
const SightRead::TempoMap& tempo_map)
{
const auto seconds = tempo_map.to_seconds(beat) - video_lag;
if (seconds.value() < 0.0) {
return SightRead::Beat {0.0};
}
return tempo_map.to_beats(seconds);
}
void apply_drum_settings(SightRead::NoteTrack& track,
const SightRead::Song& song, const Settings& settings)
{
if (!settings.engine->is_rock_band() && track.drum_fills().empty()) {
track.generate_drum_fills(song.global_data().tempo_map());
}
if (!settings.drum_settings.enable_dynamics) {
track.disable_dynamics();
}
if (!settings.drum_settings.pro_drums) {
track.disable_cymbals();
}
}
}
void ImageBuilder::form_beat_lines(const SightRead::TempoMap& tempo_map)
{
constexpr double HALF_BEAT = 0.5;
for (const auto& row : m_rows) {
auto start = row.start;
while (start < row.end) {
auto meas_length
= get_beat_rate(tempo_map, SightRead::Beat {start});
auto numer = get_numer(tempo_map, SightRead::Beat {start});
auto denom = get_denom(tempo_map, SightRead::Beat {start});
m_measure_lines.push_back(start);
m_half_beat_lines.push_back(start + HALF_BEAT * denom);
for (int i = 1; i < numer; ++i) {
m_beat_lines.push_back(start + i * denom);
m_half_beat_lines.push_back(start + (i + HALF_BEAT) * denom);
}
start += meas_length;
}
}
m_measure_lines.push_back(m_rows.back().end);
}
bool ImageBuilder::is_neutralised_phrase(SightRead::Beat note_pos,
const Path& path)
{
for (const auto& act : path.activations) {
if (act.act_start->position.beat > note_pos) {
return false;
}
if (act.act_end->position.beat >= note_pos) {
return true;
}
}
return false;
}
std::tuple<double, double>
ImageBuilder::sp_phrase_bounds(const SightRead::StarPower& phrase,
const SightRead::NoteTrack& track,
const Path& path) const
{
constexpr double MINIMUM_GREEN_RANGE_SIZE = 0.1;
auto p = track.notes().cbegin();
while (p->position < phrase.position) {
++p;
}
const auto& tempo_map = track.global_data().tempo_map();
const auto start = tempo_map.to_beats(p->position).value();
if (!m_overlap_engine
&& is_neutralised_phrase(SightRead::Beat {start}, path)) {
return {-1, -1};
}
const auto phrase_end = phrase.position + phrase.length;
auto end = start;
while (p < track.notes().cend() && p->position < phrase_end) {
SightRead::Tick max_length {0};
for (auto length : p->lengths) {
max_length = std::max(max_length, length);
}
auto current_end = tempo_map.to_beats(p->position + max_length).value();
end = std::max(end, current_end);
++p;
}
end = std::max(end, start + MINIMUM_GREEN_RANGE_SIZE);
return {start, end};
}
ImageBuilder::ImageBuilder(const SightRead::NoteTrack& track,
SightRead::Difficulty difficulty,
const SightRead::DrumSettings& drum_settings,
bool is_lefty_flip, bool is_overlap_engine)
: m_track_type {track.track_type()}
, m_difficulty {difficulty}
, m_is_lefty_flip {is_lefty_flip}
, m_rows {drawn_rows(track)}
, m_notes {drawn_notes(track, drum_settings)}
, m_overlap_engine {is_overlap_engine}
{
form_beat_lines(track.global_data().tempo_map());
}
void ImageBuilder::add_bpms(const SightRead::TempoMap& tempo_map)
{
constexpr double MS_PER_SECOND = 1000.0;
m_bpms.clear();
for (const auto& bpm : tempo_map.bpms()) {
const auto pos = tempo_map.to_beats(bpm.position).value();
const auto tempo = static_cast<double>(bpm.bpm) / MS_PER_SECOND;
if (pos < m_rows.back().end) {
m_bpms.emplace_back(pos, tempo);
}
}
}
void ImageBuilder::add_bre(const SightRead::BigRockEnding& bre,
const SightRead::TempoMap& tempo_map)
{
const auto seconds_start = tempo_map.to_seconds(bre.start);
const auto seconds_end = tempo_map.to_seconds(bre.end);
const auto seconds_gap = seconds_end - seconds_start;
const auto bre_value = static_cast<int>(750 + 500 * seconds_gap.value());
m_total_score += bre_value;
m_score_values.back() += bre_value;
m_bre_ranges.emplace_back(tempo_map.to_beats(bre.start).value(),
tempo_map.to_beats(bre.end).value());
}
void ImageBuilder::add_drum_fills(const SightRead::NoteTrack& track)
{
const auto& tempo_map = track.global_data().tempo_map();
for (auto fill : track.drum_fills()) {
m_fill_ranges.emplace_back(
tempo_map.to_beats(fill.position).value(),
tempo_map.to_beats(fill.position + fill.length).value());
}
}
void ImageBuilder::add_measure_values(const PointSet& points,
const SightRead::TempoMap& tempo_map,
const Path& path)
{
// This is needed below because the subtract_video_lag calculation can
// introduce some floating point errors.
constexpr double MEAS_EPSILON = 1 / 100000.0;
m_base_values.clear();
m_base_values.resize(m_measure_lines.size() - 1);
m_score_values.clear();
m_score_values.resize(m_measure_lines.size() - 1);
auto base_value_iter = m_base_values.begin();
auto meas_iter = std::next(m_measure_lines.cbegin());
auto score_value_iter = m_score_values.begin();
for (auto p = points.cbegin(); p < points.cend(); ++p) {
const auto adjusted_p_pos
= subtract_video_lag(p->position.beat, points.video_lag(),
tempo_map)
.value();
while (meas_iter != m_measure_lines.cend()
&& (std::next(meas_iter) != m_measure_lines.cend())
&& (*meas_iter - MEAS_EPSILON) <= adjusted_p_pos) {
++meas_iter;
++base_value_iter;
++score_value_iter;
}
*base_value_iter += p->base_value;
*score_value_iter += p->value;
}
meas_iter = std::next(m_measure_lines.cbegin());
score_value_iter = m_score_values.begin();
for (const auto& solo : points.solo_boosts()) {
const auto& [solo_end, solo_score] = solo;
while (meas_iter != m_measure_lines.cend()
&& *meas_iter <= solo_end.beat.value()) {
++meas_iter;
++score_value_iter;
}
// This is needed if a solo section ends after the last drawn measure of
// the song.
if (score_value_iter == m_score_values.end()) {
--score_value_iter;
}
*score_value_iter += solo_score;
}
for (const auto& act : path.activations) {
meas_iter = std::next(m_measure_lines.cbegin());
score_value_iter = m_score_values.begin();
for (auto p = act.act_start; p <= act.act_end; ++p) {
while (meas_iter != m_measure_lines.cend()
&& *meas_iter <= subtract_video_lag(p->position.beat,
points.video_lag(),
tempo_map)
.value()) {
++meas_iter;
++score_value_iter;
}
*score_value_iter += p->value;
}
}
int score_total = 0;
for (auto& score : m_score_values) {
score_total += score;
score = score_total;
}
}
void ImageBuilder::add_practice_sections(
const std::vector<SightRead::PracticeSection>& practice_sections,
const SightRead::TempoMap& tempo_map)
{
for (const auto& section : practice_sections) {
const auto pos = tempo_map.to_beats(section.start).value();
m_practice_sections.emplace_back(pos, section.name);
}
}
void ImageBuilder::add_solo_sections(const std::vector<SightRead::Solo>& solos,
const SightRead::TempoMap& tempo_map)
{
for (const auto& solo : solos) {
const auto start = tempo_map.to_beats(solo.start).value();
const auto end = tempo_map.to_beats(solo.end).value();
m_solo_ranges.emplace_back(start, end);
}
}
void ImageBuilder::add_song_header(const SightRead::SongGlobalData& global_data)
{
m_song_name = global_data.name();
m_artist = global_data.artist();
m_charter = global_data.charter();
}
void ImageBuilder::add_sp_acts(const PointSet& points,
const SightRead::TempoMap& tempo_map,
const Path& path)
{
std::vector<std::tuple<double, double>> no_whammy_ranges;
const auto shifted_beat = [&](auto beat) {
return subtract_video_lag(beat, points.video_lag(), tempo_map);
};
for (const auto& act : path.activations) {
auto blue_start = act.sp_start;
auto blue_end = act.sp_end;
if (act.act_start != points.cbegin()) {
blue_start
= std::max(blue_start, std::prev(act.act_start)->position.beat);
}
if (std::next(act.act_end) != points.cend()) {
blue_end
= std::min(blue_end, std::next(act.act_end)->position.beat);
}
blue_end = std::min(shifted_beat(blue_end),
SightRead::Beat {m_rows.back().end});
m_blue_ranges.emplace_back(shifted_beat(blue_start).value(),
blue_end.value());
if (act.sp_start > act.act_start->position.beat) {
m_red_ranges.emplace_back(
shifted_beat(act.act_start->position.beat).value(),
shifted_beat(act.sp_start).value());
}
if (act.sp_end < act.act_end->position.beat) {
m_red_ranges.emplace_back(
shifted_beat(act.sp_end).value(),
shifted_beat(act.act_end->position.beat).value());
}
no_whammy_ranges.emplace_back(act.whammy_end.value(),
act.sp_end.value());
}
auto p = no_whammy_ranges.cbegin();
auto q = m_green_ranges.cbegin();
while (p < no_whammy_ranges.cend() && q < m_green_ranges.cend()) {
auto start = std::max(std::get<0>(*p), std::get<0>(*q));
auto end = std::min(std::get<1>(*p), std::get<1>(*q));
if (start < end) {
m_yellow_ranges.emplace_back(start, end);
}
if (std::get<1>(*q) > std::get<1>(*p)) {
++p;
} else {
++q;
}
}
if (!m_overlap_engine) {
m_yellow_ranges = relative_complement(m_yellow_ranges, m_blue_ranges);
m_green_ranges = relative_complement(m_green_ranges, m_blue_ranges);
}
}
void ImageBuilder::add_sp_percent_values(const SpData& sp_data,
const SpTimeMap& time_map,
const PointSet& points,
const Path& path)
{
constexpr double SP_PHRASE_AMOUNT = 0.25;
m_sp_percent_values.clear();
m_sp_percent_values.reserve(m_measure_lines.size() - 1);
const auto events = form_events(m_measure_lines, points, path);
auto is_sp_active = false;
SightRead::Beat whammy_end {std::numeric_limits<double>::infinity()};
SightRead::Beat position {0.0};
double total_sp = 0.0;
for (auto [event_pos, event_type] : events) {
if (is_sp_active) {
SpPosition start_pos {position, time_map.to_sp_measures(position)};
SpPosition end_pos {event_pos, time_map.to_sp_measures(event_pos)};
SpPosition whammy_pos {SightRead::Beat {0.0}, SpMeasure {0.0}};
if (m_overlap_engine) {
whammy_pos = {whammy_end, time_map.to_sp_measures(whammy_end)};
}
total_sp = sp_data.propagate_sp_over_whammy_min(
start_pos, end_pos, total_sp, whammy_pos);
} else if (whammy_end > position) {
total_sp += sp_data.available_whammy(
position, std::min(event_pos, whammy_end));
}
switch (event_type) {
case SpDrainEventType::ActStart:
is_sp_active = true;
break;
case SpDrainEventType::ActEnd:
is_sp_active = false;
whammy_end
= SightRead::Beat {std::numeric_limits<double>::infinity()};
total_sp = 0.0;
break;
case SpDrainEventType::SpPhrase:
total_sp += SP_PHRASE_AMOUNT;
break;
case SpDrainEventType::Measure:
m_sp_percent_values.push_back(std::clamp(total_sp, 0.0, 1.0));
break;
case SpDrainEventType::WhammyEnd:
whammy_end = event_pos;
break;
}
position = event_pos;
total_sp = std::clamp(total_sp, 0.0, 1.0);
}
assert(m_sp_percent_values.size() == m_measure_lines.size() - 1); // NOLINT
}
void ImageBuilder::add_sp_phrases(
const SightRead::NoteTrack& track,
const std::vector<SightRead::Tick>& unison_phrases, const Path& path)
{
for (const auto& phrase : track.sp_phrases()) {
const auto range = sp_phrase_bounds(phrase, track, path);
if (std::get<0>(range) == -1) {
continue;
}
m_green_ranges.push_back(range);
if (std::find(unison_phrases.cbegin(), unison_phrases.cend(),
phrase.position)
!= unison_phrases.cend()) {
m_unison_ranges.push_back(range);
}
}
}
void ImageBuilder::add_sp_values(const SpData& sp_data, const Engine& engine)
{
m_sp_values.clear();
m_sp_values.resize(m_measure_lines.size() - 1);
for (std::size_t i = 0; i < m_measure_lines.size() - 1; ++i) {
SightRead::Beat start {m_measure_lines[i]};
SightRead::Beat end {std::numeric_limits<double>::infinity()};
if (i < m_measure_lines.size() - 1) {
end = SightRead::Beat {m_measure_lines[i + 1]};
}
m_sp_values[i]
= sp_data.available_whammy(start, end) / engine.sp_gain_rate();
}
}
void ImageBuilder::add_time_sigs(const SightRead::TempoMap& tempo_map)
{
for (const auto& ts : tempo_map.time_sigs()) {
const auto pos = tempo_map.to_beats(ts.position).value();
const auto num = ts.numerator;
const auto denom = ts.denominator;
if (pos < m_rows.back().end) {
m_time_sigs.emplace_back(pos, num, denom);
}
}
}
void ImageBuilder::set_total_score(const PointSet& points,
const std::vector<SightRead::Solo>& solos,
const Path& path)
{
auto no_sp_score = std::accumulate(
points.cbegin(), points.cend(), 0,
[](const auto x, const auto& y) { return x + y.value; });
no_sp_score += std::accumulate(
solos.cbegin(), solos.cend(), 0,
[](const auto x, const auto& y) { return x + y.value; });
m_total_score = no_sp_score + path.score_boost;
}
ImageBuilder make_builder(SightRead::Song& song,
const SightRead::NoteTrack& track,
const Settings& settings,
const std::function<void(const char*)>& write,
const std::atomic<bool>* terminate)
{
auto new_track = track;
if (song.global_data().is_from_midi()) {
new_track = track.trim_sustains();
}
new_track = new_track.snap_chords(settings.engine->snap_gap());
if (track.track_type() == SightRead::TrackType::Drums) {
apply_drum_settings(new_track, song, settings);
}
song.speedup(settings.speed);
const auto& tempo_map = song.global_data().tempo_map();
const SpTimeMap time_map {tempo_map, settings.engine->sp_mode()};
auto builder = build_with_engine_params(new_track, settings);
builder.add_song_header(song.global_data());
builder.add_practice_sections(song.global_data().practice_sections(),
tempo_map);
if (track.track_type() == SightRead::TrackType::Drums) {
builder.add_drum_fills(new_track);
}
if (settings.draw_bpms) {
builder.add_bpms(tempo_map);
}
const auto solos = new_track.solos(settings.drum_settings);
if (settings.draw_solos) {
builder.add_solo_sections(solos, tempo_map);
}
if (settings.draw_time_sigs) {
builder.add_time_sigs(tempo_map);
}
const auto unison_positions = (settings.engine->has_unison_bonuses())
? song.unison_phrase_positions()
: std::vector<SightRead::Tick> {};
// The 0.1% squeeze minimum is to get around dumb floating point rounding
// issues that visibly affect the path at 0% squeeze.
auto squeeze_settings = settings.squeeze_settings;
constexpr double SQUEEZE_EPSILON = 0.001;
squeeze_settings.squeeze
= std::max(squeeze_settings.squeeze, SQUEEZE_EPSILON);
const ProcessedSong processed_track {new_track,
time_map,
settings.squeeze_settings,
settings.drum_settings,
*settings.engine,
song.global_data().od_beats(),
unison_positions};
Path path;
if (!settings.blank) {
const auto is_rb_drums
= track.track_type() == SightRead::TrackType::Drums
&& settings.engine->is_rock_band();
if (is_rb_drums) {
write("Optimisation disabled for Rock Band drums, planned for a "
"future release");
builder.add_sp_phrases(new_track, unison_positions, path);
} else {
write("Optimising, please wait...");
const Optimiser optimiser {&processed_track, terminate,
settings.speed,
squeeze_settings.whammy_delay};
path = optimiser.optimal_path();
write(processed_track.path_summary(path).c_str());
builder.add_sp_phrases(new_track, unison_positions, path);
builder.add_sp_acts(processed_track.points(), tempo_map, path);
builder.activation_opacity() = settings.opacity;
}
} else {
builder.add_sp_phrases(new_track, unison_positions, path);
}
builder.add_measure_values(processed_track.points(), tempo_map, path);
if (settings.blank || !settings.engine->overlaps()) {
builder.add_sp_values(processed_track.sp_data(), *settings.engine);
} else {
builder.add_sp_percent_values(processed_track.sp_data(), time_map,
processed_track.points(), path);
}
builder.set_total_score(processed_track.points(), solos, path);
if (settings.engine->has_bres() && new_track.bre().has_value()) {
const auto bre = new_track.bre();
if (bre.has_value()) {
builder.add_bre(*bre, tempo_map);
}
}
return builder;
}
| 28,919
|
C++
|
.cpp
| 707
| 31.325318
| 80
| 0.575597
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,759
|
main.cpp
|
GenericMadScientist_CHOpt/src/main.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023, 2024 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <atomic>
#include <cstdio>
#include <exception>
#include <QCoreApplication>
#include <QTextStream>
#include <sightread/time.hpp>
#include "image.hpp"
#include "optimiser.hpp"
#include "settings.hpp"
#include "songfile.hpp"
int main(int argc, char** argv)
{
QTextStream q_stdout(stdout);
QTextStream q_stderr(stderr);
try {
QCoreApplication app {argc, argv};
QCoreApplication::setApplicationName("CHOpt");
QCoreApplication::setApplicationVersion("1.9.2");
const auto settings = from_args(QCoreApplication::arguments());
const SongFile song_file {settings.filename};
auto song = song_file.load_song(settings.game);
const auto& track
= song.track(settings.instrument, settings.difficulty);
const std::atomic<bool> terminate {false};
const auto builder = make_builder(
song, track, settings, [&](auto p) { q_stdout << p << '\n'; },
&terminate);
q_stdout.flush();
if (settings.draw_image) {
const Image image {builder};
image.save(settings.image_path.c_str());
}
return EXIT_SUCCESS;
} catch (const std::exception& e) {
q_stderr << "Error: " << e.what() << '\n';
return EXIT_FAILURE;
} catch (...) {
q_stderr << "Unexpected non-exception error!" << '\n';
return EXIT_FAILURE;
}
}
| 2,176
|
C++
|
.cpp
| 58
| 32.327586
| 74
| 0.670772
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,760
|
settings.cpp
|
GenericMadScientist_CHOpt/src/settings.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023, 2024 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <cstdint>
#include <stdexcept>
#include <QCommandLineParser>
#include "settings.hpp"
namespace {
bool is_valid_image_path(std::string_view path)
{
return path.ends_with(".bmp") || path.ends_with(".png");
}
SightRead::Difficulty string_to_diff(std::string_view text)
{
if (text == "expert") {
return SightRead::Difficulty::Expert;
}
if (text == "hard") {
return SightRead::Difficulty::Hard;
}
if (text == "medium") {
return SightRead::Difficulty::Medium;
}
if (text == "easy") {
return SightRead::Difficulty::Easy;
}
throw std::invalid_argument("Unrecognised difficulty");
}
SightRead::Instrument string_to_inst(std::string_view text, Game game)
{
if (text == "guitar") {
if (game == Game::FortniteFestival) {
return SightRead::Instrument::FortniteGuitar;
}
return SightRead::Instrument::Guitar;
}
if (text == "coop") {
return SightRead::Instrument::GuitarCoop;
}
if (text == "bass") {
if (game == Game::FortniteFestival) {
return SightRead::Instrument::FortniteBass;
}
return SightRead::Instrument::Bass;
}
if (text == "rhythm") {
return SightRead::Instrument::Rhythm;
}
if (text == "keys") {
return SightRead::Instrument::Keys;
}
if (text == "ghl") {
return SightRead::Instrument::GHLGuitar;
}
if (text == "ghlbass") {
return SightRead::Instrument::GHLBass;
}
if (text == "ghlrhythm") {
return SightRead::Instrument::GHLRhythm;
}
if (text == "ghlcoop") {
return SightRead::Instrument::GHLGuitarCoop;
}
if (text == "drums") {
if (game == Game::FortniteFestival) {
return SightRead::Instrument::FortniteDrums;
}
return SightRead::Instrument::Drums;
}
if (text == "vocals") {
return SightRead::Instrument::FortniteVocals;
}
if (text == "proguitar") {
return SightRead::Instrument::FortniteProGuitar;
}
if (text == "probass") {
return SightRead::Instrument::FortniteProBass;
}
throw std::invalid_argument("Unrecognised instrument");
}
Game game_from_string(std::string_view game)
{
const std::map<std::string_view, Game> game_map {
{"ch", Game::CloneHero},
{"fnf", Game::FortniteFestival},
{"gh1", Game::GuitarHeroOne},
{"rb", Game::RockBand},
{"rb3", Game::RockBandThree}};
return game_map.at(game);
}
std::unique_ptr<QCommandLineParser> arg_parser()
{
auto parser = std::make_unique<QCommandLineParser>();
parser->setApplicationDescription(
"A program to generate optimal Star Power paths for Clone Hero");
parser->addOption(
{{"?", "h", "help"}, "Displays help on commandline options."});
parser->addVersionOption();
parser->addOptions(
{{{"f", "file"}, "Chart filename.", "file"},
{{"o", "output"},
"Location to save output image (must be a .bmp or .png). Default "
"path.png.",
"output",
"path.png"},
{{"d", "diff"},
"Difficulty, options are easy, medium, hard, expert. Default expert.",
"difficulty",
"expert"},
{{"i", "instrument"},
"Instrument, options are guitar, coop, bass, rhythm, keys, ghl, "
"ghlbass, ghlrhythm, ghlcoop, drums, vocals, proguitar, probass. "
"Default guitar.",
"instrument",
"guitar"},
{{"sqz", "squeeze"},
"Squeeze% (0 to 100). Default 100.",
"squeeze",
"100"},
{{"ew", "early-whammy"},
"Early whammy% (0 to 100), <= squeeze, defaults to squeeze.",
"early-whammy"},
{{"lazy", "lazy-whammy"},
"Time before whammying starts on sustains in milliseconds. Default "
"0.",
"lazy-whammy",
"0"},
{{"delay", "whammy-delay"},
"Time after an activation ends before whammying can resume. Default "
"0.",
"whammy-delay",
"0"},
{{"lag", "video-lag"},
"Video lag calibration setting in milliseconds. Default 0.",
"video-lag",
"0"},
{{"s", "speed"}, "Speed in %. Default 100.", "speed", "100"},
{{"l", "lefty-flip"}, "Draw with lefty flip."},
{"no-double-kick", "Disable 2x kick for drum charts."},
{"no-kick", "Disable single kicks for drum charts."},
{"no-pro-drums", "Disable pro drums."},
{"enable-dynamics",
"Enable double points for ghost and accent notes."},
{"engine", "Engine, options are ch, fnf, gh1, rb, rb3. Default ch.",
"engine", "ch"},
{{"p", "precision-mode"}, "Turn on precision mode for CH."},
{{"b", "blank"}, "Give a blank chart image."},
{"no-image", "Do not create an image."},
{"no-bpms", "Do not draw BPMs."},
{"no-solos", "Do not draw solo sections."},
{"no-time-sigs", "Do not draw time signatures."},
{"act-opacity",
"Opacity of drawn activations (0.0 to 1.0). Default 0.33.",
"act-opacity", "0.33"}});
return parser;
}
}
std::unique_ptr<Engine>
game_to_engine(Game game, SightRead::Instrument instrument, bool precision_mode)
{
switch (game) {
case Game::CloneHero:
if (instrument == SightRead::Instrument::Drums) {
if (precision_mode) {
return std::make_unique<ChPrecisionDrumEngine>();
}
return std::make_unique<ChDrumEngine>();
}
if (precision_mode) {
return std::make_unique<ChPrecisionGuitarEngine>();
}
return std::make_unique<ChGuitarEngine>();
case Game::FortniteFestival:
if (instrument == SightRead::Instrument::FortniteBass
|| instrument == SightRead::Instrument::FortniteProBass) {
return std::make_unique<FortniteBassEngine>();
}
if (instrument == SightRead::Instrument::FortniteVocals) {
return std::make_unique<FortniteVocalsEngine>();
}
return std::make_unique<FortniteGuitarEngine>();
case Game::GuitarHeroOne:
return std::make_unique<Gh1Engine>();
case Game::RockBand:
if (instrument == SightRead::Instrument::Bass) {
return std::make_unique<RbBassEngine>();
}
return std::make_unique<RbEngine>();
case Game::RockBandThree:
if (instrument == SightRead::Instrument::Bass) {
return std::make_unique<Rb3BassEngine>();
}
return std::make_unique<Rb3Engine>();
default:
throw std::invalid_argument("Invalid Game");
}
}
Settings from_args(const QStringList& args)
{
constexpr int MAX_PERCENT = 100;
constexpr int MAX_SPEED = 5000;
constexpr int MAX_VIDEO_LAG = 200;
constexpr int MIN_SPEED = 5;
constexpr double MS_PER_SECOND = 1000.0;
auto parser = arg_parser();
parser->process(args);
if (parser->isSet("help")) {
parser->showHelp();
}
Settings settings;
settings.blank = parser->isSet("blank");
settings.filename = parser->value("file").toStdString();
if (settings.filename.empty()) {
throw std::invalid_argument("No file was specified");
}
const auto engine_name = parser->value("engine").toStdString();
settings.game = game_from_string(engine_name);
settings.difficulty = string_to_diff(parser->value("diff").toStdString());
settings.instrument = string_to_inst(
parser->value("instrument").toStdString(), settings.game);
const auto precision_mode = parser->isSet("precision-mode");
settings.engine
= game_to_engine(settings.game, settings.instrument, precision_mode);
settings.image_path = parser->value("output").toStdString();
if (!is_valid_image_path(settings.image_path)) {
throw std::invalid_argument(
"Image output must be a bitmap or png (.bmp / .png)");
}
settings.is_lefty_flip = parser->isSet("lefty-flip");
settings.draw_image = !parser->isSet("no-image");
settings.draw_bpms = !parser->isSet("no-bpms");
settings.draw_solos = !parser->isSet("no-solos");
settings.draw_time_sigs = !parser->isSet("no-time-sigs");
settings.drum_settings.enable_double_kick
= !parser->isSet("no-double-kick");
settings.drum_settings.disable_kick = parser->isSet("no-kick");
settings.drum_settings.pro_drums = !parser->isSet("no-pro-drums");
settings.drum_settings.enable_dynamics = parser->isSet("enable-dynamics");
const auto squeeze = parser->value("squeeze").toInt();
auto early_whammy = squeeze;
if (parser->isSet("early-whammy")) {
early_whammy = parser->value("early-whammy").toInt();
}
const auto lazy_whammy = parser->value("lazy-whammy").toInt();
const auto whammy_delay = parser->value("whammy-delay").toInt();
if (squeeze < 0 || squeeze > MAX_PERCENT) {
throw std::invalid_argument("Squeeze must lie between 0 and 100");
}
if (early_whammy < 0 || early_whammy > MAX_PERCENT) {
throw std::invalid_argument("Early whammy must lie between 0 and 100");
}
if (lazy_whammy < 0) {
throw std::invalid_argument(
"Lazy whammy must be greater than or equal to 0");
}
if (whammy_delay < 0) {
throw std::invalid_argument(
"Whammy delay must be greater than or equal to 0");
}
settings.squeeze_settings.squeeze = squeeze / 100.0;
settings.squeeze_settings.early_whammy = early_whammy / 100.0;
settings.squeeze_settings.lazy_whammy
= SightRead::Second {lazy_whammy / MS_PER_SECOND};
settings.squeeze_settings.whammy_delay
= SightRead::Second {whammy_delay / MS_PER_SECOND};
const auto video_lag = parser->value("video-lag").toInt();
if (video_lag < -MAX_VIDEO_LAG || video_lag > MAX_VIDEO_LAG) {
throw std::invalid_argument(
"Video lag setting unsupported by Clone Hero");
}
settings.squeeze_settings.video_lag
= SightRead::Second {video_lag / MS_PER_SECOND};
const auto speed = parser->value("speed").toInt();
if (speed < MIN_SPEED || speed > MAX_SPEED || speed % MIN_SPEED != 0) {
throw std::invalid_argument("Speed unsupported by Clone Hero");
}
settings.speed = speed;
const auto opacity = parser->value("act-opacity").toFloat();
if (opacity < 0.0F || opacity > 1.0F) {
throw std::invalid_argument(
"Activation opacity should lie between 0.0 and 1.0");
}
settings.opacity = opacity;
return settings;
}
| 11,486
|
C++
|
.cpp
| 299
| 31.478261
| 80
| 0.617673
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,761
|
stringutil.cpp
|
GenericMadScientist_CHOpt/src/stringutil.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023, 2024 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <algorithm>
#include <array>
#include <stdexcept>
#include <QByteArrayView>
#include <QChar>
#include <QString>
#include <QStringConverter>
#include <QStringDecoder>
#include <sightread/songparts.hpp>
#include "stringutil.hpp"
std::string_view break_off_newline(std::string_view& input)
{
if (input.empty()) {
throw SightRead::ParseError("No lines left");
}
const auto newline_location
= std::min(input.find('\n'), input.find("\r\n"));
if (newline_location == std::string_view::npos) {
const auto line = input;
input.remove_prefix(input.size());
return line;
}
const auto line = input.substr(0, newline_location);
input.remove_prefix(newline_location);
input = skip_whitespace(input);
return line;
}
std::string_view skip_whitespace(std::string_view input)
{
const auto first_non_ws_location = input.find_first_not_of(" \f\n\r\t\v");
input.remove_prefix(std::min(first_non_ws_location, input.size()));
return input;
}
std::string to_ordinal(int ordinal)
{
constexpr int TENS_MODULUS = 10;
constexpr int HUNDREDS_MODULUS = 100;
constexpr std::array<int, 3> EXCEPTIONAL_TEENS {11, 12, 13};
if (ordinal < 0) {
throw std::runtime_error("ordinal was negative");
}
if (std::find(EXCEPTIONAL_TEENS.cbegin(), EXCEPTIONAL_TEENS.cend(),
ordinal % HUNDREDS_MODULUS)
!= EXCEPTIONAL_TEENS.cend()) {
return std::to_string(ordinal) + "th";
}
if (ordinal % TENS_MODULUS == 1) {
return std::to_string(ordinal) + "st";
}
if (ordinal % TENS_MODULUS == 2) {
return std::to_string(ordinal) + "nd";
}
if (ordinal % TENS_MODULUS == 3) {
return std::to_string(ordinal) + "rd";
}
return std::to_string(ordinal) + "th";
}
std::string to_utf8_string(std::string_view input)
{
const QByteArrayView byte_view {input.data(),
static_cast<qsizetype>(input.size())};
QStringDecoder to_utf8 {QStringDecoder::Utf8};
QString str = to_utf8(byte_view);
if (!to_utf8.hasError()) {
return str.toStdString();
}
QStringDecoder to_latin_1 {QStringDecoder::Latin1};
str = to_latin_1(byte_view);
if (!to_latin_1.hasError() && !str.contains(QChar {0})) {
return str.toStdString();
}
QStringDecoder to_utf16_le {QStringDecoder::Utf16LE};
str = to_utf16_le(byte_view);
if (!to_utf16_le.hasError()) {
return str.toStdString();
}
throw std::runtime_error("Unable to determine string encoding");
}
| 3,362
|
C++
|
.cpp
| 95
| 30.631579
| 78
| 0.668512
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,762
|
image.cpp
|
GenericMadScientist_CHOpt/src/image.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2020, 2021, 2022, 2023, 2024 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <cassert>
#include <climits>
#include <cmath>
#include <cstdio>
#include <iterator>
#include <map>
#include <set>
#include <stdexcept>
#include <QImage>
#include <QString>
#include "cimg_wrapper.hpp"
#include "image.hpp"
#include "optimiser.hpp"
using namespace cimg_library;
constexpr int VERSION_MAJOR = 1;
constexpr int VERSION_MINOR = 9;
constexpr int VERSION_PATCH = 2;
constexpr int BEAT_WIDTH = 60;
constexpr int FONT_HEIGHT = 13;
constexpr int LEFT_MARGIN = 31;
constexpr int MARGIN = 92;
constexpr int MEASURE_HEIGHT = 61;
constexpr int TOP_MARGIN = 125;
constexpr int DIST_BETWEEN_MEASURES = MEASURE_HEIGHT + MARGIN;
namespace {
const char* diff_to_str(SightRead::Difficulty difficulty)
{
switch (difficulty) {
case SightRead::Difficulty::Easy:
return "Easy";
case SightRead::Difficulty::Medium:
return "Medium";
case SightRead::Difficulty::Hard:
return "Hard";
case SightRead::Difficulty::Expert:
return "Expert";
default:
throw std::runtime_error("Invalid difficulty to diff_to_str");
}
}
std::tuple<int, int> get_xy(const ImageBuilder& builder, double pos)
{
auto row = std::find_if(builder.rows().cbegin(), builder.rows().cend(),
[=](const auto x) { return x.end > pos; });
auto x = LEFT_MARGIN + static_cast<int>(BEAT_WIDTH * (pos - row->start));
auto y = TOP_MARGIN + MARGIN
+ DIST_BETWEEN_MEASURES
* static_cast<int>(std::distance(builder.rows().cbegin(), row));
return {x, y};
}
int numb_of_fret_lines(SightRead::TrackType track_type)
{
switch (track_type) {
case SightRead::TrackType::FiveFret:
case SightRead::TrackType::FortniteFestival:
return 4;
case SightRead::TrackType::SixFret:
return 2;
case SightRead::TrackType::Drums:
return 3;
}
throw std::invalid_argument("Invalid TrackType");
}
void validate_snprintf_rc(int snprintf_rc)
{
if (snprintf_rc < 0) {
throw std::runtime_error("Failure with snprintf");
}
}
bool is_kick_note(const ImageBuilder& builder, const DrawnNote& note)
{
return (builder.track_type() == SightRead::TrackType::Drums)
&& (note.lengths[SightRead::DRUM_KICK] != -1
|| note.lengths[SightRead::DRUM_DOUBLE_KICK] != -1);
}
void blend_colour(unsigned char& canvas_value, int sprite_value,
int sprite_alpha)
{
const auto MAX_OPACITY = 255;
canvas_value = ((MAX_OPACITY - sprite_alpha) * canvas_value
+ sprite_value * sprite_alpha)
/ MAX_OPACITY;
}
int colours(const DrawnNote& note)
{
int colour_flags = 0;
for (auto i = 0; i < static_cast<int>(note.lengths.size()); ++i) {
if (note.lengths.at(i) != -1) {
colour_flags |= 1 << i;
}
}
return colour_flags;
}
const char* orientation_directory(const ImageBuilder& builder)
{
if (builder.is_lefty_flip()) {
return "lefty/";
}
return "righty/";
}
const char* shape_directory(const ImageBuilder& builder, const DrawnNote& note)
{
switch (builder.track_type()) {
case SightRead::TrackType::FiveFret:
case SightRead::TrackType::FortniteFestival:
if (note.is_sp_note) {
return "stars/";
}
return "circles/";
case SightRead::TrackType::SixFret:
return "ghl/";
case SightRead::TrackType::Drums:
if ((note.note_flags & SightRead::FLAGS_CYMBAL) != 0U) {
return "cymbals/";
}
return "drums/";
}
throw std::invalid_argument("Invalid track type");
}
}
class ImageImpl {
private:
CImg<unsigned char> m_image;
std::map<QString, QImage> m_sprite_map;
void draw_sprite(const QImage& sprite, int x, int y);
void draw_note(const ImageBuilder& builder, const DrawnNote& note);
void draw_sustain(const ImageBuilder& builder, const DrawnNote& note);
void draw_quarter_note(int x, int y);
void draw_text_backwards(int x, int y, const char* text,
const unsigned char* color, float opacity,
unsigned int font_height);
void draw_vertical_lines(const ImageBuilder& builder,
const std::vector<double>& positions,
std::array<unsigned char, 3> colour);
const QImage& load_sprite(const QString& path);
public:
ImageImpl(unsigned int size_x, unsigned int size_y, unsigned int size_z,
unsigned int size_c, const unsigned char& value)
: m_image {size_x, size_y, size_z, size_c, value}
{
}
ImageImpl(const ImageImpl&) = delete;
ImageImpl& operator=(const ImageImpl&) = delete;
ImageImpl(ImageImpl&&) = delete;
ImageImpl& operator=(ImageImpl&&) = delete;
~ImageImpl() = default;
void colour_beat_range(const ImageBuilder& builder,
std::array<unsigned char, 3> colour,
const std::tuple<double, double>& x_range,
const std::tuple<int, int>& y_range, float opacity);
void draw_header(const ImageBuilder& builder);
void draw_measures(const ImageBuilder& builder);
void draw_notes(const ImageBuilder& builder);
void draw_practice_sections(const ImageBuilder& builder);
void draw_score_totals(const ImageBuilder& builder);
void draw_tempos(const ImageBuilder& builder);
void draw_time_sigs(const ImageBuilder& builder);
void draw_version();
void save(const char* filename) const { m_image.save(filename); }
};
void ImageImpl::draw_header(const ImageBuilder& builder)
{
constexpr std::array<unsigned char, 3> BLACK {0, 0, 0};
constexpr int HEADER_FONT_HEIGHT = 23;
const auto x = LEFT_MARGIN;
const auto y = LEFT_MARGIN;
m_image.draw_text(x, y, "%s\n%s\n%s\n%s\nTotal score = %d", BLACK.data(), 0,
1.0, HEADER_FONT_HEIGHT, builder.song_name().c_str(),
builder.artist().c_str(), builder.charter().c_str(),
diff_to_str(builder.difficulty()), builder.total_score());
}
void ImageImpl::draw_measures(const ImageBuilder& builder)
{
constexpr std::array<unsigned char, 3> BLACK {0, 0, 0};
constexpr std::array<unsigned char, 3> GREY {160, 160, 160};
constexpr std::array<unsigned char, 3> LIGHT_GREY {224, 224, 224};
constexpr std::array<unsigned char, 3> RED {140, 0, 0};
constexpr int MEASURE_NUMB_GAP = 18;
const int fret_lines = numb_of_fret_lines(builder.track_type());
const int colour_distance = (MEASURE_HEIGHT - 1) / fret_lines;
draw_vertical_lines(builder, builder.beat_lines(), GREY);
draw_vertical_lines(builder, builder.half_beat_lines(), LIGHT_GREY);
auto current_row = 0;
for (const auto& row : builder.rows()) {
auto y = TOP_MARGIN + DIST_BETWEEN_MEASURES * current_row + MARGIN;
auto x_max = LEFT_MARGIN
+ static_cast<int>(BEAT_WIDTH * (row.end - row.start));
for (int i = 1; i < fret_lines; ++i) {
m_image.draw_line(LEFT_MARGIN, y + colour_distance * i, x_max,
y + colour_distance * i, GREY.data());
}
m_image.draw_rectangle(LEFT_MARGIN, y, x_max, y + MEASURE_HEIGHT - 1,
BLACK.data(), 1.0, ~0U);
++current_row;
}
// We do measure lines after the boxes because we want the measure lines to
// lie over the horizontal grey fretboard lines. We make a copy of the
// measures missing the last one because we don't want to draw the last
// measure line, since that is already dealt with by drawing the boxes.
std::vector<double> measure_copy {
builder.measure_lines().cbegin(),
std::prev(builder.measure_lines().cend())};
draw_vertical_lines(builder, measure_copy, BLACK);
for (std::size_t i = 0; i < builder.measure_lines().size() - 1; ++i) {
auto pos = builder.measure_lines()[i];
auto [x, y] = get_xy(builder, pos);
y -= MEASURE_NUMB_GAP;
m_image.draw_text(x, y, "%u", RED.data(), 0, 1.0, FONT_HEIGHT, i + 1);
}
}
void ImageImpl::draw_vertical_lines(const ImageBuilder& builder,
const std::vector<double>& positions,
std::array<unsigned char, 3> colour)
{
for (auto pos : positions) {
auto [x, y] = get_xy(builder, pos);
m_image.draw_line(x, y, x, y + MEASURE_HEIGHT - 1, colour.data());
}
}
void ImageImpl::draw_tempos(const ImageBuilder& builder)
{
constexpr std::array<unsigned char, 3> GREY {160, 160, 160};
constexpr int TEMPO_OFFSET = 44;
for (const auto& [pos, tempo] : builder.bpms()) {
auto [x, y] = get_xy(builder, pos);
y -= TEMPO_OFFSET;
m_image.draw_text(x + 1, y, " =%.f", GREY.data(), 0, 1.0, FONT_HEIGHT,
tempo);
draw_quarter_note(x, y);
}
}
void ImageImpl::draw_quarter_note(int x, int y)
{
constexpr int GREY_VALUE = 160;
constexpr std::array<std::tuple<int, int>, 26> PIXELS {
{{4, 0}, {4, 1}, {4, 2}, {4, 3}, {4, 4}, {4, 5}, {4, 6},
{4, 7}, {4, 8}, {4, 9}, {4, 10}, {4, 11}, {3, 9}, {3, 10},
{3, 11}, {3, 12}, {2, 9}, {2, 10}, {2, 11}, {2, 12}, {1, 9},
{1, 10}, {1, 11}, {1, 12}, {0, 10}, {0, 11}}};
for (const auto& [diff_x, diff_y] : PIXELS) {
auto x_pos = static_cast<unsigned int>(x + diff_x);
auto y_pos = static_cast<unsigned int>(y + diff_y);
m_image(x_pos, y_pos, 0) = GREY_VALUE;
m_image(x_pos, y_pos, 1) = GREY_VALUE;
m_image(x_pos, y_pos, 2) = GREY_VALUE;
}
}
void ImageImpl::draw_time_sigs(const ImageBuilder& builder)
{
constexpr std::array<unsigned char, 3> GREY {160, 160, 160};
constexpr int TS_FONT_HEIGHT = 38;
constexpr int TS_GAP = MEASURE_HEIGHT / 16;
for (const auto& [pos, num, denom] : builder.time_sigs()) {
auto [x, y] = get_xy(builder, pos);
x += TS_GAP;
y -= TS_GAP;
m_image.draw_text(x, y, "%d", GREY.data(), 0, 1.0, TS_FONT_HEIGHT, num);
m_image.draw_text(x, y + MEASURE_HEIGHT / 2, "%d", GREY.data(), 0, 1.0,
TS_FONT_HEIGHT, denom);
}
}
void ImageImpl::draw_score_totals(const ImageBuilder& builder)
{
constexpr std::array<unsigned char, 3> CYAN {0, 160, 160};
constexpr std::array<unsigned char, 3> GREEN {0, 100, 0};
constexpr std::array<unsigned char, 3> GREY {160, 160, 160};
constexpr int BASE_VALUE_MARGIN = 4;
// This is enough room for the max double (below 10^309, a '.', two more
// digits, then "SP").
constexpr std::size_t BUFFER_SIZE = 315;
constexpr int VALUE_GAP = 13;
constexpr double PERCENT_MULT = 100.0;
const auto& base_values = builder.base_values();
const auto& score_values = builder.score_values();
const auto& sp_values = builder.sp_values();
const auto& sp_percent_values = builder.sp_percent_values();
const auto& measures = builder.measure_lines();
std::array<char, BUFFER_SIZE> buffer {};
for (std::size_t i = 0; i < base_values.size(); ++i) {
// We need to go to the previous double because otherwise we have an OOB
// when drawing the scores for the last measure.
auto pos = std::nextafter(measures[i + 1], -1.0);
auto [x, y] = get_xy(builder, pos);
y += BASE_VALUE_MARGIN + MEASURE_HEIGHT;
auto text = std::to_string(base_values[i]);
draw_text_backwards(x, y, text.c_str(), GREY.data(), 1.0F, FONT_HEIGHT);
text = std::to_string(score_values[i]);
y += VALUE_GAP;
draw_text_backwards(x, y, text.c_str(), GREEN.data(), 1.0F,
FONT_HEIGHT);
if (sp_percent_values.empty() && sp_values[i] == 0) {
continue;
}
y += VALUE_GAP;
if (sp_percent_values.empty()) {
const auto print_rc = std::snprintf(buffer.data(), BUFFER_SIZE,
"%.2fSP", sp_values[i]);
validate_snprintf_rc(print_rc);
} else {
const auto print_rc
= std::snprintf(buffer.data(), BUFFER_SIZE, "%.2f%%%%",
PERCENT_MULT * sp_percent_values[i]);
validate_snprintf_rc(print_rc);
}
draw_text_backwards(x, y, buffer.data(), CYAN.data(), 1.0F,
FONT_HEIGHT);
}
}
// CImg's normal draw_text method draws the text so the top left corner of the
// box is at (x, y). This method draws the text so that the top right corner of
// the box is at (x, y).
void ImageImpl::draw_text_backwards(int x, int y, const char* text,
const unsigned char* color, float opacity,
unsigned int font_height)
{
// Hack for getting the text box width from the answer at
// stackoverflow.com/questions/24190327.
CImg<int> img_text;
img_text.draw_text(0, 0, text, color, 0, opacity, font_height);
x -= img_text.width();
m_image.draw_text(x, y, text, color, 0, opacity, font_height);
}
void ImageImpl::draw_notes(const ImageBuilder& builder)
{
// We draw all the kicks first because we want RYBG to lie on top of the
// kicks, not underneath.
for (const auto& note : builder.notes()) {
if (is_kick_note(builder, note)) {
draw_note(builder, note);
}
}
for (const auto& note : builder.notes()) {
if (!is_kick_note(builder, note)) {
draw_note(builder, note);
}
}
}
void ImageImpl::draw_sprite(const QImage& sprite, int x, int y)
{
for (auto i = 0; i < sprite.width(); ++i) {
for (auto j = 0; j < sprite.height(); ++j) {
const auto sprite_colour = sprite.pixelColor(i, j);
blend_colour(m_image(x + i, y + j, 0), sprite_colour.red(),
sprite_colour.alpha());
blend_colour(m_image(x + i, y + j, 1), sprite_colour.green(),
sprite_colour.alpha());
blend_colour(m_image(x + i, y + j, 2), sprite_colour.blue(),
sprite_colour.alpha());
}
}
}
const QImage& ImageImpl::load_sprite(const QString& path)
{
const auto it = m_sprite_map.find(path);
if (it != m_sprite_map.cend()) {
return it->second;
}
const auto [new_it, is_inserted]
= m_sprite_map.emplace(path, QImage {path});
assert(is_inserted); // NOLINT
const auto& image = new_it->second;
assert(image.height() > 0); // NOLINT
assert(image.width() > 0); // NOLINT
return image;
}
void ImageImpl::draw_note(const ImageBuilder& builder, const DrawnNote& note)
{
draw_sustain(builder, note);
const auto [x, y] = get_xy(builder, note.beat);
QString sprite_path {":/sprites/"};
sprite_path += orientation_directory(builder);
sprite_path += shape_directory(builder, note);
sprite_path += QString::number(colours(note)) + ".png";
const QImage& sprite = load_sprite(sprite_path);
draw_sprite(sprite, x - sprite.width() / 2,
y - (sprite.height() - MEASURE_HEIGHT) / 2);
}
struct SustainColour {
std::array<unsigned char, 3> rgb;
float opacity;
std::tuple<int, int> y_range;
};
void ImageImpl::draw_sustain(const ImageBuilder& builder, const DrawnNote& note)
{
const std::map<SightRead::TrackType, std::vector<SustainColour>>
colour_map {{SightRead::TrackType::FiveFret,
{{{0, 255, 0}, 1.0F, {-3, 3}},
{{255, 0, 0}, 1.0F, {12, 18}},
{{255, 255, 0}, 1.0F, {27, 33}},
{{0, 0, 255}, 1.0F, {42, 48}},
{{255, 165, 0}, 1.0F, {57, 63}},
{{128, 0, 128}, 0.5F, {7, 53}}}},
{SightRead::TrackType::FortniteFestival,
{{{0, 255, 0}, 1.0F, {-3, 3}},
{{255, 0, 0}, 1.0F, {12, 18}},
{{255, 255, 0}, 1.0F, {27, 33}},
{{0, 0, 255}, 1.0F, {42, 48}},
{{255, 165, 0}, 1.0F, {57, 63}},
{{128, 0, 128}, 0.5F, {7, 53}}}},
{SightRead::TrackType::SixFret,
{{{150, 150, 150}, 1.0F, {-3, 3}},
{{150, 150, 150}, 1.0F, {27, 33}},
{{150, 150, 150}, 1.0F, {57, 63}},
{{150, 150, 150}, 1.0F, {-3, 3}},
{{150, 150, 150}, 1.0F, {27, 33}},
{{150, 150, 150}, 1.0F, {57, 63}},
{{150, 150, 150}, 0.5F, {7, 53}}}},
{SightRead::TrackType::Drums, {}}};
const auto& colours = colour_map.at(builder.track_type());
for (auto i = 0U; i < colours.size(); ++i) {
const auto length = note.lengths.at(i);
if (length <= 0.0) {
continue;
}
const auto& colour = colours[i];
auto range = colour.y_range;
if (builder.is_lefty_flip()) {
range = {MEASURE_HEIGHT - 1 - std::get<1>(range),
MEASURE_HEIGHT - 1 - std::get<0>(range)};
}
std::tuple<double, double> x_range {note.beat, note.beat + length};
colour_beat_range(builder, colour.rgb, x_range, range, colour.opacity);
}
}
void ImageImpl::colour_beat_range(const ImageBuilder& builder,
std::array<unsigned char, 3> colour,
const std::tuple<double, double>& x_range,
const std::tuple<int, int>& y_range,
float opacity)
{
double start = std::numeric_limits<double>::quiet_NaN();
double end = std::numeric_limits<double>::quiet_NaN();
std::tie(start, end) = x_range;
// Required if a beat range ends after the end of a song (e.g., a solo
// section)
end = std::min(end, std::nextafter(builder.rows().back().end, 0.0));
auto row_iter = std::find_if(builder.rows().cbegin(), builder.rows().cend(),
[=](const auto& r) { return r.end > start; });
auto row
= static_cast<int>(std::distance(builder.rows().cbegin(), row_iter));
const auto& [y_min, y_max] = y_range;
while (start < end) {
auto block_end = std::min(row_iter->end, end);
auto x_min = LEFT_MARGIN
+ static_cast<int>(BEAT_WIDTH * (start - row_iter->start));
// -1 is so regions that cross rows do not go over the ending line of a
// row.
auto x_max = LEFT_MARGIN
+ static_cast<int>(BEAT_WIDTH * (block_end - row_iter->start)) - 1;
if (x_min <= x_max) {
auto y = TOP_MARGIN + MARGIN + DIST_BETWEEN_MEASURES * row;
m_image.draw_rectangle(x_min, y + y_min, x_max, y + y_max,
colour.data(), opacity);
}
start = block_end;
++row_iter;
++row;
}
}
void ImageImpl::draw_version()
{
for (auto i = 0; i < CHAR_BIT; ++i) {
m_image(i, 0, 0) ^= (VERSION_MAJOR >> (CHAR_BIT - i - 1)) & 1;
m_image(i, 0, 1) ^= (VERSION_MINOR >> (CHAR_BIT - i - 1)) & 1;
m_image(i, 0, 2) ^= (VERSION_PATCH >> (CHAR_BIT - i - 1)) & 1;
}
}
void ImageImpl::draw_practice_sections(const ImageBuilder& builder)
{
constexpr std::array<unsigned char, 3> BLACK {0, 0, 0};
constexpr int SECTION_NAME_GAP = 31;
for (const auto& section : builder.practice_sections()) {
const auto pos = std::get<0>(section);
auto [x, y] = get_xy(builder, pos);
y -= SECTION_NAME_GAP;
m_image.draw_text(x, y, "%s", BLACK.data(), 0, 1.0, FONT_HEIGHT,
std::get<1>(section).c_str());
}
}
Image::Image(const ImageBuilder& builder)
{
constexpr std::array<unsigned char, 3> green {0, 255, 0};
constexpr std::array<unsigned char, 3> blue {0, 0, 255};
constexpr std::array<unsigned char, 3> yellow {255, 255, 0};
constexpr std::array<unsigned char, 3> red {255, 0, 0};
constexpr std::array<unsigned char, 3> solo_blue {0, 51, 128};
constexpr std::array<unsigned char, 3> pink {127, 0, 0};
constexpr unsigned int IMAGE_WIDTH = 1024;
constexpr float RANGE_OPACITY = 0.33333F;
constexpr int SOLO_HEIGHT = 10;
constexpr unsigned char WHITE = 255;
const auto height = static_cast<unsigned int>(
TOP_MARGIN + MARGIN + DIST_BETWEEN_MEASURES * builder.rows().size());
m_impl = std::make_unique<ImageImpl>(IMAGE_WIDTH, height, 1, 3, WHITE);
m_impl->draw_version();
m_impl->draw_header(builder);
m_impl->draw_practice_sections(builder);
m_impl->draw_measures(builder);
m_impl->draw_tempos(builder);
m_impl->draw_time_sigs(builder);
for (const auto& range : builder.solo_ranges()) {
m_impl->colour_beat_range(
builder, solo_blue, range,
{-SOLO_HEIGHT, MEASURE_HEIGHT - 1 + SOLO_HEIGHT},
RANGE_OPACITY / 2);
}
for (const auto& range : builder.bre_ranges()) {
m_impl->colour_beat_range(
builder, pink, range,
{-SOLO_HEIGHT, MEASURE_HEIGHT - 1 + SOLO_HEIGHT},
RANGE_OPACITY / 2);
}
for (const auto& range : builder.fill_ranges()) {
m_impl->colour_beat_range(
builder, pink, range,
{-SOLO_HEIGHT, MEASURE_HEIGHT - 1 + SOLO_HEIGHT},
RANGE_OPACITY / 2);
}
for (const auto& range : builder.unison_ranges()) {
m_impl->colour_beat_range(builder, yellow, range, {-SOLO_HEIGHT, -1},
RANGE_OPACITY / 2);
m_impl->colour_beat_range(
builder, yellow, range,
{MEASURE_HEIGHT, MEASURE_HEIGHT - 1 + SOLO_HEIGHT},
RANGE_OPACITY / 2);
}
m_impl->draw_notes(builder);
m_impl->draw_score_totals(builder);
for (const auto& range : builder.green_ranges()) {
m_impl->colour_beat_range(builder, green, range,
{0, MEASURE_HEIGHT - 1}, RANGE_OPACITY);
}
for (const auto& range : builder.yellow_ranges()) {
m_impl->colour_beat_range(builder, yellow, range,
{0, MEASURE_HEIGHT - 1}, RANGE_OPACITY);
}
for (const auto& range : builder.red_ranges()) {
m_impl->colour_beat_range(builder, red, range, {0, MEASURE_HEIGHT - 1},
builder.activation_opacity());
}
for (const auto& range : builder.blue_ranges()) {
m_impl->colour_beat_range(builder, blue, range, {0, MEASURE_HEIGHT - 1},
builder.activation_opacity());
}
}
Image::~Image() = default;
Image::Image(Image&& image) noexcept = default;
Image& Image::operator=(Image&& image) noexcept = default;
void Image::save(const char* filename) const { m_impl->save(filename); }
| 23,774
|
C++
|
.cpp
| 566
| 33.833922
| 80
| 0.584342
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
1,537,763
|
songfile.cpp
|
GenericMadScientist_CHOpt/src/songfile.cpp
|
/*
* CHOpt - Star Power optimiser for Clone Hero
* Copyright (C) 2023, 2024 Raymond Wright
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
#include <filesystem>
#include <set>
#include <string_view>
#include <QFile>
#include <QString>
#include <sightread/chartparser.hpp>
#include <sightread/midiparser.hpp>
#include "ini.hpp"
#include "songfile.hpp"
#include "stringutil.hpp"
namespace {
std::set<SightRead::Instrument> permitted_instruments(Game game)
{
switch (game) {
case Game::CloneHero:
return {SightRead::Instrument::Guitar,
SightRead::Instrument::GuitarCoop,
SightRead::Instrument::Bass,
SightRead::Instrument::Rhythm,
SightRead::Instrument::Keys,
SightRead::Instrument::GHLGuitar,
SightRead::Instrument::GHLBass,
SightRead::Instrument::GHLRhythm,
SightRead::Instrument::GHLGuitarCoop,
SightRead::Instrument::Drums};
case Game::FortniteFestival:
return {SightRead::Instrument::FortniteGuitar,
SightRead::Instrument::FortniteBass,
SightRead::Instrument::FortniteDrums,
SightRead::Instrument::FortniteVocals,
SightRead::Instrument::FortniteProGuitar,
SightRead::Instrument::FortniteProBass};
case Game::GuitarHeroOne:
return {SightRead::Instrument::Guitar};
case Game::RockBand:
return {SightRead::Instrument::Guitar, SightRead::Instrument::Bass};
case Game::RockBandThree:
return {SightRead::Instrument::Guitar, SightRead::Instrument::Bass,
SightRead::Instrument::Keys};
default:
throw std::invalid_argument("Invalid Game");
}
}
bool parse_solos(Game game)
{
return game != Game::GuitarHeroOne && game != Game::FortniteFestival;
}
}
SongFile::SongFile(const std::string& filename)
{
std::string ini_file;
const std::filesystem::path song_path {filename};
const auto song_directory = song_path.parent_path();
const auto ini_path = song_directory / "song.ini";
QFile ini {QString::fromStdString(ini_path.string())};
if (ini.open(QIODevice::ReadOnly | QIODevice::Text)) {
ini_file = ini.readAll().toStdString();
}
m_metadata = parse_ini(ini_file);
if (filename.ends_with(".chart")) {
m_file_type = FileType::Chart;
} else if (filename.ends_with(".mid")) {
m_file_type = FileType::Midi;
} else {
throw std::invalid_argument("file should be .chart or .mid");
}
QFile chart {QString::fromStdString(filename)};
if (!chart.open(QIODevice::ReadOnly)) {
throw std::invalid_argument("File did not open");
}
const auto chart_buffer = chart.readAll();
m_loaded_file = std::vector<std::uint8_t> {chart_buffer.cbegin(),
chart_buffer.cend()};
}
SightRead::Song SongFile::load_song(Game game) const
{
switch (m_file_type) {
case FileType::Chart: {
std::string_view chart_buffer {
reinterpret_cast<const char*>(m_loaded_file.data()), // NOLINT
m_loaded_file.size()};
std::string u8_string;
try {
u8_string = to_utf8_string(chart_buffer);
} catch (const std::invalid_argument& e) {
throw SightRead::ParseError(e.what());
}
SightRead::ChartParser parser {m_metadata};
parser.permit_instruments(permitted_instruments(game));
parser.parse_solos(parse_solos(game));
return parser.parse(u8_string);
}
case FileType::Midi:
std::span<const std::uint8_t> midi_buffer {m_loaded_file.data(),
m_loaded_file.size()};
SightRead::MidiParser parser {m_metadata};
parser.permit_instruments(permitted_instruments(game));
parser.parse_solos(parse_solos(game));
return parser.parse(midi_buffer);
}
throw std::runtime_error("Invalid file type");
}
| 4,650
|
C++
|
.cpp
| 119
| 31.848739
| 76
| 0.651327
|
GenericMadScientist/CHOpt
| 33
| 4
| 5
|
GPL-3.0
|
9/20/2024, 10:44:51 PM (Europe/Amsterdam)
| false
| false
| false
| false
| false
| false
| false
| false
|
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