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前言
发明者量化交易平台成立的时间实在太早了,当时交易所和币种都非常有限,交易模式也不多,因此初始API设计比较简单,专注与单币种交易策略。经过多年的迭代,特别是最近的版本,已经比较完善,常用交易所API都可以用封装好的函数完成了。特别是多币种策略,获取行情、账户和交易都比以前简化了很多,不再需要IO函数访问交易所的API接口了。对于回测,也进行了升级,和实盘兼容。总之,如果你的策略原来有许多专用的方法,无法兼用多交易所和回测,不妨升级一下。本文将结合策略,介绍下目前的策略架构。
托管者需要升级到3.7才能完整支持,有关API接口新增功能等信息已同步更新至发明者量化交易平台的API文档:
语法手册:https://www.fmz.com/syntax-guide
用户指南:https://www.fmz.com/user-guide
获取精度
目前API有了统一的获取精度函数,这里以永续合约为例介绍。
//全局的变量,储存数据,SYMBOLS代表要交易的币种,格式如"BTC,ETH,LTC", QUOTO为基础货币,永续合约常见的有USDT,USDC,INTERVAL代表循环的间隔。
var Info = { trade_symbols: SYMBOLS.split(","), base_coin: QUOTO, ticker: {}, order: {}, account: {}, precision: {},
position: {}, time:{}, count:{}, interval:INTERVAL}
function InitInfo() {
//初始化策略
if (!IsVirtual() && Version() < 3.7){
throw "Update to neweset docekr";
}
Info.account = {init_balance:0};
Info.time = {
update_ticker_time: 0,
update_pos_time: 0,
update_profit_time: 0,
update_account_time: 0,
update_status_time: 0,
last_loop_time:0,
loop_delay:0,
};
for (let i = 0; i < Info.trade_symbols.length; i++) {
let symbol = Info.trade_symbols[i];
Info.ticker[symbol] = { last: 0, ask: 0, bid: 0 };
Info.order[symbol] = { buy: { id: 0, price: 0, amount: 0 }, sell: { id: 0, price: 0, amount: 0 } };
Info.position[symbol] = { amount: 0, hold_price: 0, unrealised_profit: 0, open_time: 0, value: 0 };
Info.precision[symbol] = {};
}
}
//获取精度
function GetPrecision() {
let exchange_info = exchange.GetMarkets();
for (let pair in exchange_info) {
let symbol = pair.split('_')[0]; //永续合约交易对的格式为 BTC_USDT.swap
if (Info.trade_symbols.indexOf(symbol) > -1 && pair.split('.')[0].endsWith(Info.base_coin) && pair.endsWith("swap")) {
Info.precision[symbol].tick_size = exchange_info[pair].TickSize;
Info.precision[symbol].amount_size = exchange_info[pair].AmountSize;
Info.precision[symbol].price_precision = exchange_info[pair].PricePrecision
Info.precision[symbol].amount_precision = exchange_info[pair].AmountPrecision
Info.precision[symbol].min_qty = exchange_info[pair].MinQty
Info.precision[symbol].max_qty = exchange_info[pair].MaxQty
Info.precision[symbol].min_notional = exchange_info[pair].MinNotional
Info.precision[symbol].ctVal = exchange_info[pair].CtVal; //合约价值,如1张代表0.01个币
if (exchange_info[pair].CtValCcy != symbol){ //价值的计价货币,这里不处理币本位的情况,如1张价值100美元
throw "Don't support coin margin type"
}
}
}
}
获取行情
对于设计多品种策略,需要获取全市场行情。这种聚合行情接口是必不可少,GetTickers函数支持大部分主流交易所.
function UpdateTicker() {
//更新价格
let ticker = exchange.GetTickers();
if (!ticker) {
Log("Fail to get market", GetLastError());
return;
}
Info.time.update_ticker_time = Date.now();
for (let i = 0; i < ticker.length; i++) {
let symbol = ticker[i].Symbol.split('_')[0];
if (!ticker[i].Symbol.split('.')[0].endsWith(Info.base_coin) || Info.trade_symbols.indexOf(symbol) < 0 || !ticker[i].Symbol.endsWith('swap')) {
continue;
}
Info.ticker[symbol].ask = parseFloat(ticker[i].Sell);
Info.ticker[symbol].bid = parseFloat(ticker[i].Buy);
Info.ticker[symbol].last = parseFloat(ticker[i].Last);
}
}
获取账户仓位信息
期货账户信息新增了Equity总权益字段和UPnL字段,不用在额外的处理而造成的不兼容。GetPositions函数也支持了获取全部仓位,一个细节是仓位数量要乘以一张合约价值获得真实的数量,如OKX永续虽然网页上可以选择按数量交易,但API是按张数。
function UpdateAccount() {
//更新账户
if (Date.now() - Info.time.update_account_time < 60 * 1000) {
return;
}
Info.time.update_account_time = Date.now();
let account = exchange.GetAccount();
if (account === null) {
Log("Fail to get account");
return;
}
Info.account.margin_used = _N(account.Equity - account.Balance, 2);
Info.account.margin_balance = _N(account.Equity, 2); //当前余额
Info.account.margin_free = _N(account.Balance, 2);
Info.account.wallet_balance = _N(account.Equity - account.UPnL, 2);
Info.account.unrealised_profit = _N(account.UPnL, 2);
if (!Info.account.init_balance) {
if (_G("init_balance") && _G("init_balance") > 0) {
Info.account.init_balance = _N(_G("init_balance"), 2);
} else {
Info.account.init_balance = Info.account.margin_balance;
_G("init_balance", Info.account.init_balance);
}
}
Info.account.profit = _N(Info.account.margin_balance - Info.account.init_balance, 2);
Info.account.profit_rate = _N((100 * Info.account.profit) / init_balance, 2);
}
function UpdatePosition() {
let pos = exchange.GetPositions(Info.base_coin + ".swap");
if (!pos) {
Log("Fail to get position");
return;
}
Info.time.update_pos_time = Date.now();
let position_info = {};
for (let symbol of Info.trade_symbols) {
position_info[symbol] = {
amount: 0,
hold_price: 0,
unrealised_profit: 0
}; //有的交易所没有仓位返回空
}
for (let k = 0; k < pos.length; k++) {
let symbol = pos[k].Symbol.split("_")[0];
if (!pos[k].Symbol.split(".")[0].endsWith(Info.base_coin) || Info.trade_symbols.indexOf(symbol) < 0) {
continue;
}
if (position_info[symbol].amount != 0){
throw "Position need net Mode:";
}
position_info[symbol] = {
amount: pos[k].Type == 0 ? pos[k].Amount * Info.precision[symbol].ctVal : -pos[k].Amount * Info.precision[symbol].ctVal,
hold_price: pos[k].Price,
unrealised_profit: pos[k].Profit
};
}
Info.count = { long: 0, short: 0, total: 0, leverage: 0 };
for (let symbol in position_info) {
let deal_volume = Math.abs(position_info[symbol].amount - Info.position[symbol].amount);
let direction = position_info[symbol].amount - Info.position[symbol].amount > 0 ? 1 : -1;
if (deal_volume) {
let deal_price = direction == 1 ? Info.order[symbol].buy.price : Info.order[symbol].sell.price;
Log(
symbol,
"Position update:",
_N(Info.position[symbol].value, 1),
" -> ",
_N(position_info[symbol].amount * Info.ticker[symbol].last, 1),
direction == 1 ? ". Buy" : ", Sell",
" Deal price: ",
deal_price,
" Hold price: ",
_N(Info.position[symbol].hold_price, Info.precision[symbol].price_precision),
);
}
Info.position[symbol].amount = position_info[symbol].amount;
Info.position[symbol].hold_price = position_info[symbol].hold_price;
Info.position[symbol].value = _N(Info.position[symbol].amount * Info.ticker[symbol].last, 2);
Info.position[symbol].unrealised_profit = position_info[symbol].unrealised_profit;
Info.count.long += Info.position[symbol].amount > 0 ? Math.abs(Info.position[symbol].value) : 0;
Info.count.short += Info.position[symbol].amount < 0 ? Math.abs(Info.position[symbol].value) : 0;
}
Info.count.total = _N(Info.count.long + Info.count.short, 2);
Info.count.leverage = _N(Info.count.total / Info.account.margin_balance, 2);
}
交易
交易这里也要处理张数的问题,这里用到了最新的CreateOrder函数来处理订单,方便了很多。
function Order(symbol, direction, price, amount, msg) {
let ret = null;
let pair = symbol + "_" + Info.base_coin + ".swap"
ret = exchange.CreateOrder(pair, direction, price, amount, msg)
if (ret) {
Info.order[symbol][direction].id = ret;
Info.order[symbol][direction].price = price;
}else {
Log(symbol, direction, price, amount, "Error on order");
}
}
function Trade(symbol, direction, price, amount, msg) {
price = _N(price - (price % Info.precision[symbol].tick_size), Info.precision[symbol].price_precision);
amount = amount / Info.precision[symbol].ctVal;
amount = _N(amount - (amount % Info.precision[symbol].amount_size), Info.precision[symbol].amount_precision);
amount = Info.precision[symbol].max_qty > 0 ? Math.min(amount, Info.precision[symbol].max_qty) : amount;
let new_order = false;
if (price > 0 && Math.abs(price - Info.order[symbol][direction].price) / price > 0.0001) { //两次订单有差价了才撤单
new_order = true;
}
if (amount <= 0 || Info.order[symbol][direction].id == 0) { //传入amount为0 撤单
new_order = true;
}
if (new_order) {
if (Info.order[symbol][direction].id) { //原有订单撤销
CancelOrder(symbol, direction, Info.order[symbol][direction].id);
Info.order[symbol][direction].id = 0;
}
if ( //延时过高不下单
Date.now() - Info.time.update_pos_time > 2 * Info.interval * 1000 ||
Date.now() - Info.time.update_ticker_time > 2 * Info.interval * 1000 ||
) {
return;
}
if (price * amount <= Info.precision[symbol].min_notional || amount < Info.precision[symbol].min_qty) {
Log(symbol, "amount is too small", price * amount);
return;
}
Order(symbol, direction, price, amount, msg);
}
}
状态展示
一般展示两个表格,账户信息和交易对信息。
unction UpdateStatus() {
if (Date.now() - Info.time.update_status_time < 4000) {
return;
}
Info.time.update_status_time = Date.now();
let table1 = {
type: "table",
title: "Account info",
cols: [
"Initial Balance",
"Wallet balance",
"Margin balance",
"Used margin",
"Avaiable margin",
"Profit",
"Profit rate",
"Unrealised profit",
"Total value",
"Leverage-used",
"Delay",
],
rows: [
[
Info.account.init_balance,
Info.account.wallet_balance,
Info.account.margin_balance,
Info.account.margin_used,
Info.account.margin_free,
Info.account.profit,
Info.account.profit_rate + "%",
_N(Info.account.unrealised_profit, 2),
_N(Info.count.total, 2),
Info.count.leverage,
Info.time.loop_delay + "ms",
],
],
};
let table2 = {
type: "table",
title: "Symbol info",
cols: [
"Symbol",
"Direction",
"Amount",
"Hold price",
"Value",
"Price",
"Buy price",
"Sell price",
"Unrealised profit",
],
rows: [],
};
for (let i in Info.trade_symbols) {
let symbol = Info.trade_symbols[i];
table2.rows.push([
symbol,
Info.position[symbol].amount > 0 ? "LONG" : "SHORT",
_N(Info.position[symbol].amount, Info.precision[symbol].amount_precision+2),
_N(Info.position[symbol].hold_price, Info.precision[symbol].price_precision),
_N(Info.position[symbol].value, 2),
_N(Info.ticker[symbol].last, Info.precision[symbol].price_precision),
Info.order[symbol].buy.price,
Info.order[symbol].sell.price,
_N(Info.position[symbol].unrealised_profit, 2),
]);
}
LogStatus(
" Initial date: " + _D(new Date(Info.time.start_time)) + "\n",
"`" + JSON.stringify(table1) + "`" + "\n" + "`" + JSON.stringify(table2) + "`\n",
"Last run date: " + _D() + "\n",
);
if (Date.now() - Info.time.update_profit_time > 5 * 60 * 1000) {
UpdateAccount();
LogProfit(_N(Info.account.profit, 3));
Info.time.update_profit_time = Date.now();
}
}
交易逻辑
脚手架搭好之后,最核心的交易逻辑代码就简单了,这里写了一个最简单的冰山下单策略。
function MakeOrder() {
for (let i in Info.trade_symbols) {
let symbol = Info.trade_symbols[i];
let buy_price = Info.ticker[symbol].bid;
let buy_amount = 50 / buy_price;
if (Info.position[symbol].value < 2000){
Trade(symbol, "buy", buy_price, buy_amount, symbol);
}
}
}
主循环
function OnTick() {
try {
UpdateTicker();
UpdatePosition();
MakeOrder();
UpdateStatus();
} catch (error) {
Log(" Loop error: " + error);
}
}
function main() {
InitInfo();
while (true) {
let loop_start_time = Date.now();
if (Date.now() - Info.time.last_loop_time > Info.interval * 1000) {
OnTick();
Info.time.last_loop_time = Date.now();
Info.time.loop_delay = Date.now() - loop_start_time;
}
Sleep(5);
}
}
总结
本文给出了一个简单的永续合约多币种交易框架,利用最新的API,可以更方便快捷的构建兼容策略,值得尝试。
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