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FMZ升级后,如何快捷构建通用多币种交易策略
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Created 2024-09-30 15:22:55  Updated 2024-11-05 17:46:43
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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。

Comment
All comments (4)

    小草老师,能不能出个Python版本的源码,方便新手学习修改

    a year ago

    img 你好请问这个问题,是由于我托管者等级低的原因吗?还是什么问题呢?

    2 years ago

    SYMBOLS是策略里定义的全局变量,需要在策略参数中定义好。

    2 years ago

    感谢,了解了这里面的门道有多深!

    2 years ago
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