Spaces:
Running
Running
File size: 6,480 Bytes
5216ba1 5fa7a59 5216ba1 5fa7a59 5216ba1 5fa7a59 5216ba1 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 |
// src/lib/strategies.js
// -------------------- public config --------------------
export const STRATEGIES = [
{ id: 'long_only', label: 'Aggressive Long Only', strategy: 'long_only', tradingMode: 'aggressive', fee: 0.0005 },
{ id: 'conservative_long', label: 'Conservative Long', strategy: 'long_only', tradingMode: 'conservative', fee: 0.0002 },
{ id: 'long_short', label: 'Long/Short', strategy: 'long_short', tradingMode: 'aggressive', fee: 0.0007 },
{ id: 'neutral', label: 'Market Neutral', strategy: 'market_neutral', tradingMode: 'neutral', fee: 0.0005 },
];
// Simple pleasant palette (baseline uses its own dashed gray)
const PALETTE = [
'#4F46E5', // indigo
'#EF4444', // red
'#10B981', // emerald
'#F59E0B', // amber
'#06B6D4', // cyan
'#A855F7', // violet
'#64748B', // slate
];
export function getStrategyColor(id, isBaseline = false, i = 0) {
if (isBaseline) return '#7c7c7c';
const map = {
long_only: '#4F46E5',
conservative_long: '#1D4ED8',
long_short: '#EF4444',
market_neutral: '#10B981',
};
return map[id] || PALETTE[i % PALETTE.length];
}
// -------------------- core exports --------------------
/**
* Buy & Hold equity curve from prices or NAV-like fields.
* @param {Array<Object>} seq sorted rows (ascending by date)
* @param {number} start starting capital (e.g., 100000)
* @returns {number[]} equity series aligned to seq
*/
export function computeBuyHoldEquity(seq, start = 100000) {
if (!Array.isArray(seq) || !seq.length) return [];
// If there's a NAV-like field, just rescale to start
const nav = pickNavSeries(seq);
if (nav) {
const [y0] = nav;
if (isFinite(y0) && y0 !== 0) return nav.map(y => (y / y0) * start);
}
// Else use price series
const prices = pickPriceSeries(seq);
if (!prices) return Array(seq.length).fill(start);
const [p0] = prices;
if (!isFinite(p0) || p0 <= 0) return Array(seq.length).fill(start);
return prices.map(p => (p / p0) * start);
}
/**
* General strategy equity. Tries NAV first; otherwise builds from price + position.
* @param {Array<Object>} seq sorted rows
* @param {number} start starting capital
* @param {number} fee per-trade proportional fee (e.g., 0.0005)
* @param {string} strategyId see STRATEGIES ids
* @param {string} tradingMode 'aggressive' | 'conservative' | 'neutral'
* @returns {number[]} equity series aligned to seq
*/
export function computeStrategyEquity(seq, start = 100000, fee = 0, strategyId = 'long_only', tradingMode = 'aggressive') {
if (!Array.isArray(seq) || !seq.length) return [];
// Fast path: NAV-like field available -> rescale
const nav = pickNavSeries(seq);
if (nav) {
const [y0] = nav;
if (isFinite(y0) && y0 !== 0) return nav.map(y => (y / y0) * start);
}
// Fallback: price + position simulation
const prices = pickPriceSeries(seq);
if (!prices) return Array(seq.length).fill(start);
// Build a position vector.
// If seq has explicit 'position' use it; else derive from strategyId (long only etc.)
let positions = seq.map(r => {
const v = numberOrUndefined(r.position ?? r.pos ?? r.signal);
if (isFinite(v)) return clampPos(v);
return undefined;
});
const hasExplicitPos = positions.some(v => v !== undefined);
if (!hasExplicitPos) {
// derive a dumb position rule based on strategyId
// long_only: always +1
// long_short: +1 if today's price >= yesterday, else -1
// market_neutral: 0.5 long, 0.5 short (approx 0 exposure here => 0)
positions = prices.map((_, i) => {
if (strategyId === 'market_neutral') return 0;
if (strategyId === 'long_short' && i > 0) return prices[i] >= prices[i - 1] ? +1 : -1;
return +1;
});
} else {
positions = positions.map(v => (v === undefined ? 0 : clampPos(v)));
}
// Risk scaling for conservative mode (smaller gross exposure)
const riskScale =
tradingMode === 'conservative' ? 0.5 :
tradingMode === 'neutral' ? 0.5 :
1.0;
// Equity simulation
const eq = Array(seq.length).fill(NaN);
eq[0] = start;
for (let i = 1; i < seq.length; i++) {
const p0 = prices[i - 1], p1 = prices[i];
if (!isFinite(p0) || !isFinite(p1) || p0 <= 0) { eq[i] = eq[i - 1]; continue; }
const ret = (p1 / p0) - 1; // raw asset return
const posPrev = positions[i - 1] * riskScale;
const posNow = positions[i] * riskScale;
// fee on turnover (change in absolute exposure)
const turnover = Math.abs(Math.abs(posNow) - Math.abs(posPrev));
const feeHit = fee > 0 ? (1 - fee * turnover) : 1;
const eqPrev = eq[i - 1];
const eqNext = eqPrev * (1 + posPrev * ret) * feeHit;
eq[i] = isFinite(eqNext) ? eqNext : eqPrev;
}
return eq;
}
// -------------------- internals --------------------
// Try common NAV-like fields
function pickNavSeries(seq) {
const fields = ['balance', 'nav', 'equity', 'account_value', 'account_equity', 'net_value', 'nav_value'];
const arr = tryPickNumericArray(seq, fields);
if (!arr) return null;
const finite = arr.filter(isFinite);
return finite.length ? arr : null;
}
// Try common price fields
function pickPriceSeries(seq) {
const fields = [
'close','Close','closing_price',
'adj_close','adjClose',
'price','price_close','px','c','p',
'bh_price','last',
];
const arr = tryPickNumericArray(seq, fields);
if (arr) return arr;
// If prices truly missing, but we had NAV -> approximate price from NAV ratios (rare)
const nav = pickNavSeries(seq);
if (nav) {
const base = nav[0];
if (isFinite(base) && base !== 0) return nav.map(v => v / base);
}
return null;
}
function tryPickNumericArray(seq, fields) {
for (const f of fields) {
const arr = seq.map(r => numberOrUndefined(r?.[f]));
if (arr.some(v => v !== undefined)) {
// Ensure at least half are finite numbers
const good = arr.filter(isFinite).length;
if (good >= Math.ceil(seq.length / 2)) return arr.map(v => (isFinite(v) ? v : NaN));
}
}
return null;
}
function numberOrUndefined(x) {
const n = typeof x === 'string' ? Number(x) : (typeof x === 'number' ? x : NaN);
return isFinite(n) ? n : undefined;
}
function clampPos(v) {
// Normalize any weird position magnitudes to [-1, 1]
if (!isFinite(v)) return 0;
if (v > 1) return 1;
if (v < -1) return -1;
// small noise -> 0
if (Math.abs(v) < 1e-6) return 0;
return v;
}
|