Spaces:
Running
Running
Jimin Huang
commited on
Commit
·
5216ba1
1
Parent(s):
66dc6d7
Change settings
Browse files- src/lib/strategies.js +189 -7
src/lib/strategies.js
CHANGED
|
@@ -1,11 +1,193 @@
|
|
| 1 |
-
//
|
| 2 |
-
|
|
|
|
| 3 |
|
| 4 |
export const STRATEGIES = [
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
{ id: '
|
| 9 |
-
]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 10 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
// src/lib/strategies.js
|
| 2 |
+
|
| 3 |
+
// -------------------- public config --------------------
|
| 4 |
|
| 5 |
export const STRATEGIES = [
|
| 6 |
+
{ id: 'long_only', label: 'Aggressive Long Only', strategy: 'long_only', tradingMode: 'aggressive', fee: 0.0005 },
|
| 7 |
+
{ id: 'conservative_long', label: 'Conservative Long', strategy: 'long_only', tradingMode: 'conservative', fee: 0.0002 },
|
| 8 |
+
{ id: 'long_short', label: 'Long/Short', strategy: 'long_short', tradingMode: 'aggressive', fee: 0.0007 },
|
| 9 |
+
{ id: 'neutral', label: 'Market Neutral', strategy: 'market_neutral', tradingMode: 'neutral', fee: 0.0005 },
|
| 10 |
+
];
|
| 11 |
+
|
| 12 |
+
// Simple pleasant palette (baseline uses its own dashed gray)
|
| 13 |
+
const PALETTE = [
|
| 14 |
+
'#4F46E5', // indigo
|
| 15 |
+
'#EF4444', // red
|
| 16 |
+
'#10B981', // emerald
|
| 17 |
+
'#F59E0B', // amber
|
| 18 |
+
'#06B6D4', // cyan
|
| 19 |
+
'#A855F7', // violet
|
| 20 |
+
'#64748B', // slate
|
| 21 |
+
];
|
| 22 |
+
|
| 23 |
+
export function getStrategyColor(id, isBaseline = false, i = 0) {
|
| 24 |
+
if (isBaseline) return '#7c7c7c';
|
| 25 |
+
const map = {
|
| 26 |
+
long_only: '#4F46E5',
|
| 27 |
+
conservative_long: '#1D4ED8',
|
| 28 |
+
long_short: '#EF4444',
|
| 29 |
+
market_neutral: '#10B981',
|
| 30 |
+
};
|
| 31 |
+
return map[id] || PALETTE[i % PALETTE.length];
|
| 32 |
+
}
|
| 33 |
+
|
| 34 |
+
// -------------------- core exports --------------------
|
| 35 |
+
|
| 36 |
+
/**
|
| 37 |
+
* Buy & Hold equity curve from prices or NAV-like fields.
|
| 38 |
+
* @param {Array<Object>} seq sorted rows (ascending by date)
|
| 39 |
+
* @param {number} start starting capital (e.g., 100000)
|
| 40 |
+
* @returns {number[]} equity series aligned to seq
|
| 41 |
+
*/
|
| 42 |
+
export function computeBuyHoldEquity(seq, start = 100000) {
|
| 43 |
+
if (!Array.isArray(seq) || !seq.length) return [];
|
| 44 |
+
|
| 45 |
+
// If there's a NAV-like field, just rescale to start
|
| 46 |
+
const nav = pickNavSeries(seq);
|
| 47 |
+
if (nav) {
|
| 48 |
+
const [y0] = nav;
|
| 49 |
+
if (isFinite(y0) && y0 !== 0) return nav.map(y => (y / y0) * start);
|
| 50 |
+
}
|
| 51 |
+
|
| 52 |
+
// Else use price series
|
| 53 |
+
const prices = pickPriceSeries(seq);
|
| 54 |
+
if (!prices) return Array(seq.length).fill(start);
|
| 55 |
+
|
| 56 |
+
const [p0] = prices;
|
| 57 |
+
if (!isFinite(p0) || p0 <= 0) return Array(seq.length).fill(start);
|
| 58 |
+
|
| 59 |
+
return prices.map(p => (p / p0) * start);
|
| 60 |
+
}
|
| 61 |
+
|
| 62 |
+
/**
|
| 63 |
+
* General strategy equity. Tries NAV first; otherwise builds from price + position.
|
| 64 |
+
* @param {Array<Object>} seq sorted rows
|
| 65 |
+
* @param {number} start starting capital
|
| 66 |
+
* @param {number} fee per-trade proportional fee (e.g., 0.0005)
|
| 67 |
+
* @param {string} strategyId see STRATEGIES ids
|
| 68 |
+
* @param {string} tradingMode 'aggressive' | 'conservative' | 'neutral'
|
| 69 |
+
* @returns {number[]} equity series aligned to seq
|
| 70 |
+
*/
|
| 71 |
+
export function computeStrategyEquity(seq, start = 100000, fee = 0, strategyId = 'long_only', tradingMode = 'aggressive') {
|
| 72 |
+
if (!Array.isArray(seq) || !seq.length) return [];
|
| 73 |
+
|
| 74 |
+
// Fast path: NAV-like field available -> rescale
|
| 75 |
+
const nav = pickNavSeries(seq);
|
| 76 |
+
if (nav) {
|
| 77 |
+
const [y0] = nav;
|
| 78 |
+
if (isFinite(y0) && y0 !== 0) return nav.map(y => (y / y0) * start);
|
| 79 |
+
}
|
| 80 |
+
|
| 81 |
+
// Fallback: price + position simulation
|
| 82 |
+
const prices = pickPriceSeries(seq);
|
| 83 |
+
if (!prices) return Array(seq.length).fill(start);
|
| 84 |
+
|
| 85 |
+
// Build a position vector.
|
| 86 |
+
// If seq has explicit 'position' use it; else derive from strategyId (long only etc.)
|
| 87 |
+
let positions = seq.map(r => {
|
| 88 |
+
const v = numberOrUndefined(r.position ?? r.pos ?? r.signal);
|
| 89 |
+
if (isFinite(v)) return clampPos(v);
|
| 90 |
+
return undefined;
|
| 91 |
+
});
|
| 92 |
+
|
| 93 |
+
const hasExplicitPos = positions.some(v => v !== undefined);
|
| 94 |
+
if (!hasExplicitPos) {
|
| 95 |
+
// derive a dumb position rule based on strategyId
|
| 96 |
+
// long_only: always +1
|
| 97 |
+
// long_short: +1 if today's price >= yesterday, else -1
|
| 98 |
+
// market_neutral: 0.5 long, 0.5 short (approx 0 exposure here => 0)
|
| 99 |
+
positions = prices.map((_, i) => {
|
| 100 |
+
if (strategyId === 'market_neutral') return 0;
|
| 101 |
+
if (strategyId === 'long_short' && i > 0) return prices[i] >= prices[i - 1] ? +1 : -1;
|
| 102 |
+
return +1;
|
| 103 |
+
});
|
| 104 |
+
} else {
|
| 105 |
+
positions = positions.map(v => (v === undefined ? 0 : clampPos(v)));
|
| 106 |
+
}
|
| 107 |
+
|
| 108 |
+
// Risk scaling for conservative mode (smaller gross exposure)
|
| 109 |
+
const riskScale =
|
| 110 |
+
tradingMode === 'conservative' ? 0.5 :
|
| 111 |
+
tradingMode === 'neutral' ? 0.5 :
|
| 112 |
+
1.0;
|
| 113 |
+
|
| 114 |
+
// Equity simulation
|
| 115 |
+
const eq = Array(seq.length).fill(NaN);
|
| 116 |
+
eq[0] = start;
|
| 117 |
+
|
| 118 |
+
for (let i = 1; i < seq.length; i++) {
|
| 119 |
+
const p0 = prices[i - 1], p1 = prices[i];
|
| 120 |
+
if (!isFinite(p0) || !isFinite(p1) || p0 <= 0) { eq[i] = eq[i - 1]; continue; }
|
| 121 |
+
|
| 122 |
+
const ret = (p1 / p0) - 1; // raw asset return
|
| 123 |
+
const posPrev = positions[i - 1] * riskScale;
|
| 124 |
+
const posNow = positions[i] * riskScale;
|
| 125 |
+
|
| 126 |
+
// fee on turnover (change in absolute exposure)
|
| 127 |
+
const turnover = Math.abs(Math.abs(posNow) - Math.abs(posPrev));
|
| 128 |
+
const feeHit = fee > 0 ? (1 - fee * turnover) : 1;
|
| 129 |
+
|
| 130 |
+
const eqPrev = eq[i - 1];
|
| 131 |
+
const eqNext = eqPrev * (1 + posPrev * ret) * feeHit;
|
| 132 |
+
eq[i] = isFinite(eqNext) ? eqNext : eqPrev;
|
| 133 |
+
}
|
| 134 |
+
return eq;
|
| 135 |
+
}
|
| 136 |
+
|
| 137 |
+
// -------------------- internals --------------------
|
| 138 |
+
|
| 139 |
+
// Try common NAV-like fields
|
| 140 |
+
function pickNavSeries(seq) {
|
| 141 |
+
const fields = ['balance', 'nav', 'equity', 'account_value', 'account_equity', 'net_value', 'nav_value'];
|
| 142 |
+
const arr = tryPickNumericArray(seq, fields);
|
| 143 |
+
if (!arr) return null;
|
| 144 |
+
const finite = arr.filter(isFinite);
|
| 145 |
+
return finite.length ? arr : null;
|
| 146 |
+
}
|
| 147 |
+
|
| 148 |
+
// Try common price fields
|
| 149 |
+
function pickPriceSeries(seq) {
|
| 150 |
+
const fields = [
|
| 151 |
+
'close','Close','closing_price',
|
| 152 |
+
'adj_close','adjClose',
|
| 153 |
+
'price','price_close','px','c','p',
|
| 154 |
+
'bh_price','last',
|
| 155 |
+
];
|
| 156 |
+
const arr = tryPickNumericArray(seq, fields);
|
| 157 |
+
if (arr) return arr;
|
| 158 |
+
|
| 159 |
+
// If prices truly missing, but we had NAV -> approximate price from NAV ratios (rare)
|
| 160 |
+
const nav = pickNavSeries(seq);
|
| 161 |
+
if (nav) {
|
| 162 |
+
const base = nav[0];
|
| 163 |
+
if (isFinite(base) && base !== 0) return nav.map(v => v / base);
|
| 164 |
+
}
|
| 165 |
+
return null;
|
| 166 |
+
}
|
| 167 |
+
|
| 168 |
+
function tryPickNumericArray(seq, fields) {
|
| 169 |
+
for (const f of fields) {
|
| 170 |
+
const arr = seq.map(r => numberOrUndefined(r?.[f]));
|
| 171 |
+
if (arr.some(v => v !== undefined)) {
|
| 172 |
+
// Ensure at least half are finite numbers
|
| 173 |
+
const good = arr.filter(isFinite).length;
|
| 174 |
+
if (good >= Math.ceil(seq.length / 2)) return arr.map(v => (isFinite(v) ? v : NaN));
|
| 175 |
+
}
|
| 176 |
+
}
|
| 177 |
+
return null;
|
| 178 |
+
}
|
| 179 |
|
| 180 |
+
function numberOrUndefined(x) {
|
| 181 |
+
const n = typeof x === 'string' ? Number(x) : (typeof x === 'number' ? x : NaN);
|
| 182 |
+
return isFinite(n) ? n : undefined;
|
| 183 |
+
}
|
| 184 |
|
| 185 |
+
function clampPos(v) {
|
| 186 |
+
// Normalize any weird position magnitudes to [-1, 1]
|
| 187 |
+
if (!isFinite(v)) return 0;
|
| 188 |
+
if (v > 1) return 1;
|
| 189 |
+
if (v < -1) return -1;
|
| 190 |
+
// small noise -> 0
|
| 191 |
+
if (Math.abs(v) < 1e-6) return 0;
|
| 192 |
+
return v;
|
| 193 |
+
}
|