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2 Commits
70b690ab9d
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bf094de461
| Author | SHA1 | Date | |
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| bf094de461 | |||
| 85cafd985d |
+3
-1
@@ -24,4 +24,6 @@ dist-ssr
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*.sln
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*.sw?
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.env
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.env
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*.db
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*.db-lck
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@@ -1,13 +1,8 @@
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import { stockDatabase } from "./stockdb.clickhouse.js";
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import { calendarDatabase } from "./calendardb.clickhouse.js";
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import { calendarDatabase } from "./calendardb.optiondb.lmdbx.js";
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import type { CalendarKey } from "./calendardb.interfaces.js";
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import type { Aggregate } from "./interfaces.js";
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function nextDate(date: string) {
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const dateObject = new Date(date);
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dateObject.setDate(dateObject.getDate() + 1);
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return dateObject.toISOString().substring(0, 10);
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}
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import { nextDate } from "./lib/util.js";
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type BacktestInput = {
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symbol: string;
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@@ -58,7 +53,7 @@ export async function backtest({
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}
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// for each minute of that day for which we have a stock candlestick:
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for (const stockAggregate of stockAggregates) {
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console.log("Current Time:", new Date(stockAggregate.tsStart));
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// console.log("Current Time:", new Date(stockAggregate.tsStart));
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// filter-out calendars that are far-from-the-money (10%)
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const calendarsNearTheMoney = calendars.filter(
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({ strike }) =>
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@@ -2,13 +2,13 @@ import type { CalendarDatabase } from "./calendardb.interfaces.js";
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import { open } from "lmdbx";
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const calendarAggregatesDb = open({
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path: "/tmp/calendar-aggregates.db",
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path: "./calendar-aggregates.db",
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// any options go here, we can turn on compression like this:
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compression: true,
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});
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const calendarExistenceDb = open({
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path: "/tmp/calendar-existence.db",
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path: "./calendar-existence.db",
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// any options go here, we can turn on compression like this:
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compression: true,
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});
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@@ -0,0 +1,155 @@
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import { optionContractDatabase } from "./optiondb.lmdbx.js";
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import type { CalendarDatabase } from "./calendardb.interfaces.js";
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/** Largest possible key according to the `ordered-binary` (used by lmdbx) docs. */
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const MAXIMUM_KEY = Buffer.from([0xff]);
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function makeCalendarDatabase(): CalendarDatabase {
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const calendarDatabase: Omit<CalendarDatabase, "getCalendars"> = {
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getKeys: async ({ key: { symbol }, date }) => {
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const optionContracts = await optionContractDatabase.getOptionContracts({
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date,
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key: { symbol },
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});
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return optionContracts.flatMap(
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(frontOptionContract, i, optionContracts) =>
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optionContracts
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.filter((_, j) => i !== j)
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.map((backOptionContract) => ({
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symbol,
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frontExpirationDate: frontOptionContract.expirationDate,
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backExpirationDate: backOptionContract.expirationDate,
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strike: frontOptionContract.strike,
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type: frontOptionContract.type,
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})),
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);
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},
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getAggregates: async ({
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key: { symbol, frontExpirationDate, backExpirationDate, strike, type },
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date,
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}) => {
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const frontOptionContractAggregates =
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await optionContractDatabase.getAggregates({
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date,
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key: { symbol, expirationDate: frontExpirationDate, strike, type },
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});
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const backOptionContractAggregates =
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await optionContractDatabase.getAggregates({
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date,
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key: { symbol, expirationDate: backExpirationDate, strike, type },
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});
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const calendarAggregates = [];
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let i = 0;
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let j = 0;
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while (
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i < frontOptionContractAggregates.length &&
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j < backOptionContractAggregates.length
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) {
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if (
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frontOptionContractAggregates[i].tsStart ===
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backOptionContractAggregates[j].tsStart
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) {
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calendarAggregates.push({
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tsStart: frontOptionContractAggregates[i].tsStart,
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open:
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backOptionContractAggregates[j].open -
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frontOptionContractAggregates[i].open,
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close:
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backOptionContractAggregates[j].close -
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frontOptionContractAggregates[i].close,
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// the high and low are not exactly correct since we don't know if each contract's high and low happened ata the same moment as the other:
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high:
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backOptionContractAggregates[j].high -
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frontOptionContractAggregates[i].high,
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low:
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backOptionContractAggregates[j].low -
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frontOptionContractAggregates[i].low,
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});
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i++;
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j++;
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} else if (
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frontOptionContractAggregates[i].tsStart >
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backOptionContractAggregates[j].tsStart
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) {
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j++;
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} else {
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i++;
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}
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}
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return calendarAggregates;
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},
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insertAggregates: async (aggregates) => {
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// right now, no-op
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},
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getClosingPrice: async ({
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key: { symbol, strike, type, frontExpirationDate, backExpirationDate },
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}) => {
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const startOfLastHourUnix = new Date(
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`${frontExpirationDate}T00:00:00Z`,
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).valueOf();
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const endOfLastHourUnix = startOfLastHourUnix + 3600 * 1000;
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const frontOptionContractAggregates = (
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await optionContractDatabase.getAggregates({
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date: frontExpirationDate,
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key: { symbol, expirationDate: frontExpirationDate, strike, type },
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})
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).filter(
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({ tsStart }) =>
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tsStart >= startOfLastHourUnix && tsStart < endOfLastHourUnix,
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);
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const backOptionContractAggregates = (
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await optionContractDatabase.getAggregates({
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date: frontExpirationDate,
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key: { symbol, expirationDate: backExpirationDate, strike, type },
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})
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).filter(
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({ tsStart }) =>
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tsStart >= startOfLastHourUnix && tsStart < endOfLastHourUnix,
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);
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let i = 0;
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let j = 0;
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let minPrice = 0;
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while (
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i < frontOptionContractAggregates.length &&
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j < backOptionContractAggregates.length
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) {
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if (
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frontOptionContractAggregates[i].tsStart ===
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backOptionContractAggregates[j].tsStart
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) {
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const calendarClosePrice =
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backOptionContractAggregates[j].close -
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frontOptionContractAggregates[j].close;
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if (calendarClosePrice < minPrice || minPrice === 0) {
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minPrice = calendarClosePrice;
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}
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i++;
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j++;
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} else if (
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frontOptionContractAggregates[i].tsStart >
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backOptionContractAggregates[j].tsStart
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) {
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j++;
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} else {
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i++;
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}
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}
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return minPrice;
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},
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getTargetPriceByProbability: async ({
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symbol,
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calendarSpan,
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strikePercentageFromTheMoney,
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historicalProbabilityOfSuccess,
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}) => {
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return 0.24;
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},
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};
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return {
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...calendarDatabase,
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getCalendars: calendarDatabase.getKeys,
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};
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}
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export const calendarDatabase: CalendarDatabase = makeCalendarDatabase();
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@@ -0,0 +1,6 @@
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export function nextDate(date: string) {
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const [year, month, day] = date.split('-').map(Number);
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const nextDay = new Date(Date.UTC(year, month - 1, day + 1));
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const nextDateString = nextDay.toISOString().substring(0, 10);
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return nextDateString;
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}
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@@ -2,13 +2,13 @@ import type { OptionContractDatabase } from "./optiondb.interfaces.js";
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import { open } from "lmdbx";
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const optionContractAggregatesDb = open({
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path: "/tmp/option-contract-aggregates.db",
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path: "./option-contract-aggregates.db",
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// any options go here, we can turn on compression like this:
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compression: true,
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});
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const optionContractExistenceDb = open({
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path: "/tmp/option-contract-existence.db",
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path: "./option-contract-existence.db",
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// any options go here, we can turn on compression like this:
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compression: true,
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});
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@@ -3,47 +3,52 @@ import type { AggregateDatabase } from "../interfaces.js";
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// import { stockDatabase as stockDatabaseLmdbx } from "../stockdb.lmdbx.js";
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import { optionContractDatabase as optionContractDatabaseClickhouse } from "../optiondb.clickhouse.js";
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import { optionContractDatabase as optionContractDatabaseLmdbx } from "../optiondb.lmdbx.js";
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function nextDate(date: string) {
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const dateObject = new Date(date);
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dateObject.setDate(dateObject.getDate() + 1);
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return dateObject.toISOString().substring(0, 10);
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}
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import { nextDate } from "../lib/util.js";
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async function syncAggregates<T>({
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from,
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to,
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fromDatabase,
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toDatabase,
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key,
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date,
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}: {
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from: AggregateDatabase<T>;
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to: AggregateDatabase<T>;
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fromDatabase: AggregateDatabase<T>;
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toDatabase: AggregateDatabase<T>;
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key: T;
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date: string;
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}) {
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const aggregatesFrom = (await from.getAggregates({ key, date })).map(
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const aggregatesFrom = (await fromDatabase.getAggregates({ key, date })).map(
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(aggregateWithoutKey) => ({ ...aggregateWithoutKey, key }),
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);
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await to.insertAggregates(aggregatesFrom);
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await toDatabase.insertAggregates(aggregatesFrom);
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}
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const symbols = ["AMD", "AAPL", "MSFT", "GOOGL", "NFLX", "NVDA"];
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async function run() {
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const startDate = "2022-02-01";
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const endDate = "2024-07-15";
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const startDate = process.argv[2];
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const endDate = process.argv[3];
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if (!startDate || !endDate) {
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console.error("Usage: node clickhouse-to-lmdbx.js <startDate> <endDate>");
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console.error("Dates should be in YYYY-MM-DD format");
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process.exit(1);
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}
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for (let date = startDate; date <= endDate; date = nextDate(date)) {
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// const symbols = await stockDatabaseClickhouse.getSymbols({ date });
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for (const symbol of symbols) {
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console.log(date, symbol);
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const keys = await optionContractDatabaseClickhouse.getKeys({key: {symbol}, date});
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for(const key of keys){
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await syncAggregates({
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from: optionContractDatabaseClickhouse,
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to: optionContractDatabaseLmdbx,
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key,
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date,
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});
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}
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const keys = await optionContractDatabaseClickhouse.getKeys({
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key: { symbol },
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date,
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});
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for (const key of keys) {
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// console.log(date, symbol, key.expirationDate, key.strike, key.type);
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await syncAggregates({
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fromDatabase: optionContractDatabaseClickhouse,
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toDatabase: optionContractDatabaseLmdbx,
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key,
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date,
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});
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}
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}
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}
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}
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