From 350585ffa0b9e3d6b81410ab626b81807440c4c1 Mon Sep 17 00:00:00 2001 From: 49659410+tx0c <> Date: Wed, 27 Dec 2023 04:56:37 +0000 Subject: [PATCH] feat(qf-funding-score): to calculate score for each project from past donations for thematters/developer-resource#350 & #103 --- bin/qf-calculate.ts | 16 + handlers/qf-calculate.ts | 52 ++ lib/bigint-math.ts | 77 +++ lib/polygonscan.ts | 30 + lib/qf-calculate.ts | 512 ++++++++++++++++ package-lock.json | 1188 ++++++++++++++++++++++++++++++++++---- package.json | 10 +- tsconfig.json | 2 +- 8 files changed, 1773 insertions(+), 114 deletions(-) create mode 100644 bin/qf-calculate.ts create mode 100644 handlers/qf-calculate.ts create mode 100644 lib/bigint-math.ts create mode 100644 lib/polygonscan.ts create mode 100644 lib/qf-calculate.ts diff --git a/bin/qf-calculate.ts b/bin/qf-calculate.ts new file mode 100644 index 0000000..68e6ca3 --- /dev/null +++ b/bin/qf-calculate.ts @@ -0,0 +1,16 @@ +#!/usr/bin/env -S node --trace-warnings --loader ts-node/esm + +import { calculateQFScore } from "../lib/qf-calculate.js"; + +async function main() { + const args = process.argv.slice(2); + const amount = BigInt(+(args?.[0] || 500) * 1e6); + + await calculateQFScore({ + fromTime: "2023-12-31", + toTime: "2024-12-31T23:59:59.999Z", + amount, + }); +} + +main().catch((err) => console.error(new Date(), "ERROR:", err)); diff --git a/handlers/qf-calculate.ts b/handlers/qf-calculate.ts new file mode 100644 index 0000000..a890930 --- /dev/null +++ b/handlers/qf-calculate.ts @@ -0,0 +1,52 @@ +import { Context, APIGatewayProxyResult, APIGatewayEvent } from "aws-lambda"; +import { calculateQFScore } from "../lib/qf-calculate.js"; + +export const handler = async ( + event: APIGatewayEvent & { + fromTime?: string; + toTime?: string; + amount?: string; + forceRun?: boolean; + }, + context: Context +): Promise => { + console.log(`Event: ${JSON.stringify(event, null, 2)}`); + console.log(`Context: ${JSON.stringify(context, null, 2)}`); + + const { method, path } = ((event?.requestContext as any)?.http as any) || {}; + const forceRun = !!("forceRun" in (event?.queryStringParameters as any)); + const { accept, origin }: { accept?: string; origin?: string } = + event?.headers || {}; + if ( + !( + event?.forceRun || + (path === "/qf-calculator" && accept?.includes("application/json")) + ) + ) { + return { + statusCode: 400, + body: JSON.stringify({ + error: + "input error, call with POST /qf-calculator with accept: application/json", + }), + }; + } + + const { fromTime, toTime, amount } = event?.forceRun + ? event + : event?.queryStringParameters || {}; + + const { root, tree } = await calculateQFScore({ + fromTime, + toTime, + amount: BigInt(+(amount || 500) * 1e6), + }); + + return { + statusCode: 200, + body: JSON.stringify({ + message: "done.", + root, // tree + }), + }; +}; diff --git a/lib/bigint-math.ts b/lib/bigint-math.ts new file mode 100644 index 0000000..c1fa1f1 --- /dev/null +++ b/lib/bigint-math.ts @@ -0,0 +1,77 @@ +// https://golb.hplar.ch/2018/09/javascript-bigint.html +export class BigIntMath { + static max(...values: Array) { + if (values.length === 0) { + return null; + } + + if (values.length === 1) { + return values[0]; + } + + let max = values[0]; + for (let i = 1; i < values.length; i++) { + if (values[i] > max) { + max = values[i]; + } + } + return max; + } + + static min(...values: Array) { + if (values.length === 0) { + return null; + } + + if (values.length === 1) { + return values[0]; + } + + let min = values[0]; + for (let i = 1; i < values.length; i++) { + if (values[i] < min) { + min = values[i]; + } + } + return min; + } + + static sign(value: bigint | number) { + if (value > 0n) { + return 1n; + } + if (value < 0n) { + return -1n; + } + return 0n; + } + + static abs(value: bigint | number) { + if (this.sign(value) === -1n) { + return -value; + } + return value; + } + + // https://stackoverflow.com/questions/53683995/javascript-big-integer-square-root/58863398#58863398 + static rootNth(value: bigint, k: bigint = 2n) { + if (value < 0n) { + throw "negative number is not supported"; + } + + let o = 0n; + let x = value; + let limit = 100; + + while (x ** k !== k && x !== o && --limit) { + o = x; + x = ((k - 1n) * x + value / x ** (k - 1n)) / k; + } + + return x; + } + + static sqrt(value: bigint) { + return BigIntMath.rootNth(value); + } +} diff --git a/lib/polygonscan.ts b/lib/polygonscan.ts new file mode 100644 index 0000000..98a91c0 --- /dev/null +++ b/lib/polygonscan.ts @@ -0,0 +1,30 @@ +const PolygonScanAPIKEY = process.env.MATTERS_POLYGONSCANAPIKEY || ""; +// https://api.polygonscan.com/api?module=block&action=getblocknobytime×tamp=1704184772&closest=before&apikey={key} + +export class PolygonScanAPI { + static async getBlockFromTimestamp({ + timestamp, + closest, + }: { + timestamp: number; // Date | string | number; + closest: "before" | "after"; + }) { + const nowTs = Math.floor(+Date.now() / 1e3); + const params = new URLSearchParams({ + module: "block", + action: "getblocknobytime", + timestamp: Math.min(nowTs, timestamp).toString(), + closest: timestamp >= nowTs ? "before" : closest, // override to before if pass now or future timestamp + apikey: PolygonScanAPIKEY, + }); + const u = new URL(`https://api.polygonscan.com/api?${params}`); + console.log(new Date(), `get with:`, { params, u }); + const res = await fetch(u).then((res) => res.json()); + + // {"status":"1","message":"OK","result":"51846093"} + if (!(res?.status === "1" && res?.message === "OK")) + console.error(new Date(), `non-ok result:`, res); + + return BigInt(res?.result); + } +} diff --git a/lib/qf-calculate.ts b/lib/qf-calculate.ts new file mode 100644 index 0000000..411fb88 --- /dev/null +++ b/lib/qf-calculate.ts @@ -0,0 +1,512 @@ +// import fs from "fs"; + +import { StandardMerkleTree } from "@openzeppelin/merkle-tree"; +import { createPublicClient, http, fallback, getContract } from "viem"; +import { polygon } from "viem/chains"; + +import * as d3 from "d3-array"; + +import { sqlRO } from "../lib/db.js"; +import { BigIntMath } from "../lib/bigint-math.js"; +import { PolygonScanAPI } from "../lib/polygonscan.js"; + +const MATTERS_ALCHEMY_KEY = process.env.MATTERS_ALCHEMY_KEY || ""; +const alchemy = http( + `https://polygon-mainnet.g.alchemy.com/v2/${MATTERS_ALCHEMY_KEY}` +); + +const publicClient = createPublicClient({ + chain: polygon, + transport: fallback([ + alchemy, // infura + ]), // http(), +}); + +// const blockNumber = await publicClient.getBlockNumber(); +// console.log(new Date(), "blockNumber:", blockNumber); + +const curationContractAddress = "0x5edebbdae7b5c79a69aacf7873796bb1ec664db8"; +const abi = [ + { inputs: [], name: "InvalidURI", type: "error" }, + { inputs: [], name: "SelfCuration", type: "error" }, + { inputs: [], name: "TransferFailed", type: "error" }, + { inputs: [], name: "ZeroAddress", type: "error" }, + { inputs: [], name: "ZeroAmount", type: "error" }, + { + anonymous: false, + inputs: [ + { indexed: true, internalType: "address", name: "from", type: "address" }, + { indexed: true, internalType: "address", name: "to", type: "address" }, + { + indexed: true, + internalType: "contract IERC20", + name: "token", + type: "address", + }, + { indexed: false, internalType: "string", name: "uri", type: "string" }, + { + indexed: false, + internalType: "uint256", + name: "amount", + type: "uint256", + }, + ], + name: "Curation", + type: "event", + }, + { + anonymous: false, + inputs: [ + { indexed: true, internalType: "address", name: "from", type: "address" }, + { indexed: true, internalType: "address", name: "to", type: "address" }, + { indexed: false, internalType: "string", name: "uri", type: "string" }, + { + indexed: false, + internalType: "uint256", + name: "amount", + type: "uint256", + }, + ], + name: "Curation", + type: "event", + }, + { + inputs: [ + { internalType: "address", name: "to_", type: "address" }, + { internalType: "contract IERC20", name: "token_", type: "address" }, + { internalType: "uint256", name: "amount_", type: "uint256" }, + { internalType: "string", name: "uri_", type: "string" }, + ], + name: "curate", + outputs: [], + stateMutability: "nonpayable", + type: "function", + }, + { + inputs: [ + { internalType: "address", name: "to_", type: "address" }, + { internalType: "string", name: "uri_", type: "string" }, + ], + name: "curate", + outputs: [], + stateMutability: "payable", + type: "function", + }, + { + inputs: [{ internalType: "bytes4", name: "interfaceId_", type: "bytes4" }], + name: "supportsInterface", + outputs: [{ internalType: "bool", name: "", type: "bool" }], + stateMutability: "view", + type: "function", + }, +] as const; + +export async function calculateQFScore({ + // between = ["2023-12-01", "2023-12-31T23:59:59.999Z"], + fromTime, + toTime, + amount = 500_000_000n, +}: { + // between: string[]; + fromTime?: string; + toTime?: string; + amount?: bigint; +}) { + const [fromBlock, toBlock] = await Promise.all( + // between.map(time => + [ + PolygonScanAPI.getBlockFromTimestamp({ + timestamp: Math.floor(Date.parse(fromTime!) / 1e3), + closest: "before", + }), + PolygonScanAPI.getBlockFromTimestamp({ + timestamp: Math.floor(Date.parse(toTime!) / 1e3), + closest: "after", + }), + ] + ); + console.log(new Date(), `find out events between:`, { + fromTime, + toTime, + fromBlock, + toBlock, + }); + + const logs = (await publicClient.getContractEvents({ + address: curationContractAddress, + abi, + eventName: "Curation", + // fromBlock: 50735950n, // 34564355n is the creation block of the contract at Oct-20-2022 04:52:52 AM +UTC; + fromBlock, // : 34000000n, + // toBlock: 51484855n, + toBlock, + })) as any[]; + logs.reverse(); // get from latest to earliest + + const seqs = logs.map( + ({ + blockNumber, + transactionHash, + args: { from, to, token, uri, amount }, + eventName, + }) => ({ + blockNumber, + transactionHash, + eventName, + from, + to, + token, + uri, + amount, + dataHash: uri?.match(/^ipfs:\/\/(Qm[A-Za-z0-9]{44})$/)?.[1] || null, + // uri?.startsWith("ipfs://") ? uri.substring(7) : null, + }) + ); + + // console.log("contract logs: %o", logs); + const stats = { + blockNumber: new Set(), + transactionHash: new Set(), + fromAddresses: new Set(), + toAddresses: new Set(), + allAddresses: new Set(), + token: new Set(), + uri: new Set(), + amount: [] as bigint[], + eventName: new Set(), + }; + logs.forEach((log: any) => { + stats.blockNumber.add(log.blockNumber); + stats.transactionHash.add(log.transactionHash); + stats.fromAddresses.add(log.args.from); + stats.toAddresses.add(log.args.to); + stats.allAddresses.add(log.args.from); + stats.allAddresses.add(log.args.to); + stats.token.add(log.args.token); + stats.uri.add(log.args.uri); + stats.amount.push(log.args.amount); + stats.eventName.add(log.eventName); + }); + stats.amount.sort((a, b) => + // https://github.com/d3/d3-array/blob/main/src/ascending.js + a == null || b == null ? NaN : a < b ? -1 : a > b ? 1 : a >= b ? 0 : NaN + ); + + const statsAmount = { + length: stats.amount.length, + min: stats.amount[0], + max: stats.amount[stats.amount.length - 1], + // d3.sum(stats.amount), // stats.amount.reduce((acc, amount) => acc + amount, 0n), + sum: stats.amount.reduce((acc, amount) => acc + amount), + // d3.median(stats.amount), + median: + stats.amount.length % 2 === 1 + ? stats.amount[stats.amount.length >>> 1] + : (stats.amount[stats.amount.length >>> 1] + + stats.amount[(stats.amount.length >>> 1) - 1]) >> + 1n, + // p75: stats.amount.length % 4 === 0 ? ? stats.amount[(stats.amount.length >>> 2) *3] + quantiles: [ + stats.amount[0], + quantileSorted(stats.amount, "p25"), + quantileSorted(stats.amount, "p50"), + quantileSorted(stats.amount, "p75"), + stats.amount[stats.amount.length - 1], + ], + }; + const ipfsArticleHashes = + await sqlRO`-- get de-duplicated donation records from darft data_hash +SELECT article.id ::int, article.title, article.summary, article.created_at, article.data_hash, draft.data_hash AS draft_data_hash, + author.eth_address, + concat('https://matters.town/@', user_name, '/', article.id, '-', article.slug) AS url +FROM public.draft LEFT JOIN public.article ON article_id=article.id +LEFT JOIN public.user author ON article.author_id=author.id +WHERE draft.data_hash =ANY(${Array.from( + new Set(seqs.map(({ dataHash }) => dataHash).filter(Boolean)) + )}) +ORDER BY article.id DESC ; `; + const dataHashMappings = new Map( + ipfsArticleHashes.map(({ draftDataHash, ...rest }) => [draftDataHash, rest]) + ); + + const usdtDonationsStats = ( + await sqlRO`--get stats of all USDT transactions; +SELECT COUNT(*) ::int AS num_transactions, + COUNT(DISTINCT sender_id) ::int AS num_senders, + COUNT(DISTINCT recipient_id) ::int AS num_recipients, + COUNT(DISTINCT target_id) ::int AS num_targets, + jsonb_build_object( + 'min', MIN(amount), + 'max', MAX(amount), + 'sum', SUM(amount), + 'avg', ROUND(AVG(amount), 6), + 'p25', percentile_cont(0.25) within group (order by amount asc), + 'p50', percentile_cont(0.5) within group (order by amount asc), + 'p75', percentile_cont(0.75) within group (order by amount asc) + ) AS amount_stats +FROM public.transaction +WHERE purpose='donation' AND state='succeeded' + AND currency='USDT' + AND target_type=4 -- for articles;` + )?.[0]; + + console.log( + "stats:", + { + blockNumber: stats.blockNumber.size, + transactionHash: stats.transactionHash.size, + fromAddresses: stats.fromAddresses.size, + toAddresses: stats.toAddresses.size, + allAddresses: stats.allAddresses.size, + token: + stats.token.size === 1 ? Array.from(stats.token) : stats.token.size, + eventName: + stats.eventName.size === 1 + ? Array.from(stats.eventName) + : stats.eventName.size, + uri: stats.uri.size, + amount: { + ...statsAmount, + sum_usdt: +(Number(statsAmount.sum) / 1e6).toFixed(6), + avg_usdt: +( + Number(statsAmount.sum) / + 1e6 / + stats.amount.length + ).toFixed(6), + }, + }, + { + ipfsArticleHashes: ipfsArticleHashes.length, + usdtDonationsStats, + } + ); + + const agg = d3.rollup( + seqs, + (g) => g.reduce((acc, b) => acc + b.amount, 0n), // d3.sum(g, (d) => d.amount), + (d) => + // dataHashMappings.has(d.dataHash) + (dataHashMappings.get(d.dataHash)?.dataHash ?? d.dataHash) || d.uri, + (d) => d.from + ); + console.log("for seqs contrib:", agg); + + const pair_totals = get_totals_by_pair(agg); + console.log("for seqs contrib pairs:", pair_totals); + + console.log( + "for seqs contrib pairs JSON:", + JSON.stringify( + Object.fromEntries( + Array.from(pair_totals.entries()).map(([k, m]) => [ + k, + Object.fromEntries(m.entries()), + ]) + ), + replacer, + 2 + ) + ); + + const totAmount = BigInt(amount ?? 500n) * 1_000_000n; + const clrs = calculate_clr(agg, pair_totals, totAmount); + console.log("for seqs contrib pairs clrs:", clrs); + const headers = Object.keys(clrs[0]); + console.log( + "id,title,number_contributions,contribution_amount_USDT,clr_amount_USDT,url,created_at,author_eth" + ); + clrs.forEach((row: any) => + console.log( + headers + .map((k) => { + const v = row[k]; + if (v == null || v === "") return ""; + if (v instanceof Date) return v.toISOString(); + switch (typeof v) { + case "bigint": + return +(Number(v) / 1e6).toFixed(6); + case "string": + if (k === "title" || v?.includes(",")) + return `"${v.trim().replaceAll('"', '""')}"`; + // eslint-disable-next-line no-fallthrough + default: + return v; + } + }) + .join(",") + ) + ); + + // (1) + // [cid, address, amount] + const treeValues = clrs + .filter((clr) => clr.clr_amount > 0n && clr.author_eth?.length === 42) + .map(({ id, author_eth, clr_amount }) => [ + id, + author_eth, + clr_amount.toString(), + ]); + + // (2) + const tree = StandardMerkleTree.of(treeValues, [ + "string", + "address", + "uint256", + ]); + + // (3) + console.log("Merkle Root:", tree.root); + + // (4) // write out to somewhere S3 bucket? + // fs.writeFileSync("out/tree.json", JSON.stringify(tree.dump(), null, 2)); + console.log("Merkle-Tree Dump:", JSON.stringify(tree.dump(), null, 2)); + + return { root: tree.root, tree: tree.dump() }; + + /* + * calculates the clr amount at the given threshold and total pot + **/ + function calculate_clr( + aggregated_contributions: PairNumber, // Map> + pair_totals: PairNumber, + // threshold: number, + total_pot?: bigint, + { + M = 25_000_000n, // 25 USDT Dollars + N = 1_000n, // median is $0.1 USDT Dollar + } = {} + ) { + let bigtot = 0n; + const totals = []; + for (const [proj, contribz] of aggregated_contributions.entries()) { + let tot = 0n; + let _num = 0, + _sum = 0n; + // pairwise match + for (const [k1, v1] of contribz.entries()) { + _num++; + _sum += v1; + for (const [k2, v2] of contribz.entries()) { + if (k2 > k1) { + // quadratic formula + tot += + (BigIntMath.sqrt(v1 * v2) * // k(i,j) below + M) / + ((pair_totals.get(k1)?.get(k2) ?? 0n) + M); + } + } + + if (tot === 0n && contribz.size === 1) + tot += N * BigIntMath.sqrt(Array.from(contribz.values())[0]); + } + bigtot += tot; + totals.push({ + id: proj, + title: dataHashMappings.get(proj)?.title || "", + number_contributions: _num, + contribution_amount: _sum, + clr_amount: tot, + url: dataHashMappings.get(proj)?.url || proj, + created_at: dataHashMappings.get(proj)?.createdAt, + author_eth: dataHashMappings.get(proj)?.ethAddress, + }); + } + console.log( + `calculate_clr: ${bigtot} distributed to ${totals.length} projects`, + { bigtot } + ); + + return totals; + } +} + +export function quantileSorted( + values: bigint[], + p: "median" | "p50" | "p75" | "p25" +) { + if (!(n = values.length)) return; + if (n < 2) return BigInt(values[0]); + // if (p >= 1) return BigInt(values[n - 1]); + switch (p) { + case "median": + case "p50": + i = (n - 1) * 0.5; + i0 = Math.floor(i); + break; + case "p25": + i = (n - 1) * 0.25; + i0 = Math.floor(i); + break; + case "p75": + i = (n - 1) * 0.75; + i0 = Math.floor(i); + break; + } + // eslint-disable-next-line no-var + var n, + i, // = (n - 1) * p, + i0, // = Math.floor(i), + value0 = BigInt(values[i0]), + value1 = BigInt(values[i0 + 1]); + console.log("quantile:", { p, [i0]: value0, [i0 + 1]: value1 }); + return ( + value0 + + (p === "median" || p === "p50" + ? BigInt(value1 - value0) >> 1n + : p === "p25" + ? BigInt(value1 - value0) >> 2n + : p === "p75" + ? (BigInt(value1 - value0) >> 2n) * 3n + : 0n) + ); +} + +/* translates django grant data structure to a list of lists + * returns: + list of lists of grant data + [[grant_id (str), user_id (str), contribution_amount (float)]] + * */ +function translate_data( + grants_data: Array<{ + id: string; + contributions: Array<{ [key: string]: string }>; + }> +) { + return grants_data + .map(({ id, contributions }) => + contributions.map((obj) => [ + id, + Object.keys(obj)[0], // user_id, + Object.values(obj)[0], // amount, + ]) + ) + .flat(1); +} + +type PairNumber = Map>; + +export // get pair totals +function get_totals_by_pair(contrib_dict: PairNumber) { + const tot_overlap: PairNumber = new Map(); + for (const [_, contribz] of contrib_dict.entries()) { + for (const [k1, v1] of contribz.entries()) { + // if (!tot_overlap.has(k1)) tot_overlap.set(k1, new Map()); + const tm = tot_overlap.get(k1) || new Map(); + for (const [k2, v2] of contribz.entries()) { + tm.set(k2, BigIntMath.sqrt(v1 * v2) + (tm.get(k2) ?? 0n)); + } + if (!tot_overlap.has(k1)) tot_overlap.set(k1, tm); + } + } + + return tot_overlap; +} + +export function replacer(_: string, v: any) { + switch (typeof v) { + case "bigint": + return v.toString(); + default: + return v; + } +} diff --git a/package-lock.json b/package-lock.json index 1170dbd..8e8eba4 100644 --- a/package-lock.json +++ b/package-lock.json @@ -15,11 +15,13 @@ "@matters/apollo-response-cache": "^1.4.0-rc.0", "@matters/ipns-site-generator": "^0.1.5", "@matters/slugify": "^0.7.3", + "@openzeppelin/merkle-tree": "^1.0.5", "@sendgrid/helpers": "^7.7.0", "@sendgrid/mail": "^7.7.0", "@slack/web-api": "^6.8.1", "axios": "^1.3.2", "cheerio": "^1.0.0-rc.12", + "d3-array": "^3.2.4", "debug": "^4.3.4", "gw3-sdk": "^0.3.0", "ioredis": "^5.2.4", @@ -36,17 +38,19 @@ "pg": "^8.8.0", "postgres": "^3.3.2", "stripe": "^11.10.0", - "uuid": "^9.0.0" + "uuid": "^9.0.0", + "viem": "^1.21.4" }, "devDependencies": { "@tsconfig/node18": "^1.0.1", "@types/aws-lambda": 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"5.7.0", + "resolved": "https://registry.npmjs.org/@ethersproject/abi/-/abi-5.7.0.tgz", + "integrity": "sha512-351ktp42TiRcYB3H1OP8yajPeAQstMW/yCFokj/AthP9bLHzQFPlOrxOcwYEDkUAICmOHljvN4K39OMTMUa9RA==", + "funding": [ + { + "type": "individual", + "url": "https://gitcoin.co/grants/13/ethersjs-complete-simple-and-tiny-2" + }, + { + "type": "individual", + "url": "https://www.buymeacoffee.com/ricmoo" + } + ], + "dependencies": { + "@ethersproject/address": "^5.7.0", + "@ethersproject/bignumber": "^5.7.0", + "@ethersproject/bytes": "^5.7.0", + "@ethersproject/constants": "^5.7.0", + "@ethersproject/hash": "^5.7.0", + "@ethersproject/keccak256": "^5.7.0", + "@ethersproject/logger": "^5.7.0", + "@ethersproject/properties": "^5.7.0", + "@ethersproject/strings": "^5.7.0" + } + }, + "node_modules/@ethersproject/abstract-provider": { + "version": "5.7.0", + "resolved": "https://registry.npmjs.org/@ethersproject/abstract-provider/-/abstract-provider-5.7.0.tgz", + "integrity": 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b/tsconfig.json @@ -1,5 +1,5 @@ { - "extends": "@tsconfig/node18/tsconfig.json", + "extends": "./node_modules/@tsconfig/node18/tsconfig.json", "compilerOptions": { "outDir": "./dist", "module": "esnext",