islandflow/services/compute/tests/classifiers.test.ts
2026-01-09 16:11:38 -05:00

208 lines
6.5 KiB
TypeScript

import { describe, expect, test } from "bun:test";
import type { FlowPacket } from "@islandflow/types";
import { evaluateClassifiers, type ClassifierConfig } from "../src/classifiers";
const baseConfig: ClassifierConfig = {
sweepMinPremium: 40_000,
sweepMinCount: 3,
sweepMinPremiumZ: 2,
spikeMinPremium: 20_000,
spikeMinSize: 400,
spikeMinPremiumZ: 2.5,
spikeMinSizeZ: 2,
zMinSamples: 12,
minNbboCoverage: 0.5,
minAggressorRatio: 0.55,
zeroDteMaxAtmPct: 0.01,
zeroDteMinPremium: 20_000,
zeroDteMinSize: 400
};
const DEFAULT_TS = Date.UTC(2024, 0, 2);
const buildPacket = (
overrides: Record<string, string | number | boolean>
): FlowPacket => {
return {
source_ts: DEFAULT_TS,
ingest_ts: DEFAULT_TS,
seq: 1,
trace_id: "trace",
id: "packet",
members: ["m1"],
features: {
option_contract_id: "SPY-2025-01-17-450-C",
count: 3,
total_premium: 1000,
total_size: 20,
first_price: 1,
last_price: 1.01,
start_ts: DEFAULT_TS - 500,
end_ts: DEFAULT_TS,
window_ms: 500,
...overrides
},
join_quality: {}
};
};
describe("classifier z-score behavior", () => {
test("spike hit triggers on z-score even when absolute thresholds fail", () => {
const packet = buildPacket({
total_premium_z: 3.2,
total_premium_baseline_n: 20,
total_size_z: 0.4,
total_size_baseline_n: 20
});
const hits = evaluateClassifiers(packet, baseConfig);
expect(hits.some((hit) => hit.classifier_id === "unusual_contract_spike")).toBe(true);
});
test("sweep hit triggers on premium z-score when baseline is ready", () => {
const packet = buildPacket({
total_premium_z: 2.4,
total_premium_baseline_n: 20
});
const hits = evaluateClassifiers(packet, baseConfig);
expect(hits.some((hit) => hit.classifier_id === "large_bullish_call_sweep")).toBe(true);
});
test("sweep hit does not trigger when baseline is insufficient", () => {
const packet = buildPacket({
total_premium_z: 3,
total_premium_baseline_n: 4
});
const hits = evaluateClassifiers(packet, baseConfig);
expect(hits.some((hit) => hit.classifier_id === "large_bullish_call_sweep")).toBe(false);
});
test("aggressor mix adjusts sweep confidence", () => {
const basePacket = {
total_premium: 120_000,
total_size: 900,
count: 4,
nbbo_coverage_ratio: 0.8
};
const lowAgg = buildPacket({
...basePacket,
nbbo_aggressive_buy_ratio: 0.2,
nbbo_aggressive_sell_ratio: 0.2
});
const highAgg = buildPacket({
...basePacket,
nbbo_aggressive_buy_ratio: 0.7,
nbbo_aggressive_sell_ratio: 0.3
});
const lowHit = evaluateClassifiers(lowAgg, baseConfig).find(
(hit) => hit.classifier_id === "large_bullish_call_sweep"
);
const highHit = evaluateClassifiers(highAgg, baseConfig).find(
(hit) => hit.classifier_id === "large_bullish_call_sweep"
);
expect(lowHit).toBeTruthy();
expect(highHit).toBeTruthy();
expect((highHit?.confidence ?? 0)).toBeGreaterThan(lowHit?.confidence ?? 0);
});
});
describe("classifier structure and positioning signals", () => {
test("call overwrite triggers on sell-side aggressor mix", () => {
const packet = buildPacket({
option_contract_id: "SPY-2024-03-15-450-C",
total_premium: 80_000,
total_size: 800,
nbbo_coverage_ratio: 0.9,
nbbo_aggressive_sell_ratio: 0.7,
nbbo_aggressive_buy_ratio: 0.3
});
const hits = evaluateClassifiers(packet, baseConfig);
expect(hits.some((hit) => hit.classifier_id === "large_call_sell_overwrite")).toBe(true);
});
test("put write triggers on sell-side aggressor mix", () => {
const packet = buildPacket({
option_contract_id: "SPY-2024-03-15-450-P",
total_premium: 75_000,
total_size: 700,
nbbo_coverage_ratio: 0.85,
nbbo_aggressive_sell_ratio: 0.68,
nbbo_aggressive_buy_ratio: 0.32
});
const hits = evaluateClassifiers(packet, baseConfig);
expect(hits.some((hit) => hit.classifier_id === "large_put_sell_write")).toBe(true);
});
test("straddle classifier triggers on structure tag", () => {
const packet = buildPacket({
structure_type: "straddle",
structure_legs: 2,
structure_strikes: 1,
structure_rights: "C/P",
structure_strike_span: 0
});
const hits = evaluateClassifiers(packet, baseConfig);
expect(hits.some((hit) => hit.classifier_id === "straddle")).toBe(true);
});
test("vertical spread infers direction from aggressor skew", () => {
const packet = buildPacket({
structure_type: "vertical",
structure_legs: 2,
structure_strikes: 2,
structure_rights: "C",
structure_strike_span: 5,
total_premium: 55_000,
total_size: 600,
nbbo_coverage_ratio: 0.85,
nbbo_aggressive_buy_ratio: 0.7,
nbbo_aggressive_sell_ratio: 0.3
});
const hits = evaluateClassifiers(packet, baseConfig);
const hit = hits.find((candidate) => candidate.classifier_id === "vertical_spread");
expect(hit?.direction).toBe("bullish");
});
test("ladder accumulation triggers on multi-strike structures", () => {
const packet = buildPacket({
structure_type: "ladder",
structure_legs: 3,
structure_strikes: 3,
structure_rights: "C",
structure_strike_span: 10,
total_premium: 60_000,
total_size: 650
});
const hits = evaluateClassifiers(packet, baseConfig);
expect(hits.some((hit) => hit.classifier_id === "ladder_accumulation")).toBe(true);
});
test("far-dated conviction triggers on 60DTE threshold", () => {
const packet = buildPacket({
option_contract_id: "SPY-2024-04-19-450-C",
end_ts: DEFAULT_TS,
total_premium: 70_000,
total_size: 800
});
const hits = evaluateClassifiers(packet, baseConfig);
const hit = hits.find((candidate) => candidate.classifier_id === "far_dated_conviction");
expect(hit?.direction).toBe("bullish");
});
test("zero dte gamma punch triggers when ATM and large", () => {
const packet = buildPacket({
option_contract_id: "SPY-2024-01-02-450-C",
total_premium: 35_000,
total_size: 600,
underlying_mid: 450,
nbbo_coverage_ratio: 0.8,
nbbo_aggressive_buy_ratio: 0.7,
nbbo_aggressive_sell_ratio: 0.3
});
const hits = evaluateClassifiers(packet, baseConfig);
const hit = hits.find((candidate) => candidate.classifier_id === "zero_dte_gamma_punch");
expect(hit?.direction).toBe("bullish");
});
});