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import { Tokenizer } from "@huggingface/tokenizers";
import { InferenceSession } from "onnxruntime-node";
import { afterEach, beforeEach, describe, expect, it, vi } from "vitest";
import {
getRerankerStatus,
rerank,
sanitizeUnicodeSurrogates,
startRerankerService,
stopRerankerService,
truncatePairTokens,
} from "./rerankerService";
vi.mock("@huggingface/tokenizers", () => ({
Tokenizer: class {
encode() {
return { ids: [1, 2, 3] };
}
},
}));
vi.mock("./downloadFileFromHuggingFaceRepository", () => ({
downloadFileFromHuggingFaceRepository: vi.fn(),
}));
vi.mock("onnxruntime-node", () => ({
InferenceSession: { create: vi.fn() },
Tensor: class {
type: string;
data: unknown;
dims: number[];
constructor(type: string, data: unknown, dims: number[]) {
this.type = type;
this.data = data;
this.dims = dims;
}
},
}));
describe("sanitizeUnicodeSurrogates", () => {
describe("valid input passthrough", () => {
it("should return empty string unchanged", () => {
expect(sanitizeUnicodeSurrogates("")).toBe("");
});
it("should return ASCII text unchanged", () => {
const input = "Hello, World! 123";
expect(sanitizeUnicodeSurrogates(input)).toBe(input);
});
it("should return valid Unicode text unchanged", () => {
const input = "HΓ©llo WΓΆrld ζ₯ζ¬θͺ π";
expect(sanitizeUnicodeSurrogates(input)).toBe(input);
});
it("should preserve valid surrogate pairs (emoji)", () => {
const input = "Text with emoji πππ";
expect(sanitizeUnicodeSurrogates(input)).toBe(input);
});
it("should preserve valid surrogate pairs in complex text", () => {
const input = "Start π middle π end";
expect(sanitizeUnicodeSurrogates(input)).toBe(input);
});
});
describe("unpaired high surrogate handling", () => {
it("should replace lone high surrogate at end of string", () => {
const highSurrogate = String.fromCharCode(0xd800);
const input = `text${highSurrogate}`;
expect(sanitizeUnicodeSurrogates(input)).toBe("text\ufffd");
});
it("should replace high surrogate followed by non-surrogate", () => {
const highSurrogate = String.fromCharCode(0xd800);
const input = `${highSurrogate}A`;
expect(sanitizeUnicodeSurrogates(input)).toBe("\ufffdA");
});
it("should replace high surrogate followed by another high surrogate", () => {
const high1 = String.fromCharCode(0xd800);
const high2 = String.fromCharCode(0xd801);
const input = `${high1}${high2}`;
expect(sanitizeUnicodeSurrogates(input)).toBe("\ufffd\ufffd");
});
it("should replace multiple consecutive unpaired high surrogates", () => {
const high = String.fromCharCode(0xd800);
const input = `${high}${high}${high}`;
expect(sanitizeUnicodeSurrogates(input)).toBe("\ufffd\ufffd\ufffd");
});
});
describe("unpaired low surrogate handling", () => {
it("should replace lone low surrogate at start of string", () => {
const lowSurrogate = String.fromCharCode(0xdc00);
const input = `${lowSurrogate}text`;
expect(sanitizeUnicodeSurrogates(input)).toBe("\ufffdtext");
});
it("should replace lone low surrogate in middle of string", () => {
const lowSurrogate = String.fromCharCode(0xdc00);
const input = `before${lowSurrogate}after`;
expect(sanitizeUnicodeSurrogates(input)).toBe("before\ufffdafter");
});
it("should replace multiple consecutive unpaired low surrogates", () => {
const low = String.fromCharCode(0xdc00);
const input = `${low}${low}`;
expect(sanitizeUnicodeSurrogates(input)).toBe("\ufffd\ufffd");
});
});
describe("mixed surrogate scenarios", () => {
it("should handle low surrogate followed by high surrogate (reversed pair)", () => {
const low = String.fromCharCode(0xdc00);
const high = String.fromCharCode(0xd800);
const input = `${low}${high}`;
expect(sanitizeUnicodeSurrogates(input)).toBe("\ufffd\ufffd");
});
it("should handle valid pair followed by unpaired high", () => {
const validEmoji = "π";
const unpairedHigh = String.fromCharCode(0xd83d);
const input = `${validEmoji}${unpairedHigh}`;
expect(sanitizeUnicodeSurrogates(input)).toBe("π\ufffd");
});
it("should handle unpaired low followed by valid pair", () => {
const unpairedLow = String.fromCharCode(0xdc00);
const validEmoji = "π";
const input = `${unpairedLow}${validEmoji}`;
expect(sanitizeUnicodeSurrogates(input)).toBe("\ufffdπ");
});
it("should handle interleaved valid and invalid surrogates", () => {
const high = String.fromCharCode(0xd800);
const low = String.fromCharCode(0xdc00);
const input = `A${high}B${low}C`;
expect(sanitizeUnicodeSurrogates(input)).toBe("A\ufffdB\ufffdC");
});
});
describe("edge cases from real-world scenarios", () => {
it("should handle text that might come from corrupted web content", () => {
const corruptedChar = String.fromCharCode(0xd834);
const input = `Search result: ${corruptedChar} more text`;
expect(sanitizeUnicodeSurrogates(input)).toBe(
"Search result: \ufffd more text",
);
});
it("should preserve valid content around invalid surrogates", () => {
const badHigh = String.fromCharCode(0xd83d);
const input = `Valid text ζ₯ζ¬θͺ ${badHigh} more valid π end`;
expect(sanitizeUnicodeSurrogates(input)).toBe(
"Valid text ζ₯ζ¬θͺ \ufffd more valid π end",
);
});
it("should handle boundary surrogate values", () => {
const minHigh = String.fromCharCode(0xd800);
const maxHigh = String.fromCharCode(0xdbff);
const minLow = String.fromCharCode(0xdc00);
const maxLow = String.fromCharCode(0xdfff);
expect(sanitizeUnicodeSurrogates(minHigh)).toBe("\ufffd");
expect(sanitizeUnicodeSurrogates(maxHigh)).toBe("\ufffd");
expect(sanitizeUnicodeSurrogates(minLow)).toBe("\ufffd");
expect(sanitizeUnicodeSurrogates(maxLow)).toBe("\ufffd");
expect(sanitizeUnicodeSurrogates(`${minHigh}${minLow}`)).toBe(
`${minHigh}${minLow}`,
);
expect(sanitizeUnicodeSurrogates(`${maxHigh}${maxLow}`)).toBe(
`${maxHigh}${maxLow}`,
);
});
it("should handle long strings with scattered invalid surrogates", () => {
const unpairedHigh = String.fromCharCode(0xd800);
const unpairedLow = String.fromCharCode(0xdc00);
const chunks = [
"Start of document.",
unpairedHigh,
" Some middle content.",
unpairedLow,
" More content here.",
unpairedHigh,
" End of document.",
];
const input = chunks.join("");
const expected =
"Start of document.\ufffd Some middle content.\ufffd More content here.\ufffd End of document.";
expect(sanitizeUnicodeSurrogates(input)).toBe(expected);
});
it("should preserve adjacent high+low as valid pair even in mixed context", () => {
const high = String.fromCharCode(0xd800);
const low = String.fromCharCode(0xdc00);
const validPair = `${high}${low}`;
const input = `Text ${high} orphan, then valid pair: ${validPair} end`;
expect(sanitizeUnicodeSurrogates(input)).toBe(
`Text \ufffd orphan, then valid pair: ${validPair} end`,
);
});
});
describe("literal syntax and complex sequences", () => {
it("should handle mixed valid and invalid surrogates using literals", () => {
const input = "A\uD800B\uD83D\uDE00C\uDC00D";
expect(sanitizeUnicodeSurrogates(input)).toBe(
"A\uFFFDB\uD83D\uDE00C\uFFFDD",
);
});
it("should handle surrogate pair followed by lone high surrogate", () => {
const input = "π\uD800";
expect(sanitizeUnicodeSurrogates(input)).toBe("π\uFFFD");
});
it("should handle lone high surrogate followed by valid surrogate pair", () => {
const input = "\uD801\uD800\uDC00";
expect(sanitizeUnicodeSurrogates(input)).toBe("\uFFFD\uD800\uDC00");
});
it("should handle multiple lone surrogates in a row", () => {
const input = "\uD800\uDC00\uD801";
expect(sanitizeUnicodeSurrogates(input)).toBe("\uD800\uDC00\uFFFD");
});
});
});
describe("startRerankerService", () => {
const requestedExecutionProviders: string[][] = [];
const sessionStub = {
run: async () => ({ logits: { data: new Float32Array([0.5]) } }),
release: async () => {},
} as unknown as InferenceSession;
function mockSessionCreation(respond: () => Promise<InferenceSession>) {
vi.mocked(InferenceSession.create).mockImplementation(((
_modelPath: string,
options: { executionProviders: string[] },
) => {
requestedExecutionProviders.push(options.executionProviders);
return respond();
}) as unknown as typeof InferenceSession.create);
}
beforeEach(() => {
vi.spyOn(fs, "readFileSync").mockImplementation(() => "{}");
});
afterEach(async () => {
await stopRerankerService();
requestedExecutionProviders.length = 0;
vi.restoreAllMocks();
});
// No GPU provider is requested: the quantized graph has no integer-matmul
// kernels there and falls back operator by operator, which is slower than
// running on CPU outright.
it("creates a single CPU session and reports ready", async () => {
mockSessionCreation(async () => sessionStub);
await startRerankerService();
expect(requestedExecutionProviders).toEqual([["cpu"]]);
expect(await getRerankerStatus()).toBe(true);
});
it("stays unready when the session cannot be created", async () => {
const loadError = new Error("Protobuf parsing failed");
mockSessionCreation(async () => {
throw loadError;
});
await expect(startRerankerService()).rejects.toThrow(loadError);
expect(requestedExecutionProviders).toEqual([["cpu"]]);
expect(await getRerankerStatus()).toBe(false);
});
});
describe("rerank", () => {
let runMock: ReturnType<typeof vi.fn>;
let encodeSpy: ReturnType<typeof vi.spyOn>;
beforeEach(async () => {
vi.spyOn(fs, "readFileSync").mockImplementation(() => "{}");
encodeSpy = vi.spyOn(Tokenizer.prototype, "encode");
runMock = vi.fn().mockResolvedValue({
logits: { data: new Float32Array([0.5]) },
});
vi.mocked(InferenceSession.create).mockResolvedValue({
run: runMock,
release: async () => {},
} as unknown as InferenceSession);
await startRerankerService();
// startRerankerService runs one warm-up score("test", ["test document"]);
// clear it so per-test call-count assertions start from zero.
runMock.mockClear();
encodeSpy.mockClear();
});
afterEach(async () => {
await stopRerankerService();
vi.restoreAllMocks();
});
it("returns an empty array without calling the model when there are no documents", async () => {
expect(await rerank("query", [])).toEqual([]);
expect(runMock).not.toHaveBeenCalled();
});
it("returns an empty array for null or undefined documents", async () => {
expect(await rerank("query", null as unknown as string[])).toEqual([]);
expect(await rerank("query", undefined as unknown as string[])).toEqual([]);
expect(runMock).not.toHaveBeenCalled();
});
it("throws when the service is not ready", async () => {
await stopRerankerService();
await expect(rerank("query", ["doc"])).rejects.toThrow(
"Reranker service is not ready",
);
});
it("maps each score to its document index and preserves input order", async () => {
// Non-monotonic scores: the result must stay in input order, not be
// sorted by relevance (sorting/filtering lives in rankSearchResults).
for (const score of [0.5, 0.3, 0.8]) {
runMock.mockResolvedValueOnce({
logits: { data: new Float32Array([score]) },
});
}
const result = await rerank("query", ["A", "B", "C"]);
expect(result).toEqual([
{ index: 0, relevance_score: expect.closeTo(0.5) },
{ index: 1, relevance_score: expect.closeTo(0.3) },
{ index: 2, relevance_score: expect.closeTo(0.8) },
]);
});
it("scores one document per model call and concatenates in order", async () => {
// Give every document a unique score equal to its position, so a dropped,
// duplicated, or reordered call would break the assertions.
let nextScore = 0;
runMock.mockImplementation(async () => ({
logits: { data: new Float32Array([nextScore++]) },
}));
const documents = Array.from({ length: 25 }, (_, i) => `doc ${i}`);
const result = await rerank("query", documents);
expect(runMock).toHaveBeenCalledTimes(25);
expect(result).toHaveLength(25);
expect(result[0]).toEqual({ index: 0, relevance_score: 0 });
expect(result[24]).toEqual({ index: 24, relevance_score: 24 });
});
// The scores of a dynamically quantized graph depend on the whole tensor's
// range, so a padded row would let one document's score shift another's.
it("sends one unpadded row per call, with every position attended to", async () => {
await rerank("query", ["A", "B"]);
expect(runMock).toHaveBeenCalledTimes(2);
for (const [inputs] of runMock.mock.calls) {
const { input_ids, attention_mask } = inputs as {
input_ids: { dims: number[]; data: BigInt64Array };
attention_mask: { dims: number[]; data: BigInt64Array };
};
expect(input_ids.dims).toEqual([1, 3]);
expect(Array.from(input_ids.data)).toEqual([1n, 2n, 3n]);
expect(attention_mask.dims).toEqual([1, 3]);
expect(Array.from(attention_mask.data)).toEqual([1n, 1n, 1n]);
}
});
it("sanitizes unpaired surrogates in the query and documents before tokenizing", async () => {
const loneHighSurrogate = String.fromCharCode(0xd800);
await rerank(`query${loneHighSurrogate}`, [`doc${loneHighSurrogate}`]);
// The lone surrogate must reach the tokenizer as U+FFFD, never raw: this
// proves sanitization runs on the real path, not just that the model was hit.
const [query, options] = encodeSpy.mock.calls[0];
expect(query).toBe("query\ufffd");
expect((options as { text_pair: string }).text_pair).toBe("doc\ufffd");
});
});
describe("truncatePairTokens", () => {
// Sequence layout: <s> q q </s> </s> | d d d d </s>
const ids = [0, 11, 12, 2, 2, 21, 22, 23, 24, 2];
it("returns the ids unchanged when within budget", () => {
expect(truncatePairTokens(ids, 20)).toBe(ids);
});
it("drops document tokens from the end, keeping the query and trailing separator", () => {
const out = truncatePairTokens(ids, 7);
expect(out).toHaveLength(7);
expect(out.slice(0, 5)).toEqual([0, 11, 12, 2, 2]); // query segment intact
expect(out.at(-1)).toBe(2); // trailing separator preserved
expect(out).toEqual([0, 11, 12, 2, 2, 21, 2]);
});
it("keeps a well-formed pair even when the query alone exceeds the budget", () => {
expect(truncatePairTokens(ids, 3)).toEqual([0, 11, 2]);
});
it("never exceeds the position-embedding limit the model was built with", () => {
const overLong = Array.from({ length: 900 }, (_, index) => index);
expect(truncatePairTokens(overLong, 512)).toHaveLength(512);
});
});
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