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|
/**
* @license
* Copyright 2025 Google LLC
* SPDX-License-Identifier: Apache-2.0
*/
import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest';
import { Config } from '../config/config.js';
import { GeminiClient } from '../core/client.js';
import {
GeminiEventType,
ServerGeminiContentEvent,
ServerGeminiStreamEvent,
ServerGeminiToolCallRequestEvent,
} from '../core/turn.js';
import * as loggers from '../telemetry/loggers.js';
import { LoopType } from '../telemetry/types.js';
import { LoopDetectionService } from './loopDetectionService.js';
vi.mock('../telemetry/loggers.js', () => ({
logLoopDetected: vi.fn(),
}));
const TOOL_CALL_LOOP_THRESHOLD = 5;
const CONTENT_LOOP_THRESHOLD = 10;
const CONTENT_CHUNK_SIZE = 50;
describe('LoopDetectionService', () => {
let service: LoopDetectionService;
let mockConfig: Config;
beforeEach(() => {
mockConfig = {
getTelemetryEnabled: () => true,
} as unknown as Config;
service = new LoopDetectionService(mockConfig);
vi.clearAllMocks();
});
const createToolCallRequestEvent = (
name: string,
args: Record<string, unknown>,
): ServerGeminiToolCallRequestEvent => ({
type: GeminiEventType.ToolCallRequest,
value: {
name,
args,
callId: 'test-id',
isClientInitiated: false,
prompt_id: 'test-prompt-id',
},
});
const createContentEvent = (content: string): ServerGeminiContentEvent => ({
type: GeminiEventType.Content,
value: content,
});
const createRepetitiveContent = (id: number, length: number): string => {
const baseString = `This is a unique sentence, id=${id}. `;
let content = '';
while (content.length < length) {
content += baseString;
}
return content.slice(0, length);
};
describe('Tool Call Loop Detection', () => {
it(`should not detect a loop for fewer than TOOL_CALL_LOOP_THRESHOLD identical calls`, () => {
const event = createToolCallRequestEvent('testTool', { param: 'value' });
for (let i = 0; i < TOOL_CALL_LOOP_THRESHOLD - 1; i++) {
expect(service.addAndCheck(event)).toBe(false);
}
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it(`should detect a loop on the TOOL_CALL_LOOP_THRESHOLD-th identical call`, () => {
const event = createToolCallRequestEvent('testTool', { param: 'value' });
for (let i = 0; i < TOOL_CALL_LOOP_THRESHOLD - 1; i++) {
service.addAndCheck(event);
}
expect(service.addAndCheck(event)).toBe(true);
expect(loggers.logLoopDetected).toHaveBeenCalledTimes(1);
});
it('should detect a loop on subsequent identical calls', () => {
const event = createToolCallRequestEvent('testTool', { param: 'value' });
for (let i = 0; i < TOOL_CALL_LOOP_THRESHOLD; i++) {
service.addAndCheck(event);
}
expect(service.addAndCheck(event)).toBe(true);
expect(loggers.logLoopDetected).toHaveBeenCalledTimes(1);
});
it('should not detect a loop for different tool calls', () => {
const event1 = createToolCallRequestEvent('testTool', {
param: 'value1',
});
const event2 = createToolCallRequestEvent('testTool', {
param: 'value2',
});
const event3 = createToolCallRequestEvent('anotherTool', {
param: 'value1',
});
for (let i = 0; i < TOOL_CALL_LOOP_THRESHOLD - 2; i++) {
expect(service.addAndCheck(event1)).toBe(false);
expect(service.addAndCheck(event2)).toBe(false);
expect(service.addAndCheck(event3)).toBe(false);
}
});
it('should not reset tool call counter for other event types', () => {
const toolCallEvent = createToolCallRequestEvent('testTool', {
param: 'value',
});
const otherEvent = {
type: 'thought',
} as unknown as ServerGeminiStreamEvent;
// Send events just below the threshold
for (let i = 0; i < TOOL_CALL_LOOP_THRESHOLD - 1; i++) {
expect(service.addAndCheck(toolCallEvent)).toBe(false);
}
// Send a different event type
expect(service.addAndCheck(otherEvent)).toBe(false);
// Send the tool call event again, which should now trigger the loop
expect(service.addAndCheck(toolCallEvent)).toBe(true);
expect(loggers.logLoopDetected).toHaveBeenCalledTimes(1);
});
});
describe('Content Loop Detection', () => {
const generateRandomString = (length: number) => {
let result = '';
const characters =
'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789';
const charactersLength = characters.length;
for (let i = 0; i < length; i++) {
result += characters.charAt(
Math.floor(Math.random() * charactersLength),
);
}
return result;
};
it('should not detect a loop for random content', () => {
service.reset('');
for (let i = 0; i < 1000; i++) {
const content = generateRandomString(10);
const isLoop = service.addAndCheck(createContentEvent(content));
expect(isLoop).toBe(false);
}
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should detect a loop when a chunk of content repeats consecutively', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
let isLoop = false;
for (let i = 0; i < CONTENT_LOOP_THRESHOLD; i++) {
isLoop = service.addAndCheck(createContentEvent(repeatedContent));
}
expect(isLoop).toBe(true);
expect(loggers.logLoopDetected).toHaveBeenCalledTimes(1);
});
it('should not detect a loop if repetitions are very far apart', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
const fillerContent = generateRandomString(500);
let isLoop = false;
for (let i = 0; i < CONTENT_LOOP_THRESHOLD; i++) {
isLoop = service.addAndCheck(createContentEvent(repeatedContent));
isLoop = service.addAndCheck(createContentEvent(fillerContent));
}
expect(isLoop).toBe(false);
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
});
describe('Content Loop Detection with Code Blocks', () => {
it('should not detect a loop when repetitive content is inside a code block', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
service.addAndCheck(createContentEvent('```\n'));
for (let i = 0; i < CONTENT_LOOP_THRESHOLD; i++) {
const isLoop = service.addAndCheck(createContentEvent(repeatedContent));
expect(isLoop).toBe(false);
}
const isLoop = service.addAndCheck(createContentEvent('\n```'));
expect(isLoop).toBe(false);
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should not detect loops when content transitions into a code block', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
// Add some repetitive content outside of code block
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 2; i++) {
service.addAndCheck(createContentEvent(repeatedContent));
}
// Now transition into a code block - this should prevent loop detection
// even though we were already close to the threshold
const codeBlockStart = '```javascript\n';
const isLoop = service.addAndCheck(createContentEvent(codeBlockStart));
expect(isLoop).toBe(false);
// Continue adding repetitive content inside the code block - should not trigger loop
for (let i = 0; i < CONTENT_LOOP_THRESHOLD; i++) {
const isLoopInside = service.addAndCheck(
createContentEvent(repeatedContent),
);
expect(isLoopInside).toBe(false);
}
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should skip loop detection when already inside a code block (this.inCodeBlock)', () => {
service.reset('');
// Start with content that puts us inside a code block
service.addAndCheck(createContentEvent('Here is some code:\n```\n'));
// Verify we are now inside a code block and any content should be ignored for loop detection
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
for (let i = 0; i < CONTENT_LOOP_THRESHOLD + 5; i++) {
const isLoop = service.addAndCheck(createContentEvent(repeatedContent));
expect(isLoop).toBe(false);
}
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should correctly track inCodeBlock state with multiple fence transitions', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
// Outside code block - should track content
service.addAndCheck(createContentEvent('Normal text '));
// Enter code block (1 fence) - should stop tracking
const enterResult = service.addAndCheck(createContentEvent('```\n'));
expect(enterResult).toBe(false);
// Inside code block - should not track loops
for (let i = 0; i < 5; i++) {
const insideResult = service.addAndCheck(
createContentEvent(repeatedContent),
);
expect(insideResult).toBe(false);
}
// Exit code block (2nd fence) - should reset tracking but still return false
const exitResult = service.addAndCheck(createContentEvent('```\n'));
expect(exitResult).toBe(false);
// Enter code block again (3rd fence) - should stop tracking again
const reenterResult = service.addAndCheck(
createContentEvent('```python\n'),
);
expect(reenterResult).toBe(false);
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should detect a loop when repetitive content is outside a code block', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
service.addAndCheck(createContentEvent('```'));
service.addAndCheck(createContentEvent('\nsome code\n'));
service.addAndCheck(createContentEvent('```'));
let isLoop = false;
for (let i = 0; i < CONTENT_LOOP_THRESHOLD; i++) {
isLoop = service.addAndCheck(createContentEvent(repeatedContent));
}
expect(isLoop).toBe(true);
expect(loggers.logLoopDetected).toHaveBeenCalledTimes(1);
});
it('should handle content with multiple code blocks and no loops', () => {
service.reset('');
service.addAndCheck(createContentEvent('```\ncode1\n```'));
service.addAndCheck(createContentEvent('\nsome text\n'));
const isLoop = service.addAndCheck(createContentEvent('```\ncode2\n```'));
expect(isLoop).toBe(false);
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should handle content with mixed code blocks and looping text', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
service.addAndCheck(createContentEvent('```'));
service.addAndCheck(createContentEvent('\ncode1\n'));
service.addAndCheck(createContentEvent('```'));
let isLoop = false;
for (let i = 0; i < CONTENT_LOOP_THRESHOLD; i++) {
isLoop = service.addAndCheck(createContentEvent(repeatedContent));
}
expect(isLoop).toBe(true);
expect(loggers.logLoopDetected).toHaveBeenCalledTimes(1);
});
it('should not detect a loop for a long code block with some repeating tokens', () => {
service.reset('');
const repeatingTokens =
'for (let i = 0; i < 10; i++) { console.log(i); }';
service.addAndCheck(createContentEvent('```\n'));
for (let i = 0; i < 20; i++) {
const isLoop = service.addAndCheck(createContentEvent(repeatingTokens));
expect(isLoop).toBe(false);
}
const isLoop = service.addAndCheck(createContentEvent('\n```'));
expect(isLoop).toBe(false);
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should reset tracking when a code fence is found', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
service.addAndCheck(createContentEvent(repeatedContent));
}
// This should not trigger a loop because of the reset
service.addAndCheck(createContentEvent('```'));
// We are now in a code block, so loop detection should be off.
// Let's add the repeated content again, it should not trigger a loop.
let isLoop = false;
for (let i = 0; i < CONTENT_LOOP_THRESHOLD; i++) {
isLoop = service.addAndCheck(createContentEvent(repeatedContent));
expect(isLoop).toBe(false);
}
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should reset tracking when a table is detected', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
service.addAndCheck(createContentEvent(repeatedContent));
}
// This should reset tracking and not trigger a loop
service.addAndCheck(createContentEvent('| Column 1 | Column 2 |'));
// Add more repeated content after table - should not trigger loop
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
const isLoop = service.addAndCheck(createContentEvent(repeatedContent));
expect(isLoop).toBe(false);
}
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should reset tracking when a list item is detected', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
service.addAndCheck(createContentEvent(repeatedContent));
}
// This should reset tracking and not trigger a loop
service.addAndCheck(createContentEvent('* List item'));
// Add more repeated content after list - should not trigger loop
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
const isLoop = service.addAndCheck(createContentEvent(repeatedContent));
expect(isLoop).toBe(false);
}
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should reset tracking when a heading is detected', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
service.addAndCheck(createContentEvent(repeatedContent));
}
// This should reset tracking and not trigger a loop
service.addAndCheck(createContentEvent('## Heading'));
// Add more repeated content after heading - should not trigger loop
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
const isLoop = service.addAndCheck(createContentEvent(repeatedContent));
expect(isLoop).toBe(false);
}
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should reset tracking when a blockquote is detected', () => {
service.reset('');
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
service.addAndCheck(createContentEvent(repeatedContent));
}
// This should reset tracking and not trigger a loop
service.addAndCheck(createContentEvent('> Quote text'));
// Add more repeated content after blockquote - should not trigger loop
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
const isLoop = service.addAndCheck(createContentEvent(repeatedContent));
expect(isLoop).toBe(false);
}
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should reset tracking for various list item formats', () => {
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
// Test different list formats - make sure they start at beginning of line
const listFormats = [
'* Bullet item',
'- Dash item',
'+ Plus item',
'1. Numbered item',
'42. Another numbered item',
];
listFormats.forEach((listFormat, index) => {
service.reset('');
// Build up to near threshold
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
service.addAndCheck(createContentEvent(repeatedContent));
}
// Reset should occur with list item - add newline to ensure it starts at beginning
service.addAndCheck(createContentEvent('\n' + listFormat));
// Should not trigger loop after reset - use different content to avoid any cached state issues
const newRepeatedContent = createRepetitiveContent(
index + 100,
CONTENT_CHUNK_SIZE,
);
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
const isLoop = service.addAndCheck(
createContentEvent(newRepeatedContent),
);
expect(isLoop).toBe(false);
}
});
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should reset tracking for various table formats', () => {
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
const tableFormats = [
'| Column 1 | Column 2 |',
'|---|---|',
'|++|++|',
'+---+---+',
];
tableFormats.forEach((tableFormat, index) => {
service.reset('');
// Build up to near threshold
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
service.addAndCheck(createContentEvent(repeatedContent));
}
// Reset should occur with table format - add newline to ensure it starts at beginning
service.addAndCheck(createContentEvent('\n' + tableFormat));
// Should not trigger loop after reset - use different content to avoid any cached state issues
const newRepeatedContent = createRepetitiveContent(
index + 200,
CONTENT_CHUNK_SIZE,
);
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
const isLoop = service.addAndCheck(
createContentEvent(newRepeatedContent),
);
expect(isLoop).toBe(false);
}
});
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should reset tracking for various heading levels', () => {
const repeatedContent = createRepetitiveContent(1, CONTENT_CHUNK_SIZE);
const headingFormats = [
'# H1 Heading',
'## H2 Heading',
'### H3 Heading',
'#### H4 Heading',
'##### H5 Heading',
'###### H6 Heading',
];
headingFormats.forEach((headingFormat, index) => {
service.reset('');
// Build up to near threshold
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
service.addAndCheck(createContentEvent(repeatedContent));
}
// Reset should occur with heading - add newline to ensure it starts at beginning
service.addAndCheck(createContentEvent('\n' + headingFormat));
// Should not trigger loop after reset - use different content to avoid any cached state issues
const newRepeatedContent = createRepetitiveContent(
index + 300,
CONTENT_CHUNK_SIZE,
);
for (let i = 0; i < CONTENT_LOOP_THRESHOLD - 1; i++) {
const isLoop = service.addAndCheck(
createContentEvent(newRepeatedContent),
);
expect(isLoop).toBe(false);
}
});
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
});
describe('Edge Cases', () => {
it('should handle empty content', () => {
const event = createContentEvent('');
expect(service.addAndCheck(event)).toBe(false);
});
});
describe('Reset Functionality', () => {
it('tool call should reset content count', () => {
const contentEvent = createContentEvent('Some content.');
const toolEvent = createToolCallRequestEvent('testTool', {
param: 'value',
});
for (let i = 0; i < 9; i++) {
service.addAndCheck(contentEvent);
}
service.addAndCheck(toolEvent);
// Should start fresh
expect(service.addAndCheck(createContentEvent('Fresh content.'))).toBe(
false,
);
});
});
describe('General Behavior', () => {
it('should return false for unhandled event types', () => {
const otherEvent = {
type: 'unhandled_event',
} as unknown as ServerGeminiStreamEvent;
expect(service.addAndCheck(otherEvent)).toBe(false);
expect(service.addAndCheck(otherEvent)).toBe(false);
});
});
});
describe('LoopDetectionService LLM Checks', () => {
let service: LoopDetectionService;
let mockConfig: Config;
let mockGeminiClient: GeminiClient;
let abortController: AbortController;
beforeEach(() => {
mockGeminiClient = {
getHistory: vi.fn().mockReturnValue([]),
generateJson: vi.fn(),
} as unknown as GeminiClient;
mockConfig = {
getGeminiClient: () => mockGeminiClient,
getDebugMode: () => false,
getTelemetryEnabled: () => true,
} as unknown as Config;
service = new LoopDetectionService(mockConfig);
abortController = new AbortController();
vi.clearAllMocks();
});
afterEach(() => {
vi.restoreAllMocks();
});
const advanceTurns = async (count: number) => {
for (let i = 0; i < count; i++) {
await service.turnStarted(abortController.signal);
}
};
it('should not trigger LLM check before LLM_CHECK_AFTER_TURNS', async () => {
await advanceTurns(29);
expect(mockGeminiClient.generateJson).not.toHaveBeenCalled();
});
it('should trigger LLM check on the 30th turn', async () => {
mockGeminiClient.generateJson = vi
.fn()
.mockResolvedValue({ confidence: 0.1 });
await advanceTurns(30);
expect(mockGeminiClient.generateJson).toHaveBeenCalledTimes(1);
});
it('should detect a cognitive loop when confidence is high', async () => {
// First check at turn 30
mockGeminiClient.generateJson = vi
.fn()
.mockResolvedValue({ confidence: 0.85, reasoning: 'Repetitive actions' });
await advanceTurns(30);
expect(mockGeminiClient.generateJson).toHaveBeenCalledTimes(1);
// The confidence of 0.85 will result in a low interval.
// The interval will be: 5 + (15 - 5) * (1 - 0.85) = 5 + 10 * 0.15 = 6.5 -> rounded to 7
await advanceTurns(6); // advance to turn 36
mockGeminiClient.generateJson = vi
.fn()
.mockResolvedValue({ confidence: 0.95, reasoning: 'Repetitive actions' });
const finalResult = await service.turnStarted(abortController.signal); // This is turn 37
expect(finalResult).toBe(true);
expect(loggers.logLoopDetected).toHaveBeenCalledWith(
mockConfig,
expect.objectContaining({
'event.name': 'loop_detected',
loop_type: LoopType.LLM_DETECTED_LOOP,
}),
);
});
it('should not detect a loop when confidence is low', async () => {
mockGeminiClient.generateJson = vi
.fn()
.mockResolvedValue({ confidence: 0.5, reasoning: 'Looks okay' });
await advanceTurns(30);
const result = await service.turnStarted(abortController.signal);
expect(result).toBe(false);
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
it('should adjust the check interval based on confidence', async () => {
// Confidence is 0.0, so interval should be MAX_LLM_CHECK_INTERVAL (15)
mockGeminiClient.generateJson = vi
.fn()
.mockResolvedValue({ confidence: 0.0 });
await advanceTurns(30); // First check at turn 30
expect(mockGeminiClient.generateJson).toHaveBeenCalledTimes(1);
await advanceTurns(14); // Advance to turn 44
expect(mockGeminiClient.generateJson).toHaveBeenCalledTimes(1);
await service.turnStarted(abortController.signal); // Turn 45
expect(mockGeminiClient.generateJson).toHaveBeenCalledTimes(2);
});
it('should handle errors from generateJson gracefully', async () => {
mockGeminiClient.generateJson = vi
.fn()
.mockRejectedValue(new Error('API error'));
await advanceTurns(30);
const result = await service.turnStarted(abortController.signal);
expect(result).toBe(false);
expect(loggers.logLoopDetected).not.toHaveBeenCalled();
});
});
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