🔧 Advanced Usage Guide
This guide covers advanced features and capabilities of Eliza, including complex integrations, custom services, and specialized plugins.
Service Integration
Video Processing Service
Eliza supports advanced video processing capabilities through the VideoService
:
import { VideoService } from "@ai16z/eliza/plugin-node";
// Initialize service
const videoService = new VideoService();
// Process video content
const result = await videoService.processVideo(url, runtime);
Key features:
- Automatic video downloading
- Transcription support
- Subtitle extraction
- Cache management
- Queue processing
Image Processing
The ImageDescriptionService
provides advanced image analysis:
import { ImageDescriptionService } from "@ai16z/eliza/plugin-node";
const imageService = new ImageDescriptionService();
const description = await imageService.describeImage(imageUrl, "gpu", runtime);
Features:
- Local and cloud processing options
- CUDA acceleration support
- Automatic format handling
- GIF frame extraction
Blockchain Integration
Solana Integration
The Solana plugin provides comprehensive blockchain functionality:
import { solanaPlugin } from "@ai16z/eliza/plugin-solana";
// Initialize plugin
runtime.registerPlugin(solanaPlugin);
Token Operations
// Buy tokens
const swapResult = await swapToken(
connection,
walletPublicKey,
inputTokenCA,
outputTokenCA,
amount,
);
// Sell tokens
const sellResult = await sellToken({
sdk,
seller: walletKeypair,
mint: tokenMint,
amount: sellAmount,
priorityFee,
allowOffCurve: false,
slippage: "1",
connection,
});
Trust Score System
const trustScoreManager = new TrustScoreManager(tokenProvider, trustScoreDb);
// Generate trust scores
const score = await trustScoreManager.generateTrustScore(
tokenAddress,
recommenderId,
recommenderWallet,
);
// Monitor trade performance
await trustScoreManager.createTradePerformance(runtime, tokenAddress, userId, {
buy_amount: amount,
is_simulation: false,
});
Custom Services
Speech Generation
Implement text-to-speech capabilities:
class SpeechService extends Service implements ISpeechService {
async generate(runtime: IAgentRuntime, text: string): Promise<Readable> {
if (runtime.getSetting("ELEVENLABS_XI_API_KEY")) {
return textToSpeech(runtime, text);
}
const { audio } = await synthesize(text, {
engine: "vits",
voice: "en_US-hfc_female-medium",
});
return Readable.from(audio);
}
}
PDF Processing
Handle PDF document analysis:
class PdfService extends Service {
async convertPdfToText(pdfBuffer: Buffer): Promise<string> {
const pdf = await getDocument({ data: pdfBuffer }).promise;
const numPages = pdf.numPages;
const textPages = [];
for (let pageNum = 1; pageNum <= numPages; pageNum++) {
const page = await pdf.getPage(pageNum);
const textContent = await page.getTextContent();
const pageText = textContent.items
.filter(isTextItem)
.map((item) => item.str)
.join(" ");
textPages.push(pageText);
}
return textPages.join("\n");
}
}
Advanced Memory Management
Retrievable Memory System
class MemoryManager {
async getMemories({
agentId,
roomId,
count,
}: {
agentId: string;
roomId: string;
count: number;
}): Promise<Memory[]> {
// Implement memory retrieval logic
}
async createMemory(
memory: Memory,
allowDuplicates: boolean = false,
): Promise<void> {
// Implement memory storage logic
}
}
Trust Score Database
Implement advanced scoring systems:
class TrustScoreDatabase {
async calculateValidationTrust(tokenAddress: string): number {
const sql = `
SELECT rm.trust_score
FROM token_recommendations tr
JOIN recommender_metrics rm ON tr.recommender_id = rm.recommender_id
WHERE tr.token_address = ?;
`;
const rows = this.db.prepare(sql).all(tokenAddress);
if (rows.length === 0) return 0;
const totalTrust = rows.reduce((acc, row) => acc + row.trust_score, 0);
return totalTrust / rows.length;
}
}
Plugin Development
Creating Custom Plugins
const customPlugin: Plugin = {
name: "custom-plugin",
description: "Custom Plugin for Eliza",
actions: [
// Custom actions
],
evaluators: [
// Custom evaluators
],
providers: [
// Custom providers
],
};
Advanced Action Development
export const complexAction: Action = {
name: "COMPLEX_ACTION",
similes: ["ALTERNATIVE_NAME", "OTHER_NAME"],
validate: async (runtime: IAgentRuntime, message: Memory) => {
// Implement validation logic
return true;
},
handler: async (
runtime: IAgentRuntime,
message: Memory,
state: State,
options: { [key: string]: unknown },
callback?: HandlerCallback,
): Promise<boolean> => {
// Implement complex handling logic
return true;
},
};
Advanced Configuration
Custom Runtime Configuration
const customRuntime = new AgentRuntime({
databaseAdapter: new PostgresDatabaseAdapter(config),
modelProvider: new OpenAIProvider(apiKey),
plugins: [solanaPlugin, customPlugin],
services: [
new VideoService(),
new ImageDescriptionService(),
new SpeechService(),
],
});
Advanced Model Configuration
const modelConfig = {
modelClass: ModelClass.LARGE,
temperature: 0.7,
maxTokens: 2000,
topP: 0.9,
frequencyPenalty: 0.5,
presencePenalty: 0.5,
};
const response = await generateText({
runtime,
context: prompt,
...modelConfig,
});
Performance Optimization
Caching Strategy
class CacheManager {
private cache: NodeCache;
private cacheDir: string;
constructor() {
this.cache = new NodeCache({ stdTTL: 300 });
this.cacheDir = path.join(__dirname, "cache");
this.ensureCacheDirectoryExists();
}
private async getCachedData<T>(key: string): Promise<T | null> {
// Implement tiered caching strategy
}
}
Queue Management
class QueueManager {
private queue: string[] = [];
private processing: boolean = false;
async processQueue(): Promise<void> {
if (this.processing || this.queue.length === 0) {
return;
}
this.processing = true;
while (this.queue.length > 0) {
const item = this.queue.shift();
await this.processItem(item);
}
this.processing = false;
}
}
Best Practices
Error Handling
try {
const result = await complexOperation();
if (!result) {
throw new Error("Operation failed");
}
return result;
} catch (error) {
console.error("Error in operation:", error);
await errorReporting.log(error);
throw new OperationalError("Failed to complete operation", { cause: error });
}
Resource Management
class ResourceManager {
private resources: Map<string, Resource> = new Map();
async acquire(id: string): Promise<Resource> {
// Implement resource acquisition with timeout
}
async release(id: string): Promise<void> {
// Implement resource cleanup
}
}
Troubleshooting
Common Issues
-
Memory Leaks
- Monitor memory usage
- Implement proper cleanup
- Use WeakMap for caching
-
Performance Bottlenecks
- Profile slow operations
- Implement batching
- Use connection pooling
-
Integration Issues
- Verify API credentials
- Check network connectivity
- Validate request formatting
Debugging
const debug = require("debug")("eliza:advanced");
debug("Detailed operation info: %O", {
operation: "complexOperation",
parameters: params,
result: result,
});
Further Resources
- Infrastructure Guide for deployment
- Trust Engine Documentation for scoring system
- Autonomous Trading Guide for trading features
- Fine-tuning Guide for model optimization