feat(llm): for sure overcomplicate what should be a very simple thing

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perf3ct 2025-06-06 20:11:33 +00:00
parent 85cfc8fbd4
commit 8f33f37de3
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3 changed files with 356 additions and 5 deletions

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@ -4,6 +4,7 @@ import { initEmbeddings } from "./index.js";
import providerManager from "../providers/providers.js";
import sqlInit from "../../sql_init.js";
import sql from "../../sql.js";
import { validateProviders, logValidationResults, hasWorkingEmbeddingProviders } from "../provider_validation.js";
/**
* Reset any stuck embedding queue items that were left in processing state
@ -45,9 +46,18 @@ export async function initializeEmbeddings() {
// Start the embedding system if AI is enabled
if (await options.getOptionBool('aiEnabled')) {
// Embedding providers will be created on-demand when needed
await initEmbeddings();
log.info("Embedding system initialized successfully.");
// Validate providers before starting the embedding system
log.info("Validating AI providers before starting embedding system...");
const validation = await validateProviders();
logValidationResults(validation);
if (await hasWorkingEmbeddingProviders()) {
// Embedding providers will be created on-demand when needed
await initEmbeddings();
log.info("Embedding system initialized successfully.");
} else {
log.info("Embedding system not started: No working embedding providers found. Please configure at least one AI provider (OpenAI, Ollama, or Voyage) to use embedding features.");
}
} else {
log.info("Embedding system disabled (AI features are turned off).");
}

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@ -22,6 +22,7 @@ import sqlInit from "../sql_init.js";
import { CONTEXT_PROMPTS } from './constants/llm_prompt_constants.js';
import { SEARCH_CONSTANTS } from './constants/search_constants.js';
import { isNoteExcludedFromAI } from "./utils/ai_exclusion_utils.js";
import { hasWorkingEmbeddingProviders } from "./provider_validation.js";
export class IndexService {
private initialized = false;
@ -61,9 +62,15 @@ export class IndexService {
}
// Check if embedding system is ready
if (!(await hasWorkingEmbeddingProviders())) {
log.info("Index service: No working embedding providers available, skipping initialization");
return;
}
const providers = await providerManager.getEnabledEmbeddingProviders();
if (!providers || providers.length === 0) {
throw new Error("No embedding providers available");
log.info("Index service: No enabled embedding providers, skipping initialization");
return;
}
// Check if this instance should process embeddings
@ -866,7 +873,11 @@ export class IndexService {
return;
}
// Verify providers are available (this will create them on-demand if needed)
// Verify providers are available
if (!(await hasWorkingEmbeddingProviders())) {
throw new Error("No working embedding providers available");
}
const providers = await providerManager.getEnabledEmbeddingProviders();
if (providers.length === 0) {
throw new Error("No embedding providers available");

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@ -0,0 +1,330 @@
/**
* Provider Validation Service
*
* Validates AI provider configurations before initializing the embedding system.
* This prevents startup errors when AI is enabled but providers are misconfigured.
*/
import log from "../log.js";
import options from "../options.js";
import type { EmbeddingProvider } from "./embeddings/embeddings_interface.js";
export interface ProviderValidationResult {
hasValidProviders: boolean;
validEmbeddingProviders: EmbeddingProvider[];
validChatProviders: string[];
errors: string[];
warnings: string[];
}
/**
* Validate all available providers without throwing errors
*/
export async function validateProviders(): Promise<ProviderValidationResult> {
const result: ProviderValidationResult = {
hasValidProviders: false,
validEmbeddingProviders: [],
validChatProviders: [],
errors: [],
warnings: []
};
try {
// Check if AI is enabled
const aiEnabled = await options.getOptionBool('aiEnabled');
if (!aiEnabled) {
result.warnings.push("AI features are disabled");
return result;
}
// Validate embedding providers
await validateEmbeddingProviders(result);
// Validate chat providers
await validateChatProviders(result);
// Determine if we have any valid providers
result.hasValidProviders = result.validEmbeddingProviders.length > 0 || result.validChatProviders.length > 0;
if (!result.hasValidProviders) {
result.errors.push("No valid AI providers are configured");
}
} catch (error: any) {
result.errors.push(`Error during provider validation: ${error.message || 'Unknown error'}`);
}
return result;
}
/**
* Validate embedding providers
*/
async function validateEmbeddingProviders(result: ProviderValidationResult): Promise<void> {
try {
// Import provider classes and check configurations
const { OpenAIEmbeddingProvider } = await import("./embeddings/providers/openai.js");
const { OllamaEmbeddingProvider } = await import("./embeddings/providers/ollama.js");
const { VoyageEmbeddingProvider } = await import("./embeddings/providers/voyage.js");
// Check OpenAI embedding provider
await validateOpenAIEmbeddingProvider(result, OpenAIEmbeddingProvider);
// Check Ollama embedding provider
await validateOllamaEmbeddingProvider(result, OllamaEmbeddingProvider);
// Check Voyage embedding provider
await validateVoyageEmbeddingProvider(result, VoyageEmbeddingProvider);
// Local provider is always available as fallback
await validateLocalEmbeddingProvider(result);
} catch (error: any) {
result.errors.push(`Error validating embedding providers: ${error.message || 'Unknown error'}`);
}
}
/**
* Validate chat providers
*/
async function validateChatProviders(result: ProviderValidationResult): Promise<void> {
try {
// Check OpenAI chat provider
const openaiApiKey = await options.getOption('openaiApiKey');
const openaiBaseUrl = await options.getOption('openaiBaseUrl');
if (openaiApiKey || openaiBaseUrl) {
if (!openaiApiKey && !openaiBaseUrl) {
result.warnings.push("OpenAI chat provider: No API key or base URL configured");
} else if (!openaiApiKey) {
result.warnings.push("OpenAI chat provider: No API key configured (may work with compatible endpoints)");
result.validChatProviders.push('openai');
} else {
result.validChatProviders.push('openai');
}
}
// Check Anthropic chat provider
const anthropicApiKey = await options.getOption('anthropicApiKey');
if (anthropicApiKey) {
result.validChatProviders.push('anthropic');
} else {
result.warnings.push("Anthropic chat provider: No API key configured");
}
// Check Ollama chat provider
const ollamaBaseUrl = await options.getOption('ollamaBaseUrl');
if (ollamaBaseUrl) {
result.validChatProviders.push('ollama');
} else {
result.warnings.push("Ollama chat provider: No base URL configured");
}
} catch (error: any) {
result.errors.push(`Error validating chat providers: ${error.message || 'Unknown error'}`);
}
}
/**
* Validate OpenAI embedding provider
*/
async function validateOpenAIEmbeddingProvider(
result: ProviderValidationResult,
OpenAIEmbeddingProvider: any
): Promise<void> {
try {
const openaiApiKey = await options.getOption('openaiApiKey');
const openaiBaseUrl = await options.getOption('openaiBaseUrl');
if (openaiApiKey || openaiBaseUrl) {
const openaiModel = await options.getOption('openaiEmbeddingModel');
const finalBaseUrl = openaiBaseUrl || 'https://api.openai.com/v1';
if (!openaiApiKey) {
result.warnings.push("OpenAI embedding provider: No API key configured (may work with compatible endpoints)");
}
const provider = new OpenAIEmbeddingProvider({
model: openaiModel,
dimension: 1536,
type: 'float32',
apiKey: openaiApiKey || '',
baseUrl: finalBaseUrl
});
result.validEmbeddingProviders.push(provider);
log.info(`Validated OpenAI embedding provider: ${openaiModel} at ${finalBaseUrl}`);
} else {
result.warnings.push("OpenAI embedding provider: No API key or base URL configured");
}
} catch (error: any) {
result.errors.push(`OpenAI embedding provider validation failed: ${error.message || 'Unknown error'}`);
}
}
/**
* Validate Ollama embedding provider
*/
async function validateOllamaEmbeddingProvider(
result: ProviderValidationResult,
OllamaEmbeddingProvider: any
): Promise<void> {
try {
const ollamaEmbeddingBaseUrl = await options.getOption('ollamaEmbeddingBaseUrl');
if (ollamaEmbeddingBaseUrl) {
const embeddingModel = await options.getOption('ollamaEmbeddingModel');
try {
const provider = new OllamaEmbeddingProvider({
model: embeddingModel,
dimension: 768,
type: 'float32',
baseUrl: ollamaEmbeddingBaseUrl
});
// Try to initialize to validate connection
await provider.initialize();
result.validEmbeddingProviders.push(provider);
log.info(`Validated Ollama embedding provider: ${embeddingModel} at ${ollamaEmbeddingBaseUrl}`);
} catch (error: any) {
result.warnings.push(`Ollama embedding provider initialization failed: ${error.message || 'Unknown error'}`);
}
} else {
result.warnings.push("Ollama embedding provider: No base URL configured");
}
} catch (error: any) {
result.errors.push(`Ollama embedding provider validation failed: ${error.message || 'Unknown error'}`);
}
}
/**
* Validate Voyage embedding provider
*/
async function validateVoyageEmbeddingProvider(
result: ProviderValidationResult,
VoyageEmbeddingProvider: any
): Promise<void> {
try {
const voyageApiKey = await options.getOption('voyageApiKey' as any);
if (voyageApiKey) {
const voyageModel = await options.getOption('voyageEmbeddingModel') || 'voyage-2';
const provider = new VoyageEmbeddingProvider({
model: voyageModel,
dimension: 1024,
type: 'float32',
apiKey: voyageApiKey,
baseUrl: 'https://api.voyageai.com/v1'
});
result.validEmbeddingProviders.push(provider);
log.info(`Validated Voyage embedding provider: ${voyageModel}`);
} else {
result.warnings.push("Voyage embedding provider: No API key configured");
}
} catch (error: any) {
result.errors.push(`Voyage embedding provider validation failed: ${error.message || 'Unknown error'}`);
}
}
/**
* Validate local embedding provider (always available as fallback)
*/
async function validateLocalEmbeddingProvider(result: ProviderValidationResult): Promise<void> {
try {
// Simple local embedding provider implementation
class SimpleLocalEmbeddingProvider {
name = "local";
config = {
model: 'local',
dimension: 384,
type: 'float32' as const
};
getConfig() {
return this.config;
}
getNormalizationStatus() {
return 0; // NormalizationStatus.NEVER
}
async generateEmbeddings(text: string): Promise<Float32Array> {
const result = new Float32Array(this.config.dimension);
for (let i = 0; i < result.length; i++) {
const charSum = Array.from(text).reduce((sum, char, idx) =>
sum + char.charCodeAt(0) * Math.sin(idx * 0.1), 0);
result[i] = Math.sin(i * 0.1 + charSum * 0.01);
}
return result;
}
async generateBatchEmbeddings(texts: string[]): Promise<Float32Array[]> {
return Promise.all(texts.map(text => this.generateEmbeddings(text)));
}
async generateNoteEmbeddings(context: any): Promise<Float32Array> {
const text = (context.title || "") + " " + (context.content || "");
return this.generateEmbeddings(text);
}
async generateBatchNoteEmbeddings(contexts: any[]): Promise<Float32Array[]> {
return Promise.all(contexts.map(context => this.generateNoteEmbeddings(context)));
}
}
const localProvider = new SimpleLocalEmbeddingProvider();
result.validEmbeddingProviders.push(localProvider as any);
log.info("Validated local embedding provider as fallback");
} catch (error: any) {
result.errors.push(`Local embedding provider validation failed: ${error.message || 'Unknown error'}`);
}
}
/**
* Check if any working providers are available for embeddings
*/
export async function hasWorkingEmbeddingProviders(): Promise<boolean> {
const validation = await validateProviders();
return validation.validEmbeddingProviders.length > 0;
}
/**
* Check if any working providers are available for chat
*/
export async function hasWorkingChatProviders(): Promise<boolean> {
const validation = await validateProviders();
return validation.validChatProviders.length > 0;
}
/**
* Get only the working embedding providers
*/
export async function getWorkingEmbeddingProviders(): Promise<EmbeddingProvider[]> {
const validation = await validateProviders();
return validation.validEmbeddingProviders;
}
/**
* Log validation results in a user-friendly way
*/
export function logValidationResults(validation: ProviderValidationResult): void {
if (validation.hasValidProviders) {
log.info(`AI provider validation passed: ${validation.validEmbeddingProviders.length} embedding providers, ${validation.validChatProviders.length} chat providers`);
if (validation.validEmbeddingProviders.length > 0) {
log.info(`Working embedding providers: ${validation.validEmbeddingProviders.map(p => p.name).join(', ')}`);
}
if (validation.validChatProviders.length > 0) {
log.info(`Working chat providers: ${validation.validChatProviders.join(', ')}`);
}
} else {
log.info("AI provider validation failed: No working providers found");
}
validation.warnings.forEach(warning => log.info(`Provider validation: ${warning}`));
validation.errors.forEach(error => log.error(`Provider validation: ${error}`));
}