mirror of
https://github.com/diegosouzapw/OmniRoute.git
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174 lines
5.1 KiB
TypeScript
174 lines
5.1 KiB
TypeScript
/**
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* Embedding Provider Registry
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*
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* Defines providers that support the /v1/embeddings endpoint.
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* All providers use the OpenAI-compatible format.
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*
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* API keys are stored in the same provider credentials system,
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* keyed by provider ID (e.g. "nebius", "openai").
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*/
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export interface EmbeddingProvider {
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id: string;
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baseUrl: string;
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authType: string;
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authHeader: string;
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models: { id: string; name: string; dimensions?: number }[];
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}
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export interface EmbeddingProviderNodeRow {
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id?: string;
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prefix: string;
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name: string;
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baseUrl: string;
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apiType?: string;
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}
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/**
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* Build a dynamic EmbeddingProvider from a local provider_node.
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* Only used for local providers (localhost) — caller must filter by hostname.
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*/
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export function buildDynamicEmbeddingProvider(node: EmbeddingProviderNodeRow): EmbeddingProvider {
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if (!node.prefix || !node.baseUrl) {
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throw new Error(`Invalid provider_node: missing prefix or baseUrl`);
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}
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if (node.prefix.includes("/") || node.prefix.includes(" ")) {
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throw new Error(`Invalid provider_node prefix "${node.prefix}": must not contain / or spaces`);
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}
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const baseUrl = node.baseUrl.replace(/\/+$/, "");
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return {
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id: node.prefix,
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baseUrl: `${baseUrl}/embeddings`,
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authType: "none",
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authHeader: "none",
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models: [],
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};
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}
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export const EMBEDDING_PROVIDERS: Record<string, EmbeddingProvider> = {
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nebius: {
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id: "nebius",
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baseUrl: "https://api.tokenfactory.nebius.com/v1/embeddings",
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authType: "apikey",
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authHeader: "bearer",
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models: [{ id: "Qwen/Qwen3-Embedding-8B", name: "Qwen3 Embedding 8B", dimensions: 4096 }],
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},
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openai: {
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id: "openai",
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baseUrl: "https://api.openai.com/v1/embeddings",
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authType: "apikey",
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authHeader: "bearer",
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models: [
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{ id: "text-embedding-3-small", name: "Text Embedding 3 Small", dimensions: 1536 },
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{ id: "text-embedding-3-large", name: "Text Embedding 3 Large", dimensions: 3072 },
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{ id: "text-embedding-ada-002", name: "Text Embedding Ada 002", dimensions: 1536 },
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],
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},
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mistral: {
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id: "mistral",
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baseUrl: "https://api.mistral.ai/v1/embeddings",
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authType: "apikey",
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authHeader: "bearer",
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models: [{ id: "mistral-embed", name: "Mistral Embed", dimensions: 1024 }],
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},
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together: {
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id: "together",
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baseUrl: "https://api.together.xyz/v1/embeddings",
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authType: "apikey",
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authHeader: "bearer",
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models: [
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{ id: "BAAI/bge-large-en-v1.5", name: "BGE Large EN v1.5", dimensions: 1024 },
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{ id: "togethercomputer/m2-bert-80M-8k-retrieval", name: "M2 BERT 80M 8K", dimensions: 768 },
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],
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},
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fireworks: {
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id: "fireworks",
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baseUrl: "https://api.fireworks.ai/inference/v1/embeddings",
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authType: "apikey",
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authHeader: "bearer",
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models: [
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{ id: "nomic-ai/nomic-embed-text-v1.5", name: "Nomic Embed Text v1.5", dimensions: 768 },
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],
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},
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nvidia: {
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id: "nvidia",
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baseUrl: "https://integrate.api.nvidia.com/v1/embeddings",
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authType: "apikey",
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authHeader: "bearer",
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models: [{ id: "nvidia/nv-embedqa-e5-v5", name: "NV EmbedQA E5 v5", dimensions: 1024 }],
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},
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};
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/**
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* Get embedding provider config by ID
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*/
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export function getEmbeddingProvider(providerId: string): EmbeddingProvider | null {
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return EMBEDDING_PROVIDERS[providerId] || null;
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}
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/**
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* Parse embedding model string (format: "provider/model" or just "model")
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* Returns { provider, model }
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*/
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export function parseEmbeddingModel(
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modelStr: string | null,
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dynamicProviders?: EmbeddingProvider[]
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): { provider: string | null; model: string | null } {
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if (!modelStr) return { provider: null, model: null };
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// Check for "provider/model" format
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const slashIdx = modelStr.indexOf("/");
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if (slashIdx > 0) {
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// Phase 1: Try each hardcoded provider prefix
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for (const [providerId] of Object.entries(EMBEDDING_PROVIDERS)) {
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if (modelStr.startsWith(providerId + "/")) {
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return { provider: providerId, model: modelStr.slice(providerId.length + 1) };
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}
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}
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// Phase 2: Try dynamic provider_nodes prefix
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if (dynamicProviders) {
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for (const dp of dynamicProviders) {
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if (modelStr.startsWith(dp.id + "/")) {
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return { provider: dp.id, model: modelStr.slice(dp.id.length + 1) };
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}
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}
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}
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// Phase 3: Fallback — first segment is provider
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const provider = modelStr.slice(0, slashIdx);
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const model = modelStr.slice(slashIdx + 1);
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return { provider, model };
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}
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// No provider prefix — search hardcoded providers for the model
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for (const [providerId, config] of Object.entries(EMBEDDING_PROVIDERS)) {
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if (config.models.some((m) => m.id === modelStr)) {
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return { provider: providerId, model: modelStr };
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}
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}
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return { provider: null, model: modelStr };
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}
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/**
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* Get all embedding models as a flat list
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*/
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export function getAllEmbeddingModels() {
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const models = [];
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for (const [providerId, config] of Object.entries(EMBEDDING_PROVIDERS)) {
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for (const model of config.models) {
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models.push({
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id: `${providerId}/${model.id}`,
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name: model.name,
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provider: providerId,
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dimensions: model.dimensions,
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});
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}
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}
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return models;
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}
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