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mcpedia/packages/embeddings/src/provider.ts
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import {
EMBED_API_KEY,
EMBED_BASE_URL,
EMBED_MODEL,
} from "@mcpedia/config";
export interface EmbeddingProvider {
/** Embed a batch of texts into vectors of fixed dimension. */
embed(texts: string[]): Promise<number[][]>;
readonly model: string;
readonly dimensions: number;
}
/** Pinned embedding dimension for the configured OpenRouter model. */
export const EMBED_DIM = 2048;
/**
* OpenRouter embeddings provider (we route through 9router's OpenAI-compatible
* /v1 endpoint). `encoding_format: "float"` is REQUIRED — the Nvidia-backed
* model rejects base64.
*/
export class OpenRouterEmbeddingProvider implements EmbeddingProvider {
readonly model: string;
private readonly baseUrl: string;
private readonly apiKey: string;
constructor(opts?: {
baseUrl?: string;
apiKey?: string;
model?: string;
}) {
this.baseUrl = (opts?.baseUrl ?? EMBED_BASE_URL).replace(/\/$/, "");
this.apiKey = opts?.apiKey ?? EMBED_API_KEY;
this.model = opts?.model ?? EMBED_MODEL;
if (!this.baseUrl || !this.apiKey || !this.model) {
throw new Error(
"OpenRouterEmbeddingProvider: missing EMBED_BASE_URL / EMBED_API_KEY / EMBED_MODEL",
);
}
}
get dimensions(): number {
return EMBED_DIM;
}
async embed(texts: string[]): Promise<number[][]> {
if (texts.length === 0) return [];
const res = await fetch(`${this.baseUrl}/embeddings`, {
method: "POST",
headers: {
"Content-Type": "application/json",
Authorization: `Bearer ${this.apiKey}`,
},
body: JSON.stringify({
model: this.model,
input: texts,
encoding_format: "float",
}),
});
if (!res.ok) {
const body = await res.text().catch(() => "");
throw new Error(
`embedding request failed (${res.status}): ${body.slice(0, 300)}`,
);
}
const json = (await res.json()) as {
data?: { embedding: number[] }[];
};
const data = json.data;
if (!data || data.length !== texts.length) {
throw new Error(
`embedding response mismatch: expected ${texts.length}, got ${data?.length ?? 0}`,
);
}
return data.map((d) => d.embedding);
}
}
/** Default singleton provider. */
export function createEmbeddingProvider(): EmbeddingProvider {
return new OpenRouterEmbeddingProvider();
}