Updated default embedder
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@@ -1,6 +1,6 @@
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{
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{
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"name": "@ztimson/ai-utils",
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"name": "@ztimson/ai-utils",
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"version": "0.5.1",
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"version": "0.5.2",
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"description": "AI Utility library",
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"description": "AI Utility library",
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"author": "Zak Timson",
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"author": "Zak Timson",
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"license": "MIT",
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"license": "MIT",
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@@ -10,6 +10,8 @@ export type AbortablePromise<T> = Promise<T> & {
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export type AiOptions = {
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export type AiOptions = {
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/** Path to models */
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/** Path to models */
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path?: string;
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path?: string;
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/** Embedding model */
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embedder?: string; // all-MiniLM-L6-v2, bge-small-en-v1.5, bge-large-en-v1.5
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/** Large language models, first is default */
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/** Large language models, first is default */
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llm?: Omit<LLMRequest, 'model'> & {
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llm?: Omit<LLMRequest, 'model'> & {
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models: {[model: string]: AnthropicConfig | OllamaConfig | OpenAiConfig};
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models: {[model: string]: AnthropicConfig | OllamaConfig | OpenAiConfig};
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@@ -1,11 +1,11 @@
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import { pipeline } from '@xenova/transformers';
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import { pipeline } from '@xenova/transformers';
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import { parentPort } from 'worker_threads';
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import { parentPort } from 'worker_threads';
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let model: any;
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let embedder: any;
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parentPort?.on('message', async ({ id, text }) => {
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parentPort?.on('message', async ({ id, text, model }) => {
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if(!model) model = await pipeline('feature-extraction', 'Xenova/all-MiniLM-L6-v2');
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if(!embedder) embedder = await pipeline('feature-extraction', 'Xenova/' + model);
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const output = await model(text, { pooling: 'mean', normalize: true });
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const output = await embedder(text, { pooling: 'mean', normalize: true });
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const embedding = Array.from(output.data);
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const embedding = Array.from(output.data);
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parentPort?.postMessage({ id, embedding });
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parentPort?.postMessage({ id, embedding });
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});
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});
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@@ -271,7 +271,7 @@ class LLM {
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return new Promise((resolve, reject) => {
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return new Promise((resolve, reject) => {
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const id = this.embedId++;
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const id = this.embedId++;
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this.embedQueue.set(id, { resolve, reject });
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this.embedQueue.set(id, { resolve, reject });
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this.embedWorker?.postMessage({ id, text });
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this.embedWorker?.postMessage({ id, text, model: this.ai.options?.embedder || 'bge-small-en-v1.5' });
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});
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});
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};
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};
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const chunks = this.chunk(target, maxTokens, overlapTokens);
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const chunks = this.chunk(target, maxTokens, overlapTokens);
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