🚧 fix(docs): huggingface search callback notebok

.gitignore

@@ -5,7 +5,7 @@ __pycache__/
 
 # Custom
 data/
-*.ipynb
+/*.ipynb
 raw/
 .DS_Store
 local_example.ipynb

examples/search_qa/1_huggingface.ipynb

@@ -0,0 +1,87 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[92m🌊 SUCCESS: connected successfully to 192.168.2.69\u001b[0m\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'\\n\\nAnswer: \\n\\nBioLargo, Inc. holds substantially all of its cash equivalents in short-term money market accounts at Bank of America. As of September 30, 2023, and December 31, 2022, BioLargo, Inc. and subsidiaries had cash balances of $2,280,000 and $2,280,000, respectively.'"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from magnet.ron import milvus, llm\n",
+    "\n",
+    "config = {\n",
+    "    \"MILVUS_URI\": \"192.168.2.69\"\n",
+    "    , \"DIMENSION\": 1024\n",
+    "    , \"MODEL\": \"BAAI/bge-large-en-v1.5\"\n",
+    "    , \"INDEX\": \"test_collection\"\n",
+    "    , \"INDEX_PARAMS\": {\n",
+    "        'metric_type': 'COSINE',\n",
+    "        'index_type':'HNSW',\n",
+    "        'params': {\n",
+    "            \"efConstruction\": 40\n",
+    "            , \"M\": 48\n",
+    "        },\n",
+    "    }\n",
+    "}\n",
+    "\n",
+    "async def handle_search(q, docs):\n",
+    "    gen = llm.Generate(hf_token='hf_yourTokenHere')\n",
+    "    return await gen.ask(\n",
+    "        q = q\n",
+    "        , docs = docs\n",
+    "    )\n",
+    "\n",
+    "index = milvus.Embedder(config)\n",
+    "q = 'How is Bank of America doing?'\n",
+    "\n",
+    "results = index.search(q, limit=5, cb=handle_search)\n",
+    "await results\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}