Created using Colab

notebooks/06-Evaluate_RAG.ipynb

@@ -70,33 +70,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 20,
+      "execution_count": 1,
       "metadata": {
-        "id": "SQP87lHczHKc",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 347
-        },
-        "outputId": "9dc1e9a0-563e-433c-fb4e-0c89aad673d3"
+        "id": "SQP87lHczHKc"
       },
-      "outputs": [
-        {
-          "output_type": "error",
-          "ename": "UniqueConstraintError",
-          "evalue": "Collection mini-llama-articles already exists",
-          "traceback": [
-            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-            "\u001b[0;31mUniqueConstraintError\u001b[0m                     Traceback (most recent call last)",
-            "\u001b[0;32m<ipython-input-20-4ac6d660d5b1>\u001b[0m in \u001b[0;36m<cell line: 6>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;31m# chromadb.EphemeralClient saves data in-memory.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mchroma_client\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mchromadb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPersistentClient\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"./mini-llama-articles\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mchroma_collection\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mchroma_client\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreate_collection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"mini-llama-articles\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/api/client.py\u001b[0m in \u001b[0;36mcreate_collection\u001b[0;34m(self, name, metadata, embedding_function, data_loader, get_or_create)\u001b[0m\n\u001b[1;32m    196\u001b[0m         \u001b[0mget_or_create\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    197\u001b[0m     ) -> Collection:\n\u001b[0;32m--> 198\u001b[0;31m         return self._server.create_collection(\n\u001b[0m\u001b[1;32m    199\u001b[0m             \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    200\u001b[0m             \u001b[0mmetadata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/telemetry/opentelemetry/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    141\u001b[0m                 \u001b[0;32mglobal\u001b[0m \u001b[0mtracer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgranularity\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    142\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mtrace_granularity\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mgranularity\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 143\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    144\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mtracer\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    145\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/api/segment.py\u001b[0m in \u001b[0;36mcreate_collection\u001b[0;34m(self, name, metadata, embedding_function, data_loader, get_or_create, tenant, database)\u001b[0m\n\u001b[1;32m    171\u001b[0m         \u001b[0mid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0muuid4\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    172\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 173\u001b[0;31m         coll, created = self._sysdb.create_collection(\n\u001b[0m\u001b[1;32m    174\u001b[0m             \u001b[0mid\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mid\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    175\u001b[0m             \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/telemetry/opentelemetry/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    141\u001b[0m                 \u001b[0;32mglobal\u001b[0m \u001b[0mtracer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgranularity\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    142\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mtrace_granularity\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mgranularity\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 143\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    144\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mtracer\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    145\u001b[0m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/chromadb/db/mixins/sysdb.py\u001b[0m in \u001b[0;36mcreate_collection\u001b[0;34m(self, id, name, metadata, dimension, get_or_create, tenant, database)\u001b[0m\n\u001b[1;32m    218\u001b[0m                 )\n\u001b[1;32m    219\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 220\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mUniqueConstraintError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Collection {name} already exists\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    221\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    222\u001b[0m         collection = Collection(\n",
-            "\u001b[0;31mUniqueConstraintError\u001b[0m: Collection mini-llama-articles already exists"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "import chromadb\n",
         "\n",