Harrison/milvus (#856)

Signed-off-by: Filip Haltmayer <[email protected]>
Signed-off-by: Frank Liu <[email protected]>
Co-authored-by: Filip Haltmayer <[email protected]>
Co-authored-by: Frank Liu <[email protected]>

Author: 3 people

docs/modules/utils/combine_docs_examples/vectorstores.ipynb

@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "id": "965eecee",
    "metadata": {
     "pycharm": {
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "id": "68481687",
    "metadata": {
     "pycharm": {
@@ -51,7 +51,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "id": "015f4ff5",
    "metadata": {
     "pycharm": {
@@ -566,10 +566,74 @@
     "docs[0]"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6c3ec797",
+   "metadata": {},
+   "source": [
+    "## Milvus\n",
+    "To run, you should have a Milvus instance up and running: https://milvus.io/docs/install_standalone-docker.md"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "be347313",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain.vectorstores import Milvus"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "f2eee23f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vector_db = Milvus.from_texts(\n",
+    "    texts,\n",
+    "    embeddings,\n",
+    "    connection_args={\"host\": \"127.0.0.1\", \"port\": \"19530\"},\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "06bdb701",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "docs = vector_db.similarity_search(query)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "7b3e94aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Document(page_content='In state after state, new laws have been passed, not only to suppress the vote, but to subvert entire elections. \\n\\nWe cannot let this happen. \\n\\nTonight. I call on the Senate to: Pass the Freedom to Vote Act. Pass the John Lewis Voting Rights Act. And while you’re at it, pass the Disclose Act so Americans can know who is funding our elections. \\n\\nTonight, I’d like to honor someone who has dedicated his life to serve this country: Justice Stephen Breyer—an Army veteran, Constitutional scholar, and retiring Justice of the United States Supreme Court. Justice Breyer, thank you for your service. \\n\\nOne of the most serious constitutional responsibilities a President has is nominating someone to serve on the United States Supreme Court. \\n\\nAnd I did that 4 days ago, when I nominated Circuit Court of Appeals Judge Ketanji Brown Jackson. One of our nation’s top legal minds, who will continue Justice Breyer’s legacy of excellence.', lookup_str='', metadata={}, lookup_index=0)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "docs[0]"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8ffd66e2",
+   "id": "4af5a071",
    "metadata": {},
    "outputs": [],
    "source": []

langchain/vectorstores/__init__.py

@@ -2,6 +2,7 @@
 from langchain.vectorstores.base import VectorStore
 from langchain.vectorstores.elastic_vector_search import ElasticVectorSearch
 from langchain.vectorstores.faiss import FAISS
+from langchain.vectorstores.milvus import Milvus
 from langchain.vectorstores.pinecone import Pinecone
 from langchain.vectorstores.qdrant import Qdrant
 from langchain.vectorstores.weaviate import Weaviate
@@ -13,4 +14,5 @@
     "Pinecone",
     "Weaviate",
     "Qdrant",
+    "Milvus",
 ]