diff --git a/docs/extras/integrations/vectorstores/faiss.ipynb b/docs/extras/integrations/vectorstores/faiss.ipynb
index 7fb3ff7e56..7a355c3732 100644
--- a/docs/extras/integrations/vectorstores/faiss.ipynb
+++ b/docs/extras/integrations/vectorstores/faiss.ipynb
@@ -80,7 +80,7 @@
    "source": [
     "from langchain.document_loaders import TextLoader\n",
     "\n",
-    "loader = TextLoader(\"../../../state_of_the_union.txt\")\n",
+    "loader = TextLoader(\"../../../extras/modules/state_of_the_union.txt\")\n",
     "documents = loader.load()\n",
     "text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)\n",
     "docs = text_splitter.split_documents(documents)\n",
@@ -90,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 3,
    "id": "5eabdb75",
    "metadata": {
     "tags": []
@@ -517,6 +517,67 @@
     "for doc in results:\n",
     "    print(f\"Content: {doc.page_content}, Metadata: {doc.metadata}\")"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1becca53",
+   "metadata": {},
+   "source": [
+    "## Delete\n",
+    "\n",
+    "You can also delete ids. Note that the ids to delete should be the ids in the docstore."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "1408b870",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "db.delete([db.index_to_docstore_id[0]])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "d13daf33",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Is now missing\n",
+    "0 in db.index_to_docstore_id"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "30ace43e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/libs/langchain/langchain/docstore/base.py b/libs/langchain/langchain/docstore/base.py
index 4a91680c73..b4f366fbaa 100644
--- a/libs/langchain/langchain/docstore/base.py
+++ b/libs/langchain/langchain/docstore/base.py
@@ -1,6 +1,6 @@
 """Interface to access to place that stores documents."""
 from abc import ABC, abstractmethod
-from typing import Dict, Union
+from typing import Dict, List, Union
 
 from langchain.docstore.document import Document
 
@@ -16,6 +16,10 @@ class Docstore(ABC):
         If page does not exist, return similar entries.
         """
 
+    def delete(self, ids: List) -> None:
+        """Deleting IDs from in memory dictionary."""
+        raise NotImplementedError
+
 
 class AddableMixin(ABC):
     """Mixin class that supports adding texts."""
diff --git a/libs/langchain/langchain/docstore/in_memory.py b/libs/langchain/langchain/docstore/in_memory.py
index 96b8a52ffa..6832483dd2 100644
--- a/libs/langchain/langchain/docstore/in_memory.py
+++ b/libs/langchain/langchain/docstore/in_memory.py
@@ -1,5 +1,5 @@
 """Simple in memory docstore in the form of a dict."""
-from typing import Dict, Optional, Union
+from typing import Dict, List, Optional, Union
 
 from langchain.docstore.base import AddableMixin, Docstore
 from langchain.docstore.document import Document
@@ -26,6 +26,14 @@ class InMemoryDocstore(Docstore, AddableMixin):
             raise ValueError(f"Tried to add ids that already exist: {overlapping}")
         self._dict = {**self._dict, **texts}
 
+    def delete(self, ids: List) -> None:
+        """Deleting IDs from in memory dictionary."""
+        overlapping = set(ids).intersection(self._dict)
+        if not overlapping:
+            raise ValueError(f"Tried to delete ids that does not  exist: {ids}")
+        for _id in ids:
+            self._dict.pop(_id)
+
     def search(self, search: str) -> Union[str, Document]:
         """Search via direct lookup.
 
diff --git a/libs/langchain/langchain/vectorstores/faiss.py b/libs/langchain/langchain/vectorstores/faiss.py
index a5f1ba4b61..898a96f155 100644
--- a/libs/langchain/langchain/vectorstores/faiss.py
+++ b/libs/langchain/langchain/vectorstores/faiss.py
@@ -468,6 +468,36 @@ class FAISS(VectorStore):
         )
         return docs
 
+    def delete(self, ids: Optional[List[str]] = None, **kwargs: Any) -> Optional[bool]:
+        """Delete by ID. These are the IDs in the vectorstore.
+
+        Args:
+            ids: List of ids to delete.
+
+        Returns:
+            Optional[bool]: True if deletion is successful,
+            False otherwise, None if not implemented.
+        """
+        if ids is None:
+            raise ValueError("No ids provided to delete.")
+
+        overlapping = set(ids).intersection(self.index_to_docstore_id.values())
+        if not overlapping:
+            raise ValueError("ids do not exist in the current object")
+
+        _reversed_index = {v: k for k, v in self.index_to_docstore_id.items()}
+
+        index_to_delete = [_reversed_index[i] for i in ids]
+
+        # Removing ids from index.
+        self.index.remove_ids(np.array(index_to_delete, dtype=np.int64))
+        for _id in index_to_delete:
+            del self.index_to_docstore_id[_id]
+
+        # Remove items from docstore.
+        self.docstore.delete(ids)
+        return True
+
     def merge_from(self, target: FAISS) -> None:
         """Merge another FAISS object with the current one.