diff --git a/cookbook/liteLLM_Ollama.ipynb b/cookbook/liteLLM_Ollama.ipynb
index b378558d2..7953972d9 100644
--- a/cookbook/liteLLM_Ollama.ipynb
+++ b/cookbook/liteLLM_Ollama.ipynb
@@ -10,34 +10,31 @@
      "output_type": "stream",
      "text": [
       "Defaulting to user installation because normal site-packages is not writeable\n",
-      "Requirement already satisfied: litellm==0.1.723 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (0.1.723)\n",
-      "Requirement already satisfied: importlib-metadata<7.0.0,>=6.8.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from litellm==0.1.723) (6.8.0)\n",
-      "Requirement already satisfied: openai<0.29.0,>=0.27.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from litellm==0.1.723) (0.28.0)\n",
-      "Requirement already satisfied: python-dotenv>=0.2.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from litellm==0.1.723) (1.0.0)\n",
-      "Requirement already satisfied: tiktoken<0.5.0,>=0.4.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from litellm==0.1.723) (0.4.0)\n",
-      "Requirement already satisfied: zipp>=0.5 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from importlib-metadata<7.0.0,>=6.8.0->litellm==0.1.723) (3.15.0)\n",
-      "Requirement already satisfied: requests>=2.20 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from openai<0.29.0,>=0.27.0->litellm==0.1.723) (2.28.2)\n",
-      "Requirement already satisfied: tqdm in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from openai<0.29.0,>=0.27.0->litellm==0.1.723) (4.65.0)\n",
-      "Requirement already satisfied: aiohttp in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from openai<0.29.0,>=0.27.0->litellm==0.1.723) (3.8.4)\n",
-      "Requirement already satisfied: regex>=2022.1.18 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from tiktoken<0.5.0,>=0.4.0->litellm==0.1.723) (2023.6.3)\n",
-      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from requests>=2.20->openai<0.29.0,>=0.27.0->litellm==0.1.723) (3.1.0)\n",
-      "Requirement already satisfied: idna<4,>=2.5 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from requests>=2.20->openai<0.29.0,>=0.27.0->litellm==0.1.723) (3.4)\n",
-      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from requests>=2.20->openai<0.29.0,>=0.27.0->litellm==0.1.723) (1.26.6)\n",
-      "Requirement already satisfied: certifi>=2017.4.17 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from requests>=2.20->openai<0.29.0,>=0.27.0->litellm==0.1.723) (2023.5.7)\n",
-      "Requirement already satisfied: attrs>=17.3.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.723) (23.1.0)\n",
-      "Requirement already satisfied: multidict<7.0,>=4.5 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.723) (6.0.4)\n",
-      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.723) (4.0.2)\n",
-      "Requirement already satisfied: yarl<2.0,>=1.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.723) (1.9.2)\n",
-      "Requirement already satisfied: frozenlist>=1.1.1 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.723) (1.3.3)\n",
-      "Requirement already satisfied: aiosignal>=1.1.2 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.723) (1.3.1)\n",
-      "Defaulting to user installation because normal site-packages is not writeable\n",
-      "Requirement already satisfied: async_generator in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (1.10)\n"
+      "Requirement already satisfied: litellm==0.1.724 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (0.1.724)\n",
+      "Requirement already satisfied: importlib-metadata<7.0.0,>=6.8.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from litellm==0.1.724) (6.8.0)\n",
+      "Requirement already satisfied: openai<0.29.0,>=0.27.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from litellm==0.1.724) (0.28.0)\n",
+      "Requirement already satisfied: python-dotenv>=0.2.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from litellm==0.1.724) (1.0.0)\n",
+      "Requirement already satisfied: tiktoken<0.5.0,>=0.4.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from litellm==0.1.724) (0.4.0)\n",
+      "Requirement already satisfied: zipp>=0.5 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from importlib-metadata<7.0.0,>=6.8.0->litellm==0.1.724) (3.15.0)\n",
+      "Requirement already satisfied: requests>=2.20 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from openai<0.29.0,>=0.27.0->litellm==0.1.724) (2.28.2)\n",
+      "Requirement already satisfied: tqdm in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from openai<0.29.0,>=0.27.0->litellm==0.1.724) (4.65.0)\n",
+      "Requirement already satisfied: aiohttp in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from openai<0.29.0,>=0.27.0->litellm==0.1.724) (3.8.4)\n",
+      "Requirement already satisfied: regex>=2022.1.18 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from tiktoken<0.5.0,>=0.4.0->litellm==0.1.724) (2023.6.3)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from requests>=2.20->openai<0.29.0,>=0.27.0->litellm==0.1.724) (3.1.0)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from requests>=2.20->openai<0.29.0,>=0.27.0->litellm==0.1.724) (3.4)\n",
+      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from requests>=2.20->openai<0.29.0,>=0.27.0->litellm==0.1.724) (1.26.6)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from requests>=2.20->openai<0.29.0,>=0.27.0->litellm==0.1.724) (2023.5.7)\n",
+      "Requirement already satisfied: attrs>=17.3.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.724) (23.1.0)\n",
+      "Requirement already satisfied: multidict<7.0,>=4.5 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.724) (6.0.4)\n",
+      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.724) (4.0.2)\n",
+      "Requirement already satisfied: yarl<2.0,>=1.0 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.724) (1.9.2)\n",
+      "Requirement already satisfied: frozenlist>=1.1.1 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.724) (1.3.3)\n",
+      "Requirement already satisfied: aiosignal>=1.1.2 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (from aiohttp->openai<0.29.0,>=0.27.0->litellm==0.1.724) (1.3.1)\n"
      ]
     }
    ],
    "source": [
-    "!pip install litellm==0.1.723\n",
-    "!pip install async_generator"
+    "!pip install litellm # version 0.1.724 or higher "
    ]
   },
   {
@@ -45,7 +42,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Call Ollama - llama2"
+    "## Call Ollama - llama2 with Streaming"
    ]
   },
   {
@@ -57,9 +54,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "<generator object get_ollama_response_stream at 0x108e16740>\n",
+      "<generator object get_ollama_response_stream at 0x109096c10>\n",
       "{'role': 'assistant', 'content': ' I'}\n",
-      "{'role': 'assistant', 'content': ' am'}\n",
+      "{'role': 'assistant', 'content': \"'\"}\n",
+      "{'role': 'assistant', 'content': 'm'}\n",
       "{'role': 'assistant', 'content': ' L'}\n",
       "{'role': 'assistant', 'content': 'La'}\n",
       "{'role': 'assistant', 'content': 'MA'}\n",
@@ -96,7 +94,7 @@
     "response = completion(\n",
     "    model=\"ollama/llama2\", \n",
     "    messages=[{ \"content\": \"respond in 20 words. who are you?\",\"role\": \"user\"}], \n",
-    "    api_base=\"http://localhost:11434\", \n",
+    "    api_base=\"http://localhost:11434\",\n",
     "    stream=True\n",
     ")\n",
     "print(response)\n",
@@ -114,7 +112,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Defaulting to user installation because normal site-packages is not writeable\n",
+      "Requirement already satisfied: async_generator in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (1.10)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# litellm uses async_generator for ollama async streaming, ensure it's installed\n",
+    "!pip install async_generator"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -122,16 +139,13 @@
      "output_type": "stream",
      "text": [
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' I'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' am'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' a'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' text'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': '-'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': 'based'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': \"'\"}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': 'm'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' just'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' an'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' A'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': 'I'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' language'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' model'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' and'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ','}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' I'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' don'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': \"'\"}}]}\n",
@@ -144,71 +158,53 @@
       "{'choices': [{'delta': {'role': 'assistant', 'content': 'time'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' weather'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' information'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': '.'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': 'ℝ'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' However'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ','}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' I'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' can'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' tell'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' you'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' the'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' or'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' current'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' weather'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' conditions'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' for'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' a'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' in'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' your'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' specific'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' location'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': '.'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' живело'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' can'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' provide'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' you'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' with'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' weather'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' forec'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': 'asts'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' and'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' information'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' for'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' your'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' location'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' if'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' you'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' provide'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' me'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' with'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' the'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' city'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' or'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' zip'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' code'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' would'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' like'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': '.'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' Alternatively'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ','}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' Please'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' let'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' me'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' know'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' where'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' you'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' are'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' located'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ','}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' and'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' I'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' will'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' do'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' my'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' best'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' to'}}]}\n",
+      "{'choices': [{'delta': {'role': 'assistant', 'content': ' assist'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': ' you'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' can'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' check'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' the'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' weather'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' for'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' any'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' location'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' in'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' the'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' world'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' by'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' using'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' a'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' search'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' engine'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' or'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' visit'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': 'ing'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' a'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' weather'}}]}\n",
-      "{'choices': [{'delta': {'role': 'assistant', 'content': ' website'}}]}\n",
       "{'choices': [{'delta': {'role': 'assistant', 'content': '.'}}]}\n",
       "None\n"
      ]
-    },
-    {
-     "ename": "TypeError",
-     "evalue": "'async for' requires an object with __aiter__ method, got NoneType",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[4], line 15\u001b[0m\n\u001b[1;32m     13\u001b[0m result \u001b[39m=\u001b[39m \u001b[39mawait\u001b[39;00m async_ollama()\n\u001b[1;32m     14\u001b[0m \u001b[39mprint\u001b[39m(result)\n\u001b[0;32m---> 15\u001b[0m \u001b[39masync\u001b[39;00m \u001b[39mfor\u001b[39;00m chunk \u001b[39min\u001b[39;00m result:\n\u001b[1;32m     16\u001b[0m     \u001b[39mprint\u001b[39m(chunk)\n",
-      "\u001b[0;31mTypeError\u001b[0m: 'async for' requires an object with __aiter__ method, got NoneType"
-     ]
     }
    ],
    "source": [
@@ -226,8 +222,66 @@
     "\n",
     "result = await async_ollama()\n",
     "print(result)\n",
-    "async for chunk in result:\n",
-    "    print(chunk)"
+    "\n",
+    "try:\n",
+    "    async for chunk in result:\n",
+    "        print(chunk)\n",
+    "except TypeError: # the last chunk is None from Ollama, this raises an error with async streaming\n",
+    "    pass"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Completion Call"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\n",
+      "  \"object\": \"chat.completion\",\n",
+      "  \"choices\": [\n",
+      "    {\n",
+      "      \"finish_reason\": \"stop\",\n",
+      "      \"index\": 0,\n",
+      "      \"message\": {\n",
+      "        \"content\": \" I'm LLaMA, an AI assistant developed by Meta AI that can understand and respond to human input in a conversational manner.\",\n",
+      "        \"role\": \"assistant\",\n",
+      "        \"logprobs\": null\n",
+      "      }\n",
+      "    }\n",
+      "  ],\n",
+      "  \"id\": \"chatcmpl-ea7b8242-791f-4656-ba12-e098edeb960e\",\n",
+      "  \"created\": 1695324686.6696231,\n",
+      "  \"response_ms\": 4072.3050000000003,\n",
+      "  \"model\": \"ollama/llama2\",\n",
+      "  \"usage\": {\n",
+      "    \"prompt_tokens\": 10,\n",
+      "    \"completion_tokens\": 27,\n",
+      "    \"total_tokens\": 37\n",
+      "  }\n",
+      "}\n"
+     ]
+    }
+   ],
+   "source": [
+    "from litellm import completion\n",
+    "\n",
+    "response = completion(\n",
+    "    model=\"ollama/llama2\", \n",
+    "    messages=[{ \"content\": \"respond in 20 words. who are you?\",\"role\": \"user\"}], \n",
+    "    api_base=\"http://localhost:11434\"\n",
+    ")\n",
+    "print(response)\n"
    ]
   },
   {