forked from phoenix/litellm-mirror
bump ollama cookbook
This commit is contained in:
ishaan-jaff
parent
46072618b2
commit
9b3e40e4e2
1 changed files with 147 additions and 93 deletions
240
cookbook/liteLLM_Ollama.ipynb
vendored
240
cookbook/liteLLM_Ollama.ipynb
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"output_type": "stream",
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"text": [
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"Defaulting to user installation because normal site-packages is not writeable\n",
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"Requirement already satisfied: litellm==0.1.723 in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (0.1.723)\n",
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"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",
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"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",
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"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",
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"Defaulting to user installation because normal site-packages is not writeable\n",
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]
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}
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],
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"source": [
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"!pip install litellm==0.1.723\n",
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"!pip install async_generator"
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"!pip install litellm # version 0.1.724 or higher "
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]
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},
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{
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@ -45,7 +42,7 @@
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Call Ollama - llama2"
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"## Call Ollama - llama2 with Streaming"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<generator object get_ollama_response_stream at 0x108e16740>\n",
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"<generator object get_ollama_response_stream at 0x109096c10>\n",
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"{'role': 'assistant', 'content': ' I'}\n",
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"{'role': 'assistant', 'content': ' am'}\n",
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"{'role': 'assistant', 'content': \"'\"}\n",
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"{'role': 'assistant', 'content': 'm'}\n",
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"{'role': 'assistant', 'content': ' L'}\n",
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"{'role': 'assistant', 'content': 'La'}\n",
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"{'role': 'assistant', 'content': 'MA'}\n",
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"response = completion(\n",
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" model=\"ollama/llama2\", \n",
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" messages=[{ \"content\": \"respond in 20 words. who are you?\",\"role\": \"user\"}], \n",
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" api_base=\"http://localhost:11434\", \n",
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" api_base=\"http://localhost:11434\",\n",
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" stream=True\n",
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")\n",
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"print(response)\n",
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Defaulting to user installation because normal site-packages is not writeable\n",
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"Requirement already satisfied: async_generator in /Users/ishaanjaffer/Library/Python/3.9/lib/python/site-packages (1.10)\n"
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]
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}
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],
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"source": [
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"# litellm uses async_generator for ollama async streaming, ensure it's installed\n",
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"!pip install async_generator"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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@ -122,16 +139,13 @@
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"output_type": "stream",
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"text": [
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' I'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' am'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' a'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' text'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': '-'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': 'based'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': \"'\"}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': 'm'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' just'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' an'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' A'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': 'I'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' language'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' model'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' and'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ','}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' I'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' don'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': \"'\"}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': 'time'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' weather'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' information'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': '.'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': 'ℝ'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' However'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ','}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' I'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' can'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' tell'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' you'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' the'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' or'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' current'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' weather'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' conditions'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' for'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' a'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' in'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' your'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' specific'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' location'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': '.'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' живело'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' can'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' provide'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' you'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' with'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' weather'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' forec'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': 'asts'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' and'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' information'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' for'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' your'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' location'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' if'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' you'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' provide'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' me'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' with'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' the'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' city'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' or'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' zip'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' code'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' would'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' like'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': '.'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' Alternatively'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ','}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' Please'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' let'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' me'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' know'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' where'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' you'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' are'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' located'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ','}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' and'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' I'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' will'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' do'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' my'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' best'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' to'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' assist'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' you'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' can'}}]}\n",
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"{'choices': [{'delta': {'role': 'assistant', 'content': ' check'}}]}\n",
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"{'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"
|
||||
]
|
||||
},
|
||||
{
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue