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baseten docs
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ishaan-jaff
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2 changed files with 253 additions and 6 deletions
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cookbook/liteLLM_Baseten.ipynb
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238
cookbook/liteLLM_Baseten.ipynb
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{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"provenance": []
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3"
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},
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"language_info": {
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"name": "python"
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}
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},
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"cells": [
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{
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"cell_type": "markdown",
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"source": [
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"# Use liteLLM to call Falcon, Wizard, MPT 7B using OpenAI chatGPT Input/output\n",
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"\n",
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"* Falcon 7B: https://app.baseten.co/explore/falcon_7b\n",
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"* Wizard LM: https://app.baseten.co/explore/wizardlm\n",
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"* MPT 7B Base: https://app.baseten.co/explore/mpt_7b_instruct\n",
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"\n",
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"\n",
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"## Call all baseten llm models using OpenAI chatGPT Input/Output using liteLLM\n",
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"Example call\n",
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"```python\n",
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"model = \"q841o8w\" # baseten model version ID\n",
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"response = completion(model=model, messages=messages, custom_llm_provider=\"baseten\")\n",
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"```"
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],
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"metadata": {
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"id": "gZx-wHJapG5w"
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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": null,
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"metadata": {
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"id": "4JSRa0QVogPo"
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},
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"outputs": [],
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"source": [
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"!pip install litellm==0.1.399\n",
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"!pip install baseten urllib3"
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]
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},
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{
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"cell_type": "code",
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"source": [
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"import os\n",
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"import litellm\n",
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"from litellm import completion"
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],
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"metadata": {
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"id": "VEukLhDzo4vw"
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},
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"execution_count": 2,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"source": [
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"## Setup"
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],
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"metadata": {
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"id": "4STYM2OHFNlc"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"os.environ['BASETEN_API_KEY'] = \"\" #@param\n",
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"messages = [{ \"content\": \"what does Baseten do? \",\"role\": \"user\"}]"
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],
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"metadata": {
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"id": "DorpLxw1FHbC"
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},
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"execution_count": 21,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"source": [
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"## Calling Falcon 7B: https://app.baseten.co/explore/falcon_7b\n",
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"### Pass Your Baseten model `Version ID` as `model`"
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],
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"metadata": {
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"id": "syF3dTdKFSQQ"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"model = \"qvv0xeq\"\n",
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"response = completion(model=model, messages=messages, custom_llm_provider=\"baseten\")\n",
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"response"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "rPgSoMlsojz0",
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"outputId": "81d6dc7b-1681-4ae4-e4c8-5684eb1bd050"
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},
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"execution_count": 18,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stderr",
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"text": [
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"\u001b[32mINFO\u001b[0m API key set.\n",
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"INFO:baseten:API key set.\n"
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]
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},
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{
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"output_type": "execute_result",
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"data": {
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"text/plain": [
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"{'choices': [{'finish_reason': 'stop',\n",
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" 'index': 0,\n",
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" 'message': {'role': 'assistant',\n",
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" 'content': \"what does Baseten do? \\nI'm sorry, I cannot provide a specific answer as\"}}],\n",
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" 'created': 1692135883.699066,\n",
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" 'model': 'qvv0xeq'}"
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]
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},
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"metadata": {},
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"execution_count": 18
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}
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]
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},
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{
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"cell_type": "markdown",
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"source": [
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"## Calling Wizard LM https://app.baseten.co/explore/wizardlm\n",
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"### Pass Your Baseten model `Version ID` as `model`"
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],
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"metadata": {
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"id": "7n21UroEGCGa"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"model = \"q841o8w\"\n",
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"response = completion(model=model, messages=messages, custom_llm_provider=\"baseten\")\n",
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"response"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "uLVWFH899lAF",
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"outputId": "61c2bc74-673b-413e-bb40-179cf408523d"
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},
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"execution_count": 19,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stderr",
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"text": [
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"\u001b[32mINFO\u001b[0m API key set.\n",
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"INFO:baseten:API key set.\n"
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]
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},
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{
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"output_type": "execute_result",
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"data": {
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"text/plain": [
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"{'choices': [{'finish_reason': 'stop',\n",
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" 'index': 0,\n",
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" 'message': {'role': 'assistant',\n",
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" 'content': 'As an AI language model, I do not have personal beliefs or practices, but based on the information available online, Baseten is a popular name for a traditional Ethiopian dish made with injera, a spongy flatbread, and wat, a spicy stew made with meat or vegetables. It is typically served for breakfast or dinner and is a staple in Ethiopian cuisine. The name Baseten is also used to refer to a traditional Ethiopian coffee ceremony, where coffee is brewed and served in a special ceremony with music and food.'}}],\n",
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" 'created': 1692135900.2806294,\n",
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" 'model': 'q841o8w'}"
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]
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},
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"metadata": {},
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"execution_count": 19
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}
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]
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},
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{
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"cell_type": "markdown",
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"source": [
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"## Calling mosaicml/mpt-7b https://app.baseten.co/explore/mpt_7b_instruct\n",
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"### Pass Your Baseten model `Version ID` as `model`"
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],
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"metadata": {
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"id": "6-TFwmPAGPXq"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"model = \"31dxrj3\"\n",
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"response = completion(model=model, messages=messages, custom_llm_provider=\"baseten\")\n",
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"response"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "gbeYZOrUE_Bp",
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"outputId": "838d86ea-2143-4cb3-bc80-2acc2346c37a"
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},
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"execution_count": 20,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stderr",
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"text": [
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"\u001b[32mINFO\u001b[0m API key set.\n",
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"INFO:baseten:API key set.\n"
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]
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},
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{
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"output_type": "execute_result",
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"data": {
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"text/plain": [
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"{'choices': [{'finish_reason': 'stop',\n",
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" 'index': 0,\n",
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" 'message': {'role': 'assistant',\n",
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" 'content': \"\\n===================\\n\\nIt's a tool to build a local version of a game on your own machine to host\\non your website.\\n\\nIt's used to make game demos and show them on Twitter, Tumblr, and Facebook.\\n\\n\\n\\n## What's built\\n\\n- A directory of all your game directories, named with a version name and build number, with images linked to.\\n- Includes HTML to include in another site.\\n- Includes images for your icons and\"}}],\n",
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" 'created': 1692135914.7472186,\n",
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" 'model': '31dxrj3'}"
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]
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},
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"metadata": {},
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"execution_count": 20
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}
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]
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}
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]
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}
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@ -68,21 +68,30 @@ Here are some examples of supported models:
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| [bigcode/starcoder](https://huggingface.co/bigcode/starcoder) | `completion(model="bigcode/starcoder", messages=messages, custom_llm_provider="huggingface")` | `os.environ['HF_TOKEN']` |
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| [google/flan-t5-xxl](https://huggingface.co/google/flan-t5-xxl) | `completion(model="google/flan-t5-xxl", messages=messages, custom_llm_provider="huggingface")` | `os.environ['HF_TOKEN']` |
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| [google/flan-t5-large](https://huggingface.co/google/flan-t5-large) | `completion(model="google/flan-t5-large", messages=messages, custom_llm_provider="huggingface")` | `os.environ['HF_TOKEN']` |
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### AI21 Models
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| Model Name | Function Call | Required OS Variables |
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|------------------|--------------------------------------------|--------------------------------------|
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| j2-light | `completion('j2-light', messages)` | `os.environ['AI21_API_KEY']` |
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| j2-mid | `completion('j2-mid', messages)` | `os.environ['AI21_API_KEY']` |
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| j2-ultra | `completion('j2-ultra', messages)` | `os.environ['AI21_API_KEY']` |
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| j2-light | `completion('j2-light', messages)` | `os.environ['AI21_API_KEY']` |
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| j2-mid | `completion('j2-mid', messages)` | `os.environ['AI21_API_KEY']` |
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| j2-ultra | `completion('j2-ultra', messages)` | `os.environ['AI21_API_KEY']` |
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### Cohere Models
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| Model Name | Function Call | Required OS Variables |
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|------------------|--------------------------------------------|--------------------------------------|
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| command-nightly | `completion('command-nightly', messages)` | `os.environ['COHERE_API_KEY']` |
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| command-nightly | `completion('command-nightly', messages)` | `os.environ['COHERE_API_KEY']` |
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### BaseTen Models
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Baseten provides infrastructure to deploy and serve ML models https://www.baseten.co/. Use liteLLM to easily call models deployed on Baseten.
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| Model Name | Function Call | Required OS Variables |
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|------------------|--------------------------------------------|------------------------------------|
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| Falcon 7B | `completion(model='<your model version id>', messages=messages, custom_llm_provider="baseten")` | `os.environ['BASETEN_API_KEY']` |
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| Wizard LM | `completion(model='<your model version id>', messages=messages, custom_llm_provider="baseten")` | `os.environ['BASETEN_API_KEY']` |
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| MPT 7B Base | `completion(model='<your model version id>', messages=messages, custom_llm_provider="baseten")` | `os.environ['BASETEN_API_KEY']` |
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### OpenRouter Completion Models
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