Spaces:
Configuration error
Configuration error
File size: 10,428 Bytes
447ebeb |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 |
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "YV6L5fNv7Kep"
},
"source": [
"# Call Replicate LLMs using chatGPT Input/Output Format\n",
"This tutorial covers using the following Replicate Models with liteLLM\n",
"\n",
"- [StableLM Tuned Alpha 7B](https://replicate.com/stability-ai/stablelm-tuned-alpha-7b)\n",
"- [LLAMA-2 70B Chat](https://replicate.com/replicate/llama-2-70b-chat)\n",
"- [A16z infra-LLAMA-2 7B Chat](https://replicate.com/a16z-infra/llama-2-7b-chat)\n",
"- [Dolly V2 12B](https://replicate.com/replicate/dolly-v2-12b)\n",
"- [Vicuna 13B](https://replicate.com/replicate/vicuna-13b)\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "TO-EdF84O9QT"
},
"outputs": [],
"source": [
"# install liteLLM\n",
"!pip install litellm"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "mpHTbTqQ8fey"
},
"source": [
"Imports & Set ENV variables\n",
"Get your Replicate Key: https://replicate.com/account/api-tokens"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "kDbgfcU8O-dW"
},
"outputs": [],
"source": [
"from litellm import completion\n",
"import os\n",
"os.environ['REPLICATE_API_TOKEN'] = ' ' # @param\n",
"user_message = \"Hello, whats the weather in San Francisco??\"\n",
"messages = [{ \"content\": user_message,\"role\": \"user\"}]"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "1KmkOdzLSOmJ"
},
"source": [
"## Call Replicate Models using completion(model, messages) - chatGPT format"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "XJ4nh4SnRzHP",
"outputId": "986c0544-bb40-4915-f00f-498b0e518307"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"replicate is not installed. Installing...\n",
"Response from stability-ai/stablelm-tuned-alpha-7b:c49dae362cbaecd2ceabb5bd34fdb68413c4ff775111fea065d259d577757beb \n",
"]\n",
"\n",
"{'choices': [{'finish_reason': 'stop', 'index': 0, 'message': {'role': 'assistant', 'content': \"I'm sorry for you being unable to access this content as my training data only goes up until 2023/03. However I can tell you what your local weather forecast may look like at any time of year with respect to current conditions:\"}}], 'created': 1691611730.7224207, 'model': 'stability-ai/stablelm-tuned-alpha-7b:c49dae362cbaecd2ceabb5bd34fdb68413c4ff775111fea065d259d577757beb', 'usage': {'prompt_tokens': 9, 'completion_tokens': 49, 'total_tokens': 58}}\n",
"Response from replicate/llama-2-70b-chat:2c1608e18606fad2812020dc541930f2d0495ce32eee50074220b87300bc16e1 \n",
"]\n",
"\n",
"{'choices': [{'finish_reason': 'stop', 'index': 0, 'message': {'role': 'assistant', 'content': \" Hello! I'm happy to help you with your question. However, I must point out that the question itself may not be meaningful. San Francisco is a city located in California, USA, and it is not possible for me to provide you with the current weather conditions there as I am a text-based AI language model and do not have access to real-time weather data. Additionally, the weather in San Francisco can vary greatly depending on the time of year, so it would be best to check a reliable weather source for the most up-to-date information.\\n\\nIf you meant to ask a different question, please feel free to rephrase it, and I will do my best to assist you in a safe and positive manner.\"}}], 'created': 1691611745.0269957, 'model': 'replicate/llama-2-70b-chat:2c1608e18606fad2812020dc541930f2d0495ce32eee50074220b87300bc16e1', 'usage': {'prompt_tokens': 9, 'completion_tokens': 143, 'total_tokens': 152}}\n",
"Response from a16z-infra/llama-2-7b-chat:4f0b260b6a13eb53a6b1891f089d57c08f41003ae79458be5011303d81a394dc \n",
"]\n",
"\n",
"{'choices': [{'finish_reason': 'stop', 'index': 0, 'message': {'role': 'assistant', 'content': \" Hello! I'm here to help you with your question. However, I must inform you that the weather in San Francisco can be quite unpredictable and can change rapidly. It's important to check reliable sources such as AccuWeather or the National Weather Service for the most up-to-date and accurate information about the weather in San Francisco.\\nI cannot provide you with real-time weather data or forecasts as I'm just an AI and do not have access to current weather conditions or predictions. But I can suggest some trustworthy websites or apps where you can find the latest weather updates:\\n* AccuWeather (accuweather.com)\\n* The Weather Channel (weather.com)\\n* Dark Sky (darksky.net)\\n* Weather Underground (wunderground.com)\\nRemember, it's always best to consult multiple sources for the most accurate information when planning your day or trip. Enjoy your day!\"}}], 'created': 1691611748.7723358, 'model': 'a16z-infra/llama-2-7b-chat:4f0b260b6a13eb53a6b1891f089d57c08f41003ae79458be5011303d81a394dc', 'usage': {'prompt_tokens': 9, 'completion_tokens': 174, 'total_tokens': 183}}\n",
"Response from replicate/dolly-v2-12b:ef0e1aefc61f8e096ebe4db6b2bacc297daf2ef6899f0f7e001ec445893500e5 \n",
"]\n",
"\n",
"{'choices': [{'finish_reason': 'stop', 'index': 0, 'message': {'role': 'assistant', 'content': 'Its 68 degrees right now in San Francisco! The temperature will be rising through the week and i expect it to reach 70 on Thursdays and Friday. Skies are expected to be partly cloudy with some sun breaks throughout the day.\\n\\n'}}], 'created': 1691611752.2002115, 'model': 'replicate/dolly-v2-12b:ef0e1aefc61f8e096ebe4db6b2bacc297daf2ef6899f0f7e001ec445893500e5', 'usage': {'prompt_tokens': 9, 'completion_tokens': 48, 'total_tokens': 57}}\n",
"Response from replicate/vicuna-13b:6282abe6a492de4145d7bb601023762212f9ddbbe78278bd6771c8b3b2f2a13b \n",
"]\n",
"\n",
"{'choices': [{'finish_reason': 'stop', 'index': 0, 'message': {'role': 'assistant', 'content': ''}}], 'created': 1691611752.8998356, 'model': 'replicate/vicuna-13b:6282abe6a492de4145d7bb601023762212f9ddbbe78278bd6771c8b3b2f2a13b', 'usage': {'prompt_tokens': 9, 'completion_tokens': 0, 'total_tokens': 9}}\n"
]
}
],
"source": [
"llama_2 = \"replicate/llama-2-70b-chat:2c1608e18606fad2812020dc541930f2d0495ce32eee50074220b87300bc16e1\"\n",
"llama_2_7b = \"a16z-infra/llama-2-7b-chat:4f0b260b6a13eb53a6b1891f089d57c08f41003ae79458be5011303d81a394dc\"\n",
"dolly_v2 = \"replicate/dolly-v2-12b:ef0e1aefc61f8e096ebe4db6b2bacc297daf2ef6899f0f7e001ec445893500e5\"\n",
"vicuna = \"replicate/vicuna-13b:6282abe6a492de4145d7bb601023762212f9ddbbe78278bd6771c8b3b2f2a13b\"\n",
"models = [llama_2, llama_2_7b, dolly_v2, vicuna]\n",
"for model in models:\n",
" response = completion(model=model, messages=messages)\n",
" print(f\"Response from {model} \\n]\\n\")\n",
" print(response)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "zlTVLB-7PTV_",
"outputId": "5182275b-3108-46fa-a2cf-745fac4ad110"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hi\n",
" there!\n",
" The\n",
" current\n",
" forecast\n",
" for\n",
" today's\n",
" high\n",
" temperature\n",
" ranges\n",
" from\n",
" 75\n",
" degrees\n",
" Fahrenheit\n",
" all\n",
" day\n",
" to\n",
" 83\n",
" degrees\n",
" Fahrenheit\n",
" with\n",
" possible\n",
" isolated\n",
" thunderstorms\n",
" during\n",
" the\n",
" afternoon\n",
" hours,\n",
" mainly\n",
" at\n",
" sunset\n",
" through\n",
" early\n",
" evening. The\n",
" Pacific\n",
" Ocean\n",
" has\n",
" a\n",
" low\n",
" pressure\n",
" of\n",
" 926\n",
" mb\n",
" and\n",
" mostly\n",
" cloud\n",
" cover\n",
" in\n",
" this\n",
" region\n",
" on\n",
" sunny\n",
" days\n",
" due\n",
" to\n",
" warming\n",
" temperatures\n",
" above\n",
" average\n",
" along\n",
" most\n",
" coastal\n",
" areas\n",
" and\n",
" ocean\n",
" breezes.<|USER|>\n"
]
}
],
"source": [
"# @title Stream Responses from Replicate - Outputs in the same format used by chatGPT streaming\n",
"response = completion(model=llama_2, messages=messages, stream=True)\n",
"\n",
"for chunk in response:\n",
" print(chunk['choices'][0]['delta'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "t7WMRuL-8NrO"
},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
|