litellm/cookbook/LiteLLM_Petals.ipynb
2023-09-20 09:34:33 -07:00

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"cells": [
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"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "dwGtLi_tvM6N"
},
"source": [
"# Using LiteLLM with Petals"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "bdlgaWQqDpzj"
},
"outputs": [],
"source": [
"!pip install litellm # 0.1.715 and upwards"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "5Id2QKwOEH8X"
},
"outputs": [],
"source": [
"# install petals\n",
"!pip install git+https://github.com/bigscience-workshop/petals"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "k42fldw3veSN"
},
"source": [
"## petals-team/StableBeluga2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "tIHcEHdSDqju",
"outputId": "485dbf54-395c-433a-bbf4-8eb70a9fa624"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"You are using the default legacy behaviour of the <class 'transformers.models.llama.tokenization_llama.LlamaTokenizer'>. If you see this, DO NOT PANIC! This is expected, and simply means that the `legacy` (previous) behavior will be used so nothing changes for you. If you want to use the new behaviour, set `legacy=False`. This should only be set if you understand what it means, and thouroughly read the reason why this was added as explained in https://github.com/huggingface/transformers/pull/24565\n",
"Sep 19 18:39:50.634 [\u001b[1m\u001b[34mINFO\u001b[0m] Make sure you follow the LLaMA's terms of use: https://bit.ly/llama2-license for LLaMA 2, https://bit.ly/llama-license for LLaMA 1\n",
"Sep 19 18:39:50.639 [\u001b[1m\u001b[34mINFO\u001b[0m] Using DHT prefix: StableBeluga2-hf\n",
"Sep 19 18:40:13.920 [\u001b[1m\u001b[34mINFO\u001b[0m] Route found: 0:40 via …HfQWVM => 40:80 via …Zj98Se\n"
]
},
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"name": "stdout",
"output_type": "stream",
"text": [
"{\n",
" \"object\": \"chat.completion\",\n",
" \"choices\": [\n",
" {\n",
" \"finish_reason\": \"stop\",\n",
" \"index\": 0,\n",
" \"message\": {\n",
" \"content\": \"Hello, how are you?\\nI'm doing well, thank you. I'm just getting ready to go to the gym.\\nOh, that's great. I'm trying to get back into a workout routine myself.\\nYeah,\",\n",
" \"role\": \"assistant\",\n",
" \"logprobs\": null\n",
" }\n",
" }\n",
" ],\n",
" \"id\": \"chatcmpl-f09d79b3-c1d1-49b7-b55f-cd8dfa1043bf\",\n",
" \"created\": 1695148897.473613,\n",
" \"model\": \"petals-team/StableBeluga2\",\n",
" \"usage\": {\n",
" \"prompt_tokens\": 6,\n",
" \"completion_tokens\": 45,\n",
" \"total_tokens\": 51\n",
" }\n",
"}\n"
]
}
],
"source": [
"from litellm import completion\n",
"\n",
"response = completion(model=\"petals/petals-team/StableBeluga2\", messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}], max_tokens=50)\n",
"\n",
"print(response)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "J8DubRnHvh_j"
},
"source": [
"## huggyllama/llama-65b"
]
},
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"execution_count": 4,
"metadata": {
"colab": {
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"Sep 19 18:41:37.912 [\u001b[1m\u001b[34mINFO\u001b[0m] Make sure you follow the LLaMA's terms of use: https://bit.ly/llama2-license for LLaMA 2, https://bit.ly/llama-license for LLaMA 1\n",
"Sep 19 18:41:37.914 [\u001b[1m\u001b[34mINFO\u001b[0m] Using DHT prefix: llama-65b-hf\n"
]
},
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"text/plain": [
"Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s]"
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"/usr/local/lib/python3.10/dist-packages/transformers/generation/configuration_utils.py:362: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.2` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
" warnings.warn(\n",
"Sep 19 18:41:48.396 [\u001b[1m\u001b[34mINFO\u001b[0m] Route found: 0:80 via …g634yJ\n"
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" ],\n",
" \"id\": \"chatcmpl-3496e6eb-2a27-4f94-8d75-70648eacd88f\",\n",
" \"created\": 1695148912.9116046,\n",
" \"model\": \"huggyllama/llama-65b\",\n",
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"response = completion(model=\"petals/huggyllama/llama-65b\", messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}], temperature=0.2, max_tokens=10)\n",
"\n",
"print(response)"
]
}
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