forked from phoenix/litellm-mirror
new hf cookbook
This commit is contained in:
ishaan-jaff
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1 changed files with 691 additions and 0 deletions
691
cookbook/LiteLLM_HuggingFace.ipynb
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691
cookbook/LiteLLM_HuggingFace.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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"## LiteLLM HuggingFace\n",
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"Docs for huggingface: https://docs.litellm.ai/docs/providers/huggingface"
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],
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"metadata": {
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"id": "9dKM5k8qsMIj"
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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": "BVDdmCp-o97j"
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},
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"outputs": [],
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"source": [
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"!pip install litellm"
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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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"## Hugging Face Free Inference API\n",
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"When API base is not set it defaults to sending requests to https://api-inference.huggingface.co/models/\n",
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"\n",
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"In order to use litellm to call hugging face inference api llms\n",
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"* Copy the model name from hugging face\n",
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"* set `model = \"huggingface/<model-name>\"`\n",
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"\n",
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"Example set `model=huggingface/bigcode/starcoder` to call `bigcode/starcoder`\n",
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"\n",
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"https://huggingface.co/bigcode/starcoder"
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],
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"metadata": {
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"id": "yp5UXRqtpu9f"
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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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"\n",
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"os.environ[\"HUGGINGFACE_API_KEY\"] = \"\"\n",
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"\n",
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"# Call https://huggingface.co/bigcode/starcoder\n",
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"# add the 'huggingface/' prefix to the model to set huggingface as the provider\n",
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"response = litellm.completion(\n",
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" model=\"huggingface/bigcode/starcoder\",\n",
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" messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}]\n",
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")\n",
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"print(response)\n",
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"\n",
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"\n",
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"# Call https://huggingface.co/codellama/CodeLlama-34b-Instruct-hf\n",
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"response = litellm.completion(\n",
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" model=\"huggingface/codellama/CodeLlama-34b-Instruct-hf\",\n",
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" messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}]\n",
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")\n",
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"print(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": "Pi5Oww8gpCUm",
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"outputId": "659a67c7-f90d-4c06-b94e-2c4aa92d897a"
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},
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"execution_count": 8,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"{\n",
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" \"object\": \"chat.completion\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"finish_reason\": \"stop\",\n",
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" \"index\": 0,\n",
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" \"message\": {\n",
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" \"content\": \" I am fine, thank you. And you?')\\nprint(result)\\n\\n# 2\",\n",
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" \"role\": \"assistant\",\n",
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" \"logprobs\": null\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-982e4cd0-9779-4108-9f7e-d6cbf9b71516\",\n",
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" \"created\": 1695835548.2239568,\n",
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" \"model\": \"bigcode/starcoder\",\n",
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" \"usage\": {\n",
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" \"prompt_tokens\": 6,\n",
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" \"completion_tokens\": 17,\n",
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" \"total_tokens\": 23\n",
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" }\n",
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"}\n",
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"{\n",
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" \"object\": \"chat.completion\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"finish_reason\": \"stop\",\n",
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" \"index\": 0,\n",
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" \"message\": {\n",
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" \"content\": \"Hello! I'm doing well, thank you for asking. It's nice to meet you\",\n",
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" \"role\": \"assistant\",\n",
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" \"logprobs\": null\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-6622d64d-e9fc-4a46-9ca7-b2d011f6968c\",\n",
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" \"created\": 1695835549.2932954,\n",
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" \"model\": \"codellama/CodeLlama-34b-Instruct-hf\",\n",
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" \"usage\": {\n",
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" \"prompt_tokens\": 12,\n",
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" \"completion_tokens\": 18,\n",
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" \"total_tokens\": 30\n",
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" }\n",
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"}\n"
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]
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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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"## HuggingFace - Deployed Inference Endpoints\n",
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"Steps to use\n",
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"* set `api_base` to your deployed api base\n",
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"* Add the `huggingface/` prefix to your model so litellm knows it's a huggingface Deployed Inference Endpoint"
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],
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"metadata": {
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"id": "-klhAhjLtclv"
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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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"\n",
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"os.environ[\"HUGGINGFACE_API_KEY\"] = \"\"\n",
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"\n",
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"# Call https://huggingface.co/glaiveai/glaive-coder-7b\n",
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"# add the 'huggingface/' prefix to the model to set huggingface as the provider\n",
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"# set api base to your deployed api endpoint from hugging face\n",
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"response = litellm.completion(\n",
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" model=\"huggingface/aws-glaive-coder-7b-0998\",\n",
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" messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}],\n",
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" api_base=\"https://wjiegasee9bmqke2.us-east-1.aws.endpoints.huggingface.cloud\"\n",
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")\n",
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"print(response)\n"
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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": "Lbmw8Gl_pHns",
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"outputId": "60b3067f-4569-4606-bb08-a186bfdbaecc"
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},
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"execution_count": 11,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"{\n",
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" \"object\": \"chat.completion\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"finish_reason\": \"length\",\n",
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" \"index\": 0,\n",
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" \"message\": {\n",
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" \"content\": \"\\n\\nI am doing well, thank you for asking. How about you?\\nI am doing\",\n",
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" \"role\": \"assistant\",\n",
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" \"logprobs\": -8.9481967812\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-b4fb54a7-e4f3-476a-8e2b-3d1745f5c8a5\",\n",
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" \"created\": 1695837218.8811502,\n",
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" \"model\": \"aws-glaive-coder-7b-0998\",\n",
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" \"usage\": {\n",
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" \"prompt_tokens\": 6,\n",
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" \"completion_tokens\": 18,\n",
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" \"total_tokens\": 24\n",
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" }\n",
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"}\n"
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]
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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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"## HuggingFace - Deployed Inference Endpoints + Streaming\n",
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"Set stream = True"
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],
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"metadata": {
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"id": "EU0UubrKzTFe"
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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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"\n",
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"os.environ[\"HUGGINGFACE_API_KEY\"] = \"\"\n",
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"\n",
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"# Call https://huggingface.co/glaiveai/glaive-coder-7b\n",
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"# add the 'huggingface/' prefix to the model to set huggingface as the provider\n",
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"# set api base to your deployed api endpoint from hugging face\n",
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"response = litellm.completion(\n",
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" model=\"huggingface/aws-glaive-coder-7b-0998\",\n",
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" messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}],\n",
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" api_base=\"https://wjiegasee9bmqke2.us-east-1.aws.endpoints.huggingface.cloud\",\n",
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" stream=True\n",
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")\n",
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"print(response)\n",
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"\n",
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"for chunk in response:\n",
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" print(chunk)"
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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": "y-QfIvA-uJKX",
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"outputId": "b007bb98-00d0-44a4-8264-c8a2caed6768"
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},
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"execution_count": 12,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"<litellm.utils.CustomStreamWrapper object at 0x7d1364efa650>\n",
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"data json: {'token': {'id': 13, 'text': '\\n', 'logprob': -1.4355469, 'special': False}, 'generated_text': None, 'details': None}\n",
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"{\n",
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" \"object\": \"chat.completion.chunk\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"finish_reason\": null,\n",
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" \"index\": 0,\n",
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" \"delta\": {\n",
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" \"content\": \"\\n\",\n",
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" \"role\": \"assistant\"\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-b581bf7e-e20d-46fd-9ca0-b38870db3f3c\",\n",
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" \"created\": 1695837652,\n",
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" \"model\": \"aws-glaive-coder-7b-0998\",\n",
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" \"usage\": {\n",
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" \"prompt_tokens\": null,\n",
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" \"completion_tokens\": null,\n",
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" \"total_tokens\": null\n",
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" }\n",
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"}\n",
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"data json: {'token': {'id': 13, 'text': '\\n', 'logprob': -1.9277344, 'special': False}, 'generated_text': None, 'details': None}\n",
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"{\n",
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" \"object\": \"chat.completion.chunk\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"finish_reason\": null,\n",
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" \"index\": 0,\n",
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" \"delta\": {\n",
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" \"content\": \"\\n\"\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-49c7b630-ec07-4390-ae22-bbb068ac66aa\",\n",
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" \"created\": 1695837653,\n",
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" \"model\": \"aws-glaive-coder-7b-0998\",\n",
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" \"usage\": {\n",
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" \"prompt_tokens\": null,\n",
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" \"completion_tokens\": null,\n",
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" \"total_tokens\": null\n",
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" }\n",
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"}\n",
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"data json: {'token': {'id': 29902, 'text': 'I', 'logprob': -1.4570312, 'special': False}, 'generated_text': None, 'details': None}\n",
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"{\n",
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" \"object\": \"chat.completion.chunk\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"finish_reason\": null,\n",
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" \"index\": 0,\n",
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" \"delta\": {\n",
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" \"content\": \"I\"\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-6b1635f3-810a-4976-b603-2c47a9525fff\",\n",
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" \"created\": 1695837653,\n",
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" \"model\": \"aws-glaive-coder-7b-0998\",\n",
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" \"prompt_tokens\": null,\n",
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" \"completion_tokens\": null,\n",
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" \"total_tokens\": null\n",
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" }\n",
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"}\n",
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"data json: {'token': {'id': 626, 'text': ' am', 'logprob': -0.70703125, 'special': False}, 'generated_text': None, 'details': None}\n",
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"{\n",
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" \"object\": \"chat.completion.chunk\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"content\": \" am\"\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-dcfad593-6c02-4f4c-abdb-3027ccda80e1\",\n",
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" \"created\": 1695837653,\n",
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" \"usage\": {\n",
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" \"completion_tokens\": null,\n",
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" \"total_tokens\": null\n",
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" }\n",
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"}\n",
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"data json: {'token': {'id': 2599, 'text': ' doing', 'logprob': -1.0107422, 'special': False}, 'generated_text': None, 'details': None}\n",
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"{\n",
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" \"object\": \"chat.completion.chunk\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"finish_reason\": null,\n",
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" \"index\": 0,\n",
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" \"delta\": {\n",
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" \"content\": \" doing\"\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-fcdd4076-7907-44f9-8ebf-a462b90e076c\",\n",
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" \"created\": 1695837653,\n",
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" \"model\": \"aws-glaive-coder-7b-0998\",\n",
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" \"prompt_tokens\": null,\n",
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" \"completion_tokens\": null,\n",
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" \"total_tokens\": null\n",
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" }\n",
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"}\n",
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"data json: {'token': {'id': 1532, 'text': ' well', 'logprob': -0.43603516, 'special': False}, 'generated_text': None, 'details': None}\n",
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"{\n",
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" \"object\": \"chat.completion.chunk\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"finish_reason\": null,\n",
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" \"index\": 0,\n",
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" \"delta\": {\n",
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" \"content\": \" well\"\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-c3e521f8-5cec-4a65-908a-f6678a635806\",\n",
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" \"created\": 1695837653,\n",
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" \"model\": \"aws-glaive-coder-7b-0998\",\n",
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" \"usage\": {\n",
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" \"prompt_tokens\": null,\n",
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" \"completion_tokens\": null,\n",
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" \"total_tokens\": null\n",
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" }\n",
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"}\n",
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"data json: {'token': {'id': 29892, 'text': ',', 'logprob': -0.08898926, 'special': False}, 'generated_text': None, 'details': None}\n",
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"{\n",
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" \"object\": \"chat.completion.chunk\",\n",
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" \"choices\": [\n",
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" \"delta\": {\n",
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" \"content\": \",\"\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-c32355fb-94cc-43c8-9213-71ff387dc636\",\n",
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" \"created\": 1695837653,\n",
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" \"model\": \"aws-glaive-coder-7b-0998\",\n",
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" \"usage\": {\n",
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" \"prompt_tokens\": null,\n",
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" \"completion_tokens\": null,\n",
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" \"total_tokens\": null\n",
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" }\n",
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"}\n",
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"data json: {'token': {'id': 6452, 'text': ' thank', 'logprob': -0.19006348, 'special': False}, 'generated_text': None, 'details': None}\n",
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"{\n",
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" \"object\": \"chat.completion.chunk\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"finish_reason\": null,\n",
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" \"index\": 0,\n",
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" \"delta\": {\n",
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" \"content\": \" thank\"\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"id\": \"chatcmpl-0ea8172e-adcf-4bcc-b919-df675d3def85\",\n",
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" \"created\": 1695837653,\n",
|
||||
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||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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||||
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||||
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|
||||
" }\n",
|
||||
"}\n",
|
||||
"data json: {'token': {'id': 29973, 'text': '?', 'logprob': -0.0001667738, 'special': False}, 'generated_text': None, 'details': None}\n",
|
||||
"{\n",
|
||||
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|
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||||
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|
||||
"}\n",
|
||||
"data json: {'token': {'id': 13, 'text': '\\n', 'logprob': -0.03363037, 'special': False}, 'generated_text': None, 'details': None}\n",
|
||||
"{\n",
|
||||
" \"object\": \"chat.completion.chunk\",\n",
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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|
||||
"}\n",
|
||||
"data json: {'token': {'id': 29902, 'text': 'I', 'logprob': -0.17321777, 'special': False}, 'generated_text': None, 'details': None}\n",
|
||||
"{\n",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
" ],\n",
|
||||
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|
||||
" \"created\": 1695837654,\n",
|
||||
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|
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|
||||
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||||
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|
||||
" }\n",
|
||||
"}\n",
|
||||
"data json: {'token': {'id': 626, 'text': ' am', 'logprob': -0.38891602, 'special': False}, 'generated_text': None, 'details': None}\n",
|
||||
"{\n",
|
||||
" \"object\": \"chat.completion.chunk\",\n",
|
||||
" \"choices\": [\n",
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" {\n",
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" \"finish_reason\": null,\n",
|
||||
" \"index\": 0,\n",
|
||||
" \"delta\": {\n",
|
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" \"content\": \" am\"\n",
|
||||
" }\n",
|
||||
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|
||||
" ],\n",
|
||||
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|
||||
" \"created\": 1695837654,\n",
|
||||
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|
||||
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||||
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|
||||
" }\n",
|
||||
"}\n",
|
||||
"data json: {'token': {'id': 2599, 'text': ' doing', 'logprob': -0.4243164, 'special': False}, 'generated_text': '\\n\\nI am doing well, thank you for asking. How about you?\\nI am doing', 'details': {'finish_reason': 'length', 'generated_tokens': 20, 'seed': None}}\n",
|
||||
"{\n",
|
||||
" \"object\": \"chat.completion.chunk\",\n",
|
||||
" \"choices\": [\n",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
" ],\n",
|
||||
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|
||||
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|
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|
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||||
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|
||||
"}\n"
|
||||
]
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [],
|
||||
"metadata": {
|
||||
"id": "CKXAnK55zQRl"
|
||||
},
|
||||
"execution_count": null,
|
||||
"outputs": []
|
||||
}
|
||||
]
|
||||
}
|
||||
Loading…
Add table
Add a link
Reference in a new issue