cookbook/LiteLLM_HuggingFace.ipynb

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      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "## LiteLLM HuggingFace\n",
        "Docs for huggingface: https://docs.litellm.ai/docs/providers/huggingface"
      ],
      "metadata": {
        "id": "9dKM5k8qsMIj"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BVDdmCp-o97j"
      },
      "outputs": [],
      "source": [
        "!pip install litellm"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## HuggingFace TGI Model - Deployed Inference Endpoints\n",
        "Steps to use\n",
        "* set `api_base` to your deployed api base\n",
        "* Add the `huggingface/` prefix to your model so litellm knows it's a huggingface Deployed Inference Endpoint"
      ],
      "metadata": {
        "id": "-klhAhjLtclv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import litellm\n",
        "\n",
        "os.environ[\"HUGGINGFACE_API_KEY\"] = \"\"\n",
        "\n",
        "# TGI model: Call https://huggingface.co/glaiveai/glaive-coder-7b\n",
        "# add the 'huggingface/' prefix to the model to set huggingface as the provider\n",
        "# set api base to your deployed api endpoint from hugging face\n",
        "response = litellm.completion(\n",
        "    model=\"huggingface/glaiveai/glaive-coder-7b\",\n",
        "    messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}],\n",
        "    api_base=\"https://wjiegasee9bmqke2.us-east-1.aws.endpoints.huggingface.cloud\"\n",
        ")\n",
        "print(response)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Lbmw8Gl_pHns",
        "outputId": "ea8408bf-1cc3-4670-ecea-f12666d204a8"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{\n",
            "  \"object\": \"chat.completion\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": \"length\",\n",
            "      \"index\": 0,\n",
            "      \"message\": {\n",
            "        \"content\": \"\\n\\nI am doing well, thank you for asking. How about you?\\nI am doing\",\n",
            "        \"role\": \"assistant\",\n",
            "        \"logprobs\": -8.9481967812\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-74dc9d89-3916-47ce-9bea-b80e66660f77\",\n",
            "  \"created\": 1695871068.8413374,\n",
            "  \"model\": \"glaiveai/glaive-coder-7b\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": 6,\n",
            "    \"completion_tokens\": 18,\n",
            "    \"total_tokens\": 24\n",
            "  }\n",
            "}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## HuggingFace Non TGI/Non Conversational Model - Deployed Inference Endpoints\n",
        "* set `api_base` to your deployed api base\n",
        "* Add the `huggingface/` prefix to your model so litellm knows it's a huggingface Deployed Inference Endpoint"
      ],
      "metadata": {
        "id": "WZNyq76syYyh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import litellm\n",
        "\n",
        "os.environ[\"HUGGINGFACE_API_KEY\"] = \"\"\n",
        "#  model: https://huggingface.co/roneneldan/TinyStories-3M\n",
        "# add the 'huggingface/' prefix to the model to set huggingface as the provider\n",
        "# set api base to your deployed api endpoint from hugging face\n",
        "response = litellm.completion(\n",
        "            model=\"huggingface/roneneldan/TinyStories-3M\",\n",
        "            messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}],\n",
        "            api_base=\"https://p69xlsj6rpno5drq.us-east-1.aws.endpoints.huggingface.cloud\",\n",
        "        )\n",
        "print(response)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "W8kMlXd6yRXu",
        "outputId": "63e2cd7a-8759-4ee6-bac4-fe34ce8f0ca0"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{\n",
            "  \"object\": \"chat.completion\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": \"stop\",\n",
            "      \"index\": 0,\n",
            "      \"message\": {\n",
            "        \"content\": \"Hello, how are you? I have a surprise for you. I have a surprise for you.\",\n",
            "        \"role\": \"assistant\",\n",
            "        \"logprobs\": null\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-6035abd6-7753-4a7d-ba0a-8193522e23cf\",\n",
            "  \"created\": 1695871015.0468287,\n",
            "  \"model\": \"roneneldan/TinyStories-3M\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": 6,\n",
            "    \"completion_tokens\": 20,\n",
            "    \"total_tokens\": 26\n",
            "  }\n",
            "}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Hugging Face Free Inference API\n",
        "When API base is not set it defaults to sending requests to https://api-inference.huggingface.co/models/\n",
        "\n",
        "In order to use litellm to call hugging face inference api llms\n",
        "* Copy the model name from hugging face\n",
        "* set `model = \"huggingface/<model-name>\"`\n",
        "\n",
        "Example set `model=huggingface/bigcode/starcoder` to call `bigcode/starcoder`\n",
        "\n",
        "https://huggingface.co/bigcode/starcoder"
      ],
      "metadata": {
        "id": "yp5UXRqtpu9f"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import litellm\n",
        "\n",
        "os.environ[\"HUGGINGFACE_API_KEY\"] = \"\"\n",
        "\n",
        "# Call https://huggingface.co/bigcode/starcoder\n",
        "# add the 'huggingface/' prefix to the model to set huggingface as the provider\n",
        "response = litellm.completion(\n",
        "    model=\"huggingface/bigcode/starcoder\",\n",
        "    messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}]\n",
        ")\n",
        "print(response)\n",
        "\n",
        "\n",
        "# Call https://huggingface.co/codellama/CodeLlama-34b-Instruct-hf\n",
        "response = litellm.completion(\n",
        "    model=\"huggingface/codellama/CodeLlama-34b-Instruct-hf\",\n",
        "    messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}]\n",
        ")\n",
        "print(response)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Pi5Oww8gpCUm",
        "outputId": "659a67c7-f90d-4c06-b94e-2c4aa92d897a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{\n",
            "  \"object\": \"chat.completion\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": \"stop\",\n",
            "      \"index\": 0,\n",
            "      \"message\": {\n",
            "        \"content\": \" I am fine, thank you. And you?')\\nprint(result)\\n\\n# 2\",\n",
            "        \"role\": \"assistant\",\n",
            "        \"logprobs\": null\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-982e4cd0-9779-4108-9f7e-d6cbf9b71516\",\n",
            "  \"created\": 1695835548.2239568,\n",
            "  \"model\": \"bigcode/starcoder\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": 6,\n",
            "    \"completion_tokens\": 17,\n",
            "    \"total_tokens\": 23\n",
            "  }\n",
            "}\n",
            "{\n",
            "  \"object\": \"chat.completion\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": \"stop\",\n",
            "      \"index\": 0,\n",
            "      \"message\": {\n",
            "        \"content\": \"Hello! I'm doing well, thank you for asking. It's nice to meet you\",\n",
            "        \"role\": \"assistant\",\n",
            "        \"logprobs\": null\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-6622d64d-e9fc-4a46-9ca7-b2d011f6968c\",\n",
            "  \"created\": 1695835549.2932954,\n",
            "  \"model\": \"codellama/CodeLlama-34b-Instruct-hf\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": 12,\n",
            "    \"completion_tokens\": 18,\n",
            "    \"total_tokens\": 30\n",
            "  }\n",
            "}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## HuggingFace - Deployed Inference Endpoints + Streaming\n",
        "Set stream = True"
      ],
      "metadata": {
        "id": "EU0UubrKzTFe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import litellm\n",
        "\n",
        "os.environ[\"HUGGINGFACE_API_KEY\"] = \"\"\n",
        "\n",
        "# Call https://huggingface.co/glaiveai/glaive-coder-7b\n",
        "# add the 'huggingface/' prefix to the model to set huggingface as the provider\n",
        "# set api base to your deployed api endpoint from hugging face\n",
        "response = litellm.completion(\n",
        "    model=\"huggingface/aws-glaive-coder-7b-0998\",\n",
        "    messages=[{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}],\n",
        "    api_base=\"https://wjiegasee9bmqke2.us-east-1.aws.endpoints.huggingface.cloud\",\n",
        "    stream=True\n",
        ")\n",
        "print(response)\n",
        "\n",
        "for chunk in response:\n",
        "  print(chunk)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y-QfIvA-uJKX",
        "outputId": "b007bb98-00d0-44a4-8264-c8a2caed6768"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<litellm.utils.CustomStreamWrapper object at 0x7d1364efa650>\n",
            "data json: {'token': {'id': 13, 'text': '\\n', 'logprob': -1.4355469, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \"\\n\",\n",
            "        \"role\": \"assistant\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-b581bf7e-e20d-46fd-9ca0-b38870db3f3c\",\n",
            "  \"created\": 1695837652,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": null,\n",
            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 13, 'text': '\\n', 'logprob': -1.9277344, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \"\\n\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-49c7b630-ec07-4390-ae22-bbb068ac66aa\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": null,\n",
            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 29902, 'text': 'I', 'logprob': -1.4570312, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \"I\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-6b1635f3-810a-4976-b603-2c47a9525fff\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": null,\n",
            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 626, 'text': ' am', 'logprob': -0.70703125, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \" am\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-dcfad593-6c02-4f4c-abdb-3027ccda80e1\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": null,\n",
            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 2599, 'text': ' doing', 'logprob': -1.0107422, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \" doing\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-fcdd4076-7907-44f9-8ebf-a462b90e076c\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": null,\n",
            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 1532, 'text': ' well', 'logprob': -0.43603516, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \" well\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-c3e521f8-5cec-4a65-908a-f6678a635806\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
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            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 29892, 'text': ',', 'logprob': -0.08898926, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \",\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-c32355fb-94cc-43c8-9213-71ff387dc636\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": null,\n",
            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 6452, 'text': ' thank', 'logprob': -0.19006348, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \" thank\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-0ea8172e-adcf-4bcc-b919-df675d3def85\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
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            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 366, 'text': ' you', 'logprob': -0.0012788773, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
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            "  ],\n",
            "  \"id\": \"chatcmpl-9c9fc627-fec9-454e-a630-6f8a2291b662\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": null,\n",
            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 363, 'text': ' for', 'logprob': -0.026885986, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \" for\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-fd32fd74-6cac-4ddb-83d1-205810ab897a\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": null,\n",
            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 6721, 'text': ' asking', 'logprob': -0.035705566, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \" asking\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-2ff7ab0a-d574-4e83-804f-8505be94712a\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": null,\n",
            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 29889, 'text': '.', 'logprob': -0.07635498, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \".\"\n",
            "      }\n",
            "    }\n",
            "  ],\n",
            "  \"id\": \"chatcmpl-488d6bba-23bf-4383-bced-3cc0fbad3b17\",\n",
            "  \"created\": 1695837653,\n",
            "  \"model\": \"aws-glaive-coder-7b-0998\",\n",
            "  \"usage\": {\n",
            "    \"prompt_tokens\": null,\n",
            "    \"completion_tokens\": null,\n",
            "    \"total_tokens\": null\n",
            "  }\n",
            "}\n",
            "data json: {'token': {'id': 1128, 'text': ' How', 'logprob': -0.46557617, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
            "  \"choices\": [\n",
            "    {\n",
            "      \"finish_reason\": null,\n",
            "      \"index\": 0,\n",
            "      \"delta\": {\n",
            "        \"content\": \" How\"\n",
            "      }\n",
            "    }\n",
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            "  \"id\": \"chatcmpl-078c7ce3-e748-4fd7-bf11-e1389e23e0ef\",\n",
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            "data json: {'token': {'id': 1048, 'text': ' about', 'logprob': -0.068359375, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
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            "data json: {'token': {'id': 366, 'text': ' you', 'logprob': -0.0006146431, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
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            "data json: {'token': {'id': 29973, 'text': '?', 'logprob': -0.0001667738, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
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            "data json: {'token': {'id': 13, 'text': '\\n', 'logprob': -0.03363037, 'special': False}, 'generated_text': None, 'details': None}\n",
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            "data json: {'token': {'id': 29902, 'text': 'I', 'logprob': -0.17321777, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
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            "  \"id\": \"chatcmpl-af84f782-a682-4660-86ba-da1ad71f5c93\",\n",
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            "data json: {'token': {'id': 626, 'text': ' am', 'logprob': -0.38891602, 'special': False}, 'generated_text': None, 'details': None}\n",
            "{\n",
            "  \"object\": \"chat.completion.chunk\",\n",
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            "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",
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            "  ],\n",
            "  \"id\": \"chatcmpl-18583fad-c957-432e-9a62-5620620271a2\",\n",
            "  \"created\": 1695837654,\n",
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            "}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "CKXAnK55zQRl"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}