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      "source": [
        "## Streaming model explorer for Haystack\n",
        "\n",
        "*notebook by Tilde Thurium:\n",
        " [Mastodon](https://tech.lgbt/@annthurium) || [Twitter](https://twitter.com/annthurium) || [LinkedIn](https://www.linkedin.com/in/annthurium/)*\n",
        "\n",
        "*Problem*: there are so many LLMs these days! Which model is the best for my use case?\n",
        "\n",
        "This notebook uses [Haystack](https://docs.haystack.deepset.ai/docs/intro) to compare the results of sending the same prompt to several different models.\n",
        "\n",
        "This is a very basic demo where you can only compare a few models that support streaming responses. I'd like to support more models in the future, so watch this space for updates.\n",
        "\n",
        "\n",
        "### Models\n",
        "\n",
        "Haystack's [OpenAIGenerator](https://docs.haystack.deepset.ai/docs/openaigenerator) and [CohereGenerator](https://docs.haystack.deepset.ai/docs/coheregenerator) support streaming out of the box.\n",
        "\n",
        "The other models use the [HuggingFaceAPIGenerator](https://docs.haystack.deepset.ai/docs/huggingfaceapigenerator).\n",
        "\n",
        "### Prerequisites\n",
        "\n",
        "- You need [HuggingFace](https://huggingface.co/docs/hub/security-tokens), [Cohere](https://docs.cohere.com/docs/connector-authentication), and [OpenAI](https://help.openai.com/en/articles/4936850-where-do-i-find-my-api-key) API keys. Save them as secrets in your Colab. Click on the key icon in the left menu or [see detailed instructions here](https://medium.com/@parthdasawant/how-to-use-secrets-in-google-colab-450c38e3ec75).\n",
        "- To use Mistral-7B-v0.1, you should also accept Mistral conditions here: https://huggingface.co/mistralai/Mistral-7B-v0.1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AKjba4xoWzdX",
        "outputId": "6ca3534b-ffa5-4fd7-cb0e-f3a972bcaff4"
      },
      "outputs": [],
      "source": [
        "!pip install -U haystack-ai cohere-haystack \"huggingface_hub>=0.22.0\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lZWcQd7xvoIp"
      },
      "source": [
        "In order for `userdata.get` to work, these keys need to be saved as secrets in your Colab. Click on the key icon in the left menu or [see detailed instructions here](https://medium.com/@parthdasawant/how-to-use-secrets-in-google-colab-450c38e3ec75)."
      ]
    },
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      ],
      "source": [
        "from haystack.components.builders.prompt_builder import PromptBuilder\n",
        "from haystack.components.generators import OpenAIGenerator\n",
        "from haystack_integrations.components.generators.cohere import CohereGenerator\n",
        "from haystack.components.generators import HuggingFaceAPIGenerator\n",
        "from haystack.utils import Secret\n",
        "from google.colab import userdata\n",
        "\n",
        "open_ai_generator = OpenAIGenerator(api_key=Secret.from_token(userdata.get('OPENAI_API_KEY')))\n",
        "\n",
        "cohere_generator = CohereGenerator(api_key=Secret.from_token(userdata.get('COHERE_API_KEY')))\n",
        "\n",
        "hf_generator = HuggingFaceAPIGenerator(\n",
        "    api_type=\"serverless_inference_api\",\n",
        "    api_params={\"model\": \"mistralai/Mistral-7B-Instruct-v0.1\"},\n",
        "    token=Secret.from_token(userdata.get('HF_API_KEY')))\n",
        "\n",
        "\n",
        "hf_generator_2 = HuggingFaceAPIGenerator(\n",
        "    api_type=\"serverless_inference_api\",\n",
        "    api_params={\"model\": \"tiiuae/falcon-7b-instruct\"},\n",
        "    token=Secret.from_token(userdata.get('HF_API_KEY')))\n",
        "\n",
        "\n",
        "hf_generator_3 = HuggingFaceAPIGenerator(\n",
        "    api_type=\"serverless_inference_api\",\n",
        "    api_params={\"model\": \"bigscience/bloom\"},\n",
        "    token=Secret.from_token(userdata.get('HF_API_KEY')))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "9_xznJXWe1M8"
      },
      "outputs": [],
      "source": [
        "MODELS = [open_ai_generator, cohere_generator, hf_generator, hf_generator_2, hf_generator_3]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zZsKIVCQ5mJ1"
      },
      "source": [
        "The `AppendToken` dataclass formats the output so that the model name is printed, and the text follows in chunks of 5 tokens."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "g1wwjOJVejJF"
      },
      "outputs": [],
      "source": [
        "from dataclasses import dataclass\n",
        "import ipywidgets as widgets\n",
        "\n",
        "def output():...\n",
        "\n",
        "@dataclass\n",
        "class AppendToken:\n",
        "  output: widgets.Output\n",
        "  chunks = []\n",
        "  chunk_size = 5\n",
        "\n",
        "  def __call__(self, chunk):\n",
        "      with self.output:\n",
        "        text = getattr(chunk, 'content', '')\n",
        "        self.chunks.append(text)\n",
        "        if len(self.chunks) == self.chunk_size:\n",
        "          output_string = ' '.join(self.chunks)\n",
        "          self.output.append_display_data(output_string)\n",
        "          self.chunks.clear()\n",
        "\n",
        "def multiprompt(prompt, models=MODELS):\n",
        "  outputs = [widgets.Output(layout={'border': '1px solid black'}) for _ in models]\n",
        "  display(widgets.HBox(children=outputs))\n",
        "\n",
        "  for i, model in enumerate(models):\n",
        "    model_name = getattr(model, 'model', '')\n",
        "    outputs[i].append_display_data(f'Model name: {model_name}')\n",
        "    model.streaming_callback = AppendToken(outputs[i])\n",
        "    model.run(prompt)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
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        },
        "id": "O0CSf3f2gLfe",
        "outputId": "50fdb860-5512-4520-e070-00682cb3432f"
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      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "35ebe0b3e2a1419cb5452b7b69662927",
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              "HBox(children=(Output(layout=Layout(border='1px solid black')), Output(layout=Layout(border='1px solid black')…"
            ]
          },
          "metadata": {},
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        }
      ],
      "source": [
        "multiprompt(\"Tell me a cyberpunk story about a black cat.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "t2IUAyLyOfeO"
      },
      "source": [
        "This was a very silly example prompt. If you found this demo useful, let me know the kinds of prompts you tested it with!\n",
        "\n",
        " [Mastodon](https://tech.lgbt/@annthurium) || [Twitter](https://twitter.com/annthurium) || [LinkedIn](https://www.linkedin.com/in/annthurium/)\n",
        "\n",
        "Thanks for following along."
      ]
    }
  ],
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                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' dispatch  their  deadly  cyber net'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'ic  en forc ers  to'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' capture  or  terminate  him .'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' These  h ul king  machines'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "',  their  red  glowing  eyes'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' scanning  the  shadows ,  relentlessly'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' hunt  for  the  elusive  black'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' cat .  Stealth ily ,'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' Midnight  ev ades  their  pursuit'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "',  employing  his  augmented  reflex'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'es  to  dodge  their  powerful'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' attacks .  As  Midnight  el'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'udes  his  purs uers ,'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' the  resistance  awaits  his  vital'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' data  uploads ,  eagerly  anticipating'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' the  moment  when  they  can'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\" expose  the  corporations '  crimes\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' to  the  world .\\n\\n While'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\" Midnight 's  primary  mission  is\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' gathering  intelligence ,  he  cannot'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' ignore  the  plight  of  New'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\" E lys ium 's  oppressed\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' citizens .  Whenever  he  encounters'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' those  in  need ,  he'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' gracefully  interven es ,  utilizing'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' his  cat -like  reflex es'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' to  protect  the  innocent  from'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' the  cl utches  of  corporate'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' exploitation .  The  citizens ,'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' both  fearful  and  inspired  by'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' his  actions ,  dub  him'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' \" The  Cyber punk  Cat'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "',\"  bra zen ly  spraying'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\" Midnight 's  insign ia  on\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' the  walls  of  the  city'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'.\\n\\n With  each  passing  day'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\",  Midnight 's  legend  grows\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "',  fostering  hope  among  the'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' oppressed  and  fear  in  the'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' hearts  of  the  corporations .'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\" As  the  resistance 's  plan\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' takes  shape ,  Midnight  unc'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'overs  a  shocking  revelation :'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\" the  corporations '  ultimate  agenda\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' is  not  just  domination  but'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' the  destruction  of  the  city'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' itself .  They  plan  to'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' unleash  a  devastating  artificial  intelligence'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' virus ,  capable  of  destabil'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'izing  New  E lys ium'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\"'s  entire  technological  infrastructure .\\n\\n\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'Mid night  races  against  time'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\",  hacking  the  corporations '\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' encrypted  databases ,  and  attempting'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' to  decipher  the  intric acies'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' of  the  AI  virus .'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' As  his  allies  in  the'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' resistance  prepare  for  a  final'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\" coup ,  Midnight 's  neural\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' interface  becomes  flooded  with  immense'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' data ,  pieces  of  the'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\" corporations '  dark  puzzle  falling\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' into  place .  He  must'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' thwart  the  imminent  catastrophe ,'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' safeguard ing  the  city  and'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' its  inhabitants .\\n\\n In  a'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' clim actic  battle  amongst  the'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\" city 's  sprawling  skys crap\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'ers ,  Midnight  faces  off'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' against  the  corporate  machines ,'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' desperately  trying  to  upload  a'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' counter measure  into  the  heart'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' of  the  virus .  The'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' black  cat  leaps  and  dod'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'ges ,  his  eyes  gl'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'int ing  with  determination .'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' At  last ,  Midnight  successfully'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' neutral izes  the  AI  virus'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "',  aver ting  the  destruction'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' of  New  E lys ium'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'.\\n\\n With  the  corporations  exposed'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' and  their  power  significantly  weakened'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "',  the  city  breath es'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' a  collective  sigh  of  relief'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "\".  Midnight 's  legend  solid\""
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'ifies ,  inspiring  other  f'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "'eline  prototypes  to  join  the'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
                    "type": "string"
                  },
                  "text/plain": "' resistance ,  continuing  the  fight'"
                },
                "metadata": {},
                "output_type": "display_data"
              },
              {
                "data": {
                  "application/vnd.google.colaboratory.intrinsic+json": {
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