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        "# Solution for task 1 of the 3rd set of exercises\n",
        "\n",
        "This is a modification of the [zero- and few-shot classification](https://github.com/TurkuNLP/textual-data-analysis-course/blob/main/text_classification_zero_and_few_shot.ipynb) notebook.\n",
        "\n",
        "Text other than headers from the original notebook is excluded, and changed points noted in text.\n"
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    {
      "cell_type": "markdown",
      "source": [
        "---\n",
        "\n",
        "## Setup"
      ],
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m182.4/182.4 KB\u001b[0m \u001b[31m22.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.6/7.6 MB\u001b[0m \u001b[31m100.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
        }
      ],
      "source": [
        "!pip install --quiet transformers"
      ]
    },
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      "source": [
        "Import the `transformers` library"
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      "cell_type": "code",
      "source": [
        "import transformers"
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        "id": "TxKn8a_mXaXq"
      },
      "execution_count": null,
      "outputs": []
    },
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        "---\n",
        "\n",
        "## Load model\n"
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "---\n",
        "\n",
        "## Generation "
      ],
      "metadata": {
        "id": "7wPkLzyyeh3S"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def generate(prompt, max_new_tokens=10):\n",
        "    inputs = tokenizer(prompt, return_tensors='pt')\n",
        "    outputs = model.generate(inputs.input_ids, max_new_tokens=max_new_tokens)\n",
        "    decoded = tokenizer.batch_decode(\n",
        "        outputs,\n",
        "        skip_special_tokens=True,\n",
        "        clean_up_tokenization_spaces=False\n",
        "    )\n",
        "    output_text = decoded[0]\n",
        "    generated = output_text[len(prompt):]\n",
        "    return(f'**{prompt}**{generated}')"
      ],
      "metadata": {
        "id": "10xgSAi-YOQU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "---\n",
        "\n",
        "## Zero-shot experiments\n",
        "\n",
        "(These are finicky, but can be made to work.)"
      ],
      "metadata": {
        "id": "PpSnABzleuXa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(generate('''\n",
        "The core emotions are Joy, Trust, Fear, Surprise, Sadness, Disgust, Anger, and Anticipation.\n",
        "Which core emotions do the following sentences express?\n",
        "\n",
        "Sentence: I'm not sure I have the courage to go out into the dark.\n",
        "\n",
        "Answer:'''))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SqqYZ76UZvB8",
        "outputId": "e21b3167-2006-4979-849a-8de5ac9525b1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "**\n",
            "The core emotions are Joy, Trust, Fear, Surprise, Sadness, Disgust, Anger, and Anticipation.\n",
            "Which core emotions do the following sentences express?\n",
            "\n",
            "Sentence: I'm not sure I have the courage to go out into the dark.\n",
            "\n",
            "Answer:** Fear\n",
            "\n",
            "Sentence: I'm not sure\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(generate('''\n",
        "The core emotions are Joy, Trust, Fear, Surprise, Sadness, Disgust, Anger, and Anticipation.\n",
        "Which core emotions do the following sentences express?\n",
        "\n",
        "Sentence: It's really great that you've arrived early!\n",
        "\n",
        "Answer:'''))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "79yv0O0r5kph",
        "outputId": "56c33c92-45cc-40f6-cc03-4d68df533332"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "**\n",
            "The core emotions are Joy, Trust, Fear, Surprise, Sadness, Disgust, Anger, and Anticipation.\n",
            "Which core emotions do the following sentences express?\n",
            "\n",
            "Sentence: It's really great that you've arrived early!\n",
            "\n",
            "Answer:** Joy\n",
            "\n",
            "Sentence: I'm really glad\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "---\n",
        "\n",
        "## One-shot experiments"
      ],
      "metadata": {
        "id": "VrYKJZgYgSeb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(generate('''\n",
        "The core emotions are Joy, Trust, Fear, Surprise, Sadness, Disgust, Anger, and Anticipation.\n",
        "Which core emotions do the following sentences express?\n",
        "\n",
        "Sentence: I'm not sure I have the courage to go out into the dark.\n",
        "\n",
        "Answer: Fear\n",
        "\n",
        "Sentence: I'm really disappointed with this movie.\n",
        "\n",
        "Answer:'''))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5Fi6FvpoZ8sj",
        "outputId": "f9203fb5-cd02-4db9-9c43-d4cabfc050b3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "**\n",
            "The core emotions are Joy, Trust, Fear, Surprise, Sadness, Disgust, Anger, and Anticipation.\n",
            "Which core emotions do the following sentences express?\n",
            "\n",
            "Sentence: I'm not sure I have the courage to go out into the dark.\n",
            "\n",
            "Answer: Fear\n",
            "\n",
            "Sentence: I'm really disappointed with this movie.\n",
            "\n",
            "Answer:** Sadness\n",
            "\n",
            "Sentence: I'm really\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(generate('''\n",
        "The core emotions are Joy, Trust, Fear, Surprise, Sadness, Disgust, Anger, and Anticipation.\n",
        "Which core emotions do the following sentences express?\n",
        "\n",
        "Sentence: I'm not sure I have the courage to go out into the dark.\n",
        "\n",
        "Answer: Fear\n",
        "\n",
        "Sentence: I can't believe you put pineapple on my pizza!\n",
        "\n",
        "Answer:'''))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vwW6BzE76bq6",
        "outputId": "84183a11-36ad-443c-ed34-5bf33052f57c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "**\n",
            "The core emotions are Joy, Trust, Fear, Surprise, Sadness, Disgust, Anger, and Anticipation.\n",
            "Which core emotions do the following sentences express?\n",
            "\n",
            "Sentence: I'm not sure I have the courage to go out into the dark.\n",
            "\n",
            "Answer: Fear\n",
            "\n",
            "Sentence: I can't believe you put pineapple on my pizza!\n",
            "\n",
            "Answer:** Surprise\n",
            "\n",
            "Sentence: I'm so excited\n"
          ]
        }
      ]
    }
  ]
}