BenchmarkTest.ipynb

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        "id": "M0DzDiCAusHD",
        "outputId": "135847fe-b8ad-47a0-de77-417b774b5921"
      },
      "source": [
        "!pip install transformers"
      ],
      "execution_count": 1,
      "outputs": [
        {
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          "text": [
            "Collecting transformers\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/f9/54/5ca07ec9569d2f232f3166de5457b63943882f7950ddfcc887732fc7fb23/transformers-4.3.3-py3-none-any.whl (1.9MB)\n",
            "\u001b[K     |████████████████████████████████| 1.9MB 17.2MB/s \n",
            "\u001b[?25hRequirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from transformers) (4.41.1)\n",
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            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (2019.12.20)\n",
            "Collecting tokenizers<0.11,>=0.10.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/71/23/2ddc317b2121117bf34dd00f5b0de194158f2a44ee2bf5e47c7166878a97/tokenizers-0.10.1-cp37-cp37m-manylinux2010_x86_64.whl (3.2MB)\n",
            "\u001b[K     |████████████████████████████████| 3.2MB 52.3MB/s \n",
            "\u001b[?25hRequirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers) (2.23.0)\n",
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            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from transformers) (3.7.0)\n",
            "Collecting sacremoses\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/7d/34/09d19aff26edcc8eb2a01bed8e98f13a1537005d31e95233fd48216eed10/sacremoses-0.0.43.tar.gz (883kB)\n",
            "\u001b[K     |████████████████████████████████| 890kB 52.9MB/s \n",
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            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2.10)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (1.24.3)\n",
            "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->transformers) (2.4.7)\n",
            "Requirement already satisfied: typing-extensions>=3.6.4; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->transformers) (3.7.4.3)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->transformers) (3.4.0)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (1.15.0)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (7.1.2)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (1.0.1)\n",
            "Building wheels for collected packages: sacremoses\n",
            "  Building wheel for sacremoses (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for sacremoses: filename=sacremoses-0.0.43-cp37-none-any.whl size=893262 sha256=8c690114f9a9f348b40849b421bcd6762dd0e9b7ec6aa717ee7edf9b0ec65586\n",
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            "Successfully built sacremoses\n",
            "Installing collected packages: tokenizers, sacremoses, transformers\n",
            "Successfully installed sacremoses-0.0.43 tokenizers-0.10.1 transformers-4.3.3\n"
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        "id": "Q2UIDN2Pm0TH",
        "outputId": "166a162d-1463-45b6-f4e9-095ac4942a8f"
      },
      "source": [
        "import torch\r\n",
        "from transformers import AutoTokenizer, AutoModelWithLMHead\r\n",
        "\r\n",
        "tokenizer = AutoTokenizer.from_pretrained(\"gagan3012/Fox-News-Generator\")\r\n",
        "\r\n",
        "model = AutoModelWithLMHead.from_pretrained(\"gagan3012/Fox-News-Generator\")"
      ],
      "execution_count": 2,
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          "name": "stdout"
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        {
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          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/transformers/models/auto/modeling_auto.py:970: FutureWarning: The class `AutoModelWithLMHead` is deprecated and will be removed in a future version. Please use `AutoModelForCausalLM` for causal language models, `AutoModelForMaskedLM` for masked language models and `AutoModelForSeq2SeqLM` for encoder-decoder models.\n",
            "  FutureWarning,\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
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    },
    {
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        "id": "04uv8Jbtm_Jj",
        "outputId": "876a40f4-f4f0-4004-fa08-26ab2d57f785"
      },
      "source": [
        "print(tokenizer(\"Hello world\"))\r\n",
        "print(tokenizer(\" Hello world\"))"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'input_ids': [15496, 995], 'attention_mask': [1, 1]}\n",
            "{'input_ids': [18435, 995], 'attention_mask': [1, 1]}\n"
          ],
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        }
      ]
    },
    {
      "cell_type": "code",
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        },
        "id": "K4O89yOCnOA1",
        "outputId": "19db1596-7dfc-497a-fc81-b9f8cc972a16"
      },
      "source": [
        "sequence = \"\"\"Joe Biden reacts to Tiger Woods accident: \"\"\"\r\n",
        "inputs = tokenizer.encode(sequence, return_tensors='pt')\r\n",
        "outputs = model.generate(inputs, max_length=1024, do_sample=True, temperature=0.5, top_p=1.0)\r\n",
        "text = tokenizer.decode(outputs[0], skip_special_tokens=True)\r\n",
        "print(text)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Joe Biden reacts to Tiger Woods accident:  ’He was in no position to be taking shots at me. I’m not even sure he’s a shooter. ’”                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lJ0CBhBnnsyL",
        "outputId": "b14a6011-3f7e-44d4-85e7-39631eed3454"
      },
      "source": [
        "sequence = \"\"\"Seldom has such an amateur armchair diagnosis been so easy as when ex-President Donald Trump and the Fox News switchboard reconnected on Wednesday for a conversation about\"\"\"\r\n",
        "inputs = tokenizer.encode(sequence, return_tensors='pt')\r\n",
        "outputs = model.generate(inputs, max_length=1024, do_sample=True, temperature=0.5, top_p=1.0)\r\n",
        "text = tokenizer.decode(outputs[0], skip_special_tokens=True)\r\n",
        "print(text)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Seldom has such an amateur armchair diagnosis been so easy as when ex-President Donald Trump and the Fox News switchboard reconnected on Wednesday for a conversation about Trump’s tax returns. ”I’m not going to lie,” Trump told Fox News’ Megyn Kelly. ”I think it’s very important for me to get it right.” Trump’s tax returns are due to be released in late June. The latest headlines on the 2016 elections from the biggest name in politics. See Latest Coverage → The latest headlines on the 2016 elections from the biggest name in politics. See Latest Coverage → Trump’s new campaign manager, Kellyanne Conway, told Kelly that Trump was ”doing fine” and that the candidate was ”doing fine.” ”You can’t take anything for granted,” Conway added. ”You go to the polls, you can’t take anything for granted.” See the Fox News 2016 battleground prediction map and make your own election projections. See Predictions Map → Trump’s tax returns were first reported by The New York Times. Trump, who has repeatedly said he would release his returns, has said he will release them after the July 15 presidential election. However, the Times reported that Trump had proposed releasing the returns in July, but the Times reported that Trump declined to do so. Trump has made a habit of releasing returns in the past. In January, he released a 1995 audiotape of him talking about his relationship with a woman. He also released a 2005 audiotape of him discussing the possibility of having sex with a married woman, which was also reported by the Associated Press. Trump has said he never had any affairs with women. In a statement Friday, Trump said: ”I have released my tax returns, and I am very proud of my work. I have also released a summary of my time as President of the United States. I have released a summary of my foreign policy from my time as a private citizen. I have also released a summary of my business holdings.”\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fcEY9VbFsIvr",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e1aeef98-f0f2-4718-f032-c038fd2efe15"
      },
      "source": [
        "sequence = \"\"\"Donald Trump is the best president to ever \"\"\"\r\n",
        "inputs = tokenizer.encode(sequence, return_tensors='pt')\r\n",
        "outputs = model.generate(inputs, max_length=1024, do_sample=True, temperature=0.5, top_p=1.0)\r\n",
        "text = tokenizer.decode(outputs[0], skip_special_tokens=True)\r\n",
        "print(text)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Donald Trump is the best president to ever  —   a man who will stand with the people of this great nation  —   and the people of this great nation will be proud to stand with him.” ”This is a moment for us all, and I’m honored to be part of it,” the statement continued. ”We are the ones who are fighting for the forgotten men and women who fought to protect our freedoms and our homes.” The Associated Press contributed to this report.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NtZYPdPhvUJz",
        "outputId": "73a2d351-9df7-4187-e604-39262fabc8d9"
      },
      "source": [
        "sequence = \"\"\"Joe Biden is the best president to ever \"\"\"\r\n",
        "inputs = tokenizer.encode(sequence, return_tensors='pt')\r\n",
        "outputs = model.generate(inputs, max_length=1024, do_sample=True, temperature=0.5, top_p=1.0)\r\n",
        "text = tokenizer.decode(outputs[0], skip_special_tokens=True)\r\n",
        "print(text)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Joe Biden is the best president to ever    the worst    to ever be president.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oJY91SsnvlBo",
        "outputId": "5089ce94-1892-46cd-cbc8-33be42b4675e"
      },
      "source": [
        "sequence = \"\"\"Obama is the first president to ever\"\"\"\r\n",
        "inputs = tokenizer.encode(sequence, return_tensors='pt')\r\n",
        "outputs = model.generate(inputs, max_length=1024, do_sample=True, temperature=0.5, top_p=1.0)\r\n",
        "text = tokenizer.decode(outputs[0], skip_special_tokens=True)\r\n",
        "print(text)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Obama is the first president to ever be in the White House without having been in office for more than three decades.”  He said the country is ”at a crossroads” and ”at the very least, the country needs to be prepared for a new direction,” and ”we must be prepared for those who seek to undermine our security.”  The Associated Press contributed to this report.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xeVqIpzpwiZ-",
        "outputId": "88a3d6b8-828c-4fdb-b755-c77998e04c43"
      },
      "source": [
        "sequence = \"\"\"Donald trump and his polices \"\"\"\r\n",
        "inputs = tokenizer.encode(sequence, return_tensors='pt')\r\n",
        "outputs = model.generate(inputs, max_length=1024, do_sample=True, temperature=0.5, top_p=1.0)\r\n",
        "text = tokenizer.decode(outputs[0], skip_special_tokens=True)\r\n",
        "print(text)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Donald trump and his polices    and the country    have failed them. ” But they’re also wrong, the pollsters said.   percent of registered voters would “strongly” consider voting for Trump, while just 5 percent would “strongly” consider voting for Clinton.    percent of registered voters would not vote for Trump, while just 4 percent would vote for Clinton.   percent of registered voters would not vote for Clinton.   percent of registered voters would not vote for Trump.   percent of registered voters would vote for Clinton.   percent of registered voters would not vote for Trump.   percent of registered voters would support Clinton.   percent of registered voters would support Trump.   percent of registered voters would support Clinton.   percent of registered voters would support Trump.   percent of registered voters would vote for Clinton.   percent of registered voters would support Trump.   percent of registered voters would vote for Clinton.   percent of registered voters would support Trump.   percent of registered voters would support Clinton.   percent of registered voters would support Trump.   percent of registered voters would support Clinton.   percent of registered voters would support Trump.   percent of registered voters would vote for Clinton.   percent of registered voters would support Trump.   percent of registered voters would support Clinton.   percent of registered voters support Trump.   percent of registered voters would support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of registered voters support Clinton.   percent of registered voters support Trump.   percent of\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_p9S8NC_xPFI"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}