transformers.ipynb

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      "source": [
        "## Transformers lib"
      ]
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          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
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      "source": [
        "from transformers import AutoModelForCausalLM, AutoTokenizer\n",
        "#model_name='ai-forever/mGPT'\n",
        "model_name = \"Qwen/Qwen2.5-1.5B\"\n",
        "model = AutoModelForCausalLM.from_pretrained(\n",
        "    model_name,\n",
        "    torch_dtype=\"auto\",\n",
        "    device_map=\"auto\"\n",
        ")\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_name)\n"
      ]
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          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:151643 for open-end generation.\n"
          ]
        },
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          "text": [
            "write example of shakespearean sonnet\n",
            "Certainly! Here's an example of a Shakespearean sonnet:\n",
            "\n",
            "**Shakespearean Sonnet**\n",
            "\n",
            "**Shall I compare thee to a summer's day?**\n",
            "Thou art more lovely and more temperate:\n",
            "Rough winds do shake the darling buds of May,\n",
            "And summer's lease hath all too short a date:\n",
            "Sometime too hot the eye of heaven shines,\n",
            "And often is his gold complexion dimmed;\n",
            "And every fair from fair sometime declines,\n",
            "By chance or nature's changing course untrimmed;\n",
            "But thy eternal summer shall not fade\n",
            "Nor lose possession of that fair thou owest;\n",
            "Nor shall Death brag thou wander'st in his shade,\n",
            "When in eternal lines to time thou growest:\n",
            "So long as men can breathe or eyes can see,\n",
            "So long lives this, and this gives life to thee.\n",
            "\n",
            "This sonnet follows the traditional structure of a Shakespearean sonnet, which consists of three quatrains (four-line stanzas) and a concluding couplet (two-line stanza). The rhyme scheme is typically ABAB CDCD EFEF GG, and the volta (turn) occurs in the final couplet, where the speaker shifts from a contemplation of the subject's beauty to a reflection on the enduring nature of love and beauty.\n"
          ]
        }
      ],
      "source": [
        "prompt = \"write example of shakespearean sonnet\"\n",
        "\n",
        "model_inputs = tokenizer([prompt], return_tensors=\"pt\").to(model.device)\n",
        "generated_ids = model.generate(\n",
        "    **model_inputs,\n",
        "    max_new_tokens=512\n",
        ")\n",
        "result = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)\n",
        "print(result[0])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "q3EHTAyMNm_j",
        "outputId": "d9ebd2f5-51e0-48a7-e7ef-5871707bdce9",
        "colab": {
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        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['write', 'Ġexample', 'Ġof', 'Ġsh', 'akespeare', 'an', 'Ġson', 'net']"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "tokenizer.convert_ids_to_tokens(model_inputs.input_ids[0])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EoWpNJN_Nm_j"
      },
      "source": [
        "### Shortest code"
      ]
    },
    {
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        "outputId": "c7295b0f-2a98-4dfa-ec08-c15cf5381f4f",
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        }
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            "Device set to use cuda:0\n"
          ]
        },
        {
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          "text": [
            "write example of Shakespearean sonnet\n",
            "Certainly! Here's an example of a Shakespearean sonnet:\n",
            "\n",
            "**Shakespearean Sonnet**\n",
            "\n",
            "**Shall I compare thee to a summer's day?**\n",
            "Thou art more lovely and more temperate:\n",
            "Rough winds do shake the darling buds of May,\n",
            "And summer's lease hath all too short a date:\n",
            "Sometime too hot the eye of heaven shines,\n",
            "And often is his gold complexion dimmed;\n",
            "And every fair from fair sometime declines,\n",
            "By chance or nature's changing course untrimmed;\n",
            "But thy eternal summer shall not fade\n",
            "Nor lose possession of that fair thou owest;\n",
            "Nor shall Death brag thou wander'st in his shade,\n",
            "When in eternal lines to time thou growest:\n",
            "So long as men can breathe or eyes can see,\n",
            "So long lives this, and this gives life to thee.\n",
            "\n",
            "This sonnet follows the traditional structure of a Shakespearean sonnet, which consists of three quatrains (four-line stanzas) and a concluding couplet (two-line stanza). The rhyme scheme is typically ABAB CDCD EFEF GG, and the volta (turn) occurs in the third quatrain, where the speaker shifts from questioning the comparison to asserting the beauty and longevity of the subject.\n"
          ]
        }
      ],
      "source": [
        "from transformers import pipeline\n",
        "prompt = \"write example of Shakespearean sonnet\"\n",
        "generator = pipeline(model=\"Qwen/Qwen2.5-1.5B\")\n",
        "print(generator(prompt, do_sample=False)[0]['generated_text'])"
      ]
    }
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