LLM_OOV.ipynb

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      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "大语言模型模型的Out-of-Vocabulary (OOV)问题对模型有何影响？[参考视频](https://www.bilibili.com/video/BV1uA4m137g5/)"
      ],
      "metadata": {
        "id": "ZeUWXAfAT73p"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## LLaMA2测试"
      ],
      "metadata": {
        "id": "xrASMpI2W6Ta"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "ofDpOPIfTpC2"
      },
      "outputs": [],
      "source": [
        "!pip install transformers -q"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import AutoTokenizer\n",
        "tokenizer = AutoTokenizer.from_pretrained(\"NousResearch/Llama-2-7b-chat-hf\", trust_remote_code=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 177,
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        },
        "id": "x-rvO1exUyBU",
        "outputId": "023807c1-ee9e-40d2-eb2f-73e50d7b4946"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/746 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer.model:   0%|          | 0.00/500k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
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              "version_minor": 0,
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer.json:   0%|          | 0.00/1.84M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "added_tokens.json:   0%|          | 0.00/21.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/435 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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          },
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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer.vocab_size"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zRBIWvoOVK9x",
        "outputId": "57aa75c2-7107-4514-da67-cd0a47c6af82"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "32000"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer(\"你好\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nNfdu3OGV9l0",
        "outputId": "7419cc55-b028-4ef4-de0e-7c295d5df5fa"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'input_ids': [1, 29871, 30919, 31076], 'attention_mask': [1, 1, 1, 1]}"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer.decode([1, 29871, 30919, 31076])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "DrurtPqMWAuV",
        "outputId": "f7d6ee19-5cbb-4143-a0ab-ed74f900e1e0"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'<s> 你好'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer.decode([30919, 31076])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "uN77ybIGWGx-",
        "outputId": "52cbd0ec-db6e-4357-b65e-f2d5183b916c"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'你好'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer(\"龘\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fUP-FfBeWRnA",
        "outputId": "d84bc255-d15c-4aec-d1d2-80ba2f977d65"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'input_ids': [1, 29871, 236, 193, 155], 'attention_mask': [1, 1, 1, 1, 1]}"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer.decode([1, 29871, 236, 193, 155])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "2efKBbU2WxhZ",
        "outputId": "45fde060-62d4-4d83-fe7f-91e3f19e73e4"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'<s> 龘'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer.decode([236, 193, 155])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "ncKyNg5YW1uK",
        "outputId": "22e18bfb-9313-4548-d8cf-5c0a3652184f"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'龘'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer.convert_ids_to_tokens([1, 29871, 236, 193, 155])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iqNHT6WoW4Bx",
        "outputId": "c231619d-42fb-4807-fc05-c7a1c68069af"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['<s>', '▁', '<0xE9>', '<0xBE>', '<0x98>']"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "`'<0xE9>', '<0xBE>', '<0x98>'`是Byte编码"
      ],
      "metadata": {
        "id": "iSELzYbnXJhx"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Qwen测试"
      ],
      "metadata": {
        "id": "imfP7fP8XrRw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/QwenLM/Qwen.git"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kPyZ9yPfXFUt",
        "outputId": "fa1838c8-c3d6-4eb5-b515-3345acbda44a"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'Qwen'...\n",
            "remote: Enumerating objects: 1620, done.\u001b[K\n",
            "remote: Counting objects: 100% (709/709), done.\u001b[K\n",
            "remote: Compressing objects: 100% (224/224), done.\u001b[K\n",
            "remote: Total 1620 (delta 559), reused 528 (delta 473), pack-reused 911\u001b[K\n",
            "Receiving objects: 100% (1620/1620), 35.49 MiB | 24.69 MiB/s, done.\n",
            "Resolving deltas: 100% (958/958), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd Qwen/"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PzEuU9FAYLC1",
        "outputId": "853f4c6f-c684-42f0-cec9-fd1a68f52d34"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/Qwen\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -r requirements.txt -q"
      ],
      "metadata": {
        "id": "KrU-YlX2YOh9"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import AutoModelForCausalLM, AutoTokenizer\n",
        "from transformers.generation import GenerationConfig\n",
        "\n",
        "# Model names: \"Qwen/Qwen-7B-Chat\", \"Qwen/Qwen-14B-Chat\"\n",
        "tokenizer_qwen = AutoTokenizer.from_pretrained(\"Qwen/Qwen-7B-Chat\", trust_remote_code=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 168,
          "referenced_widgets": [
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            "0975ab7842f042e9a039ce5181b1867b",
            "05e616089ce6481d9103c305fa714d40",
            "b4030f9f9bdf44d6943d331b3ebc839e",
            "ff2b0d6110e5476fb330d6dcc12d14e9",
            "8336c73612dd42a6bbd0e460b186df54",
            "3909bf1c1a9e41999be936c14ab6ff7a"
          ]
        },
        "id": "55Cz7MJ8YSAG",
        "outputId": "375c5004-dc07-40c4-8363-878224f1aeed"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/174 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8cc5a58571d44d6abd9327145e251247"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenization_qwen.py:   0%|          | 0.00/9.62k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2af55893735d45b0a85a26f77d33cad1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "A new version of the following files was downloaded from https://huggingface.co/Qwen/Qwen-7B-Chat:\n",
            "- tokenization_qwen.py\n",
            ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "qwen.tiktoken:   0%|          | 0.00/2.56M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
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            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer_qwen(\"你好\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tKGm91oTYh14",
        "outputId": "93a251dd-49ca-4f99-afc1-3032b34fe643"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'input_ids': [108386], 'token_type_ids': [0], 'attention_mask': [1]}"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer_qwen.vocab_size"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dCrm0SBvY6RQ",
        "outputId": "0d3a7d82-e9e0-44e2-83b3-3f94cb1aa05e"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "151851"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer_qwen.decode([108386])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "qRucCv1PYnB6",
        "outputId": "be8ea4b7-e696-4a09-c2a5-6de18f824346"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'你好'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer_qwen(\"龘\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s3tWfHJQYtoN",
        "outputId": "fd7fb47f-424c-4808-e380-ddf636bd5b7e"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'input_ids': [82912, 246], 'token_type_ids': [0, 0], 'attention_mask': [1, 1]}"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer_qwen.decode([82912, 246])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "TtqOPkEeYx9d",
        "outputId": "1ef9eb60-e02b-48e1-fd4f-fa9657f7b8cf"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'龘'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer_qwen.convert_ids_to_tokens([82912, 246])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LNBx5k5fY2c-",
        "outputId": "cd32702f-8e5c-4d14-9ff1-ac3b865770d1"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[b'\\xe9\\xbe', b'\\x98']"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "1. LLaMA词表大小为3.2W，Qwen为15W；\n",
        "2. 对于一个中文字表示，LLaMA使用了两个token表示，而Qwen使用了一个token；\n",
        "3. 在推理中，更少的Token表示将有更少的推理次数，这意味着更大的词表可以压缩更多的内容，减少推理次数，文本的生成速度会更快；\n",
        "4. 词表增大以后，模型参数量也会增大，然而这对于巨大的模型参数来说不值得一提，推理速度的提升却尤为明显；"
      ],
      "metadata": {
        "id": "Bwk0Cg6lZKGQ"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Fb6uMmISZIbz"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}