nanoLoRA.ipynb

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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mlabonne/llm-course/blob/main/nanoLoRA.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
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      "cell_type": "markdown",
      "source": [
        "# nanoLoRA\n",
        "> A Minimalistic Implementation of Low-Rank Adaptation\n",
        "\n",
        "❤️ Created by [@maximelabonne](https://twitter.com/maximelabonne) as part of the 🗣️ [Large Language Model Course](https://github.com/mlabonne/llm-course).\n",
        "\n",
        "1. **Low-Rank Decomposition**: LoRA represents the updates to the weight matrices with a low-rank decomposition. For a pre-trained weight matrix $W_0$, its update is represented by $W_0 + BA$, where $B$ and $A$ are matrices with lower rank $r$, and $r$ is less than the minimum of the dimensions of $W_0$.\n",
        "\n",
        "2. **Freezing Pre-trained Weights**: During training, $W_0$ remains constant and does not receive gradient updates. The trainable parameters are contained in matrices $A$ and $B$, thereby constraining the updates to a lower intrinsic rank.\n",
        "\n",
        "3. **Forward Pass Modification**: The modified forward pass includes both the original weight matrix and the low-rank update, yielding $h=W_0 x+BAx$.\n",
        "\n",
        "4. **Deployment Efficiency**: When deployed, LoRA can explicitly compute and store $W=W_0 + BA$ and perform inference as usual. This approach introduces no additional inference latency compared to a fully fine-tuned model.\n"
      ],
      "metadata": {
        "id": "R-PRf6eGviwH"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "UI7HPDt_51_C"
      },
      "outputs": [],
      "source": [
        "!pip install -q transformers datasets"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_dataset\n",
        "from transformers import DataCollatorForLanguageModeling\n",
        "from transformers import GPT2Model, GPT2Config, GPT2Tokenizer\n",
        "\n",
        "def tokenize(element):\n",
        "    outputs = tokenizer(\n",
        "        element[\"text\"],\n",
        "        truncation=True,\n",
        "        max_length=context_length,\n",
        "        return_overflowing_tokens=True,\n",
        "        return_length=True,\n",
        "    )\n",
        "    input_batch = []\n",
        "    for length, input_ids in zip(outputs[\"length\"], outputs[\"input_ids\"]):\n",
        "        if length == context_length:\n",
        "            input_batch.append(input_ids)\n",
        "    return {\"input_ids\": input_batch}\n",
        "\n",
        "dataset = load_dataset('wikitext', 'wikitext-2-raw-v1')\n",
        "\n",
        "tokenizer = GPT2Tokenizer.from_pretrained('gpt2')\n",
        "tokenizer.pad_token = tokenizer.eos_token\n",
        "\n",
        "context_length = 128\n",
        "tokenized_datasets = dataset.map(\n",
        "    tokenize, batched=True, remove_columns=dataset[\"train\"].column_names\n",
        ")\n",
        "\n",
        "data_collator = DataCollatorForLanguageModeling(tokenizer, mlm=False)"
      ],
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      "source": [
        "The `self.merged` variable is used as a flag to track the state of the model's weights. It serves to indicate whether the weights of the linear layer have been merged with the low-rank approximation weights.\n",
        "\n",
        "* **During Training**: The LoRA layer maintains two sets of weights - the original weights of the layer (`self.weight`) and the low-rank approximation weights (`self.lora_A` and `self.lora_B`). During training, you typically want to update the low-rank approximation weights and keep the original weights fixed. Therefore, before training, the method ensures that the original weights and the low-rank approximation weights are not merged (`self.merged` is `False`). If they have been merged, it separates them by subtracting the low-rank approximation from the original weights.\n",
        "\n",
        "* **During Evaluation**: During evaluation (or inference), you want to use the enhanced weights that include the low-rank approximation for better performance. Therefore, before evaluation, the method ensures that the weights are merged (`self.merged` is `True`). If they are not, it merges them by adding the low-rank approximation to the original weights.\n",
        "\n",
        "This approach allows you to use the low-rank approximation for inference (where it can improve performance) but not during training (where you want to train the low-rank approximation weights based on the fixed original weights)."
      ],
      "metadata": {
        "id": "X9ZqP3I-QyoQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import math\n",
        "from torch import nn\n",
        "import torch.nn.functional as F\n",
        "\n",
        "class nanoLoRA(nn.Linear):\n",
        "    def __init__(\n",
        "        self,\n",
        "        in_features: int,\n",
        "        out_features: int,\n",
        "        r: int = 8,\n",
        "        lora_alpha: int = 1\n",
        "    ):\n",
        "        super().__init__(in_features, out_features)\n",
        "        assert r > 0, \"r must be > 0\"\n",
        "\n",
        "        self.lora_A = nn.Parameter(self.weight.new_zeros((r, in_features)))\n",
        "        self.lora_B = nn.Parameter(self.weight.new_zeros((out_features, r)))\n",
        "        self.scaling = lora_alpha / r\n",
        "        self.weight.requires_grad = False\n",
        "        self.merged = False\n",
        "        self.reset_lora_parameters()\n",
        "\n",
        "    def reset_lora_parameters(self):\n",
        "        super().reset_parameters()\n",
        "        nn.init.kaiming_uniform_(self.lora_A, a=math.sqrt(5))\n",
        "        nn.init.zeros_(self.lora_B)\n",
        "\n",
        "    def train(self, mode: bool = True):\n",
        "        super().train(mode)\n",
        "        if mode:\n",
        "            if self.merged:\n",
        "                # Make sure that the weights are not merged for training\n",
        "                self.weight.data -= (self.lora_B @ self.lora_A) * self.scaling\n",
        "                self.merged = False\n",
        "        else:\n",
        "            if not self.merged:\n",
        "                # Merge the weights for inference\n",
        "                self.weight.data += (self.lora_B @ self.lora_A) * self.scaling\n",
        "                self.merged = True\n",
        "\n",
        "    def forward(self, x: torch.Tensor):\n",
        "        if not self.merged:\n",
        "            out = F.linear(x, self.weight, bias=self.bias)\n",
        "            out += (x @ self.lora_A.transpose(0, 1) @ self.lora_B.transpose(0, 1)) * self.scaling\n",
        "            return out\n",
        "        else:\n",
        "            return F.linear(x, self.weight, bias=self.bias)"
      ],
      "metadata": {
        "id": "Bjwhp1B2bY5z"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import AutoTokenizer, GPT2LMHeadModel, AutoConfig\n",
        "\n",
        "# Initialize the model\n",
        "config = AutoConfig.from_pretrained(\n",
        "    \"gpt2\",\n",
        "    vocab_size=len(tokenizer),\n",
        "    n_ctx=1024,\n",
        "    bos_token_id=tokenizer.bos_token_id,\n",
        "    eos_token_id=tokenizer.eos_token_id,\n",
        ")\n",
        "model = GPT2LMHeadModel(config)\n",
        "\n",
        "# Freeze all parameters in the model\n",
        "for param in model.parameters():\n",
        "    param.requires_grad = False\n",
        "\n",
        "# Modify the layers and unfreeze these parameters\n",
        "for i in range(config.n_layer):\n",
        "    model.transformer.h[i].mlp.c_fc = nanoLoRA(config.n_embd, config.n_embd, r=8)\n",
        "    model.transformer.h[i].mlp.c_proj = nanoLoRA(config.n_embd, config.n_embd, r=8)\n",
        "\n",
        "num_train_params = sum(p.numel() for p in model.parameters() if p.requires_grad)\n",
        "print(f'The model has {num_train_params:,} trainable parameters.')"
      ],
      "metadata": {
        "id": "9oWWdIkJ56Wd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "72c38f6a-98e8-4278-e998-a3e387f29277"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The model has 313,344 trainable parameters.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import Trainer, TrainingArguments\n",
        "\n",
        "args = TrainingArguments(\n",
        "    output_dir=\"results\",\n",
        "    per_device_train_batch_size=32,\n",
        "    per_device_eval_batch_size=32,\n",
        "    evaluation_strategy=\"steps\",\n",
        "    eval_steps=50,\n",
        "    logging_steps=50,\n",
        "    gradient_accumulation_steps=1,\n",
        "    num_train_epochs=1,\n",
        "    weight_decay=0.1,\n",
        "    warmup_steps=10,\n",
        "    lr_scheduler_type=\"cosine\",\n",
        "    learning_rate=5e-4,\n",
        "    fp16=True,\n",
        "    report_to=\"tensorboard\",\n",
        ")\n",
        "\n",
        "trainer = Trainer(\n",
        "    model=model,\n",
        "    tokenizer=tokenizer,\n",
        "    args=args,\n",
        "    data_collator=data_collator,\n",
        "    train_dataset=tokenized_datasets[\"train\"],\n",
        "    eval_dataset=tokenized_datasets[\"validation\"],\n",
        ")\n",
        "\n",
        "trainer.train()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        },
        "id": "-eHDB7xB2HMk",
        "outputId": "8007f1f4-3c57-4f1f-abd3-2b76a96713d2"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/transformers/optimization.py:411: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='266' max='266' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [266/266 01:32, Epoch 1/1]\n",
              "    </div>\n",
              "    <table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              " <tr style=\"text-align: left;\">\n",
              "      <th>Step</th>\n",
              "      <th>Training Loss</th>\n",
              "      <th>Validation Loss</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>50</td>\n",
              "      <td>10.368600</td>\n",
              "      <td>9.695271</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>100</td>\n",
              "      <td>9.660800</td>\n",
              "      <td>9.591634</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>150</td>\n",
              "      <td>9.634500</td>\n",
              "      <td>9.585637</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>200</td>\n",
              "      <td>9.623000</td>\n",
              "      <td>9.583360</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>250</td>\n",
              "      <td>9.613100</td>\n",
              "      <td>9.582972</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table><p>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "TrainOutput(global_step=266, training_loss=9.771246601764421, metrics={'train_runtime': 96.2756, 'train_samples_per_second': 88.164, 'train_steps_per_second': 2.763, 'total_flos': 279368589901824.0, 'train_loss': 9.771246601764421, 'epoch': 1.0})"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "trainer.evaluate()"
      ],
      "metadata": {
        "id": "grVjJRyP8Cvo",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 124
        },
        "outputId": "14d33957-ccc6-4fd6-db88-6aa977c83cf9"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "    <div>\n",
              "      \n",
              "      <progress value='28' max='28' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
              "      [28/28 00:03]\n",
              "    </div>\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'eval_loss': 9.582963943481445,\n",
              " 'eval_runtime': 3.3787,\n",
              " 'eval_samples_per_second': 262.824,\n",
              " 'eval_steps_per_second': 8.287,\n",
              " 'epoch': 1.0}"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    }
  ]
}